{"id":1036043,"date":"2024-12-31T12:03:47","date_gmt":"2024-12-31T04:03:47","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1036043.html"},"modified":"2024-12-31T12:03:49","modified_gmt":"2024-12-31T04:03:49","slug":"python%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8%e8%a3%85%e9%a5%b0%e5%99%a8%e5%af%b9%e5%8f%82%e6%95%b0%e5%a4%84%e7%90%86","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1036043.html","title":{"rendered":"python\u5982\u4f55\u4f7f\u7528\u88c5\u9970\u5668\u5bf9\u53c2\u6570\u5904\u7406"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2024\/12\/85a8dc8c-21fb-45ef-9c97-d29c7fff8c7f.webp?x-oss-process=image\/auto-orient,1\/format,webp\" alt=\"python\u5982\u4f55\u4f7f\u7528\u88c5\u9970\u5668\u5bf9\u53c2\u6570\u5904\u7406\" \/><\/p>\n<p><p> <strong>Python\u4f7f\u7528\u88c5\u9970\u5668\u5bf9\u53c2\u6570\u5904\u7406\u7684\u6838\u5fc3\u89c2\u70b9\uff1a<\/strong>\u88c5\u9970\u5668\u662f\u4e00\u79cd\u7528\u4e8e\u6269\u5c55\u6216\u4fee\u6539\u51fd\u6570\u884c\u4e3a\u7684\u9ad8\u7ea7\u5de5\u5177\uff0c<strong>\u88c5\u9970\u5668\u53ef\u4ee5\u5728\u51fd\u6570\u6267\u884c\u524d\u5bf9\u53c2\u6570\u8fdb\u884c\u9884\u5904\u7406\u3001\u53ef\u4ee5\u5728\u51fd\u6570\u6267\u884c\u540e\u5bf9\u7ed3\u679c\u8fdb\u884c\u540e\u5904\u7406\u3001\u53ef\u4ee5\u7528\u4e8e\u53c2\u6570\u6821\u9a8c\u548c\u65e5\u5fd7\u8bb0\u5f55<\/strong>\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5176\u4e2d\u7684\u4e00\u70b9\u2014\u2014\u88c5\u9970\u5668\u5728\u51fd\u6570\u6267\u884c\u524d\u5bf9\u53c2\u6570\u8fdb\u884c\u9884\u5904\u7406\u3002<\/p>\n<\/p>\n<p><p>\u88c5\u9970\u5668\u5728\u51fd\u6570\u6267\u884c\u524d\u5bf9\u53c2\u6570\u8fdb\u884c\u9884\u5904\u7406\u662f\u975e\u5e38\u5e38\u89c1\u4e14\u6709\u7528\u7684\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u88c5\u9970\u5668\u5c06\u6240\u6709\u4f20\u9012\u7ed9\u51fd\u6570\u7684\u5b57\u7b26\u4e32\u53c2\u6570\u8f6c\u6362\u4e3a\u5927\u5199\uff0c\u6216\u8005\u5c06\u4f20\u9012\u7684\u5217\u8868\u53c2\u6570\u8fdb\u884c\u6392\u5e8f\u3002\u8fd9\u6837\u53ef\u4ee5\u786e\u4fdd\u51fd\u6570\u5728\u6267\u884c\u65f6\u63a5\u6536\u5230\u7684\u662f\u89c4\u8303\u5316\u7684\u53c2\u6570\uff0c\u4ece\u800c\u51cf\u5c11\u56e0\u53c2\u6570\u4e0d\u4e00\u81f4\u5e26\u6765\u7684\u9519\u8bef\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u4ec0\u4e48\u662f\u88c5\u9970\u5668<\/h3>\n<\/p>\n<p><p>\u5728Python\u4e2d\uff0c\u88c5\u9970\u5668\u662f\u4e00\u79cd\u51fd\u6570\uff0c\u5b83\u53ef\u4ee5\u5728\u4e0d\u4fee\u6539\u539f\u59cb\u51fd\u6570\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\u6269\u5c55\u6216\u6539\u53d8\u51fd\u6570\u7684\u884c\u4e3a\u3002\u88c5\u9970\u5668\u901a\u5e38\u7528\u4e8e\u4ee3\u7801\u590d\u7528\u3001\u65e5\u5fd7\u8bb0\u5f55\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u7f13\u5b58\u7b49\u573a\u666f\u3002\u88c5\u9970\u5668\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u9636\u51fd\u6570\uff0c\u5b83\u63a5\u6536\u4e00\u4e2a\u51fd\u6570\u4f5c\u4e3a\u53c2\u6570\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684\u51fd\u6570\u3002<\/p>\n<\/p>\n<p><h4>\u88c5\u9970\u5668\u7684\u57fa\u672c\u8bed\u6cd5<\/h4>\n<\/p>\n<p><p>\u88c5\u9970\u5668\u7684\u57fa\u672c\u8bed\u6cd5\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def my_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        # \u8fd9\u91cc\u53ef\u4ee5\u6dfb\u52a0\u9884\u5904\u7406\u4ee3\u7801<\/p>\n<p>        result = func(*args, kwargs)<\/p>\n<p>        # \u8fd9\u91cc\u53ef\u4ee5\u6dfb\u52a0\u540e\u5904\u7406\u4ee3\u7801<\/p>\n<p>        return result<\/p>\n<p>    return wrapper<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4f7f\u7528\u88c5\u9970\u5668\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7\u5728\u51fd\u6570\u5b9a\u4e49\u524d\u52a0\u4e0a <code>@\u88c5\u9970\u5668\u51fd\u6570\u540d<\/code> \u6765\u5e94\u7528\u88c5\u9970\u5668\uff0c\u4f8b\u5982\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">@my_decorator<\/p>\n<p>def my_function():<\/p>\n<p>    pass<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e8c\u3001\u88c5\u9970\u5668\u5728\u51fd\u6570\u6267\u884c\u524d\u5bf9\u53c2\u6570\u8fdb\u884c\u9884\u5904\u7406<\/h3>\n<\/p>\n<p><p>\u88c5\u9970\u5668\u53ef\u4ee5\u7528\u4e8e\u5728\u51fd\u6570\u6267\u884c\u524d\u5bf9\u53c2\u6570\u8fdb\u884c\u9884\u5904\u7406\uff0c\u4ee5\u786e\u4fdd\u53c2\u6570\u7b26\u5408\u9884\u671f\u7684\u683c\u5f0f\u6216\u6761\u4ef6\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u9884\u5904\u7406\u64cd\u4f5c\uff1a<\/p>\n<\/p>\n<p><h4>1\u3001\u5c06\u5b57\u7b26\u4e32\u53c2\u6570\u8f6c\u6362\u4e3a\u5927\u5199<\/h4>\n<\/p>\n<p><p>\u6709\u65f6\u5019\uff0c\u6211\u4eec\u5e0c\u671b\u51fd\u6570\u63a5\u6536\u5230\u7684\u6240\u6709\u5b57\u7b26\u4e32\u53c2\u6570\u90fd\u662f\u5927\u5199\u7684\uff0c\u53ef\u4ee5\u4f7f\u7528\u88c5\u9970\u5668\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def uppercase_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        new_args = [arg.upper() if isinstance(arg, str) else arg for arg in args]<\/p>\n<p>        new_kwargs = {k: v.upper() if isinstance(v, str) else v for k, v in kwargs.items()}<\/p>\n<p>        return func(*new_args, new_kwargs)<\/p>\n<p>    return wrapper<\/p>\n<p>@uppercase_decorator<\/p>\n<p>def greet(name, message):<\/p>\n<p>    print(f&quot;{message}, {name}!&quot;)<\/p>\n<p>greet(&quot;Alice&quot;, &quot;hello&quot;)<\/p>\n<h2><strong>\u8f93\u51fa\uff1aHELLO, ALICE!<\/strong><\/h2>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2\u3001\u5bf9\u5217\u8868\u53c2\u6570\u8fdb\u884c\u6392\u5e8f<\/h4>\n<\/p>\n<p><p>\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u51fd\u6570\u9700\u8981\u5904\u7406\u5217\u8868\u53c2\u6570\uff0c\u5e76\u4e14\u5e0c\u671b\u5728\u51fd\u6570\u6267\u884c\u524d\u5148\u5bf9\u5217\u8868\u8fdb\u884c\u6392\u5e8f\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def sort_list_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        new_args = [sorted(arg) if isinstance(arg, list) else arg for arg in args]<\/p>\n<p>        new_kwargs = {k: sorted(v) if isinstance(v, list) else v for k, v in kwargs.items()}<\/p>\n<p>        return func(*new_args, new_kwargs)<\/p>\n<p>    return wrapper<\/p>\n<p>@sort_list_decorator<\/p>\n<p>def process_list(data):<\/p>\n<p>    print(data)<\/p>\n<p>process_list([3, 1, 2])<\/p>\n<h2><strong>\u8f93\u51fa\uff1a[1, 2, 3]<\/strong><\/h2>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3\u3001\u53c2\u6570\u6821\u9a8c<\/h4>\n<\/p>\n<p><p>\u88c5\u9970\u5668\u8fd8\u53ef\u4ee5\u7528\u4e8e\u5bf9\u51fd\u6570\u53c2\u6570\u8fdb\u884c\u6821\u9a8c\uff0c\u786e\u4fdd\u53c2\u6570\u6ee1\u8db3\u7279\u5b9a\u7684\u6761\u4ef6\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def validate_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        for arg in args:<\/p>\n<p>            if not isinstance(arg, int) or arg &lt; 0:<\/p>\n<p>                r<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>se ValueError(&quot;All arguments must be positive integers&quot;)<\/p>\n<p>        for k, v in kwargs.items():<\/p>\n<p>            if not isinstance(v, int) or v &lt; 0:<\/p>\n<p>                raise ValueError(&quot;All arguments must be positive integers&quot;)<\/p>\n<p>        return func(*args, kwargs)<\/p>\n<p>    return wrapper<\/p>\n<p>@validate_decorator<\/p>\n<p>def add(a, b):<\/p>\n<p>    return a + b<\/p>\n<p>print(add(2, 3))  # \u8f93\u51fa\uff1a5<\/p>\n<h2><strong>print(add(-1, 3))  # \u629b\u51fa ValueError: All arguments must be positive integers<\/strong><\/h2>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e09\u3001\u88c5\u9970\u5668\u5728\u51fd\u6570\u6267\u884c\u540e\u5bf9\u7ed3\u679c\u8fdb\u884c\u540e\u5904\u7406<\/h3>\n<\/p>\n<p><p>\u9664\u4e86\u5728\u51fd\u6570\u6267\u884c\u524d\u5bf9\u53c2\u6570\u8fdb\u884c\u9884\u5904\u7406\uff0c\u88c5\u9970\u5668\u8fd8\u53ef\u4ee5\u5728\u51fd\u6570\u6267\u884c\u540e\u5bf9\u7ed3\u679c\u8fdb\u884c\u540e\u5904\u7406\u3002\u8fd9\u6837\u53ef\u4ee5\u8fdb\u4e00\u6b65\u589e\u5f3a\u51fd\u6570\u7684\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u5bf9\u51fd\u6570\u7684\u8fd4\u56de\u7ed3\u679c\u8fdb\u884c\u683c\u5f0f\u5316\u3001\u6dfb\u52a0\u65e5\u5fd7\u8bb0\u5f55\u7b49\u3002<\/p>\n<\/p>\n<p><h4>1\u3001\u683c\u5f0f\u5316\u8fd4\u56de\u7ed3\u679c<\/h4>\n<\/p>\n<p><p>\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u51fd\u6570\u8fd4\u56de\u4e00\u4e2a\u5b57\u7b26\u4e32\uff0c\u6211\u4eec\u5e0c\u671b\u6240\u6709\u8fd4\u56de\u7684\u5b57\u7b26\u4e32\u90fd\u4ee5\u53e5\u53f7\u7ed3\u5c3e\uff0c\u53ef\u4ee5\u4f7f\u7528\u88c5\u9970\u5668\u6765\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def format_result_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        result = func(*args, kwargs)<\/p>\n<p>        if isinstance(result, str):<\/p>\n<p>            result = result.strip() + &quot;.&quot;<\/p>\n<p>        return result<\/p>\n<p>    return wrapper<\/p>\n<p>@format_result_decorator<\/p>\n<p>def get_message(name):<\/p>\n<p>    return f&quot;Hello {name}&quot;<\/p>\n<p>print(get_message(&quot;Alice&quot;))  # \u8f93\u51fa\uff1aHello Alice.<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2\u3001\u6dfb\u52a0\u65e5\u5fd7\u8bb0\u5f55<\/h4>\n<\/p>\n<p><p>\u88c5\u9970\u5668\u8fd8\u53ef\u4ee5\u7528\u4e8e\u5728\u51fd\u6570\u6267\u884c\u540e\u8bb0\u5f55\u65e5\u5fd7\uff0c\u4ee5\u4fbf\u8c03\u8bd5\u548c\u8ffd\u8e2a\u7a0b\u5e8f\u7684\u8fd0\u884c\u60c5\u51b5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import logging<\/p>\n<p>logging.basicConfig(level=logging.INFO)<\/p>\n<p>def log_result_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        result = func(*args, kwargs)<\/p>\n<p>        logging.info(f&quot;Function {func.__name__} returned {result}&quot;)<\/p>\n<p>        return result<\/p>\n<p>    return wrapper<\/p>\n<p>@log_result_decorator<\/p>\n<p>def multiply(a, b):<\/p>\n<p>    return a * b<\/p>\n<p>print(multiply(3, 4))  # \u8f93\u51fa\uff1a12\uff0c\u5e76\u8bb0\u5f55\u65e5\u5fd7\u4fe1\u606f<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u56db\u3001\u88c5\u9970\u5668\u7684\u5d4c\u5957\u548c\u7ec4\u5408<\/h3>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u9700\u8981\u5bf9\u4e00\u4e2a\u51fd\u6570\u5e94\u7528\u591a\u4e2a\u88c5\u9970\u5668\uff0c\u8fd9\u65f6\u5019\u53ef\u4ee5\u901a\u8fc7\u5d4c\u5957\u548c\u7ec4\u5408\u88c5\u9970\u5668\u6765\u5b9e\u73b0\u3002\u88c5\u9970\u5668\u7684\u5d4c\u5957\u987a\u5e8f\u662f\u4ece\u5185\u5230\u5916\u6267\u884c\uff0c\u5373\u6700\u5185\u5c42\u7684\u88c5\u9970\u5668\u5148\u6267\u884c\u3002<\/p>\n<\/p>\n<p><h4>1\u3001\u5d4c\u5957\u88c5\u9970\u5668<\/h4>\n<\/p>\n<p><p>\u5047\u8bbe\u6211\u4eec\u6709\u4e24\u4e2a\u88c5\u9970\u5668\uff0c\u4e00\u4e2a\u7528\u4e8e\u5c06\u5b57\u7b26\u4e32\u53c2\u6570\u8f6c\u6362\u4e3a\u5927\u5199\uff0c\u53e6\u4e00\u4e2a\u7528\u4e8e\u6dfb\u52a0\u65e5\u5fd7\u8bb0\u5f55\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def uppercase_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        new_args = [arg.upper() if isinstance(arg, str) else arg for arg in args]<\/p>\n<p>        new_kwargs = {k: v.upper() if isinstance(v, str) else v for k, v in kwargs.items()}<\/p>\n<p>        return func(*new_args, new_kwargs)<\/p>\n<p>    return wrapper<\/p>\n<p>def log_result_decorator(func):<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        result = func(*args, kwargs)<\/p>\n<p>        logging.info(f&quot;Function {func.__name__} returned {result}&quot;)<\/p>\n<p>        return result<\/p>\n<p>    return wrapper<\/p>\n<p>@log_result_decorator<\/p>\n<p>@uppercase_decorator<\/p>\n<p>def greet(name, message):<\/p>\n<p>    return f&quot;{message}, {name}!&quot;<\/p>\n<p>print(greet(&quot;Alice&quot;, &quot;hello&quot;))<\/p>\n<h2><strong>\u8f93\u51fa\uff1aHELLO, ALICE! \u5e76\u8bb0\u5f55\u65e5\u5fd7\u4fe1\u606f<\/strong><\/h2>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2\u3001\u7ec4\u5408\u88c5\u9970\u5668<\/h4>\n<\/p>\n<p><p>\u6211\u4eec\u8fd8\u53ef\u4ee5\u5c06\u591a\u4e2a\u88c5\u9970\u5668\u7ec4\u5408\u5230\u4e00\u4e2a\u65b0\u7684\u88c5\u9970\u5668\u4e2d\uff0c\u65b9\u4fbf\u590d\u7528\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def composite_decorator(func):<\/p>\n<p>    @uppercase_decorator<\/p>\n<p>    @log_result_decorator<\/p>\n<p>    def wrapper(*args, kwargs):<\/p>\n<p>        return func(*args, kwargs)<\/p>\n<p>    return wrapper<\/p>\n<p>@composite_decorator<\/p>\n<p>def greet(name, message):<\/p>\n<p>    return f&quot;{message}, {name}!&quot;<\/p>\n<p>print(greet(&quot;Alice&quot;, &quot;hello&quot;))<\/p>\n<h2><strong>\u8f93\u51fa\uff1aHELLO, ALICE! \u5e76\u8bb0\u5f55\u65e5\u5fd7\u4fe1\u606f<\/strong><\/h2>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e94\u3001\u88c5\u9970\u5668\u7684\u5b9e\u9645\u5e94\u7528<\/h3>\n<\/p>\n<p><p>\u88c5\u9970\u5668\u5728\u5b9e\u9645\u5f00\u53d1\u4e2d\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u4e0b\u9762\u5217\u4e3e\u4e00\u4e9b\u5e38\u89c1\u7684\u573a\u666f\uff1a<\/p>\n<\/p>\n<p><h4>1\u3001\u7f13\u5b58\u88c5\u9970\u5668<\/h4>\n<\/p>\n<p><p>\u7f13\u5b58\u88c5\u9970\u5668\u7528\u4e8e\u7f13\u5b58\u51fd\u6570\u7684\u8fd4\u56de\u7ed3\u679c\uff0c\u4ee5\u63d0\u9ad8\u6027\u80fd\u3002\u5e38\u89c1\u7684\u7f13\u5b58\u88c5\u9970\u5668\u6709 <code>functools.lru_cache<\/code>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from functools import lru_cache<\/p>\n<p>@lru_cache(maxsize=32)<\/p>\n<p>def fibonacci(n):<\/p>\n<p>    if n &lt; 2:<\/p>\n<p>        return n<\/p>\n<p>    return fibonacci(n-1) + fibonacci(n-2)<\/p>\n<p>print(fibonacci(10))  # \u8f93\u51fa\uff1a55<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2\u3001\u6743\u9650\u6821\u9a8c\u88c5\u9970\u5668<\/h4>\n<\/p>\n<p><p>\u5728Web\u5e94\u7528\u4e2d\uff0c\u6743\u9650\u6821\u9a8c\u88c5\u9970\u5668\u7528\u4e8e\u68c0\u67e5\u7528\u6237\u662f\u5426\u6709\u6743\u9650\u8bbf\u95ee\u67d0\u4e2a\u8d44\u6e90\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def permission_required(permission):<\/p>\n<p>    def decorator(func):<\/p>\n<p>        def wrapper(user, *args, kwargs):<\/p>\n<p>            if not user.has_permission(permission):<\/p>\n<p>                raise PermissionError(&quot;Permission denied&quot;)<\/p>\n<p>            return func(user, *args, kwargs)<\/p>\n<p>        return wrapper<\/p>\n<p>    return decorator<\/p>\n<p>@permission_required(&#39;admin&#39;)<\/p>\n<p>def delete_user(user, user_id):<\/p>\n<p>    # \u5220\u9664\u7528\u6237\u7684\u903b\u8f91<\/p>\n<p>    pass<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3\u3001\u91cd\u8bd5\u88c5\u9970\u5668<\/h4>\n<\/p>\n<p><p>\u91cd\u8bd5\u88c5\u9970\u5668\u7528\u4e8e\u5728\u51fd\u6570\u5931\u8d25\u65f6\u81ea\u52a8\u91cd\u8bd5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import time<\/p>\n<p>import random<\/p>\n<p>def retry_decorator(retries, delay):<\/p>\n<p>    def decorator(func):<\/p>\n<p>        def wrapper(*args, kwargs):<\/p>\n<p>            for _ in range(retries):<\/p>\n<p>                try:<\/p>\n<p>                    return func(*args, kwargs)<\/p>\n<p>                except Exception as e:<\/p>\n<p>                    print(f&quot;Error: {e}, Retrying in {delay} seconds...&quot;)<\/p>\n<p>                    time.sleep(delay)<\/p>\n<p>            return func(*args, kwargs)<\/p>\n<p>        return wrapper<\/p>\n<p>    return decorator<\/p>\n<p>@retry_decorator(retries=3, delay=2)<\/p>\n<p>def unstable_function():<\/p>\n<p>    if random.random() &lt; 0.5:<\/p>\n<p>        raise ValueError(&quot;Random error occurred&quot;)<\/p>\n<p>    return &quot;Success&quot;<\/p>\n<p>print(unstable_function())  # \u8f93\u51fa\uff1aSuccess \u6216\u8005\u5728\u5c1d\u8bd5\u51e0\u6b21\u540e\u6210\u529f<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u516d\u3001\u603b\u7ed3<\/h3>\n<\/p>\n<p><p>\u88c5\u9970\u5668\u662fPython\u4e2d\u975e\u5e38\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u7528\u4e8e\u6269\u5c55\u6216\u4fee\u6539\u51fd\u6570\u7684\u884c\u4e3a\u3002\u901a\u8fc7\u4f7f\u7528\u88c5\u9970\u5668\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u51fd\u6570\u6267\u884c\u524d\u5bf9\u53c2\u6570\u8fdb\u884c\u9884\u5904\u7406\uff0c\u786e\u4fdd\u51fd\u6570\u63a5\u6536\u5230\u7684\u53c2\u6570\u7b26\u5408\u9884\u671f\u7684\u683c\u5f0f\u6216\u6761\u4ef6\uff1b\u5728\u51fd\u6570\u6267\u884c\u540e\u5bf9\u7ed3\u679c\u8fdb\u884c\u540e\u5904\u7406\uff0c\u589e\u5f3a\u51fd\u6570\u7684\u529f\u80fd\u3002\u6b64\u5916\uff0c\u88c5\u9970\u5668\u8fd8\u53ef\u4ee5\u5d4c\u5957\u548c\u7ec4\u5408\uff0c\u5b9e\u73b0\u66f4\u590d\u6742\u7684\u529f\u80fd\u3002<\/p>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u5f00\u53d1\u4e2d\uff0c\u88c5\u9970\u5668\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u5982\u7f13\u5b58\u3001\u6743\u9650\u6821\u9a8c\u3001\u65e5\u5fd7\u8bb0\u5f55\u3001\u91cd\u8bd5\u7b49\u3002\u638c\u63e1\u88c5\u9970\u5668\u7684\u4f7f\u7528\u65b9\u6cd5\uff0c\u53ef\u4ee5\u8ba9\u6211\u4eec\u7684\u4ee3\u7801\u66f4\u52a0\u7b80\u6d01\u3001\u4f18\u96c5\u548c\u6613\u4e8e\u7ef4\u62a4\u3002\u5e0c\u671b\u901a\u8fc7\u672c\u6587\u7684\u4ecb\u7ecd\uff0c\u60a8\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u5e94\u7528\u88c5\u9970\u5668\uff0c\u63d0\u5347\u7f16\u7a0b\u6280\u5de7\u548c\u5f00\u53d1\u6548\u7387\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u4ec0\u4e48\u662fPython\u4e2d\u7684\u88c5\u9970\u5668\uff1f<\/strong><\/p>\n<p>\u88c5\u9970\u5668\u662fPython\u4e2d\u7684\u4e00\u79cd\u7279\u6b8a\u8bed\u6cd5\u7ed3\u6784\uff0c\u7528\u4e8e\u5728\u4e0d\u4fee\u6539\u51fd\u6570\u6e90\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u589e\u5f3a\u6216\u6539\u53d8\u51fd\u6570\u7684\u884c\u4e3a\u3002\u5b83\u901a\u5e38\u662f\u4e00\u4e2a\u51fd\u6570\uff0c\u63a5\u53d7\u53e6\u4e00\u4e2a\u51fd\u6570\u4f5c\u4e3a\u53c2\u6570\u5e76\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684\u51fd\u6570\u3002\u88c5\u9970\u5668\u53ef\u4ee5\u7528\u4e8e\u65e5\u5fd7\u8bb0\u5f55\u3001\u6743\u9650\u68c0\u67e5\u3001\u7f13\u5b58\u7b49\u591a\u79cd\u573a\u666f\u3002<\/p>\n<p><strong>\u5982\u4f55\u4f7f\u7528\u88c5\u9970\u5668\u5904\u7406\u51fd\u6570\u53c2\u6570\uff1f<\/strong><\/p>\n<p>\u4f7f\u7528\u88c5\u9970\u5668\u5904\u7406\u51fd\u6570\u53c2\u6570\u53ef\u4ee5\u901a\u8fc7\u5728\u88c5\u9970\u5668\u5185\u90e8\u5b9a\u4e49\u4e00\u4e2a\u5305\u88c5\u51fd\u6570\u6765\u5b9e\u73b0\u3002\u5305\u88c5\u51fd\u6570\u53ef\u4ee5\u63a5\u6536\u539f\u51fd\u6570\u7684\u53c2\u6570\uff0c\u5e76\u5728\u8c03\u7528\u539f\u51fd\u6570\u4e4b\u524d\u6216\u4e4b\u540e\u8fdb\u884c\u989d\u5916\u7684\u5904\u7406\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u5bf9\u53c2\u6570\u8fdb\u884c\u9a8c\u8bc1\u3001\u8f6c\u6362\u6216\u8bb0\u5f55\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-python\">def param_decorator(func):\n    def wrapper(*args, **kwargs):\n        # \u5bf9\u53c2\u6570\u8fdb\u884c\u5904\u7406\n        print(&quot;\u5904\u7406\u53c2\u6570:&quot;, args, kwargs)\n        # \u8c03\u7528\u539f\u51fd\u6570\n        return func(*args, **kwargs)\n    return wrapper\n\n@param_decorator\ndef my_function(x, y):\n    return x + y\n\nresult = my_function(5, 10)\n<\/code><\/pre>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u88c5\u9970\u5668<code>param_decorator<\/code>\u5904\u7406\u4e86\u4f20\u5165<code>my_function<\/code>\u7684\u53c2\u6570\u3002<\/p>\n<p><strong>\u88c5\u9970\u5668\u662f\u5426\u53ef\u4ee5\u7528\u4e8e\u7c7b\u7684\u65b9\u6cd5\uff1f<\/strong><\/p>\n<p>\u662f\u7684\uff0c\u88c5\u9970\u5668\u4e0d\u4ec5\u53ef\u4ee5\u7528\u4e8e\u666e\u901a\u51fd\u6570\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e\u7c7b\u7684\u65b9\u6cd5\u3002\u5f53\u88c5\u9970\u5668\u5e94\u7528\u4e8e\u7c7b\u7684\u65b9\u6cd5\u65f6\uff0c\u5b83\u4eec\u53ef\u4ee5\u5904\u7406\u65b9\u6cd5\u7684\u53c2\u6570\u5e76\u589e\u5f3a\u5176\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u88c5\u9970\u5668\u6765\u8bb0\u5f55\u65b9\u6cd5\u8c03\u7528\u7684\u6b21\u6570\u6216\u9a8c\u8bc1\u8f93\u5165\u53c2\u6570\u7684\u6709\u6548\u6027\u3002\u4f7f\u7528\u65f6\uff0c\u88c5\u9970\u5668\u7684\u5b9e\u73b0\u65b9\u5f0f\u4e0e\u5904\u7406\u51fd\u6570\u76f8\u4f3c\uff0c\u53ea\u662f\u9700\u8981\u6ce8\u610f<code>self<\/code>\u53c2\u6570\u7684\u5904\u7406\u3002<\/p>\n<p><strong>\u5982\u4f55\u94fe\u5f0f\u4f7f\u7528\u591a\u4e2a\u88c5\u9970\u5668\uff1f<\/strong><\/p>\n<p>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u540c\u65f6\u4f7f\u7528\u591a\u4e2a\u88c5\u9970\u5668\u6765\u589e\u5f3a\u540c\u4e00\u4e2a\u51fd\u6570\u6216\u65b9\u6cd5\u3002\u94fe\u5f0f\u4f7f\u7528\u591a\u4e2a\u88c5\u9970\u5668\u65f6\uff0c\u88c5\u9970\u5668\u7684\u6267\u884c\u987a\u5e8f\u662f\u4ece\u5185\u5230\u5916\u7684\uff0c\u5373\u6700\u5185\u5c42\u7684\u88c5\u9970\u5668\u6700\u5148\u88ab\u8c03\u7528\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code class=\"language-python\">def decorator_one(func):\n    def wrapper(*args, **kwargs):\n        print(&quot;Decorator One&quot;)\n        return func(*args, **kwargs)\n    return wrapper\n\ndef decorator_two(func):\n    def wrapper(*args, **kwargs):\n        print(&quot;Decorator Two&quot;)\n        return func(*args, **kwargs)\n    return wrapper\n\n@decorator_one\n@decorator_two\ndef my_function():\n    print(&quot;Function Execution&quot;)\n\nmy_function()\n<\/code><\/pre>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u8f93\u51fa\u7684\u987a\u5e8f\u4e3a\u201cDecorator One\u201d\uff0c\u7136\u540e\u662f\u201cDecorator Two\u201d\uff0c\u6700\u540e\u662f\u201cFunction Execution\u201d\u3002\u8fd9\u79cd\u65b9\u5f0f\u53ef\u4ee5\u7075\u6d3b\u7ec4\u5408\u4e0d\u540c\u7684\u529f\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u4f7f\u7528\u88c5\u9970\u5668\u5bf9\u53c2\u6570\u5904\u7406\u7684\u6838\u5fc3\u89c2\u70b9\uff1a\u88c5\u9970\u5668\u662f\u4e00\u79cd\u7528\u4e8e\u6269\u5c55\u6216\u4fee\u6539\u51fd\u6570\u884c\u4e3a\u7684\u9ad8\u7ea7\u5de5\u5177\uff0c\u88c5\u9970\u5668\u53ef\u4ee5\u5728\u51fd\u6570\u6267\u884c [&hellip;]","protected":false},"author":3,"featured_media":1036049,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1036043"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=1036043"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1036043\/revisions"}],"predecessor-version":[{"id":1036050,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1036043\/revisions\/1036050"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1036049"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1036043"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1036043"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1036043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}