{"id":920,"date":"2025-01-12T10:13:45","date_gmt":"2025-01-12T02:13:45","guid":{"rendered":"https:\/\/www.laixuexila.com\/?p=920"},"modified":"2025-01-12T10:13:45","modified_gmt":"2025-01-12T02:13:45","slug":"python%e5%86%85%e5%ad%98%e7%ae%a1%e7%90%86%e4%bc%98%e5%8c%96%ef%bc%9a%e6%8f%90%e9%ab%98%e6%95%88%e7%8e%87%e7%9a%84%e6%8a%80%e5%b7%a7%e4%b8%8e%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/www.laixuexila.com\/index.php\/2025\/01\/12\/python%e5%86%85%e5%ad%98%e7%ae%a1%e7%90%86%e4%bc%98%e5%8c%96%ef%bc%9a%e6%8f%90%e9%ab%98%e6%95%88%e7%8e%87%e7%9a%84%e6%8a%80%e5%b7%a7%e4%b8%8e%e5%b7%a5%e5%85%b7\/","title":{"rendered":"Python\u5185\u5b58\u7ba1\u7406\u4f18\u5316\uff1a\u63d0\u9ad8\u6548\u7387\u7684\u6280\u5de7\u4e0e\u5de5\u5177"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Python \u7684\u5185\u5b58\u7ba1\u7406\u673a\u5236\u51b3\u5b9a\u4e86\u7a0b\u5e8f\u7684\u6027\u80fd\u548c\u8d44\u6e90\u5229\u7528\u6548\u7387\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u7406\u89e3\u5185\u5b58\u7ba1\u7406\u7684\u539f\u7406\uff0c\u5e76\u91c7\u53d6\u5408\u9002\u7684\u4f18\u5316\u63aa\u65bd\uff0c\u80fd\u591f\u663e\u8457\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6267\u884c\u6548\u7387\u548c\u964d\u4f4e\u5185\u5b58\u6d88\u8017\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8 Python \u7684\u5185\u5b58\u7ba1\u7406\uff0c\u4ecb\u7ecd\u63d0\u9ad8\u5185\u5b58\u4f7f\u7528\u6548\u7387\u7684\u6280\u5de7\u548c\u5de5\u5177\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001Python \u5185\u5b58\u7ba1\u7406\u6982\u8ff0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Python \u7684\u5185\u5b58\u7ba1\u7406\u5305\u62ec\u5bf9\u8c61\u7684\u521b\u5efa\u3001\u5f15\u7528\u8ba1\u6570\u3001\u5783\u573e\u56de\u6536\uff08GC\uff09\u4ee5\u53ca\u5185\u5b58\u6c60\u7684\u4f7f\u7528\u3002Python \u901a\u8fc7\u5185\u5b58\u6c60\u6765\u51cf\u5c11\u5185\u5b58\u5206\u914d\u548c\u91ca\u653e\u7684\u5f00\u9500\uff0c\u540c\u65f6\u4e5f\u5f15\u5165\u4e86\u81ea\u52a8\u5783\u573e\u56de\u6536\u673a\u5236\u6765\u907f\u514d\u5185\u5b58\u6cc4\u6f0f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5185\u5b58\u5206\u914d\u548c\u5f15\u7528\u8ba1\u6570<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u5f53\u4e00\u4e2a\u5bf9\u8c61\u88ab\u521b\u5efa\u65f6\uff0cPython \u4f1a\u4e3a\u5b83\u5206\u914d\u5185\u5b58\u3002<\/li>\n\n\n\n<li>\u5bf9\u8c61\u6709\u4e00\u4e2a\u5f15\u7528\u8ba1\u6570\u5668\uff0c\u5f53\u8be5\u5bf9\u8c61\u7684\u5f15\u7528\u8ba1\u6570\u4e3a\u96f6\u65f6\uff0cPython \u4f1a\u81ea\u52a8\u56de\u6536\u8fd9\u5757\u5185\u5b58\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5783\u573e\u56de\u6536\uff08GC\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python \u7684\u5783\u573e\u56de\u6536\u4e3b\u8981\u901a\u8fc7\u5f15\u7528\u8ba1\u6570\u548c\u6807\u8bb0-\u6e05\u9664\u7b97\u6cd5\u6765\u56de\u6536\u5185\u5b58\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u5faa\u73af\u5f15\u7528\u7b49\u5f15\u7528\u8ba1\u6570\u65e0\u6cd5\u5904\u7406\u7684\u60c5\u51b5\uff0cPython \u4f1a\u5b9a\u671f\u8fd0\u884c\u5783\u573e\u56de\u6536\u5668\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5185\u5b58\u6c60<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python \u4f7f\u7528\u5185\u5b58\u6c60\u6765\u7ba1\u7406\u5c0f\u5757\u5185\u5b58\uff0c\u907f\u514d\u9891\u7e41\u7684\u5185\u5b58\u5206\u914d\u548c\u91ca\u653e\u3002<\/li>\n\n\n\n<li>\u5bf9\u8c61\u5927\u5c0f\u8f83\u5c0f\u7684\u5185\u5b58\uff08\u901a\u5e38\u5c0f\u4e8e 512 \u5b57\u8282\uff09\u4f1a\u88ab\u653e\u5165\u5185\u5b58\u6c60\uff0c\u91cd\u7528\u8fd9\u4e9b\u5185\u5b58\u5757\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u4f18\u5316 Python \u5185\u5b58\u7ba1\u7406\u7684\u6280\u5de7<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. <strong>\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5bf9\u8c61\u521b\u5efa<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4e2a\u5bf9\u8c61\u7684\u521b\u5efa\u90fd\u4f1a\u6d88\u8017\u5185\u5b58\uff0c\u56e0\u6b64\u5e94\u8be5\u5c3d\u91cf\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5bf9\u8c61\u521b\u5efa\uff0c\u5c24\u5176\u662f\u91cd\u590d\u521b\u5efa\u76f8\u540c\u5185\u5bb9\u7684\u5bf9\u8c61\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f18\u5316\u65b9\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u5185\u7f6e\u6570\u636e\u7ed3\u6784\uff08\u5982 <code>tuple<\/code>\u3001<code>set<\/code>\uff09\u4ee3\u66ff\u5217\u8868\u3001\u5b57\u5178\u7b49\u66f4\u91cd\u7684\u7ed3\u6784\u3002<\/li>\n\n\n\n<li>\u91cd\u7528\u5bf9\u8c61\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u521b\u5efa\u65b0\u7684\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u751f\u6210\u5668\u800c\u4e0d\u662f\u5217\u8868\uff1a\u751f\u6210\u5668\u5728\u8fed\u4ee3\u65f6\u4e0d\u4f1a\u521b\u5efa\u5b8c\u6574\u7684\u5217\u8868\uff0c\u800c\u662f\u9010\u6b65\u751f\u6210\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4f7f\u7528\u751f\u6210\u5668\u800c\u4e0d\u662f\u5217\u8868\n# \u521b\u5efa\u5927\u5217\u8868\u65f6\u4f7f\u7528\u751f\u6210\u5668\u8282\u7701\u5185\u5b58\ngen = (x * 2 for x in range(10**6))<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">2. <strong>\u907f\u514d\u5faa\u73af\u5f15\u7528<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5faa\u73af\u5f15\u7528\u662f Python \u4e2d\u65e0\u6cd5\u81ea\u52a8\u6e05\u9664\u7684\u5185\u5b58\u95ee\u9898\uff0c\u5bfc\u81f4\u5bf9\u8c61\u65e0\u6cd5\u88ab\u5783\u573e\u56de\u6536\u5668\u56de\u6536\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f18\u5316\u65b9\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c3d\u91cf\u907f\u514d\u4f7f\u7528\u5faa\u73af\u5f15\u7528\uff0c\u6216\u8005\u5728\u5bf9\u8c61\u4e0d\u518d\u9700\u8981\u65f6\u624b\u52a8\u65ad\u5f00\u5f15\u7528\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 <code>weakref<\/code> \u6a21\u5757\u521b\u5efa\u5f31\u5f15\u7528\uff0c\u4ee5\u907f\u514d\u5f15\u7528\u8ba1\u6570\u7684\u589e\u52a0\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>import weakref\n\nclass MyClass:\n    def __init__(self):\n        self.name = \"Test\"\n\n# \u521b\u5efa\u5f31\u5f15\u7528\nobj = MyClass()\nweak_ref = weakref.ref(obj)<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">3. <strong>\u5185\u5b58\u6c60\u548c\u5bf9\u8c61\u91cd\u7528<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u9891\u7e41\u4f7f\u7528\u7684\u5c0f\u5bf9\u8c61\uff08\u5982\u5c0f\u6574\u6570\u3001\u77ed\u5b57\u7b26\u4e32\uff09\uff0cPython \u4f1a\u4f7f\u7528\u5185\u5b58\u6c60\u8fdb\u884c\u91cd\u7528\u3002\u7406\u89e3\u5e76\u5229\u7528\u5185\u5b58\u6c60\u673a\u5236\u53ef\u4ee5\u51cf\u5c11\u5185\u5b58\u6d88\u8017\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f18\u5316\u65b9\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u907f\u514d\u521b\u5efa\u5927\u91cf\u76f8\u540c\u7684\u5c0f\u5bf9\u8c61\uff0c\u5c3d\u91cf\u590d\u7528\u5df2\u6709\u5bf9\u8c61\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u5bf9\u8c61\u6c60\uff08Object Pool\uff09\u6a21\u5f0f\u6765\u7ba1\u7406\u5bf9\u8c61\u7684\u521b\u5efa\u548c\u9500\u6bc1\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4f7f\u7528\u7f13\u5b58\u6765\u590d\u7528\u5bf9\u8c61\nimport functools\n\n# \u5b9a\u4e49\u7f13\u5b58\n@functools.lru_cache(maxsize=128)\ndef expensive_function(param):\n    # \u8ba1\u7b97\u8017\u65f6\u64cd\u4f5c\n    return param * 2<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">4. <strong>\u624b\u52a8\u7ba1\u7406\u5185\u5b58<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u4e00\u4e9b\u957f\u751f\u547d\u5468\u671f\u7684\u5bf9\u8c61\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u624b\u52a8\u7ba1\u7406\u5185\u5b58\uff0c\u4f7f\u7528 <code>del<\/code> \u663e\u5f0f\u5220\u9664\u4e0d\u518d\u9700\u8981\u7684\u5bf9\u8c61\uff0c\u6216\u8005\u901a\u8fc7 <code>gc.collect()<\/code> \u5f3a\u5236\u6267\u884c\u5783\u573e\u56de\u6536\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import gc\n\n# \u5220\u9664\u4e0d\u518d\u9700\u8981\u7684\u5bf9\u8c61\ndel some_object\n\n# \u5f3a\u5236\u6267\u884c\u5783\u573e\u56de\u6536\ngc.collect()<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">5. <strong>\u4f7f\u7528 <code>sys<\/code> \u6a21\u5757\u68c0\u6d4b\u5185\u5b58\u4f7f\u7528<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u4f7f\u7528 <code>sys<\/code> \u6a21\u5757\u4e2d\u7684 <code>getsizeof()<\/code> \u65b9\u6cd5\u6765\u76d1\u6d4b\u5355\u4e2a\u5bf9\u8c61\u7684\u5185\u5b58\u5360\u7528\uff0c\u5e2e\u52a9\u627e\u51fa\u5185\u5b58\u4f7f\u7528\u8f83\u9ad8\u7684\u5bf9\u8c61\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import sys\n\n# \u83b7\u53d6\u5bf9\u8c61\u5185\u5b58\u5927\u5c0f\na = &#91;1, 2, 3]\nprint(sys.getsizeof(a))  # \u8f93\u51fa\u5bf9\u8c61\u7684\u5185\u5b58\u5927\u5c0f<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u5185\u5b58\u4f18\u5316\u5de5\u5177\u4e0e\u5e93<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. <strong><code>gc<\/code> \u6a21\u5757 &#8211; \u5783\u573e\u56de\u6536\u8c03\u8bd5<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Python \u63d0\u4f9b\u4e86 <code>gc<\/code>\uff08\u5783\u573e\u56de\u6536\uff09\u6a21\u5757\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u624b\u52a8\u63a7\u5236\u5783\u573e\u56de\u6536\u8fc7\u7a0b\u3002\u4f7f\u7528 <code>gc.collect()<\/code> \u53ef\u4ee5\u5f3a\u5236\u56de\u6536\u4e0d\u518d\u4f7f\u7528\u7684\u5185\u5b58\uff0c<code>gc.get_stats()<\/code> \u53ef\u4ee5\u67e5\u770b\u5783\u573e\u56de\u6536\u7edf\u8ba1\u4fe1\u606f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import gc\n\n# \u67e5\u770b\u5783\u573e\u56de\u6536\u7edf\u8ba1\u4fe1\u606f\ngc.get_stats()\n\n# \u5f3a\u5236\u6267\u884c\u5783\u573e\u56de\u6536\ngc.collect()<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">2. <strong><code>pympler<\/code> &#8211; \u5185\u5b58\u5206\u6790\u5de5\u5177<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><code>pympler<\/code> \u662f\u4e00\u4e2a\u7528\u4e8e\u8ddf\u8e2a Python \u7a0b\u5e8f\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u8bc6\u522b\u5185\u5b58\u6cc4\u6f0f\u95ee\u9898\u5e76\u5206\u6790\u5185\u5b58\u6d88\u8017\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install pympler<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u793a\u4f8b\uff1a\u5185\u5b58\u5206\u6790<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pympler import muppy\nfrom pympler import summary\n\n# \u83b7\u53d6\u5f53\u524d\u5bf9\u8c61\u7684\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\nall_objects = muppy.get_objects()\nsum_objects = summary.summarize(all_objects)\n\n# \u8f93\u51fa\u5185\u5b58\u603b\u7ed3\nsummary.print_(sum_objects)<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">3. <strong><code>memory_profiler<\/code> &#8211; \u6027\u80fd\u5206\u6790<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><code>memory_profiler<\/code> \u662f\u4e00\u4e2a\u7528\u6765\u67e5\u770b Python \u51fd\u6570\u5185\u5b58\u6d88\u8017\u7684\u5e93\uff0c\u5b83\u53ef\u4ee5\u9010\u884c\u8ddf\u8e2a\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\uff0c\u5e2e\u52a9\u8bc6\u522b\u5185\u5b58\u74f6\u9888\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install memory_profiler<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u793a\u4f8b\uff1a\u51fd\u6570\u7ea7\u522b\u5185\u5b58\u5206\u6790<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from memory_profiler import profile\n\n@profile\ndef my_function():\n    a = &#91;1] * (10 ** 6)\n    b = &#91;2] * (2 * 10 ** 7)\n    del b\n    return a\n\nif __name__ == \"__main__\":\n    my_function()<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">4. <strong><code>objgraph<\/code> &#8211; \u5bf9\u8c61\u5173\u7cfb\u56fe<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><code>objgraph<\/code> \u662f\u4e00\u4e2a\u7528\u4e8e\u5206\u6790 Python \u5bf9\u8c61\u95f4\u5173\u7cfb\u7684\u5e93\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u67e5\u627e\u5185\u5b58\u6cc4\u6f0f\uff0c\u5c24\u5176\u662f\u5faa\u73af\u5f15\u7528\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install objgraph<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u793a\u4f8b\uff1a\u663e\u793a\u5bf9\u8c61\u5f15\u7528\u5173\u7cfb<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import objgraph\n\n# \u7ed8\u5236\u5bf9\u8c61\u7684\u5f15\u7528\u56fe\nobjgraph.show_most_common_types()<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u603b\u7ed3<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u5bf9\u8c61\u521b\u5efa<\/strong>\uff1a\u91cd\u7528\u5bf9\u8c61\u3001\u4f7f\u7528\u751f\u6210\u5668\u7b49\u65b9\u6cd5\u51cf\u5c11\u5185\u5b58\u5f00\u9500\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u5faa\u73af\u5f15\u7528<\/strong>\uff1a\u4f7f\u7528 <code>weakref<\/code> \u6a21\u5757\u6216\u624b\u52a8\u65ad\u5f00\u5f15\u7528\uff0c\u907f\u514d\u5783\u573e\u56de\u6536\u4e0d\u53ca\u65f6\u3002<\/li>\n\n\n\n<li><strong>\u4f7f\u7528\u5185\u5b58\u6c60\u548c\u5bf9\u8c61\u91cd\u7528<\/strong>\uff1a\u5229\u7528 Python \u7684\u5185\u5b58\u6c60\u673a\u5236\uff0c\u590d\u7528\u5c0f\u5bf9\u8c61\uff0c\u51cf\u5c11\u5185\u5b58\u5206\u914d\u3002<\/li>\n\n\n\n<li><strong>\u624b\u52a8\u7ba1\u7406\u5185\u5b58<\/strong>\uff1a\u4f7f\u7528 <code>gc.collect()<\/code> \u5f3a\u5236\u6267\u884c\u5783\u573e\u56de\u6536\uff0c\u624b\u52a8\u7ba1\u7406\u5bf9\u8c61\u751f\u547d\u5468\u671f\u3002<\/li>\n\n\n\n<li><strong>\u4f7f\u7528\u5206\u6790\u5de5\u5177<\/strong>\uff1a\u5229\u7528 <code>gc<\/code>\u3001<code>pympler<\/code>\u3001<code>memory_profiler<\/code> \u548c <code>objgraph<\/code> \u7b49\u5de5\u5177\u68c0\u6d4b\u548c\u5206\u6790\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u5408\u7406\u4f7f\u7528\u8fd9\u4e9b\u6280\u5de7\u548c\u5de5\u5177\uff0c\u53ef\u4ee5\u6709\u6548\u4f18\u5316 Python \u7a0b\u5e8f\u7684\u5185\u5b58\u7ba1\u7406\uff0c\u63d0\u9ad8\u6027\u80fd\u548c\u964d\u4f4e\u5185\u5b58\u6d88\u8017\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python \u7684\u5185\u5b58\u7ba1\u7406\u673a\u5236\u51b3\u5b9a\u4e86\u7a0b\u5e8f\u7684\u6027\u80fd\u548c\u8d44\u6e90\u5229\u7528\u6548\u7387\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u7406\u89e3\u5185\u5b58\u7ba1\u7406\u7684\u539f\u7406\uff0c\u5e76\u91c7\u53d6\u5408\u9002\u7684\u4f18 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[54],"tags":[],"class_list":["post-920","post","type-post","status-publish","format-standard","hentry","category-python"],"_links":{"self":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts\/920","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/comments?post=920"}],"version-history":[{"count":1,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts\/920\/revisions"}],"predecessor-version":[{"id":921,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts\/920\/revisions\/921"}],"wp:attachment":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/media?parent=920"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/categories?post=920"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/tags?post=920"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}