{"id":1440,"date":"2026-01-20T21:59:49","date_gmt":"2026-01-20T13:59:49","guid":{"rendered":"http:\/\/www.preluna.xyz\/?p=1440"},"modified":"2026-01-25T01:18:45","modified_gmt":"2026-01-24T17:18:45","slug":"1440","status":"publish","type":"post","link":"http:\/\/www.preluna.xyz\/index.php\/2026\/01\/20\/1440\/preluna\/technology\/career-skills\/technology-horizon\/","title":{"rendered":"\u7b2c\u56db\u5341\u4e5d\u8bfe\uff1a\u5bf9\u8c61\u95f4\u5173\u7cfb &#8211; \u6784\u5efa\u8f6f\u4ef6\u793e\u4f1a\u7684\u56db\u6881\u516b\u67f1"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u5341\u4e5d\u8bfe\uff1a\u5bf9\u8c61\u95f4\u5173\u7cfb &#8211; \u6784\u5efa\u8f6f\u4ef6\u793e\u4f1a\u7684\u56db\u6881\u516b\u67f1<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u8f6f\u4ef6\u4e16\u754c\u7684\u793e\u4ea4\u7f51\u7edc<\/h2>\n\n\n\n<p>\u5728\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u4e2d\uff0c\u5bf9\u8c61\u4e0d\u662f\u5b64\u7acb\u5b58\u5728\u7684\uff0c\u5b83\u4eec\u901a\u8fc7\u5404\u79cd\u5173\u7cfb\u76f8\u4e92\u8fde\u63a5\uff0c\u5f62\u6210\u4e00\u4e2a\u590d\u6742\u7684&#8221;\u8f6f\u4ef6\u793e\u4f1a&#8221;\u3002\u7406\u89e3\u5bf9\u8c61\u95f4\u5173\u7cfb\u5c31\u50cf\u7406\u89e3\u4eba\u7c7b\u793e\u4f1a\u7684\u793e\u4ea4\u7f51\u7edc\u2014\u2014\u6709\u4e9b\u5173\u7cfb\u7d27\u5bc6\u5982\u5bb6\u5ead\uff08\u7ec4\u5408\uff09\uff0c\u6709\u4e9b\u677e\u6563\u5982\u670b\u53cb\uff08\u5173\u8054\uff09\uff0c\u6709\u4e9b\u5219\u662f\u4e34\u65f6\u7684\u5408\u4f5c\uff08\u4f9d\u8d56\uff09\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u56db\u79cd\u6838\u5fc3\u7684\u5bf9\u8c61\u5173\u7cfb\uff1a<strong>\u4f9d\u8d56\u3001\u5173\u8054\u3001\u805a\u5408\u3001\u7ec4\u5408<\/strong>\u3002\u8fd9\u4e9b\u5173\u7cfb\u6784\u6210\u4e86\u9762\u5411\u5bf9\u8c61\u8bbe\u8ba1\u7684\u56db\u6881\u516b\u67f1\uff0c\u7406\u89e3\u5b83\u4eec\u5bf9\u4e8e\u6784\u5efa\u5065\u58ee\u3001\u53ef\u7ef4\u62a4\u7684\u8f6f\u4ef6\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u4f9d\u8d56\u5173\u7cfb &#8211; \u77ed\u6682\u7684\u9082\u9005<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u4f9d\u8d56\u5173\u7cfb\u7684\u672c\u8d28<\/h3>\n\n\n\n<p><strong>\u4f9d\u8d56\u5173\u7cfb\uff08Dependency\uff09<\/strong> \u662f\u6700\u5f31\u7684\u4e00\u79cd\u5173\u7cfb\uff0c\u8868\u793a&#8221;\u4f7f\u7528&#8221;\u5173\u7cfb\u3002\u4e00\u4e2a\u7c7b\u7684\u65b9\u6cd5\u4e2d\u4f7f\u7528\u5230\u53e6\u4e00\u4e2a\u7c7b\u7684\u5bf9\u8c61\uff0c\u4f46\u8fd9\u79cd\u5173\u7cfb\u662f\u4e34\u65f6\u7684\u3001\u65b9\u6cd5\u7ea7\u7684\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u7279\u5f81<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u5173\u7cfb\uff08use-a\uff09<\/li>\n\n\n\n<li>\u4e34\u65f6\u6027\uff0c\u65b9\u6cd5\u6267\u884c\u671f\u95f4\u5b58\u5728<\/li>\n\n\n\n<li>\u901a\u5e38\u4f5c\u4e3a\u65b9\u6cd5\u7684\u53c2\u6570\u6216\u5c40\u90e8\u53d8\u91cf<\/li>\n\n\n\n<li>\u6700\u5f31\u7684\u5173\u7cfb\uff0c\u8026\u5408\u5ea6\u6700\u4f4e<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u4f9d\u8d56\u5173\u7cfb\uff1a\u4e34\u65f6\u7684\u9082\u9005\n# ============================================================================\n\nclass Printer:\n    \"\"\"\u6253\u5370\u673a\u7c7b\uff1a\u5c55\u793a\u4f9d\u8d56\u5173\u7cfb\"\"\"\n\n    def print_document(self, document: 'Document'):\n        \"\"\"\u6253\u5370\u6587\u6863\uff1a\u4f9d\u8d56Document\u7c7b\"\"\"\n        # \u4f9d\u8d56\u5173\u7cfb\uff1a\u65b9\u6cd5\u53c2\u6570\u4e2d\u4f7f\u7528Document\n        print(f\"\u6b63\u5728\u6253\u5370: {document.title}\")\n        print(f\"\u5185\u5bb9\u9884\u89c8: {document.content&#91;:50]}...\")\n        print(f\"\u9875\u6570: {document.get_page_count()}\")\n\n    def print_report(self, data_analyzer: 'DataAnalyzer'):\n        \"\"\"\u6253\u5370\u62a5\u544a\uff1a\u4f9d\u8d56DataAnalyzer\u7c7b\"\"\"\n        # \u4f9d\u8d56\u5173\u7cfb\uff1a\u65b9\u6cd5\u53c2\u6570\u4e2d\u4f7f\u7528\u53e6\u4e00\u4e2a\u7c7b\n        report = data_analyzer.generate_report()\n        print(f\"\u6253\u5370\u5206\u6790\u62a5\u544a: {report}\")\n\n    def format_and_print(self, text: str, formatter: 'TextFormatter'):\n        \"\"\"\u683c\u5f0f\u5316\u548c\u6253\u5370\uff1a\u4f9d\u8d56TextFormatter\"\"\"\n        # \u4f9d\u8d56\u5173\u7cfb\uff1a\u5c40\u90e8\u53d8\u91cf\u4e2d\u4f7f\u7528\n        formatted_text = formatter.format(text)\n        print(f\"\u683c\u5f0f\u5316\u540e\u6253\u5370: {formatted_text}\")\n\nclass Document:\n    \"\"\"\u6587\u6863\u7c7b\"\"\"\n\n    def __init__(self, title: str, content: str):\n        self.title = title\n        self.content = content\n\n    def get_page_count(self) -&gt; int:\n        \"\"\"\u8ba1\u7b97\u9875\u6570\"\"\"\n        return max(1, len(self.content) \/\/ 500 + 1)\n\nclass DataAnalyzer:\n    \"\"\"\u6570\u636e\u5206\u6790\u5668\"\"\"\n\n    def generate_report(self) -&gt; str:\n        \"\"\"\u751f\u6210\u62a5\u544a\"\"\"\n        return \"\u6570\u636e\u5206\u6790\u62a5\u544a: \u4e00\u5207\u6b63\u5e38\"\n\nclass TextFormatter:\n    \"\"\"\u6587\u672c\u683c\u5f0f\u5316\u5668\"\"\"\n\n    def format(self, text: str) -&gt; str:\n        \"\"\"\u683c\u5f0f\u5316\u6587\u672c\"\"\"\n        return f\"=== {text.upper()} ===\"\n\nprint(\"=== \u4f9d\u8d56\u5173\u7cfb\u6f14\u793a ===\")\n\n# \u521b\u5efa\u5bf9\u8c61\nprinter = Printer()\ndocument = Document(\"\u5e74\u5ea6\u62a5\u544a\", \"\u8fd9\u662f\u5e74\u5ea6\u62a5\u544a\u7684\u5185\u5bb9...\" * 10)\nanalyzer = DataAnalyzer()\nformatter = TextFormatter()\n\n# \u4e34\u65f6\u4f7f\u7528\u5173\u7cfb\nprinter.print_document(document)  # \u4f9d\u8d56\uff1a\u53ea\u5728\u65b9\u6cd5\u8c03\u7528\u671f\u95f4\nprinter.print_report(analyzer)    # \u4f9d\u8d56\uff1a\u4e34\u65f6\u4f7f\u7528\nprinter.format_and_print(\"hello world\", formatter)  # \u4f9d\u8d56\uff1a\u53c2\u6570\u4f20\u9012\n\n# \u4f9d\u8d56\u5173\u7cfb\u7684\u4e34\u65f6\u6027\nprint(f\"\\n\u4f9d\u8d56\u5173\u7cfb\u7684\u7279\u70b9:\")\nprint(\"1. \u6253\u5370\u673a\u4e0d\u9700\u8981\u957f\u671f\u6301\u6709\u6587\u6863\")\nprint(\"2. \u6253\u5370\u5b8c\u6210\u540e\uff0c\u5173\u7cfb\u7ed3\u675f\")\nprint(\"3. \u6253\u5370\u673a\u53ef\u4ee5\u6253\u5370\u4efb\u4f55\u6587\u6863\uff0c\u4e0d\u7ed1\u5b9a\u7279\u5b9a\u6587\u6863\")\n\n# \u4f9d\u8d56\u6ce8\u5165\u793a\u4f8b\nprint(\"\\n=== \u4f9d\u8d56\u6ce8\u5165 ===\")\n\nclass Logger:\n    \"\"\"\u65e5\u5fd7\u8bb0\u5f55\u5668\uff1a\u5c55\u793a\u4f9d\u8d56\u6ce8\u5165\"\"\"\n\n    def log(self, message: str, formatter: TextFormatter = None):\n        \"\"\"\u8bb0\u5f55\u65e5\u5fd7\uff1a\u53ef\u9009\u7684\u4f9d\u8d56\"\"\"\n        if formatter:\n            # \u4f9d\u8d56formatter\uff0c\u4f46\u4e0d\u662f\u5fc5\u9700\u7684\n            message = formatter.format(message)\n        print(f\"\u65e5\u5fd7: {message}\")\n\nlogger = Logger()\nlogger.log(\"\u7cfb\u7edf\u542f\u52a8\")\nlogger.log(\"\u91cd\u8981\u4e8b\u4ef6\", formatter)  # \u6ce8\u5165\u4f9d\u8d56\n\n# \u5de5\u5382\u6a21\u5f0f\u4e2d\u7684\u4f9d\u8d56\nprint(\"\\n=== \u5de5\u5382\u6a21\u5f0f\u4e2d\u7684\u4f9d\u8d56 ===\")\n\nclass Shape:\n    \"\"\"\u5f62\u72b6\u57fa\u7c7b\"\"\"\n    def draw(self):\n        pass\n\nclass Circle(Shape):\n    def draw(self):\n        print(\"\u7ed8\u5236\u5706\u5f62\")\n\nclass Rectangle(Shape):\n    def draw(self):\n        print(\"\u7ed8\u5236\u77e9\u5f62\")\n\nclass ShapePrinter:\n    \"\"\"\u5f62\u72b6\u6253\u5370\u673a\"\"\"\n\n    def print_shape(self, shape_factory):\n        \"\"\"\u6253\u5370\u5f62\u72b6\uff1a\u4f9d\u8d56\u5de5\u5382\u51fd\u6570\"\"\"\n        # \u4f9d\u8d56\uff1a\u4f7f\u7528\u5de5\u5382\u51fd\u6570\u521b\u5efa\u5bf9\u8c61\n        shape = shape_factory()\n        shape.draw()\n\ndef create_circle():\n    \"\"\"\u521b\u5efa\u5706\u5f62\u7684\u5de5\u5382\u51fd\u6570\"\"\"\n    return Circle()\n\nprinter = ShapePrinter()\nprinter.print_shape(create_circle)  # \u4f9d\u8d56\u5de5\u5382\u51fd\u6570\nprinter.print_shape(lambda: Rectangle())  # \u4f9d\u8d56lambda\u8868\u8fbe\u5f0f<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb<\/h3>\n\n\n\n<p><strong>\u73b0\u5b9e\u6bd4\u55bb<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u987e\u5ba2\u4e0e\u6536\u94f6\u5458<\/strong>\uff1a\u987e\u5ba2\u5728\u7ed3\u8d26\u65f6\u4f9d\u8d56\u6536\u94f6\u5458\uff0c\u4f46\u7ed3\u8d26\u5b8c\u6210\u540e\u5173\u7cfb\u7ed3\u675f<\/li>\n\n\n\n<li><strong>\u4f5c\u5bb6\u4e0e\u7b14<\/strong>\uff1a\u4f5c\u5bb6\u5199\u4f5c\u65f6\u4f9d\u8d56\u7b14\uff0c\u4f46\u53ef\u4ee5\u968f\u65f6\u6362\u4e0d\u540c\u7684\u7b14<\/li>\n\n\n\n<li><strong>\u53a8\u5e08\u4e0e\u98df\u8c31<\/strong>\uff1a\u53a8\u5e08\u70f9\u996a\u65f6\u4f9d\u8d56\u98df\u8c31\uff0c\u4f46\u6bcf\u9053\u83dc\u53ef\u80fd\u7528\u4e0d\u540c\u7684\u98df\u8c31<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb\n# ============================================================================\n\nclass Customer:\n    \"\"\"\u987e\u5ba2\uff1a\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4f9d\u8d56\u5173\u7cfb\"\"\"\n\n    def make_payment(self, cashier: 'Cashier', amount: float):\n        \"\"\"\u4ed8\u6b3e\uff1a\u4f9d\u8d56\u6536\u94f6\u5458\"\"\"\n        print(f\"\u987e\u5ba2\u5f00\u59cb\u4ed8\u6b3e: {amount}\u5143\")\n        receipt = cashier.process_payment(amount)\n        print(f\"\u6536\u5230\u6536\u636e: {receipt}\")\n        # \u4ed8\u6b3e\u5b8c\u6210\u540e\uff0c\u4e0d\u518d\u9700\u8981\u6536\u94f6\u5458\n\n    def ask_directions(self, staff: 'StaffMember', location: str):\n        \"\"\"\u95ee\u8def\uff1a\u4f9d\u8d56\u5de5\u4f5c\u4eba\u5458\"\"\"\n        directions = staff.give_directions(location)\n        print(f\"\u524d\u5f80{location}: {directions}\")\n        # \u95ee\u8def\u5b8c\u6210\u540e\uff0c\u5173\u7cfb\u7ed3\u675f\n\n    def use_shopping_cart(self, cart_factory):\n        \"\"\"\u4f7f\u7528\u8d2d\u7269\u8f66\uff1a\u4f9d\u8d56\u5de5\u5382\u65b9\u6cd5\"\"\"\n        cart = cart_factory()\n        print(f\"\u4f7f\u7528\u8d2d\u7269\u8f66: {cart.id}\")\n        # \u8d2d\u7269\u5b8c\u6210\u540e\uff0c\u5f52\u8fd8\u8d2d\u7269\u8f66\n\nclass Cashier:\n    \"\"\"\u6536\u94f6\u5458\"\"\"\n\n    def process_payment(self, amount: float) -&gt; str:\n        \"\"\"\u5904\u7406\u4ed8\u6b3e\"\"\"\n        return f\"\u6536\u636e#{id(self)}: \u5df2\u6536\u5230{amount}\u5143\"\n\nclass StaffMember:\n    \"\"\"\u5de5\u4f5c\u4eba\u5458\"\"\"\n\n    def give_directions(self, location: str) -&gt; str:\n        \"\"\"\u6307\u8def\"\"\"\n        return f\"\u76f4\u8d70\u7136\u540e\u53f3\u8f6c\u5230\u8fbe{location}\"\n\nclass ShoppingCart:\n    \"\"\"\u8d2d\u7269\u8f66\"\"\"\n\n    def __init__(self, cart_id: str):\n        self.id = cart_id\n\ndef create_shopping_cart():\n    \"\"\"\u521b\u5efa\u8d2d\u7269\u8f66\"\"\"\n    import uuid\n    return ShoppingCart(str(uuid.uuid4())&#91;:8])\n\nprint(\"=== \u73b0\u5b9e\u4e16\u754c\u4f9d\u8d56\u5173\u7cfb ===\")\n\ncustomer = Customer()\ncashier = Cashier()\nstaff = StaffMember()\n\n# \u4e34\u65f6\u4f9d\u8d56\u5173\u7cfb\ncustomer.make_payment(cashier, 100.0)\ncustomer.ask_directions(staff, \"\u670d\u88c5\u533a\")\ncustomer.use_shopping_cart(create_shopping_cart)\n\nprint(f\"\\n\u4f9d\u8d56\u5173\u7cfb\u7279\u5f81:\")\nprint(\"1. \u4e34\u65f6\u6027: \u53ea\u5728\u7279\u5b9a\u64cd\u4f5c\u671f\u95f4\u5b58\u5728\")\nprint(\"2. \u65b9\u5411\u6027: \u987e\u5ba2\u4f9d\u8d56\u6536\u94f6\u5458\uff0c\u4f46\u6536\u94f6\u5458\u4e0d\u4f9d\u8d56\u987e\u5ba2\")\nprint(\"3. \u53ef\u66ff\u6362\u6027: \u53ef\u4ee5\u66f4\u6362\u4e0d\u540c\u7684\u6536\u94f6\u5458\u3001\u5de5\u4f5c\u4eba\u5458\u3001\u8d2d\u7269\u8f66\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u5173\u8054\u5173\u7cfb &#8211; \u6301\u4e45\u7684\u76f8\u8bc6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u5173\u8054\u5173\u7cfb\u7684\u672c\u8d28<\/h3>\n\n\n\n<p><strong>\u5173\u8054\u5173\u7cfb\uff08Association\uff09<\/strong> \u662f\u5bf9\u8c61\u95f4\u7684&#8221;\u77e5\u9053&#8221;\u5173\u7cfb\uff0c\u6bd4\u4f9d\u8d56\u66f4\u5f3a\u3001\u66f4\u6301\u4e45\u3002\u4e00\u4e2a\u5bf9\u8c61\u6301\u6709\u5bf9\u53e6\u4e00\u4e2a\u5bf9\u8c61\u7684\u5f15\u7528\uff0c\u4f46\u4e24\u8005\u6709\u5404\u81ea\u72ec\u7acb\u7684\u5b58\u5728\u5468\u671f\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u7279\u5f81<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u77e5\u9053\u5173\u7cfb\uff08knows-a\uff09<\/li>\n\n\n\n<li>\u957f\u671f\u6027\uff0c\u5728\u5bf9\u8c61\u7684\u751f\u547d\u5468\u671f\u5185\u5b58\u5728<\/li>\n\n\n\n<li>\u901a\u5e38\u4f5c\u4e3a\u7c7b\u7684\u5c5e\u6027\uff08\u5b9e\u4f8b\u53d8\u91cf\uff09<\/li>\n\n\n\n<li>\u53ef\u4ee5\u662f\u5355\u5411\u6216\u53cc\u5411\u7684<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5173\u8054\u5173\u7cfb\uff1a\u6301\u4e45\u7684\u76f8\u8bc6\n# ============================================================================\n\nclass Student:\n    \"\"\"\u5b66\u751f\u7c7b\uff1a\u5c55\u793a\u5173\u8054\u5173\u7cfb\"\"\"\n\n    def __init__(self, name: str, student_id: str):\n        self.name = name\n        self.student_id = student_id\n        self.courses = &#91;]  # \u5173\u8054\uff1a\u5b66\u751f\u77e5\u9053\u8bfe\u7a0b\n\n    def enroll(self, course: 'Course'):\n        \"\"\"\u9009\u8bfe\uff1a\u5efa\u7acb\u4e0e\u8bfe\u7a0b\u7684\u5173\u8054\"\"\"\n        if course not in self.courses:\n            self.courses.append(course)\n            course.add_student(self)  # \u5efa\u7acb\u53cc\u5411\u5173\u8054\n            print(f\"{self.name} \u5df2\u9009\u8bfe: {course.name}\")\n\n    def drop(self, course: 'Course'):\n        \"\"\"\u9000\u8bfe\uff1a\u89e3\u9664\u5173\u8054\"\"\"\n        if course in self.courses:\n            self.courses.remove(course)\n            course.remove_student(self)  # \u89e3\u9664\u53cc\u5411\u5173\u8054\n            print(f\"{self.name} \u5df2\u9000\u8bfe: {course.name}\")\n\n    def get_course_list(self):\n        \"\"\"\u83b7\u53d6\u8bfe\u7a0b\u5217\u8868\uff1a\u67e5\u8be2\u5173\u8054\"\"\"\n        return &#91;course.name for course in self.courses]\n\n    def get_teachers(self):\n        \"\"\"\u83b7\u53d6\u6240\u6709\u8001\u5e08\uff1a\u901a\u8fc7\u5173\u8054\u67e5\u8be2\"\"\"\n        teachers = set()\n        for course in self.courses:\n            if course.teacher:  # \u901a\u8fc7\u8bfe\u7a0b\u5173\u8054\u627e\u5230\u8001\u5e08\n                teachers.add(course.teacher.name)\n        return list(teachers)\n\nclass Course:\n    \"\"\"\u8bfe\u7a0b\u7c7b\"\"\"\n\n    def __init__(self, name: str, course_code: str):\n        self.name = name\n        self.course_code = course_code\n        self.students = &#91;]  # \u5173\u8054\uff1a\u8bfe\u7a0b\u77e5\u9053\u5b66\u751f\n        self.teacher = None  # \u5173\u8054\uff1a\u8bfe\u7a0b\u77e5\u9053\u8001\u5e08\n\n    def add_student(self, student: Student):\n        \"\"\"\u6dfb\u52a0\u5b66\u751f\uff1a\u5efa\u7acb\u53cc\u5411\u5173\u8054\"\"\"\n        if student not in self.students:\n            self.students.append(student)\n\n    def remove_student(self, student: Student):\n        \"\"\"\u79fb\u9664\u5b66\u751f\"\"\"\n        if student in self.students:\n            self.students.remove(student)\n\n    def assign_teacher(self, teacher: 'Teacher'):\n        \"\"\"\u5206\u914d\u8001\u5e08\uff1a\u5efa\u7acb\u5173\u8054\"\"\"\n        self.teacher = teacher\n        teacher.assign_course(self)  # \u5efa\u7acb\u53cc\u5411\u5173\u8054\n\n    def get_student_count(self):\n        \"\"\"\u83b7\u53d6\u5b66\u751f\u6570\u91cf\uff1a\u67e5\u8be2\u5173\u8054\"\"\"\n        return len(self.students)\n\n    def get_student_names(self):\n        \"\"\"\u83b7\u53d6\u5b66\u751f\u59d3\u540d\"\"\"\n        return &#91;student.name for student in self.students]\n\nclass Teacher:\n    \"\"\"\u6559\u5e08\u7c7b\"\"\"\n\n    def __init__(self, name: str, employee_id: str):\n        self.name = name\n        self.employee_id = employee_id\n        self.courses = &#91;]  # \u5173\u8054\uff1a\u8001\u5e08\u77e5\u9053\u8bfe\u7a0b\n\n    def assign_course(self, course: Course):\n        \"\"\"\u5206\u914d\u8bfe\u7a0b\uff1a\u5efa\u7acb\u53cc\u5411\u5173\u8054\"\"\"\n        if course not in self.courses:\n            self.courses.append(course)\n\n    def get_course_list(self):\n        \"\"\"\u83b7\u53d6\u8bfe\u7a0b\u5217\u8868\"\"\"\n        return &#91;course.name for course in self.courses]\n\n    def get_students(self):\n        \"\"\"\u83b7\u53d6\u6240\u6709\u5b66\u751f\uff1a\u901a\u8fc7\u5173\u8054\u67e5\u8be2\"\"\"\n        all_students = set()\n        for course in self.courses:\n            for student in course.students:\n                all_students.add(student.name)\n        return list(all_students)\n\nprint(\"=== \u5173\u8054\u5173\u7cfb\u6f14\u793a ===\")\n\n# \u521b\u5efa\u5bf9\u8c61\nalice = Student(\"\u7231\u4e3d\u4e1d\", \"S001\")\nbob = Student(\"\u9c8d\u52c3\", \"S002\")\n\nmath = Course(\"\u9ad8\u7b49\u6570\u5b66\", \"MATH101\")\nphysics = Course(\"\u5927\u5b66\u7269\u7406\", \"PHYS101\")\n\nprofessor = Teacher(\"\u738b\u6559\u6388\", \"T001\")\n\n# \u5efa\u7acb\u5173\u8054\nprint(\"1. \u5efa\u7acb\u5b66\u751f-\u8bfe\u7a0b\u5173\u8054:\")\nalice.enroll(math)\nalice.enroll(physics)\nbob.enroll(math)\n\nprint(f\"\\n\u7231\u4e3d\u4e1d\u7684\u8bfe\u7a0b: {alice.get_course_list()}\")\nprint(f\"\u6570\u5b66\u8bfe\u7684\u5b66\u751f: {math.get_student_names()}\")\n\nprint(\"\\n2. \u5efa\u7acb\u8bfe\u7a0b-\u6559\u5e08\u5173\u8054:\")\nmath.assign_teacher(professor)\nphysics.assign_teacher(professor)\n\nprint(f\"\u738b\u6559\u6388\u7684\u8bfe\u7a0b: {professor.get_course_list()}\")\nprint(f\"\u738b\u6559\u6388\u7684\u5b66\u751f: {professor.get_students()}\")\n\nprint(\"\\n3. \u901a\u8fc7\u5173\u8054\u67e5\u8be2:\")\nprint(f\"\u7231\u4e3d\u4e1d\u7684\u8001\u5e08: {alice.get_teachers()}\")\n\nprint(\"\\n4. \u89e3\u9664\u5173\u8054:\")\nalice.drop(physics)\nprint(f\"\u7231\u4e3d\u4e1d\u7684\u8bfe\u7a0b: {alice.get_course_list()}\")\nprint(f\"\u7269\u7406\u8bfe\u7684\u5b66\u751f: {physics.get_student_names()}\")\n\n# \u5173\u8054\u5173\u7cfb\u7684\u72ec\u7acb\u6027\nprint(f\"\\n\u5173\u8054\u5173\u7cfb\u7279\u5f81:\")\nprint(\"1. \u6301\u4e45\u6027: \u5173\u8054\u5728\u5bf9\u8c61\u751f\u547d\u5468\u671f\u5185\u5b58\u5728\")\nprint(\"2. \u53cc\u5411\u6027: \u5b66\u751f\u77e5\u9053\u8bfe\u7a0b\uff0c\u8bfe\u7a0b\u4e5f\u77e5\u9053\u5b66\u751f\")\nprint(\"3. \u72ec\u7acb\u6027: \u5b66\u751f\u548c\u8bfe\u7a0b\u53ef\u4ee5\u72ec\u7acb\u5b58\u5728\")\nprint(\"4. \u53ef\u5bfc\u822a\u6027: \u53ef\u4ee5\u901a\u8fc7\u4e00\u4e2a\u5bf9\u8c61\u627e\u5230\u5173\u8054\u7684\u5bf9\u8c61\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u5355\u5411\u5173\u8054\u4e0e\u53cc\u5411\u5173\u8054<\/h3>\n\n\n\n<p>\u5173\u8054\u5173\u7cfb\u53ef\u4ee5\u662f\u5355\u5411\u7684\uff08\u53ea\u6709\u4e00\u4e2a\u5bf9\u8c61\u77e5\u9053\u53e6\u4e00\u4e2a\uff09\u6216\u53cc\u5411\u7684\uff08\u4e24\u4e2a\u5bf9\u8c61\u76f8\u4e92\u77e5\u9053\uff09\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5355\u5411\u5173\u8054 vs \u53cc\u5411\u5173\u8054\n# ============================================================================\n\nclass Author:\n    \"\"\"\u4f5c\u8005\uff1a\u5355\u5411\u5173\u8054\u793a\u4f8b\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n        # \u5355\u5411\u5173\u8054\uff1a\u4f5c\u8005\u77e5\u9053\u51fa\u7248\u793e\uff0c\u4f46\u51fa\u7248\u793e\u4e0d\u77e5\u9053\u4f5c\u8005\n        self.publisher = None\n\n    def sign_contract(self, publisher: 'Publisher'):\n        \"\"\"\u7b7e\u7ea6\uff1a\u5efa\u7acb\u5355\u5411\u5173\u8054\"\"\"\n        self.publisher = publisher\n        print(f\"{self.name} \u4e0e {publisher.name} \u7b7e\u7ea6\")\n\n    def get_publisher_info(self):\n        \"\"\"\u83b7\u53d6\u51fa\u7248\u793e\u4fe1\u606f\uff1a\u901a\u8fc7\u5355\u5411\u5173\u8054\"\"\"\n        if self.publisher:\n            return f\"\u7b7e\u7ea6\u51fa\u7248\u793e: {self.publisher.name}\"\n        return \"\u6682\u65e0\u7b7e\u7ea6\u51fa\u7248\u793e\"\n\nclass Publisher:\n    \"\"\"\u51fa\u7248\u793e\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n        # \u6ca1\u6709\u53cd\u5411\u5173\u8054\u5230\u4f5c\u8005\n\nclass SocialMediaUser:\n    \"\"\"\u793e\u4ea4\u5a92\u4f53\u7528\u6237\uff1a\u53cc\u5411\u5173\u8054\u793a\u4f8b\"\"\"\n\n    def __init__(self, username: str):\n        self.username = username\n        self.following = &#91;]  # \u5173\u6ce8\u7684\u4eba\n        self.followers = &#91;]  # \u7c89\u4e1d\n\n    def follow(self, user: 'SocialMediaUser'):\n        \"\"\"\u5173\u6ce8\uff1a\u5efa\u7acb\u53cc\u5411\u5173\u8054\"\"\"\n        if user not in self.following:\n            self.following.append(user)\n            user._add_follower(self)  # \u5efa\u7acb\u53cd\u5411\u5173\u8054\n            print(f\"{self.username} \u5173\u6ce8\u4e86 {user.username}\")\n\n    def unfollow(self, user: 'SocialMediaUser'):\n        \"\"\"\u53d6\u6d88\u5173\u6ce8\uff1a\u89e3\u9664\u53cc\u5411\u5173\u8054\"\"\"\n        if user in self.following:\n            self.following.remove(user)\n            user._remove_follower(self)\n            print(f\"{self.username} \u53d6\u6d88\u5173\u6ce8 {user.username}\")\n\n    def _add_follower(self, follower: 'SocialMediaUser'):\n        \"\"\"\u6dfb\u52a0\u7c89\u4e1d\uff08\u5185\u90e8\u65b9\u6cd5\uff09\"\"\"\n        if follower not in self.followers:\n            self.followers.append(follower)\n\n    def _remove_follower(self, follower: 'SocialMediaUser'):\n        \"\"\"\u79fb\u9664\u7c89\u4e1d\"\"\"\n        if follower in self.followers:\n            self.followers.remove(follower)\n\n    def get_following_count(self):\n        \"\"\"\u83b7\u53d6\u5173\u6ce8\u6570\"\"\"\n        return len(self.following)\n\n    def get_follower_count(self):\n        \"\"\"\u83b7\u53d6\u7c89\u4e1d\u6570\"\"\"\n        return len(self.followers)\n\n    def get_mutual_follows(self):\n        \"\"\"\u83b7\u53d6\u4e92\u76f8\u5173\u6ce8\u7684\u4eba\"\"\"\n        mutual = &#91;]\n        for user in self.following:\n            if self in user.following:  # \u53cc\u5411\u68c0\u67e5\n                mutual.append(user.username)\n        return mutual\n\nprint(\"=== \u5355\u5411\u5173\u8054 vs \u53cc\u5411\u5173\u8054 ===\")\n\nprint(\"1. \u5355\u5411\u5173\u8054\u793a\u4f8b:\")\nauthor = Author(\"\u9c81\u8fc5\")\npublisher = Publisher(\"\u4eba\u6c11\u6587\u5b66\u51fa\u7248\u793e\")\n\nauthor.sign_contract(publisher)\nprint(author.get_publisher_info())\nprint(f\"\u51fa\u7248\u793e\u77e5\u9053\u4f5c\u8005\u5417? {'\u6709\u4f5c\u8005\u5217\u8868' if hasattr(publisher, 'authors') else '\u4e0d\u77e5\u9053'}\")\n\nprint(\"\\n2. \u53cc\u5411\u5173\u8054\u793a\u4f8b:\")\nalice = SocialMediaUser(\"Alice\")\nbob = SocialMediaUser(\"Bob\")\ncharlie = SocialMediaUser(\"Charlie\")\n\n# \u5efa\u7acb\u53cc\u5411\u5173\u8054\nalice.follow(bob)\nbob.follow(alice)  # \u4e92\u76f8\u5173\u6ce8\nalice.follow(charlie)  # \u5355\u5411\u5173\u6ce8\n\nprint(f\"\\nAlice\u5173\u6ce8: {alice.get_following_count()}\u4eba\")\nprint(f\"Alice\u7c89\u4e1d: {alice.get_follower_count()}\u4eba\")\nprint(f\"Bob\u5173\u6ce8: {bob.get_following_count()}\u4eba\")\nprint(f\"Bob\u7c89\u4e1d: {bob.get_follower_count()}\u4eba\")\n\nprint(f\"\\nAlice\u7684\u4e92\u76f8\u5173\u6ce8: {alice.get_mutual_follows()}\")\n\nprint(\"\\n3. \u89e3\u9664\u53cc\u5411\u5173\u8054:\")\nalice.unfollow(charlie)\nprint(f\"Alice\u5173\u6ce8: {alice.get_following_count()}\u4eba\")\nprint(f\"Charlie\u7c89\u4e1d: {charlie.get_follower_count()}\u4eba\")\n\nprint(f\"\\n\u5173\u8054\u7c7b\u578b\u5bf9\u6bd4:\")\nprint(\"\u5355\u5411\u5173\u8054:\")\nprint(\"  - \u4f18\u70b9: \u7b80\u5355\uff0c\u907f\u514d\u5faa\u73af\u4f9d\u8d56\")\nprint(\"  - \u7f3a\u70b9: \u53ea\u80fd\u5355\u5411\u5bfc\u822a\")\nprint(\"\u53cc\u5411\u5173\u8054:\")\nprint(\"  - \u4f18\u70b9: \u53cc\u5411\u5bfc\u822a\uff0c\u5173\u7cfb\u5b8c\u6574\")\nprint(\"  - \u7f3a\u70b9: \u5b9e\u73b0\u590d\u6742\uff0c\u9700\u8981\u7ef4\u62a4\u4e00\u81f4\u6027\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u805a\u5408\u5173\u7cfb &#8211; \u5305\u5bb9\u7684\u96c6\u4f53<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u805a\u5408\u5173\u7cfb\u7684\u672c\u8d28<\/h3>\n\n\n\n<p><strong>\u805a\u5408\u5173\u7cfb\uff08Aggregation\uff09<\/strong> \u662f\u4e00\u79cd\u7279\u6b8a\u7684\u5173\u8054\u5173\u7cfb\uff0c\u8868\u793a&#8221;\u6574\u4f53-\u90e8\u5206&#8221;\u5173\u7cfb\u3002\u90e8\u5206\u53ef\u4ee5\u72ec\u7acb\u4e8e\u6574\u4f53\u5b58\u5728\uff0c\u6574\u4f53\u5305\u542b\u90e8\u5206\uff0c\u4f46\u90e8\u5206\u4e0d\u662f\u6574\u4f53\u7684\u5fc5\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u7279\u5f81<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5305\u542b\u5173\u7cfb\uff08has-a\uff09<\/li>\n\n\n\n<li>\u6574\u4f53\u4e0e\u90e8\u5206\u7684\u751f\u547d\u5468\u671f\u72ec\u7acb<\/li>\n\n\n\n<li>\u90e8\u5206\u53ef\u4ee5\u5c5e\u4e8e\u591a\u4e2a\u6574\u4f53<\/li>\n\n\n\n<li>\u901a\u5e38\u901a\u8fc7\u6784\u9020\u51fd\u6570\u6216setter\u65b9\u6cd5\u6ce8\u5165<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u805a\u5408\u5173\u7cfb\uff1a\u5305\u5bb9\u7684\u96c6\u4f53\n# ============================================================================\n\nclass Department:\n    \"\"\"\u90e8\u95e8\uff1a\u6574\u4f53\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n        self.employees = &#91;]  # \u805a\u5408\uff1a\u90e8\u95e8\u5305\u542b\u5458\u5de5\n\n    def add_employee(self, employee: 'Employee'):\n        \"\"\"\u6dfb\u52a0\u5458\u5de5\uff1a\u5efa\u7acb\u805a\u5408\u5173\u7cfb\"\"\"\n        if employee not in self.employees:\n            self.employees.append(employee)\n            employee.set_department(self)  # \u5efa\u7acb\u53cc\u5411\u5173\u7cfb\n            print(f\"\u5458\u5de5 {employee.name} \u52a0\u5165 {self.name} \u90e8\u95e8\")\n\n    def remove_employee(self, employee: 'Employee'):\n        \"\"\"\u79fb\u9664\u5458\u5de5\uff1a\u89e3\u9664\u805a\u5408\u5173\u7cfb\"\"\"\n        if employee in self.employees:\n            self.employees.remove(employee)\n            employee.set_department(None)  # \u89e3\u9664\u5173\u7cfb\n            print(f\"\u5458\u5de5 {employee.name} \u79bb\u5f00 {self.name} \u90e8\u95e8\")\n\n    def get_employee_count(self):\n        \"\"\"\u83b7\u53d6\u5458\u5de5\u6570\u91cf\"\"\"\n        return len(self.employees)\n\n    def get_employee_names(self):\n        \"\"\"\u83b7\u53d6\u5458\u5de5\u59d3\u540d\"\"\"\n        return &#91;emp.name for emp in self.employees]\n\n    def disband(self):\n        \"\"\"\u89e3\u6563\u90e8\u95e8\uff1a\u6574\u4f53\u6d88\u5931\uff0c\u90e8\u5206\u4f9d\u7136\u5b58\u5728\"\"\"\n        print(f\"{self.name} \u90e8\u95e8\u89e3\u6563\")\n        for employee in self.employees&#91;:]:  # \u4f7f\u7528\u526f\u672c\u904d\u5386\n            self.remove_employee(employee)\n\nclass Employee:\n    \"\"\"\u5458\u5de5\uff1a\u90e8\u5206\"\"\"\n\n    def __init__(self, name: str, employee_id: str):\n        self.name = name\n        self.employee_id = employee_id\n        self.department = None  # \u805a\u5408\uff1a\u5458\u5de5\u5c5e\u4e8e\u90e8\u95e8\n\n    def set_department(self, department: Department):\n        \"\"\"\u8bbe\u7f6e\u90e8\u95e8\"\"\"\n        self.department = department\n\n    def get_department_info(self):\n        \"\"\"\u83b7\u53d6\u90e8\u95e8\u4fe1\u606f\"\"\"\n        if self.department:\n            return f\"\u6240\u5c5e\u90e8\u95e8: {self.department.name}\"\n        return \"\u6682\u65e0\u90e8\u95e8\"\n\n    def transfer(self, new_department: Department):\n        \"\"\"\u8c03\u52a8\u5230\u65b0\u90e8\u95e8\"\"\"\n        old_dept = self.department\n        if old_dept:\n            old_dept.remove_employee(self)\n        new_department.add_employee(self)\n\nclass Project:\n    \"\"\"\u9879\u76ee\uff1a\u5c55\u793a\u591a\u91cd\u805a\u5408\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n        self.team_members = &#91;]  # \u805a\u5408\uff1a\u9879\u76ee\u5305\u542b\u5458\u5de5\n\n    def assign_team_member(self, employee: Employee):\n        \"\"\"\u5206\u914d\u56e2\u961f\u6210\u5458\"\"\"\n        if employee not in self.team_members:\n            self.team_members.append(employee)\n            print(f\"\u5458\u5de5 {employee.name} \u52a0\u5165\u9879\u76ee {self.name}\")\n\n    def remove_team_member(self, employee: Employee):\n        \"\"\"\u79fb\u9664\u56e2\u961f\u6210\u5458\"\"\"\n        if employee in self.team_members:\n            self.team_members.remove(employee)\n            print(f\"\u5458\u5de5 {employee.name} \u79bb\u5f00\u9879\u76ee {self.name}\")\n\n    def complete_project(self):\n        \"\"\"\u5b8c\u6210\u9879\u76ee\uff1a\u9879\u76ee\u7ed3\u675f\uff0c\u5458\u5de5\u56de\u5f52\u539f\u90e8\u95e8\"\"\"\n        print(f\"\u9879\u76ee {self.name} \u5b8c\u6210\")\n        self.team_members.clear()\n\nprint(\"=== \u805a\u5408\u5173\u7cfb\u6f14\u793a ===\")\n\n# \u521b\u5efa\u90e8\u95e8\uff08\u6574\u4f53\uff09\nengineering = Department(\"\u5de5\u7a0b\u90e8\")\nmarketing = Department(\"\u5e02\u573a\u90e8\")\n\n# \u521b\u5efa\u5458\u5de5\uff08\u90e8\u5206\uff09\nalice = Employee(\"\u7231\u4e3d\u4e1d\", \"E001\")\nbob = Employee(\"\u9c8d\u52c3\", \"E002\")\ncharlie = Employee(\"\u67e5\u7406\", \"E003\")\n\n# \u5efa\u7acb\u805a\u5408\u5173\u7cfb\nprint(\"1. \u90e8\u95e8\u805a\u5408\u5458\u5de5:\")\nengineering.add_employee(alice)\nengineering.add_employee(bob)\nmarketing.add_employee(charlie)\n\nprint(f\"\\n\u5de5\u7a0b\u90e8\u5458\u5de5: {engineering.get_employee_names()}\")\nprint(f\"\u5e02\u573a\u90e8\u5458\u5de5: {marketing.get_employee_names()}\")\nprint(f\"\u7231\u4e3d\u4e1d\u7684\u90e8\u95e8: {alice.get_department_info()}\")\n\nprint(\"\\n2. \u5458\u5de5\u8c03\u52a8\uff08\u90e8\u5206\u53ef\u72ec\u7acb\u5b58\u5728\uff09:\")\nalice.transfer(marketing)\nprint(f\"\u5de5\u7a0b\u90e8\u5458\u5de5: {engineering.get_employee_names()}\")\nprint(f\"\u5e02\u573a\u90e8\u5458\u5de5: {marketing.get_employee_names()}\")\n\nprint(\"\\n3. \u591a\u91cd\u805a\u5408\uff08\u4e00\u4e2a\u5458\u5de5\u53c2\u4e0e\u591a\u4e2a\u9879\u76ee\uff09:\")\nproject_a = Project(\"\u9879\u76eeA\")\nproject_b = Project(\"\u9879\u76eeB\")\n\nproject_a.assign_team_member(alice)\nproject_a.assign_team_member(bob)\nproject_b.assign_team_member(alice)  # \u540c\u4e00\u4e2a\u5458\u5de5\u53c2\u4e0e\u4e24\u4e2a\u9879\u76ee\n\nprint(f\"\u9879\u76eeA\u56e2\u961f: {&#91;e.name for e in project_a.team_members]}\")\nprint(f\"\u9879\u76eeB\u56e2\u961f: {&#91;e.name for e in project_b.team_members]}\")\n\nprint(\"\\n4. \u6574\u4f53\u6d88\u5931\uff0c\u90e8\u5206\u4f9d\u7136\u5b58\u5728:\")\nengineering.disband()\nprint(f\"\u9c8d\u52c3\u7684\u90e8\u95e8: {bob.get_department_info()}\")\nprint(f\"\u9c8d\u52c3\u4ecd\u7136\u5b58\u5728\u5417? {bob is not None}\")\n\nprint(\"\\n5. \u9879\u76ee\u5b8c\u6210\uff0c\u5458\u5de5\u4f9d\u7136\u5b58\u5728:\")\nproject_a.complete_project()\nprint(f\"\u7231\u4e3d\u4e1d\u4ecd\u7136\u5b58\u5728\u5417? {alice is not None}\")\nprint(f\"\u7231\u4e3d\u4e1d\u7684\u90e8\u95e8: {alice.get_department_info()}\")\n\nprint(f\"\\n\u805a\u5408\u5173\u7cfb\u7279\u5f81:\")\nprint(\"1. \u6574\u4f53-\u90e8\u5206\u5173\u7cfb: \u90e8\u95e8\u5305\u542b\u5458\u5de5\")\nprint(\"2. \u751f\u547d\u5468\u671f\u72ec\u7acb: \u90e8\u95e8\u89e3\u6563\uff0c\u5458\u5de5\u4f9d\u7136\u5b58\u5728\")\nprint(\"3. \u591a\u91cd\u5f52\u5c5e: \u5458\u5de5\u53ef\u4ee5\u5c5e\u4e8e\u591a\u4e2a\u9879\u76ee\")\nprint(\"4. \u53ef\u5171\u4eab: \u591a\u4e2a\u6574\u4f53\u53ef\u4ee5\u5171\u4eab\u540c\u4e00\u4e2a\u90e8\u5206\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u805a\u5408\u5173\u7cfb<\/h3>\n\n\n\n<p><strong>\u73b0\u5b9e\u6bd4\u55bb<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f66\u961f\u4e0e\u6c7d\u8f66<\/strong>\uff1a\u8f66\u961f\u5305\u542b\u6c7d\u8f66\uff0c\u4f46\u6c7d\u8f66\u53ef\u4ee5\u72ec\u7acb\u4e8e\u8f66\u961f\u5b58\u5728\uff0c\u4e5f\u53ef\u4ee5\u66f4\u6362\u8f66\u961f<\/li>\n\n\n\n<li><strong>\u8d2d\u7269\u8f66\u4e0e\u5546\u54c1<\/strong>\uff1a\u8d2d\u7269\u8f66\u5305\u542b\u5546\u54c1\uff0c\u4f46\u5546\u54c1\u53ef\u4ee5\u72ec\u7acb\u4e8e\u8d2d\u7269\u8f66\u5b58\u5728<\/li>\n\n\n\n<li><strong>\u4ff1\u4e50\u90e8\u4e0e\u4f1a\u5458<\/strong>\uff1a\u4ff1\u4e50\u90e8\u5305\u542b\u4f1a\u5458\uff0c\u4f46\u4f1a\u5458\u53ef\u4ee5\u9000\u51fa\u4ff1\u4e50\u90e8<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u805a\u5408\u5173\u7cfb\n# ============================================================================\n\nclass Fleet:\n    \"\"\"\u8f66\u961f\uff1a\u73b0\u5b9e\u4e16\u754c\u805a\u5408\u5173\u7cfb\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n        self.vehicles = &#91;]  # \u805a\u5408\uff1a\u8f66\u961f\u5305\u542b\u8f66\u8f86\n\n    def add_vehicle(self, vehicle: 'Vehicle'):\n        \"\"\"\u6dfb\u52a0\u8f66\u8f86\"\"\"\n        if vehicle not in self.vehicles:\n            self.vehicles.append(vehicle)\n            vehicle.assign_to_fleet(self)\n            print(f\"\u8f66\u8f86 {vehicle.license_plate} \u52a0\u5165\u8f66\u961f {self.name}\")\n\n    def remove_vehicle(self, vehicle: 'Vehicle'):\n        \"\"\"\u79fb\u9664\u8f66\u8f86\"\"\"\n        if vehicle in self.vehicles:\n            self.vehicles.remove(vehicle)\n            vehicle.assign_to_fleet(None)\n            print(f\"\u8f66\u8f86 {vehicle.license_plate} \u79bb\u5f00\u8f66\u961f {self.name}\")\n\n    def get_vehicle_count(self):\n        \"\"\"\u83b7\u53d6\u8f66\u8f86\u6570\u91cf\"\"\"\n        return len(self.vehicles)\n\nclass Vehicle:\n    \"\"\"\u8f66\u8f86\"\"\"\n\n    def __init__(self, license_plate: str, model: str):\n        self.license_plate = license_plate\n        self.model = model\n        self.fleet = None  # \u805a\u5408\uff1a\u8f66\u8f86\u5c5e\u4e8e\u8f66\u961f\n\n    def assign_to_fleet(self, fleet: Fleet):\n        \"\"\"\u5206\u914d\u5230\u8f66\u961f\"\"\"\n        self.fleet = fleet\n\n    def get_fleet_info(self):\n        \"\"\"\u83b7\u53d6\u8f66\u961f\u4fe1\u606f\"\"\"\n        if self.fleet:\n            return f\"\u6240\u5c5e\u8f66\u961f: {self.fleet.name}\"\n        return \"\u672a\u5206\u914d\u8f66\u961f\"\n\n    def transfer(self, new_fleet: Fleet):\n        \"\"\"\u8f6c\u79fb\u5230\u65b0\u8f66\u961f\"\"\"\n        old_fleet = self.fleet\n        if old_fleet:\n            old_fleet.remove_vehicle(self)\n        new_fleet.add_vehicle(self)\n\nclass ShoppingCart:\n    \"\"\"\u8d2d\u7269\u8f66\uff1a\u53e6\u4e00\u4e2a\u805a\u5408\u4f8b\u5b50\"\"\"\n\n    def __init__(self, cart_id: str):\n        self.cart_id = cart_id\n        self.items = &#91;]  # \u805a\u5408\uff1a\u8d2d\u7269\u8f66\u5305\u542b\u5546\u54c1\n\n    def add_item(self, product: 'Product'):\n        \"\"\"\u6dfb\u52a0\u5546\u54c1\"\"\"\n        if product not in self.items:\n            self.items.append(product)\n            product.add_to_cart(self)\n            print(f\"\u5546\u54c1 {product.name} \u6dfb\u52a0\u5230\u8d2d\u7269\u8f66 {self.cart_id}\")\n\n    def remove_item(self, product: 'Product'):\n        \"\"\"\u79fb\u9664\u5546\u54c1\"\"\"\n        if product in self.items:\n            self.items.remove(product)\n            product.remove_from_cart(self)\n            print(f\"\u5546\u54c1 {product.name} \u4ece\u8d2d\u7269\u8f66 {self.cart_id} \u79fb\u9664\")\n\n    def checkout(self):\n        \"\"\"\u7ed3\u8d26\uff1a\u6e05\u7a7a\u8d2d\u7269\u8f66\uff0c\u5546\u54c1\u4f9d\u7136\u5b58\u5728\"\"\"\n        print(f\"\u8d2d\u7269\u8f66 {self.cart_id} \u7ed3\u8d26\")\n        total = sum(item.price for item in self.items)\n        print(f\"\u603b\u4ef7: {total}\")\n        self.items.clear()\n\nclass Product:\n    \"\"\"\u5546\u54c1\"\"\"\n\n    def __init__(self, name: str, price: float):\n        self.name = name\n        self.price = price\n        self.in_carts = &#91;]  # \u5546\u54c1\u53ef\u4ee5\u5728\u591a\u4e2a\u8d2d\u7269\u8f66\u4e2d\n\n    def add_to_cart(self, cart: ShoppingCart):\n        \"\"\"\u6dfb\u52a0\u5230\u8d2d\u7269\u8f66\"\"\"\n        if cart not in self.in_carts:\n            self.in_carts.append(cart)\n\n    def remove_from_cart(self, cart: ShoppingCart):\n        \"\"\"\u4ece\u8d2d\u7269\u8f66\u79fb\u9664\"\"\"\n        if cart in self.in_carts:\n            self.in_carts.remove(cart)\n\nprint(\"=== \u73b0\u5b9e\u4e16\u754c\u805a\u5408\u5173\u7cfb ===\")\n\nprint(\"1. \u8f66\u961f\u4e0e\u8f66\u8f86:\")\nexpress_fleet = Fleet(\"\u5feb\u9012\u8f66\u961f\")\nlogistics_fleet = Fleet(\"\u7269\u6d41\u8f66\u961f\")\n\ntruck1 = Vehicle(\"\u4eacA12345\", \"\u91cd\u578b\u5361\u8f66\")\ntruck2 = Vehicle(\"\u4eacB67890\", \"\u53a2\u5f0f\u8d27\u8f66\")\n\nexpress_fleet.add_vehicle(truck1)\nlogistics_fleet.add_vehicle(truck2)\n\nprint(f\"\u5feb\u9012\u8f66\u961f\u8f66\u8f86: {express_fleet.get_vehicle_count()}\")\nprint(f\"\u5361\u8f661\u6240\u5c5e: {truck1.get_fleet_info()}\")\n\nprint(\"\\n\u8f66\u8f86\u8f6c\u79fb:\")\ntruck1.transfer(logistics_fleet)\nprint(f\"\u5361\u8f661\u6240\u5c5e: {truck1.get_fleet_info()}\")\nprint(f\"\u5feb\u9012\u8f66\u961f\u8f66\u8f86: {express_fleet.get_vehicle_count()}\")\nprint(f\"\u7269\u6d41\u8f66\u961f\u8f66\u8f86: {logistics_fleet.get_vehicle_count()}\")\n\nprint(\"\\n2. \u8d2d\u7269\u8f66\u4e0e\u5546\u54c1:\")\ncart1 = ShoppingCart(\"\u8d2d\u7269\u8f661\")\ncart2 = ShoppingCart(\"\u8d2d\u7269\u8f662\")\n\napple = Product(\"\u82f9\u679c\", 5.0)\nbanana = Product(\"\u9999\u8549\", 3.0)\n\ncart1.add_item(apple)\ncart1.add_item(banana)\ncart2.add_item(apple)  # \u540c\u4e00\u4e2a\u5546\u54c1\u5728\u591a\u4e2a\u8d2d\u7269\u8f66\n\nprint(f\"\u8d2d\u7269\u8f661\u5546\u54c1\u6570: {len(cart1.items)}\")\nprint(f\"\u8d2d\u7269\u8f662\u5546\u54c1\u6570: {len(cart2.items)}\")\n\nprint(\"\\n\u7ed3\u8d26:\")\ncart1.checkout()\nprint(f\"\u82f9\u679c\u4ecd\u7136\u5b58\u5728\u5417? {apple is not None}\")\nprint(f\"\u82f9\u679c\u4ef7\u683c: {apple.price}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u7ec4\u5408\u5173\u7cfb &#8211; \u751f\u6b7b\u4e0e\u5171<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u7ec4\u5408\u5173\u7cfb\u7684\u672c\u8d28<\/h3>\n\n\n\n<p><strong>\u7ec4\u5408\u5173\u7cfb\uff08Composition\uff09<\/strong> \u662f\u6700\u5f3a\u7684&#8221;\u6574\u4f53-\u90e8\u5206&#8221;\u5173\u7cfb\uff0c\u8868\u793a\u4e25\u683c\u7684\u5305\u542b\u5173\u7cfb\u3002\u90e8\u5206\u7684\u751f\u547d\u5468\u671f\u4f9d\u8d56\u4e8e\u6574\u4f53\uff0c\u4e0d\u80fd\u72ec\u7acb\u5b58\u5728\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u7279\u5f81<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f3a\u5305\u542b\u5173\u7cfb\uff08contains-a\uff09<\/li>\n\n\n\n<li>\u6574\u4f53\u63a7\u5236\u90e8\u5206\u7684\u751f\u547d\u5468\u671f<\/li>\n\n\n\n<li>\u90e8\u5206\u4e0d\u80fd\u72ec\u7acb\u4e8e\u6574\u4f53\u5b58\u5728<\/li>\n\n\n\n<li>\u901a\u5e38\u6574\u4f53\u521b\u5efa\u90e8\u5206\uff0c\u6574\u4f53\u9500\u6bc1\u65f6\u90e8\u5206\u4e5f\u88ab\u9500\u6bc1<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7ec4\u5408\u5173\u7cfb\uff1a\u751f\u6b7b\u4e0e\u5171\n# ============================================================================\n\nclass Computer:\n    \"\"\"\u7535\u8111\uff1a\u6574\u4f53\uff0c\u7531\u90e8\u4ef6\u7ec4\u5408\u800c\u6210\"\"\"\n\n    def __init__(self, brand: str):\n        self.brand = brand\n        # \u7ec4\u5408\u5173\u7cfb\uff1a\u7535\u8111\u521b\u5efa\u65f6\u521b\u5efa\u90e8\u4ef6\n        self.cpu = CPU(\"Intel i7\")  # \u7ec4\u5408\uff1aCPU\u662f\u7535\u8111\u7684\u4e00\u90e8\u5206\n        self.memory = Memory(16)    # \u7ec4\u5408\uff1a\u5185\u5b58\u662f\u7535\u8111\u7684\u4e00\u90e8\u5206\n        self.storage = Storage(512) # \u7ec4\u5408\uff1a\u5b58\u50a8\u662f\u7535\u8111\u7684\u4e00\u90e8\u5206\n        self.os = OperatingSystem(\"Windows 11\")  # \u7ec4\u5408\uff1a\u64cd\u4f5c\u7cfb\u7edf\u662f\u7535\u8111\u7684\u4e00\u90e8\u5206\n\n        print(f\"\u521b\u5efa {brand} \u7535\u8111\uff0c\u5305\u542b:\")\n        print(f\"  CPU: {self.cpu.model}\")\n        print(f\"  \u5185\u5b58: {self.cpu.memory.size}GB\")\n        print(f\"  \u5b58\u50a8: {self.storage.capacity}GB\")\n        print(f\"  \u7cfb\u7edf: {self.os.name}\")\n\n    def power_on(self):\n        \"\"\"\u5f00\u673a\uff1a\u7ec4\u5408\u90e8\u4ef6\u534f\u540c\u5de5\u4f5c\"\"\"\n        print(f\"{self.brand} \u7535\u8111\u5f00\u673a\")\n        self.cpu.initialize()\n        self.memory.load_bios()\n        self.os.boot()\n\n    def power_off(self):\n        \"\"\"\u5173\u673a\"\"\"\n        print(f\"{self.brand} \u7535\u8111\u5173\u673a\")\n        self.os.shutdown()\n        self.cpu.power_down()\n\n    def upgrade_memory(self, new_size: int):\n        \"\"\"\u5347\u7ea7\u5185\u5b58\uff1a\u66f4\u6362\u90e8\u4ef6\"\"\"\n        print(f\"\u5347\u7ea7\u5185\u5b58: {self.memory.size}GB -&gt; {new_size}GB\")\n        # \u65e7\u5185\u5b58\u88ab\u9500\u6bc1\n        self.memory = Memory(new_size)\n\n    def __del__(self):\n        \"\"\"\u6790\u6784\u51fd\u6570\uff1a\u7535\u8111\u9500\u6bc1\u65f6\uff0c\u90e8\u4ef6\u4e5f\u88ab\u9500\u6bc1\"\"\"\n        print(f\"{self.brand} \u7535\u8111\u88ab\u9500\u6bc1\")\n\nclass CPU:\n    \"\"\"CPU\uff1a\u90e8\u5206\uff0c\u4e0d\u80fd\u72ec\u7acb\u4e8e\u7535\u8111\u5b58\u5728\"\"\"\n\n    def __init__(self, model: str):\n        self.model = model\n        self.memory = None  # \u901a\u8fc7\u7535\u8111\u8fde\u63a5\u5185\u5b58\n\n    def initialize(self):\n        \"\"\"\u521d\u59cb\u5316\"\"\"\n        print(f\"CPU {self.model} \u521d\u59cb\u5316\")\n\n    def power_down(self):\n        \"\"\"\u65ad\u7535\"\"\"\n        print(f\"CPU {self.model} \u65ad\u7535\")\n\n    def connect_memory(self, memory: 'Memory'):\n        \"\"\"\u8fde\u63a5\u5185\u5b58\"\"\"\n        self.memory = memory\n\nclass Memory:\n    \"\"\"\u5185\u5b58\"\"\"\n\n    def __init__(self, size: int):\n        self.size = size\n\n    def load_bios(self):\n        \"\"\"\u52a0\u8f7dBIOS\"\"\"\n        print(f\"{self.size}GB \u5185\u5b58\u52a0\u8f7dBIOS\")\n\nclass Storage:\n    \"\"\"\u5b58\u50a8\"\"\"\n\n    def __init__(self, capacity: int):\n        self.capacity = capacity\n\nclass OperatingSystem:\n    \"\"\"\u64cd\u4f5c\u7cfb\u7edf\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n\n    def boot(self):\n        \"\"\"\u542f\u52a8\"\"\"\n        print(f\"\u64cd\u4f5c\u7cfb\u7edf {self.name} \u542f\u52a8\")\n\n    def shutdown(self):\n        \"\"\"\u5173\u673a\"\"\"\n        print(f\"\u64cd\u4f5c\u7cfb\u7edf {self.name} \u5173\u673a\")\n\nprint(\"=== \u7ec4\u5408\u5173\u7cfb\u6f14\u793a ===\")\n\n# \u521b\u5efa\u7535\u8111\uff08\u6574\u4f53\uff09\nprint(\"1. \u521b\u5efa\u7535\u8111\uff08\u6574\u4f53\u521b\u5efa\u90e8\u5206\uff09:\")\nmy_pc = Computer(\"\u6234\u5c14\")\n\nprint(\"\\n2. \u64cd\u4f5c\u7535\u8111:\")\nmy_pc.power_on()\n\nprint(\"\\n3. \u5347\u7ea7\u90e8\u4ef6:\")\nmy_pc.upgrade_memory(32)\nprint(f\"\u5347\u7ea7\u540e\u5185\u5b58: {my_pc.memory.size}GB\")\n\nprint(\"\\n4. \u7535\u8111\u5173\u673a:\")\nmy_pc.power_off()\n\nprint(\"\\n5. \u90e8\u4ef6\u4e0d\u80fd\u72ec\u7acb\u5b58\u5728:\")\ntry:\n    # CPU\u4e0d\u80fd\u72ec\u7acb\u4e8e\u7535\u8111\u5de5\u4f5c\n    cpu = my_pc.cpu\n    print(f\"CPU\u578b\u53f7: {cpu.model}\")\n    print(\"\u4f46CPU\u4e0d\u80fd\u72ec\u7acb\u542f\u52a8\uff0c\u9700\u8981\u7535\u8111\u6574\u4f53\")\nexcept Exception as e:\n    print(f\"\u9519\u8bef: {e}\")\n\n# \u5220\u9664\u7535\u8111\nprint(\"\\n6. \u9500\u6bc1\u7535\u8111\uff08\u90e8\u5206\u968f\u4e4b\u9500\u6bc1\uff09:\")\ndel my_pc\nprint(\"\u7535\u8111\u9500\u6bc1\u5b8c\u6210\")\n\n# \u53e6\u4e00\u4e2a\u7ec4\u5408\u5173\u7cfb\u793a\u4f8b\nprint(\"\\n=== \u53e6\u4e00\u4e2a\u7ec4\u5408\u5173\u7cfb\u793a\u4f8b ===\")\n\nclass House:\n    \"\"\"\u623f\u5b50\uff1a\u7ec4\u5408\u5173\u7cfb\u793a\u4f8b\"\"\"\n\n    def __init__(self, address: str):\n        self.address = address\n        # \u7ec4\u5408\uff1a\u623f\u95f4\u662f\u623f\u5b50\u7684\u4e00\u90e8\u5206\n        self.rooms = &#91;\n            Room(\"\u5ba2\u5385\", 20),\n            Room(\"\u5367\u5ba4\", 15),\n            Room(\"\u53a8\u623f\", 10)\n        ]\n        # \u7ec4\u5408\uff1a\u5c4b\u9876\u662f\u623f\u5b50\u7684\u4e00\u90e8\u5206\n        self.roof = Roof(\"\u74e6\u7247\u5c4b\u9876\")\n\n        print(f\"\u5efa\u9020\u623f\u5b50: {address}\")\n        print(f\"\u5305\u542b\u623f\u95f4: {&#91;room.name for room in self.rooms]}\")\n\n    def renovate(self):\n        \"\"\"\u88c5\u4fee\uff1a\u53ef\u4ee5\u66f4\u6362\u90e8\u4ef6\"\"\"\n        print(f\"\u88c5\u4fee\u623f\u5b50 {self.address}\")\n        # \u6dfb\u52a0\u4e00\u4e2a\u623f\u95f4\n        self.rooms.append(Room(\"\u4e66\u623f\", 12))\n        print(f\"\u65b0\u589e\u623f\u95f4: \u4e66\u623f\")\n\n    def demolish(self):\n        \"\"\"\u62c6\u9664\uff1a\u623f\u5b50\u88ab\u6bc1\uff0c\u623f\u95f4\u548c\u5c4b\u9876\u4e5f\u4e0d\u5b58\u5728\u4e86\"\"\"\n        print(f\"\u62c6\u9664\u623f\u5b50 {self.address}\")\n        self.rooms.clear()\n        self.roof = None\n\nclass Room:\n    \"\"\"\u623f\u95f4\"\"\"\n\n    def __init__(self, name: str, area: float):\n        self.name = name\n        self.area = area\n\nclass Roof:\n    \"\"\"\u5c4b\u9876\"\"\"\n\n    def __init__(self, material: str):\n        self.material = material\n\nhouse = House(\"\u5317\u4eac\u5e02\u671d\u9633\u533a123\u53f7\")\nhouse.renovate()\nhouse.demolish()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u7ec4\u5408\u5173\u7cfb<\/h3>\n\n\n\n<p><strong>\u73b0\u5b9e\u6bd4\u55bb<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u4f53\u4e0e\u5668\u5b98<\/strong>\uff1a\u4eba\u4f53\u5305\u542b\u5668\u5b98\uff0c\u5668\u5b98\u4e0d\u80fd\u72ec\u7acb\u4e8e\u4eba\u4f53\u5b58\u5728<\/li>\n\n\n\n<li><strong>\u6811\u4e0e\u6811\u53f6<\/strong>\uff1a\u6811\u5305\u542b\u6811\u53f6\uff0c\u6811\u53f6\u4e0d\u80fd\u72ec\u7acb\u4e8e\u6811\u5b58\u5728<\/li>\n\n\n\n<li><strong>\u623f\u5b50\u4e0e\u623f\u95f4<\/strong>\uff1a\u623f\u5b50\u5305\u542b\u623f\u95f4\uff0c\u623f\u95f4\u4e0d\u80fd\u72ec\u7acb\u4e8e\u623f\u5b50\u5b58\u5728<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u7ec4\u5408\u5173\u7cfb\n# ============================================================================\n\nclass HumanBody:\n    \"\"\"\u4eba\u4f53\uff1a\u73b0\u5b9e\u4e16\u754c\u7ec4\u5408\u5173\u7cfb\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n        # \u7ec4\u5408\uff1a\u5668\u5b98\u662f\u4eba\u4f53\u7684\u4e00\u90e8\u5206\n        self.heart = Heart()      # \u5fc3\u810f\n        self.brain = Brain()      # \u5927\u8111\n        self.lungs = &#91;Lung(), Lung()]  # \u80ba\uff08\u4e24\u4e2a\uff09\n\n        print(f\"{name} \u7684\u8eab\u4f53\u6784\u9020:\")\n        print(f\"  \u5fc3\u810f: {self.heart.beat_rate} BPM\")\n        print(f\"  \u5927\u8111: {self.brain.weight} \u514b\")\n        print(f\"  \u80ba: {len(self.lungs)} \u4e2a\")\n\n    def live(self):\n        \"\"\"\u751f\u6d3b\uff1a\u5668\u5b98\u534f\u540c\u5de5\u4f5c\"\"\"\n        print(f\"\\n{self.name} \u5f00\u59cb\u751f\u6d3b\")\n        self.heart.start_beating()\n        self.brain.think(\"\u6211\u662f\u8c01\uff1f\")\n        for lung in self.lungs:\n            lung.breathe()\n\n    def exercise(self):\n        \"\"\"\u953b\u70bc\uff1a\u5668\u5b98\u589e\u5f3a\"\"\"\n        print(f\"\\n{self.name} \u953b\u70bc\")\n        self.heart.increase_rate(20)\n        for lung in self.lungs:\n            lung.increase_capacity()\n\n    def __del__(self):\n        \"\"\"\u6b7b\u4ea1\uff1a\u5668\u5b98\u968f\u4e4b\u6b7b\u4ea1\"\"\"\n        print(f\"\\n{self.name} \u6b7b\u4ea1\uff0c\u5668\u5b98\u505c\u6b62\u5de5\u4f5c\")\n        self.heart.stop()\n        self.brain.shutdown()\n        for lung in self.lungs:\n            lung.stop()\n\nclass Heart:\n    \"\"\"\u5fc3\u810f\"\"\"\n\n    def __init__(self):\n        self.beat_rate = 72  # BPM\n\n    def start_beating(self):\n        \"\"\"\u5f00\u59cb\u8df3\u52a8\"\"\"\n        print(f\"\u5fc3\u810f\u5f00\u59cb\u8df3\u52a8: {self.beat_rate} BPM\")\n\n    def increase_rate(self, amount: int):\n        \"\"\"\u589e\u52a0\u5fc3\u7387\"\"\"\n        self.beat_rate += amount\n        print(f\"\u5fc3\u7387\u589e\u52a0\u81f3: {self.beat_rate} BPM\")\n\n    def stop(self):\n        \"\"\"\u505c\u6b62\"\"\"\n        print(\"\u5fc3\u810f\u505c\u6b62\u8df3\u52a8\")\n\nclass Brain:\n    \"\"\"\u5927\u8111\"\"\"\n\n    def __init__(self):\n        self.weight = 1400  # \u514b\n\n    def think(self, thought: str):\n        \"\"\"\u601d\u8003\"\"\"\n        print(f\"\u5927\u8111\u601d\u8003: {thought}\")\n\n    def shutdown(self):\n        \"\"\"\u5173\u95ed\"\"\"\n        print(\"\u5927\u8111\u505c\u6b62\u6d3b\u52a8\")\n\nclass Lung:\n    \"\"\"\u80ba\"\"\"\n\n    def __init__(self):\n        self.capacity = 6.0  # \u5347\n\n    def breathe(self):\n        \"\"\"\u547c\u5438\"\"\"\n        print(f\"\u80ba\u547c\u5438\uff0c\u5bb9\u91cf: {self.capacity}L\")\n\n    def increase_capacity(self):\n        \"\"\"\u589e\u52a0\u5bb9\u91cf\"\"\"\n        self.capacity += 0.1\n        print(f\"\u80ba\u5bb9\u91cf\u589e\u52a0\u81f3: {self.capacity:.1f}L\")\n\n    def stop(self):\n        \"\"\"\u505c\u6b62\"\"\"\n        print(\"\u80ba\u505c\u6b62\u547c\u5438\")\n\nprint(\"=== \u73b0\u5b9e\u4e16\u754c\u7ec4\u5408\u5173\u7cfb ===\")\n\n# \u521b\u5efa\u4eba\u4f53\nperson = HumanBody(\"\u5f20\u4e09\")\n\n# \u751f\u6d3b\nperson.live()\nperson.exercise()\n\n# \u4eba\u4f53\u6b7b\u4ea1\uff08\u5220\u9664\u5bf9\u8c61\uff09\nprint(\"\\n\u6a21\u62df\u4eba\u4f53\u6b7b\u4ea1:\")\ndel person\n\n# \u5668\u5b98\u4e0d\u80fd\u72ec\u7acb\u5b58\u5728\nprint(\"\\n\u5c1d\u8bd5\u521b\u5efa\u72ec\u7acb\u5668\u5b98:\")\ntry:\n    heart = Heart()\n    heart.start_beating()\n    print(\"\u4f46\u8fd9\u5728\u73b0\u5b9e\u4e2d\u4e0d\u53ef\u80fd\uff0c\u5fc3\u810f\u9700\u8981\u4eba\u4f53\u7cfb\u7edf\u652f\u6301\")\nexcept:\n    pass\n\nprint(f\"\\n\u7ec4\u5408\u5173\u7cfb\u7279\u5f81:\")\nprint(\"1. \u5f3a\u5305\u542b\u5173\u7cfb: \u4eba\u4f53\u5305\u542b\u5668\u5b98\")\nprint(\"2. \u751f\u547d\u5468\u671f\u4e00\u81f4: \u5668\u5b98\u968f\u4eba\u4f53\u6b7b\u4ea1\u800c\u6b7b\u4ea1\")\nprint(\"3. \u4e0d\u53ef\u72ec\u7acb\u5b58\u5728: \u5668\u5b98\u4e0d\u80fd\u79bb\u5f00\u4eba\u4f53\u72ec\u7acb\u5de5\u4f5c\")\nprint(\"4. \u7d27\u5bc6\u8026\u5408: \u5668\u5b98\u95f4\u9ad8\u5ea6\u4f9d\u8d56\uff0c\u534f\u540c\u5de5\u4f5c\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u56db\u79cd\u5173\u7cfb\u7684\u5bf9\u6bd4\u4e0e\u9009\u62e9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u5173\u7cfb\u5bf9\u6bd4\u77e9\u9635<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u7efc\u5408\u793a\u4f8b\u6765\u5bf9\u6bd4\u56db\u79cd\u5173\u7cfb\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u56db\u79cd\u5173\u7cfb\u7efc\u5408\u5bf9\u6bd4\n# ============================================================================\n\nclass UniversitySystem:\n    \"\"\"\u5927\u5b66\u7cfb\u7edf\uff1a\u5c55\u793a\u56db\u79cd\u5173\u7cfb\"\"\"\n\n    # ==================== \u7ec4\u5408\u5173\u7cfb ====================\n    class University:\n        \"\"\"\u5927\u5b66\uff1a\u7ec4\u5408\u5173\u7cfb\u793a\u4f8b\"\"\"\n\n        def __init__(self, name: str):\n            self.name = name\n            # \u7ec4\u5408\uff1a\u5927\u5b66\u5305\u542b\u6821\u533a\uff0c\u6821\u533a\u4e0d\u80fd\u72ec\u7acb\u5b58\u5728\n            self.campuses = &#91;\n                self.Campus(\"\u4e3b\u6821\u533a\", \"\u5e02\u4e2d\u5fc3\"),\n                self.Campus(\"\u5206\u6821\u533a\", \"\u90ca\u533a\")\n            ]\n            print(f\"\u521b\u5efa\u5927\u5b66: {name}\")\n\n        class Campus:\n            \"\"\"\u6821\u533a\uff1a\u5927\u5b66\u7684\u4e00\u90e8\u5206\"\"\"\n\n            def __init__(self, name: str, location: str):\n                self.name = name\n                self.location = location\n\n            def __str__(self):\n                return f\"{self.name}({self.location})\"\n\n    # ==================== \u805a\u5408\u5173\u7cfb ====================\n    class Department:\n        \"\"\"\u9662\u7cfb\uff1a\u805a\u5408\u5173\u7cfb\u793a\u4f8b\"\"\"\n\n        def __init__(self, name: str):\n            self.name = name\n            self.professors = &#91;]  # \u805a\u5408\uff1a\u9662\u7cfb\u5305\u542b\u6559\u6388\n            print(f\"\u521b\u5efa\u9662\u7cfb: {name}\")\n\n        def hire_professor(self, professor: 'Professor'):\n            \"\"\"\u8058\u7528\u6559\u6388\uff1a\u5efa\u7acb\u805a\u5408\u5173\u7cfb\"\"\"\n            if professor not in self.professors:\n                self.professors.append(professor)\n                professor.department = self  # \u53cc\u5411\u5173\u8054\n\n        def disband(self):\n            \"\"\"\u89e3\u6563\u9662\u7cfb\uff1a\u6559\u6388\u4f9d\u7136\u5b58\u5728\"\"\"\n            print(f\"\u89e3\u6563\u9662\u7cfb: {self.name}\")\n            for professor in self.professors:\n                professor.department = None\n            self.professors.clear()\n\n    # ==================== \u5173\u8054\u5173\u7cfb ====================\n    class Professor:\n        \"\"\"\u6559\u6388\uff1a\u5173\u8054\u5173\u7cfb\u793a\u4f8b\"\"\"\n\n        def __init__(self, name: str, field: str):\n            self.name = name\n            self.field = field\n            self.department = None  # \u5173\u8054\uff1a\u6559\u6388\u77e5\u9053\u9662\u7cfb\n            self.advisees = &#91;]      # \u5173\u8054\uff1a\u6559\u6388\u6307\u5bfc\u5b66\u751f\n\n        def advise_student(self, student: 'Student'):\n            \"\"\"\u6307\u5bfc\u5b66\u751f\uff1a\u5efa\u7acb\u53cc\u5411\u5173\u8054\"\"\"\n            if student not in self.advisees:\n                self.advisees.append(student)\n                student.advisor = self\n\n        def __str__(self):\n            dept_name = self.department.name if self.department else \"\u6682\u65e0\"\n            return f\"{self.name}\u6559\u6388({self.field}) - {dept_name}\"\n\n    # ==================== \u4f9d\u8d56\u5173\u7cfb ====================\n    class Student:\n        \"\"\"\u5b66\u751f\uff1a\u4f9d\u8d56\u5173\u7cfb\u793a\u4f8b\"\"\"\n\n        def __init__(self, name: str, student_id: str):\n            self.name = name\n            self.student_id = student_id\n            self.advisor = None  # \u5173\u8054\uff1a\u5b66\u751f\u77e5\u9053\u5bfc\u5e08\n\n        def register_course(self, course_registrar: 'CourseRegistrar', course_code: str):\n            \"\"\"\u6ce8\u518c\u8bfe\u7a0b\uff1a\u4f9d\u8d56CourseRegistrar\"\"\"\n            # \u4f9d\u8d56\u5173\u7cfb\uff1a\u65b9\u6cd5\u4e2d\u4f7f\u7528\n            success = course_registrar.register(self, course_code)\n            if success:\n                print(f\"{self.name} \u6210\u529f\u6ce8\u518c\u8bfe\u7a0b {course_code}\")\n            else:\n                print(f\"{self.name} \u6ce8\u518c\u8bfe\u7a0b {course_code} \u5931\u8d25\")\n\n        def submit_assignment(self, assignment: 'Assignment', grader: 'Grader'):\n            \"\"\"\u63d0\u4ea4\u4f5c\u4e1a\uff1a\u4f9d\u8d56Assignment\u548cGrader\"\"\"\n            # \u4f9d\u8d56\u5173\u7cfb\uff1a\u53c2\u6570\u4f20\u9012\n            grade = grader.grade(assignment)\n            print(f\"{self.name} \u63d0\u4ea4\u4f5c\u4e1a\uff0c\u5f97\u5206: {grade}\")\n\n        def __str__(self):\n            advisor_name = self.advisor.name if self.advisor else \"\u6682\u65e0\"\n            return f\"{self.name}({self.student_id}) - \u5bfc\u5e08: {advisor_name}\"\n\n    # ==================== \u5176\u4ed6\u8f85\u52a9\u7c7b ====================\n    class CourseRegistrar:\n        \"\"\"\u8bfe\u7a0b\u6ce8\u518c\u5668\"\"\"\n\n        def __init__(self):\n            self.registered_courses = {}\n\n        def register(self, student: 'Student', course_code: str) -&gt; bool:\n            \"\"\"\u6ce8\u518c\u8bfe\u7a0b\"\"\"\n            if student.student_id not in self.registered_courses:\n                self.registered_courses&#91;student.student_id] = &#91;]\n\n            if len(self.registered_courses&#91;student.student_id]) &lt; 5:  # \u6700\u591a5\u95e8\n                self.registered_courses&#91;student.student_id].append(course_code)\n                return True\n            return False\n\n    class Assignment:\n        \"\"\"\u4f5c\u4e1a\"\"\"\n        pass\n\n    class Grader:\n        \"\"\"\u8bc4\u5206\u5668\"\"\"\n\n        def grade(self, assignment: Assignment) -&gt; float:\n            \"\"\"\u8bc4\u5206\"\"\"\n            import random\n            return round(random.uniform(60, 100), 1)\n\nprint(\"=== \u56db\u79cd\u5173\u7cfb\u7efc\u5408\u5bf9\u6bd4 ===\")\n\n# \u521b\u5efa\u5927\u5b66\u7cfb\u7edf\nsystem = UniversitySystem()\n\nprint(\"\\n1. \u7ec4\u5408\u5173\u7cfb - \u5927\u5b66\u4e0e\u6821\u533a:\")\nuniversity = system.University(\"\u6e05\u534e\u5927\u5b66\")\nprint(f\"\u5927\u5b66: {university.name}\")\nprint(f\"\u6821\u533a: {&#91;str(campus) for campus in university.campuses]}\")\nprint(\"\u7279\u70b9: \u6821\u533a\u4e0d\u80fd\u72ec\u7acb\u4e8e\u5927\u5b66\u5b58\u5728\")\n\nprint(\"\\n2. \u805a\u5408\u5173\u7cfb - \u9662\u7cfb\u4e0e\u6559\u6388:\")\ncs_dept = system.Department(\"\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\")\nprof_wang = system.Professor(\"\u738b\u6559\u6388\", \"\u4eba\u5de5\u667a\u80fd\")\nprof_li = system.Professor(\"\u674e\u6559\u6388\", \"\u6570\u636e\u5e93\")\n\ncs_dept.hire_professor(prof_wang)\ncs_dept.hire_professor(prof_li)\n\nprint(f\"\u9662\u7cfb: {cs_dept.name}\")\nprint(f\"\u6559\u6388: {&#91;str(prof) for prof in cs_dept.professors]}\")\n\nprint(\"\\n\u89e3\u6563\u9662\u7cfb:\")\ncs_dept.disband()\nprint(f\"\u6559\u6388\u4ecd\u7136\u5b58\u5728: {prof_wang is not None}\")\nprint(f\"\u738b\u6559\u6388\u7684\u9662\u7cfb: {prof_wang.department}\")\n\nprint(\"\\n3. \u5173\u8054\u5173\u7cfb - \u6559\u6388\u4e0e\u5b66\u751f:\")\nalice = system.Student(\"\u7231\u4e3d\u4e1d\", \"S001\")\nbob = system.Student(\"\u9c8d\u52c3\", \"S002\")\n\nprof_wang.advise_student(alice)\nprof_wang.advise_student(bob)\n\nprint(f\"\u738b\u6559\u6388\u7684\u5b66\u751f: {&#91;s.name for s in prof_wang.advisees]}\")\nprint(f\"\u7231\u4e3d\u4e1d\u7684\u5bfc\u5e08: {alice.advisor.name if alice.advisor else '\u65e0'}\")\n\nprint(\"\\n4. \u4f9d\u8d56\u5173\u7cfb - \u5b66\u751f\u4e0e\u6ce8\u518c\u5668:\")\nregistrar = system.UniversitySystem.CourseRegistrar()\ngrader = system.UniversitySystem.Grader()\nassignment = system.UniversitySystem.Assignment()\n\nalice.register_course(registrar, \"CS101\")\nalice.register_course(registrar, \"MATH101\")\nalice.register_course(registrar, \"PHYS101\")\nalice.register_course(registrar, \"CHEM101\")\nalice.register_course(registrar, \"BIO101\")\nalice.register_course(registrar, \"ENG101\")  # \u5e94\u8be5\u5931\u8d25\uff0c\u8d85\u8fc75\u95e8\n\nalice.submit_assignment(assignment, grader)\n\nprint(f\"\\n\u5173\u7cfb\u5bf9\u6bd4\u603b\u7ed3:\")\nprint(\"=\" * 60)\nprint(\"| \u5173\u7cfb\u7c7b\u578b | \u5f3a\u5ea6 | \u751f\u547d\u5468\u671f | \u72ec\u7acb\u6027 | \u4f8b\u5b50 |\")\nprint(\"|----------|------|----------|--------|------|\")\nprint(\"| \u4f9d\u8d56     | \u5f31   | \u4e34\u65f6     | \u9ad8     | \u5b66\u751f\u4f7f\u7528\u6ce8\u518c\u5668 |\")\nprint(\"| \u5173\u8054     | \u4e2d   | \u6301\u4e45     | \u9ad8     | \u6559\u6388\u6307\u5bfc\u5b66\u751f |\")\nprint(\"| \u805a\u5408     | \u5f3a   | \u72ec\u7acb     | \u4e2d     | \u9662\u7cfb\u5305\u542b\u6559\u6388 |\")\nprint(\"| \u7ec4\u5408     | \u6700\u5f3a | \u4e00\u81f4     | \u4f4e     | \u5927\u5b66\u5305\u542b\u6821\u533a |\")\nprint(\"=\" * 60)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u5982\u4f55\u9009\u62e9\u6b63\u786e\u7684\u5173\u7cfb<\/h3>\n\n\n\n<p>\u9009\u62e9\u5bf9\u8c61\u5173\u7cfb\u7684\u51b3\u7b56\u6307\u5357\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5173\u7cfb\u9009\u62e9\u51b3\u7b56\u6307\u5357\n# ============================================================================\n\ndef relationship_decision_guide():\n    \"\"\"\u5173\u7cfb\u9009\u62e9\u51b3\u7b56\u6307\u5357\"\"\"\n\n    print(\"=== \u5bf9\u8c61\u5173\u7cfb\u9009\u62e9\u51b3\u7b56\u6307\u5357 ===\")\n\n    questions = &#91;\n        \"1. \u5bf9\u8c61B\u80fd\u5426\u72ec\u7acb\u4e8e\u5bf9\u8c61A\u5b58\u5728\uff1f\",\n        \"2. \u5bf9\u8c61B\u662f\u5426\u5c5e\u4e8e\u591a\u4e2a\u5bf9\u8c61A\uff1f\",\n        \"3. \u5bf9\u8c61A\u662f\u5426\u63a7\u5236\u5bf9\u8c61B\u7684\u751f\u547d\u5468\u671f\uff1f\",\n        \"4. \u5bf9\u8c61A\u662f\u5426\u603b\u662f\u9700\u8981\u5bf9\u8c61B\uff1f\",\n        \"5. \u5173\u7cfb\u662f\u6c38\u4e45\u7684\u8fd8\u662f\u4e34\u65f6\u7684\uff1f\"\n    ]\n\n    print(\"\\n\u51b3\u7b56\u6d41\u7a0b:\")\n    print(\"-\" * 50)\n\n    for i, question in enumerate(questions, 1):\n        print(f\"{i}. {question}\")\n\n    print(\"\\n\u6839\u636e\u7b54\u6848\u9009\u62e9\u5173\u7cfb:\")\n    print(\"-\" * 50)\n\n    scenarios = &#91;\n        {\n            \"name\": \"\u4f7f\u7528\u7ec4\u5408\u5173\u7cfb\",\n            \"conditions\": &#91;\n                \"B\u4e0d\u80fd\u72ec\u7acb\u4e8eA\u5b58\u5728\",\n                \"B\u53ea\u5c5e\u4e8e\u4e00\u4e2aA\",\n                \"A\u63a7\u5236B\u7684\u751f\u547d\u5468\u671f\",\n                \"A\u603b\u662f\u9700\u8981B\",\n                \"\u5173\u7cfb\u662f\u6c38\u4e45\u7684\"\n            ],\n            \"example\": \"\u623f\u5b50\u4e0e\u623f\u95f4\u3001\u4eba\u4f53\u4e0e\u5668\u5b98\"\n        },\n        {\n            \"name\": \"\u4f7f\u7528\u805a\u5408\u5173\u7cfb\",\n            \"conditions\": &#91;\n                \"B\u80fd\u72ec\u7acb\u4e8eA\u5b58\u5728\",\n                \"B\u53ef\u4ee5\u5c5e\u4e8e\u591a\u4e2aA\",\n                \"A\u4e0d\u63a7\u5236B\u7684\u751f\u547d\u5468\u671f\",\n                \"A\u4e0d\u4e00\u5b9a\u603b\u662f\u9700\u8981B\",\n                \"\u5173\u7cfb\u76f8\u5bf9\u6301\u4e45\"\n            ],\n            \"example\": \"\u8f66\u961f\u4e0e\u6c7d\u8f66\u3001\u8d2d\u7269\u8f66\u4e0e\u5546\u54c1\"\n        },\n        {\n            \"name\": \"\u4f7f\u7528\u5173\u8054\u5173\u7cfb\",\n            \"conditions\": &#91;\n                \"B\u80fd\u72ec\u7acb\u4e8eA\u5b58\u5728\",\n                \"B\u53ef\u4ee5\u5173\u8054\u591a\u4e2aA\",\n                \"A\u4e0d\u63a7\u5236B\u7684\u751f\u547d\u5468\u671f\",\n                \"A\u9700\u8981\u77e5\u9053B\",\n                \"\u5173\u7cfb\u6301\u4e45\"\n            ],\n            \"example\": \"\u6559\u6388\u4e0e\u5b66\u751f\u3001\u4f5c\u8005\u4e0e\u4e66\"\n        },\n        {\n            \"name\": \"\u4f7f\u7528\u4f9d\u8d56\u5173\u7cfb\",\n            \"conditions\": &#91;\n                \"B\u80fd\u72ec\u7acb\u4e8eA\u5b58\u5728\",\n                \"B\u4e0e\u591a\u4e2aA\u4e34\u65f6\u4ea4\u4e92\",\n                \"A\u4e0d\u63a7\u5236B\u7684\u751f\u547d\u5468\u671f\",\n                \"A\u4ec5\u5728\u7279\u5b9a\u64cd\u4f5c\u4e2d\u9700\u8981B\",\n                \"\u5173\u7cfb\u662f\u4e34\u65f6\u7684\"\n            ],\n            \"example\": \"\u53a8\u5e08\u4e0e\u98df\u8c31\u3001\u53f8\u673a\u4e0e\u5730\u56fe\"\n        }\n    ]\n\n    for scenario in scenarios:\n        print(f\"\\n{scenario&#91;'name']}:\")\n        print(f\"  \u6761\u4ef6: {', '.join(scenario&#91;'conditions'])}\")\n        print(f\"  \u4f8b\u5b50: {scenario&#91;'example']}\")\n\n# \u5b9e\u9645\u51b3\u7b56\u793a\u4f8b\nprint(\"=== \u5b9e\u9645\u51b3\u7b56\u793a\u4f8b ===\")\n\nclass DesignExample:\n    \"\"\"\u8bbe\u8ba1\u793a\u4f8b\uff1a\u5c55\u793a\u5173\u7cfb\u9009\u62e9\"\"\"\n\n    @staticmethod\n    def design_car_system():\n        \"\"\"\u8bbe\u8ba1\u6c7d\u8f66\u7cfb\u7edf\"\"\"\n        print(\"\\n\u8bbe\u8ba1\u95ee\u9898: \u5982\u4f55\u8bbe\u8ba1\u6c7d\u8f66\u3001\u5f15\u64ce\u3001\u9a7e\u9a76\u5458\u7684\u5173\u7cfb\uff1f\")\n\n        print(\"\\n\u5206\u6790:\")\n        print(\"1. \u5f15\u64ce\u4e0d\u80fd\u72ec\u7acb\u4e8e\u6c7d\u8f66\u5b58\u5728\u5417\uff1f \u662f\u7684 -&gt; \u7ec4\u5408\")\n        print(\"2. \u9a7e\u9a76\u5458\u80fd\u72ec\u7acb\u4e8e\u6c7d\u8f66\u5b58\u5728\u5417\uff1f \u662f\u7684 -&gt; \u5173\u8054\/\u4f9d\u8d56\")\n        print(\"3. \u6c7d\u8f66\u603b\u662f\u9700\u8981\u9a7e\u9a76\u5458\u5417\uff1f \u4e0d\u4e00\u5b9a -&gt; \u5173\u8054\")\n        print(\"4. \u5173\u7cfb\u662f\u6c38\u4e45\u7684\u5417\uff1f \u4e0d\u662f -&gt; \u5173\u8054\")\n\n        print(\"\\n\u8bbe\u8ba1\u51b3\u7b56:\")\n        print(\"- \u6c7d\u8f66\u4e0e\u5f15\u64ce: \u7ec4\u5408\u5173\u7cfb\uff08\u5f15\u64ce\u662f\u6c7d\u8f66\u7684\u4e00\u90e8\u5206\uff09\")\n        print(\"- \u6c7d\u8f66\u4e0e\u9a7e\u9a76\u5458: \u5173\u8054\u5173\u7cfb\uff08\u6c7d\u8f66\u77e5\u9053\u9a7e\u9a76\u5458\uff0c\u4f46\u4e0d\u662f\u5fc5\u987b\uff09\")\n\n        class Engine:\n            \"\"\"\u5f15\u64ce\uff1a\u6c7d\u8f66\u7684\u4e00\u90e8\u5206\"\"\"\n            pass\n\n        class Driver:\n            \"\"\"\u9a7e\u9a76\u5458\uff1a\u72ec\u7acb\u5b58\u5728\"\"\"\n            pass\n\n        class Car:\n            \"\"\"\u6c7d\u8f66\"\"\"\n            def __init__(self):\n                self.engine = Engine()  # \u7ec4\u5408\n                self.driver = None      # \u5173\u8054\n\n            def assign_driver(self, driver: Driver):\n                \"\"\"\u5206\u914d\u9a7e\u9a76\u5458\"\"\"\n                self.driver = driver\n\n        return Car, Engine, Driver\n\n    @staticmethod\n    def design_order_system():\n        \"\"\"\u8bbe\u8ba1\u8ba2\u5355\u7cfb\u7edf\"\"\"\n        print(\"\\n\u8bbe\u8ba1\u95ee\u9898: \u5982\u4f55\u8bbe\u8ba1\u8ba2\u5355\u3001\u5546\u54c1\u3001\u5ba2\u6237\u7684\u5173\u7cfb\uff1f\")\n\n        print(\"\\n\u5206\u6790:\")\n        print(\"1. \u5546\u54c1\u80fd\u72ec\u7acb\u4e8e\u8ba2\u5355\u5b58\u5728\u5417\uff1f \u662f\u7684 -&gt; \u805a\u5408\")\n        print(\"2. \u5ba2\u6237\u80fd\u72ec\u7acb\u4e8e\u8ba2\u5355\u5b58\u5728\u5417\uff1f \u662f\u7684 -&gt; \u5173\u8054\")\n        print(\"3. \u8ba2\u5355\u603b\u662f\u9700\u8981\u5546\u54c1\u5417\uff1f \u662f\u7684 -&gt; \u805a\u5408\")\n        print(\"4. \u8ba2\u5355\u5220\u9664\u540e\uff0c\u5546\u54c1\u8fd8\u5b58\u5728\u5417\uff1f \u662f\u7684 -&gt; \u805a\u5408\")\n\n        print(\"\\n\u8bbe\u8ba1\u51b3\u7b56:\")\n        print(\"- \u8ba2\u5355\u4e0e\u5546\u54c1: \u805a\u5408\u5173\u7cfb\uff08\u8ba2\u5355\u5305\u542b\u5546\u54c1\uff0c\u4f46\u5546\u54c1\u72ec\u7acb\uff09\")\n        print(\"- \u8ba2\u5355\u4e0e\u5ba2\u6237: \u5173\u8054\u5173\u7cfb\uff08\u8ba2\u5355\u77e5\u9053\u5ba2\u6237\uff09\")\n\n        class Product:\n            \"\"\"\u5546\u54c1\uff1a\u72ec\u7acb\u5b58\u5728\"\"\"\n            pass\n\n        class Customer:\n            \"\"\"\u5ba2\u6237\uff1a\u72ec\u7acb\u5b58\u5728\"\"\"\n            pass\n\n        class Order:\n            \"\"\"\u8ba2\u5355\"\"\"\n            def __init__(self, customer: Customer):\n                self.customer = customer  # \u5173\u8054\n                self.products = &#91;]        # \u805a\u5408\n\n            def add_product(self, product: Product):\n                \"\"\"\u6dfb\u52a0\u5546\u54c1\"\"\"\n                self.products.append(product)\n\n        return Order, Product, Customer\n\n# \u8fd0\u884c\u8bbe\u8ba1\u793a\u4f8b\nDesignExample.design_car_system()\nDesignExample.design_order_system()\n\n# \u663e\u793a\u51b3\u7b56\u6307\u5357\nrelationship_decision_guide()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u516d\u90e8\u5206\uff1a\u5b9e\u6218\u5e94\u7528 &#8211; \u7535\u5546\u7cfb\u7edf\u8bbe\u8ba1<\/h2>\n\n\n\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5b8c\u6574\u7684\u7535\u5546\u7cfb\u7edf\u8bbe\u8ba1\u6765\u5e94\u7528\u8fd9\u4e9b\u5173\u7cfb\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7535\u5546\u7cfb\u7edf\u8bbe\u8ba1\uff1a\u7efc\u5408\u5e94\u7528\u56db\u79cd\u5173\u7cfb\n# ============================================================================\n\nclass ECommerceSystem:\n    \"\"\"\u7535\u5546\u7cfb\u7edf\uff1a\u7efc\u5408\u5e94\u7528\u56db\u79cd\u5bf9\u8c61\u5173\u7cfb\"\"\"\n\n    # ==================== \u7ec4\u5408\u5173\u7cfb ====================\n    class Order:\n        \"\"\"\u8ba2\u5355\uff1a\u7ec4\u5408\u5173\u7cfb\"\"\"\n\n        def __init__(self, order_id: str, customer: 'Customer'):\n            self.order_id = order_id\n            self.customer = customer  # \u5173\u8054\uff1a\u8ba2\u5355\u77e5\u9053\u5ba2\u6237\n            self.items = &#91;]           # \u7ec4\u5408\uff1a\u8ba2\u5355\u9879\u662f\u8ba2\u5355\u7684\u4e00\u90e8\u5206\n            self.shipping_address = None\n            self.payment = None\n            self.status = \"\u5f85\u4ed8\u6b3e\"\n\n            print(f\"\u521b\u5efa\u8ba2\u5355 #{order_id}\uff0c\u5ba2\u6237: {customer.name}\")\n\n        def add_item(self, product: 'Product', quantity: int):\n            \"\"\"\u6dfb\u52a0\u8ba2\u5355\u9879\uff1a\u7ec4\u5408\u5173\u7cfb\"\"\"\n            item = self.OrderItem(product, quantity)\n            self.items.append(item)\n            print(f\"\u6dfb\u52a0\u5546\u54c1: {product.name} \u00d7{quantity}\")\n\n        def set_shipping_address(self, address: 'Address'):\n            \"\"\"\u8bbe\u7f6e\u6536\u8d27\u5730\u5740\uff1a\u5173\u8054\u5173\u7cfb\"\"\"\n            self.shipping_address = address\n            print(f\"\u8bbe\u7f6e\u6536\u8d27\u5730\u5740: {address.full_address}\")\n\n        def set_payment(self, payment_method: 'PaymentMethod'):\n            \"\"\"\u8bbe\u7f6e\u652f\u4ed8\u65b9\u5f0f\uff1a\u4f9d\u8d56\u5173\u7cfb\"\"\"\n            # \u4f9d\u8d56\uff1a\u652f\u4ed8\u8fc7\u7a0b\u4e2d\u4f7f\u7528PaymentMethod\n            self.payment = payment_method\n            success = payment_method.process_payment(self.total_amount())\n            if success:\n                self.status = \"\u5df2\u4ed8\u6b3e\"\n                print(f\"\u8ba2\u5355 #{self.order_id} \u4ed8\u6b3e\u6210\u529f\")\n            else:\n                print(f\"\u8ba2\u5355 #{self.order_id} \u4ed8\u6b3e\u5931\u8d25\")\n\n        def ship(self):\n            \"\"\"\u53d1\u8d27\"\"\"\n            if self.status == \"\u5df2\u4ed8\u6b3e\":\n                self.status = \"\u5df2\u53d1\u8d27\"\n                print(f\"\u8ba2\u5355 #{self.order_id} \u5df2\u53d1\u8d27\")\n                return True\n            print(f\"\u8ba2\u5355 #{self.order_id} \u672a\u4ed8\u6b3e\uff0c\u4e0d\u80fd\u53d1\u8d27\")\n            return False\n\n        def total_amount(self) -&gt; float:\n            \"\"\"\u8ba1\u7b97\u603b\u91d1\u989d\"\"\"\n            return sum(item.subtotal() for item in self.items)\n\n        def __str__(self):\n            return (f\"\u8ba2\u5355 #{self.order_id}\\n\"\n                   f\"\u5ba2\u6237: {self.customer.name}\\n\"\n                   f\"\u72b6\u6001: {self.status}\\n\"\n                   f\"\u603b\u91d1\u989d: \u00a5{self.total_amount():.2f}\\n\"\n                   f\"\u5546\u54c1\u6570: {len(self.items)}\")\n\n        class OrderItem:\n            \"\"\"\u8ba2\u5355\u9879\uff1a\u8ba2\u5355\u7684\u4e00\u90e8\u5206\uff08\u7ec4\u5408\uff09\"\"\"\n\n            def __init__(self, product: 'Product', quantity: int):\n                self.product = product  # \u805a\u5408\uff1a\u8ba2\u5355\u9879\u5f15\u7528\u5546\u54c1\n                self.quantity = quantity\n\n            def subtotal(self) -&gt; float:\n                \"\"\"\u5c0f\u8ba1\"\"\"\n                return self.product.price * self.quantity\n\n            def __str__(self):\n                return f\"{self.product.name} \u00d7{self.quantity}: \u00a5{self.subtotal():.2f}\"\n\n    # ==================== \u805a\u5408\u5173\u7cfb ====================\n    class ShoppingCart:\n        \"\"\"\u8d2d\u7269\u8f66\uff1a\u805a\u5408\u5173\u7cfb\"\"\"\n\n        def __init__(self, customer: 'Customer'):\n            self.customer = customer  # \u5173\u8054\uff1a\u8d2d\u7269\u8f66\u77e5\u9053\u5ba2\u6237\n            self.items = &#91;]           # \u805a\u5408\uff1a\u8d2d\u7269\u8f66\u5305\u542b\u5546\u54c1\n            print(f\"\u521b\u5efa\u8d2d\u7269\u8f66\uff0c\u5ba2\u6237: {customer.name}\")\n\n        def add_product(self, product: 'Product', quantity: int = 1):\n            \"\"\"\u6dfb\u52a0\u5546\u54c1\uff1a\u805a\u5408\u5173\u7cfb\"\"\"\n            # \u5546\u54c1\u53ef\u4ee5\u5b58\u5728\u4e8e\u591a\u4e2a\u8d2d\u7269\u8f66\n            existing = next((item for item in self.items \n                           if item.product == product), None)\n            if existing:\n                existing.quantity += quantity\n            else:\n                self.items.append(self.CartItem(product, quantity))\n            print(f\"\u6dfb\u52a0\u5230\u8d2d\u7269\u8f66: {product.name} \u00d7{quantity}\")\n\n        def remove_product(self, product: 'Product'):\n            \"\"\"\u79fb\u9664\u5546\u54c1\"\"\"\n            self.items = &#91;item for item in self.items \n                         if item.product != product]\n            print(f\"\u4ece\u8d2d\u7269\u8f66\u79fb\u9664: {product.name}\")\n\n        def checkout(self) -&gt; 'Order':\n            \"\"\"\u7ed3\u8d26\uff1a\u521b\u5efa\u8ba2\u5355\"\"\"\n            if not self.items:\n                print(\"\u8d2d\u7269\u8f66\u4e3a\u7a7a\uff0c\u4e0d\u80fd\u7ed3\u8d26\")\n                return None\n\n            # \u751f\u6210\u8ba2\u5355ID\n            import uuid\n            order_id = f\"ORD-{uuid.uuid4().hex&#91;:8].upper()}\"\n\n            # \u521b\u5efa\u8ba2\u5355\n            order = self.Order(order_id, self.customer)\n\n            # \u5c06\u8d2d\u7269\u8f66\u5546\u54c1\u8f6c\u79fb\u5230\u8ba2\u5355\n            for item in self.items:\n                order.add_item(item.product, item.quantity)\n\n            # \u6e05\u7a7a\u8d2d\u7269\u8f66\n            self.items.clear()\n\n            print(f\"\u8d2d\u7269\u8f66\u7ed3\u8d26\uff0c\u751f\u6210\u8ba2\u5355 #{order_id}\")\n            return order\n\n        def total_amount(self) -&gt; float:\n            \"\"\"\u8ba1\u7b97\u603b\u91d1\u989d\"\"\"\n            return sum(item.subtotal() for item in self.items)\n\n        class CartItem:\n            \"\"\"\u8d2d\u7269\u8f66\u9879\"\"\"\n\n            def __init__(self, product: 'Product', quantity: int):\n                self.product = product  # \u805a\u5408\uff1a\u5f15\u7528\u5546\u54c1\n                self.quantity = quantity\n\n            def subtotal(self) -&gt; float:\n                \"\"\"\u5c0f\u8ba1\"\"\"\n                return self.product.price * self.quantity\n\n    # ==================== \u5173\u8054\u5173\u7cfb ====================\n    class Customer:\n        \"\"\"\u5ba2\u6237\uff1a\u5173\u8054\u5173\u7cfb\"\"\"\n\n        def __init__(self, customer_id: str, name: str, email: str):\n            self.customer_id = customer_id\n            self.name = name\n            self.email = email\n            self.addresses = &#91;]      # \u5173\u8054\uff1a\u5ba2\u6237\u6709\u591a\u4e2a\u5730\u5740\n            self.orders = &#91;]         # \u5173\u8054\uff1a\u5ba2\u6237\u6709\u591a\u4e2a\u8ba2\u5355\n            self.wishlist = &#91;]       # \u5173\u8054\uff1a\u5ba2\u6237\u7684\u613f\u671b\u5355\n\n            print(f\"\u6ce8\u518c\u5ba2\u6237: {name} ({email})\")\n\n        def add_address(self, address: 'Address'):\n            \"\"\"\u6dfb\u52a0\u5730\u5740\uff1a\u5173\u8054\u5173\u7cfb\"\"\"\n            if address not in self.addresses:\n                self.addresses.append(address)\n                address.customer = self  # \u53cc\u5411\u5173\u8054\n                print(f\"{self.name} \u6dfb\u52a0\u5730\u5740: {address.full_address}\")\n\n        def place_order(self, order: 'Order'):\n            \"\"\"\u4e0b\u8ba2\u5355\uff1a\u5173\u8054\u5173\u7cfb\"\"\"\n            self.orders.append(order)\n            print(f\"{self.name} \u4e0b\u5355: \u8ba2\u5355 #{order.order_id}\")\n\n        def add_to_wishlist(self, product: 'Product'):\n            \"\"\"\u6dfb\u52a0\u5230\u613f\u671b\u5355\uff1a\u5173\u8054\u5173\u7cfb\"\"\"\n            if product not in self.wishlist:\n                self.wishlist.append(product)\n                print(f\"{self.name} \u6dfb\u52a0 {product.name} \u5230\u613f\u671b\u5355\")\n\n        def get_order_history(self):\n            \"\"\"\u83b7\u53d6\u8ba2\u5355\u5386\u53f2\"\"\"\n            return &#91;f\"\u8ba2\u5355 #{o.order_id}: \u00a5{o.total_amount():.2f} ({o.status})\" \n                   for o in self.orders]\n\n    # ==================== \u5176\u4ed6\u7c7b ====================\n    class Product:\n        \"\"\"\u5546\u54c1\uff1a\u72ec\u7acb\u5b9e\u4f53\"\"\"\n\n        def __init__(self, product_id: str, name: str, price: float):\n            self.product_id = product_id\n            self.name = name\n            self.price = price\n            self.stock = 0\n\n        def __str__(self):\n            return f\"{self.name} (\u00a5{self.price:.2f})\"\n\n    class Address:\n        \"\"\"\u5730\u5740\"\"\"\n\n        def __init__(self, street: str, city: str, postal_code: str):\n            self.street = street\n            self.city = city\n            self.postal_code = postal_code\n            self.customer = None  # \u5173\u8054\uff1a\u5730\u5740\u77e5\u9053\u5ba2\u6237\n\n        @property\n        def full_address(self):\n            return f\"{self.street}, {self.city} {self.postal_code}\"\n\n    class PaymentMethod:\n        \"\"\"\u652f\u4ed8\u65b9\u5f0f\uff1a\u4f9d\u8d56\u5173\u7cfb\u4e2d\u4f7f\u7528\"\"\"\n\n        def process_payment(self, amount: float) -&gt; bool:\n            \"\"\"\u5904\u7406\u652f\u4ed8\uff1a\u6a21\u62df\u652f\u4ed8\u8fc7\u7a0b\"\"\"\n            print(f\"\u5904\u7406\u652f\u4ed8: \u00a5{amount:.2f}\")\n            # \u6a21\u62df\u652f\u4ed8\u6210\u529f\n            import random\n            return random.random() &gt; 0.1  # 90%\u6210\u529f\u7387\n\n# \u8fd0\u884c\u7535\u5546\u7cfb\u7edf\u6a21\u62df\ndef simulate_ecommerce():\n    \"\"\"\u6a21\u62df\u7535\u5546\u7cfb\u7edf\u8fd0\u884c\"\"\"\n\n    print(\"=== \u7535\u5546\u7cfb\u7edf\u6a21\u62df ===\")\n    print(\"\u6f14\u793a\u56db\u79cd\u5bf9\u8c61\u5173\u7cfb\u7684\u5b9e\u9645\u5e94\u7528\\n\")\n\n    # \u521b\u5efa\u7cfb\u7edf\n    system = ECommerceSystem()\n\n    # \u521b\u5efa\u5ba2\u6237\uff08\u5173\u8054\u5173\u7cfb\u7684\u4e2d\u5fc3\uff09\n    print(\"1. \u521b\u5efa\u5ba2\u6237\uff08\u5173\u8054\u5173\u7cfb\uff09:\")\n    alice = system.Customer(\"C001\", \"\u7231\u4e3d\u4e1d\", \"alice@example.com\")\n\n    # \u521b\u5efa\u5730\u5740\n    home_address = system.Address(\"\u4eba\u6c11\u8def123\u53f7\", \"\u5317\u4eac\u5e02\", \"100000\")\n    office_address = system.Address(\"\u79d1\u6280\u56ed456\u53f7\", \"\u5317\u4eac\u5e02\", \"100001\")\n\n    alice.add_address(home_address)\n    alice.add_address(office_address)\n\n    # \u521b\u5efa\u5546\u54c1\uff08\u72ec\u7acb\u5b9e\u4f53\uff09\n    print(\"\\n2. \u521b\u5efa\u5546\u54c1\uff08\u72ec\u7acb\u5b9e\u4f53\uff09:\")\n    iphone = system.Product(\"P001\", \"iPhone 15\", 7999.00)\n    macbook = system.Product(\"P002\", \"MacBook Pro\", 12999.00)\n    airpods = system.Product(\"P003\", \"AirPods Pro\", 1999.00)\n\n    print(f\"\u5546\u54c1: {iphone}, {macbook}, {airpods}\")\n\n    # \u4f7f\u7528\u8d2d\u7269\u8f66\uff08\u805a\u5408\u5173\u7cfb\uff09\n    print(\"\\n3. \u4f7f\u7528\u8d2d\u7269\u8f66\uff08\u805a\u5408\u5173\u7cfb\uff09:\")\n    cart = system.ShoppingCart(alice)\n\n    cart.add_product(iphone, 1)\n    cart.add_product(macbook, 1)\n    cart.add_product(airpods, 2)\n\n    print(f\"\u8d2d\u7269\u8f66\u603b\u91d1\u989d: \u00a5{cart.total_amount():.2f}\")\n\n    # \u613f\u671b\u5355\uff08\u5173\u8054\u5173\u7cfb\uff09\n    print(\"\\n4. \u613f\u671b\u5355\uff08\u5173\u8054\u5173\u7cfb\uff09:\")\n    alice.add_to_wishlist(system.Product(\"P004\", \"iPad\", 3999.00))\n\n    # \u7ed3\u8d26\u521b\u5efa\u8ba2\u5355\uff08\u7ec4\u5408\u5173\u7cfb\uff09\n    print(\"\\n5. \u7ed3\u8d26\u521b\u5efa\u8ba2\u5355\uff08\u7ec4\u5408\u5173\u7cfb\uff09:\")\n    order = cart.checkout()\n\n    if order:\n        # \u8bbe\u7f6e\u6536\u8d27\u5730\u5740\n        order.set_shipping_address(home_address)\n\n        # \u652f\u4ed8\uff08\u4f9d\u8d56\u5173\u7cfb\uff09\n        print(\"\\n6. \u652f\u4ed8\uff08\u4f9d\u8d56\u5173\u7cfb\uff09:\")\n        payment_method = system.PaymentMethod()\n        order.set_payment(payment_method)\n\n        # \u53d1\u8d27\n        if order.status == \"\u5df2\u4ed8\u6b3e\":\n            order.ship()\n\n        # \u8bb0\u5f55\u8ba2\u5355\n        alice.place_order(order)\n\n    # \u67e5\u770b\u5ba2\u6237\u4fe1\u606f\n    print(\"\\n7. \u5ba2\u6237\u4fe1\u606f\u6c47\u603b:\")\n    print(f\"\u5ba2\u6237: {alice.name}\")\n    print(f\"\u5730\u5740\u6570: {len(alice.addresses)}\")\n    print(f\"\u613f\u671b\u5355: {&#91;p.name for p in alice.wishlist]}\")\n    print(f\"\u8ba2\u5355\u5386\u53f2: {alice.get_order_history()}\")\n\n    # \u5173\u7cfb\u5206\u6790\n    print(\"\\n8. \u5173\u7cfb\u5206\u6790:\")\n    print(\"-\" * 50)\n    print(\"\u7ec4\u5408\u5173\u7cfb: \u8ba2\u5355\u4e0e\u8ba2\u5355\u9879\")\n    print(\"  - \u8ba2\u5355\u9879\u662f\u8ba2\u5355\u7684\u4e00\u90e8\u5206\")\n    print(\"  - \u8ba2\u5355\u5220\u9664\uff0c\u8ba2\u5355\u9879\u4e5f\u968f\u4e4b\u5220\u9664\")\n    print(\"  - \u8ba2\u5355\u9879\u4e0d\u80fd\u72ec\u7acb\u4e8e\u8ba2\u5355\u5b58\u5728\")\n    print()\n    print(\"\u805a\u5408\u5173\u7cfb: \u8d2d\u7269\u8f66\u4e0e\u5546\u54c1\")\n    print(\"  - \u8d2d\u7269\u8f66\u5305\u542b\u5546\u54c1\")\n    print(\"  - \u5546\u54c1\u53ef\u4ee5\u72ec\u7acb\u4e8e\u8d2d\u7269\u8f66\u5b58\u5728\")\n    print(\"  - \u5546\u54c1\u53ef\u4ee5\u5b58\u5728\u4e8e\u591a\u4e2a\u8d2d\u7269\u8f66\")\n    print()\n    print(\"\u5173\u8054\u5173\u7cfb: \u5ba2\u6237\u4e0e\u8ba2\u5355\")\n    print(\"  - \u5ba2\u6237\u77e5\u9053\u8ba2\u5355\uff0c\u8ba2\u5355\u77e5\u9053\u5ba2\u6237\")\n    print(\"  - \u53cc\u5411\u5173\u7cfb\")\n    print(\"  - \u4e24\u8005\u751f\u547d\u5468\u671f\u72ec\u7acb\")\n    print()\n    print(\"\u4f9d\u8d56\u5173\u7cfb: \u8ba2\u5355\u4e0e\u652f\u4ed8\u65b9\u5f0f\")\n    print(\"  - \u8ba2\u5355\u5728\u652f\u4ed8\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u652f\u4ed8\u65b9\u5f0f\")\n    print(\"  - \u4e34\u65f6\u5173\u7cfb\")\n    print(\"  - \u53ef\u4ee5\u66f4\u6362\u4e0d\u540c\u7684\u652f\u4ed8\u65b9\u5f0f\")\n\nif __name__ == \"__main__\":\n    simulate_ecommerce()<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4e2a\u7535\u5546\u7cfb\u7edf\u793a\u4f8b\u5c55\u793a\u4e86\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7ec4\u5408\u5173\u7cfb<\/strong>\uff1a\u8ba2\u5355\u4e0e\u8ba2\u5355\u9879 &#8211; \u8ba2\u5355\u9879\u662f\u8ba2\u5355\u4e0d\u53ef\u5206\u5272\u7684\u4e00\u90e8\u5206<\/li>\n\n\n\n<li><strong>\u805a\u5408\u5173\u7cfb<\/strong>\uff1a\u8d2d\u7269\u8f66\u4e0e\u5546\u54c1 &#8211; \u8d2d\u7269\u8f66\u5305\u542b\u5546\u54c1\uff0c\u4f46\u5546\u54c1\u53ef\u4ee5\u72ec\u7acb\u5b58\u5728<\/li>\n\n\n\n<li><strong>\u5173\u8054\u5173\u7cfb<\/strong>\uff1a\u5ba2\u6237\u4e0e\u8ba2\u5355\u3001\u5730\u5740 &#8211; \u53cc\u5411\u7684&#8221;\u77e5\u9053&#8221;\u5173\u7cfb<\/li>\n\n\n\n<li><strong>\u4f9d\u8d56\u5173\u7cfb<\/strong>\uff1a\u8ba2\u5355\u4e0e\u652f\u4ed8\u65b9\u5f0f &#8211; \u4e34\u65f6\u7684\u4f7f\u7528\u5173\u7cfb<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e03\u90e8\u5206\uff1a\u603b\u7ed3\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u56db\u79cd\u5173\u7cfb\u7684\u5173\u952e\u533a\u522b\u603b\u7ed3<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5173\u7cfb\u7c7b\u578b<\/th><th>\u5f3a\u5ea6<\/th><th>\u751f\u547d\u5468\u671f<\/th><th>\u72ec\u7acb\u6027<\/th><th>UML\u8868\u793a<\/th><th>\u4ee3\u7801\u8868\u73b0<\/th><\/tr><\/thead><tbody><tr><td><strong>\u4f9d\u8d56<\/strong><\/td><td>\u5f31<\/td><td>\u4e34\u65f6<\/td><td>\u9ad8<\/td><td>\u865a\u7ebf\u7bad\u5934<\/td><td>\u65b9\u6cd5\u53c2\u6570\/\u5c40\u90e8\u53d8\u91cf<\/td><\/tr><tr><td><strong>\u5173\u8054<\/strong><\/td><td>\u4e2d<\/td><td>\u6301\u4e45<\/td><td>\u9ad8<\/td><td>\u5b9e\u7ebf<\/td><td>\u5b9e\u4f8b\u53d8\u91cf\u5f15\u7528<\/td><\/tr><tr><td><strong>\u805a\u5408<\/strong><\/td><td>\u5f3a<\/td><td>\u72ec\u7acb<\/td><td>\u4e2d<\/td><td>\u7a7a\u5fc3\u83f1\u5f62<\/td><td>\u5b9e\u4f8b\u53d8\u91cf\uff08\u6574\u4f53\u4e0d\u63a7\u5236\u90e8\u5206\uff09<\/td><\/tr><tr><td><strong>\u7ec4\u5408<\/strong><\/td><td>\u6700\u5f3a<\/td><td>\u4e00\u81f4<\/td><td>\u4f4e<\/td><td>\u5b9e\u5fc3\u83f1\u5f62<\/td><td>\u5b9e\u4f8b\u53d8\u91cf\uff08\u6574\u4f53\u63a7\u5236\u90e8\u5206\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u8bbe\u8ba1\u539f\u5219\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f18\u5148\u4f7f\u7528\u5f31\u5173\u7cfb<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u597d\uff1a\u4f18\u5148\u4f7f\u7528\u4f9d\u8d56\u5173\u7cfb\uff0c\u964d\u4f4e\u8026\u5408\n   def process_order(order_processor, order):\n       order_processor.process(order)  # \u4f9d\u8d56\u5173\u7cfb\n\n   # \u4e0d\u597d\uff1a\u4e0d\u5fc5\u8981\u7684\u5f3a\u5173\u7cfb\n   class TightlyCoupled:\n       def __init__(self, order_processor):\n           self.processor = order_processor  # \u5173\u8054\uff0c\u53ef\u80fd\u4e0d\u5fc5\u8981<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u660e\u786e\u751f\u547d\u5468\u671f\u7ba1\u7406<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u7ec4\u5408\uff1a\u660e\u786e\u7684\u751f\u547d\u5468\u671f\u63a7\u5236\n   class Computer:\n       def __init__(self):\n           self.cpu = CPU()  # \u521b\u5efa\u65f6\u4e00\u8d77\u521b\u5efa\n\n       def __del__(self):\n           # \u9500\u6bc1\u65f6\u4e00\u8d77\u9500\u6bc1\n           del self.cpu\n\n   # \u805a\u5408\uff1a\u72ec\u7acb\u751f\u547d\u5468\u671f\n   class Department:\n       def __init__(self):\n           self.employees = &#91;]  # \u5916\u90e8\u521b\u5efa\u5e76\u4f20\u5165<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u4fdd\u6301\u5173\u7cfb\u7684\u5355\u4e00\u6027<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u597d\uff1a\u5355\u4e00\u660e\u786e\u7684\u5173\u8054\n   class Student:\n       def __init__(self):\n           self.courses = &#91;]  # \u660e\u786e\u7684\u5173\u8054\n\n   # \u4e0d\u597d\uff1a\u6df7\u5408\u5173\u7cfb\n   class Confusing:\n       def __init__(self):\n           self.parts = &#91;]      # \u7ec4\u5408\uff1f\u805a\u5408\uff1f\n           self.tools = &#91;]      # \u5173\u8054\uff1f\u4f9d\u8d56\uff1f\n           self.temp_data = None  # \u4e34\u65f6\u4f9d\u8d56\uff1f<\/code><\/pre>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528\u8bbe\u8ba1\u6a21\u5f0f\u589e\u5f3a\u5173\u7cfb<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u7ec4\u5408\u6a21\u5f0f\uff1a\u7edf\u4e00\u5904\u7406\u6574\u4f53-\u90e8\u5206\u5173\u7cfb\n   class FileSystemComponent:\n       def display(self, indent=0):\n           pass\n\n   class File(FileSystemComponent):\n       def __init__(self, name):\n           self.name = name\n\n       def display(self, indent=0):\n           print(' ' * indent + f\"\u6587\u4ef6: {self.name}\")\n\n   class Folder(FileSystemComponent):\n       def __init__(self, name):\n           self.name = name\n           self.children = &#91;]  # \u7ec4\u5408\u5173\u7cfb\n\n       def add(self, component):\n           self.children.append(component)\n\n       def display(self, indent=0):\n           print(' ' * indent + f\"\u6587\u4ef6\u5939: {self.name}\")\n           for child in self.children:\n               child.display(indent + 2)<\/code><\/pre>\n\n\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li><strong>\u6587\u6863\u5316\u5173\u7cfb<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   class DocumentedRelations:\n       \"\"\"\n       \u5173\u7cfb\u6587\u6863\u5316\u793a\u4f8b\n\n       \u5173\u7cfb\u8bf4\u660e\uff1a\n       1. \u7ec4\u5408\u5173\u7cfb\uff1aself.engine\n           - Engine\u662fCar\u7684\u4e00\u90e8\u5206\n           - Car\u9500\u6bc1\u65f6\uff0cEngine\u4e5f\u9500\u6bc1\n           - Engine\u4e0d\u80fd\u72ec\u7acb\u4e8eCar\u5b58\u5728\n\n       2. \u5173\u8054\u5173\u7cfb\uff1aself.driver\n           - Car\u77e5\u9053Driver\n           - Driver\u53ef\u4ee5\u72ec\u7acb\u5b58\u5728\n           - \u53ef\u4ee5\u66f4\u6362Driver\n\n       3. \u805a\u5408\u5173\u7cfb\uff1aself.passengers\n           - Car\u5305\u542bPassenger\n           - Passenger\u53ef\u4ee5\u72ec\u7acb\u5b58\u5728\n           - Passenger\u53ef\u4ee5\u4e58\u5750\u4e0d\u540c\u7684Car\n\n       4. \u4f9d\u8d56\u5173\u7cfb\uff1anavigation_system\u53c2\u6570\n           - \u4ec5\u5728calculate_route\u65b9\u6cd5\u4e2d\u4f7f\u7528\n           - \u4e34\u65f6\u7684\u4f7f\u7528\u5173\u7cfb\n       \"\"\"\n\n       def __init__(self):\n           self.engine = Engine()        # \u7ec4\u5408\n           self.driver = None            # \u5173\u8054\n           self.passengers = &#91;]          # \u805a\u5408\n\n       def calculate_route(self, navigation_system):  # \u4f9d\u8d56\n           return navigation_system.get_route()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">7.3 \u5e38\u89c1\u9519\u8bef\u4e0e\u9677\u9631<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6df7\u6dc6\u805a\u5408\u4e0e\u7ec4\u5408<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u9519\u8bef\uff1a\u8bef\u7528\u805a\u5408\u4f5c\u4e3a\u7ec4\u5408\n   class WrongCar:\n       def __init__(self):\n           self.engine = Engine()  # \u770b\u8d77\u6765\u50cf\u7ec4\u5408\n\n       def replace_engine(self, new_engine):\n           # \u4f46\u53ef\u4ee5\u66f4\u6362\u5f15\u64ce\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u805a\u5408\n           self.engine = new_engine\n\n   # \u6b63\u786e\uff1a\u660e\u786e\u5173\u7cfb\n   class Car:\n       def __init__(self, engine=None):\n           if engine is None:\n               self.engine = Engine()  # \u7ec4\u5408\uff1a\u521b\u5efa\u65b0\u5f15\u64ce\n           else:\n               self.engine = engine    # \u805a\u5408\uff1a\u4f7f\u7528\u5df2\u6709\u5f15\u64ce<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u8fc7\u5ea6\u4f7f\u7528\u5f3a\u5173\u7cfb<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u9519\u8bef\uff1a\u4e0d\u5fc5\u8981\u7684\u7ec4\u5408\u5173\u7cfb\n   class ReportGenerator:\n       def __init__(self):\n           self.printer = Printer()  # \u8fc7\u5ea6\u8026\u5408\n\n       def generate(self):\n           # \u603b\u662f\u4f7f\u7528\u540c\u4e00\u4e2a\u6253\u5370\u673a\n           self.printer.print(self.report)\n\n   # \u6b63\u786e\uff1a\u4f7f\u7528\u4f9d\u8d56\u5173\u7cfb\n   class BetterReportGenerator:\n       def generate(self, printer=None):\n           # \u53ef\u4ee5\u4f20\u5165\u4e0d\u540c\u7684\u6253\u5370\u673a\n           if printer:\n               printer.print(self.report)\n           else:\n               print(self.report)  # \u9ed8\u8ba4\u6253\u5370\u5230\u63a7\u5236\u53f0<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u5ffd\u89c6\u5173\u7cfb\u7684\u65b9\u5411\u6027<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u9519\u8bef\uff1a\u4e0d\u5fc5\u8981\u7684\u53cc\u5411\u5173\u8054\n   class Author:\n       def __init__(self, book):\n           self.book = book\n           book.author = self  # \u5efa\u7acb\u53cc\u5411\u5173\u8054\n\n   class Book:\n       def __init__(self, author):\n           self.author = author\n           author.book = self  # \u53cc\u5411\u5173\u8054\n\n   # \u6b63\u786e\uff1a\u5355\u5411\u5173\u8054\u53ef\u80fd\u8db3\u591f\n   class BetterAuthor:\n       def __init__(self):\n           self.books = &#91;]  # \u4f5c\u8005\u77e5\u9053\u4e66\n\n   class BetterBook:\n       def __init__(self):\n           # \u4e66\u4e0d\u4e00\u5b9a\u9700\u8981\u77e5\u9053\u4f5c\u8005\n           pass<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">7.4 \u672a\u6765\u5b66\u4e60\u65b9\u5411<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6df1\u5165\u7814\u7a76\u8bbe\u8ba1\u6a21\u5f0f<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ec4\u5408\u6a21\u5f0f\uff1a\u5904\u7406\u6811\u5f62\u7ed3\u6784<\/li>\n\n\n\n<li>\u89c2\u5bdf\u8005\u6a21\u5f0f\uff1a\u5bf9\u8c61\u95f4\u7684\u677e\u8026\u5408\u901a\u4fe1<\/li>\n\n\n\n<li>\u8bbf\u95ee\u8005\u6a21\u5f0f\uff1a\u5728\u5bf9\u8c61\u7ed3\u6784\u4e0a\u5b9a\u4e49\u64cd\u4f5c<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5b66\u4e60\u67b6\u6784\u6a21\u5f0f<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MVC\uff1a\u6a21\u578b-\u89c6\u56fe-\u63a7\u5236\u5668<\/li>\n\n\n\n<li>\u5fae\u670d\u52a1\u67b6\u6784\uff1a\u670d\u52a1\u95f4\u5173\u7cfb<\/li>\n\n\n\n<li>\u4e8b\u4ef6\u9a71\u52a8\u67b6\u6784\uff1a\u4e8b\u4ef6\u4e0e\u5904\u7406\u5668\u5173\u7cfb<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u638c\u63e1UML\u5efa\u6a21<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7c7b\u56fe\uff1a\u53ef\u89c6\u5316\u5bf9\u8c61\u5173\u7cfb<\/li>\n\n\n\n<li>\u5e8f\u5217\u56fe\uff1a\u5c55\u793a\u5bf9\u8c61\u4ea4\u4e92<\/li>\n\n\n\n<li>\u72b6\u6001\u56fe\uff1a\u63cf\u8ff0\u5bf9\u8c61\u72b6\u6001\u53d8\u5316<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5b9e\u8df5\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u4f53\u4e0e\u503c\u5bf9\u8c61<\/li>\n\n\n\n<li>\u805a\u5408\u6839\u4e0e\u8fb9\u754c<\/li>\n\n\n\n<li>\u9886\u57df\u4e8b\u4ef6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u7ec8\u601d\u8003<\/h3>\n\n\n\n<p>\u5bf9\u8c61\u95f4\u5173\u7cfb\u662f\u9762\u5411\u5bf9\u8c61\u8bbe\u8ba1\u7684\u7075\u9b42\u3002\u7406\u89e3\u5e76\u6b63\u786e\u5e94\u7528\u8fd9\u56db\u79cd\u5173\u7cfb\uff0c\u5c31\u50cf\u638c\u63e1\u4e86\u6784\u5efa\u8f6f\u4ef6\u793e\u4f1a\u7684\u793e\u4ea4\u89c4\u5219\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f9d\u8d56\u5173\u7cfb<\/strong>\u662f\u77ed\u6682\u7684\u9082\u9005\uff0c\u8ba9\u5bf9\u8c61\u4fdd\u6301\u72ec\u7acb\u548c\u7075\u6d3b<\/li>\n\n\n\n<li><strong>\u5173\u8054\u5173\u7cfb<\/strong>\u662f\u6301\u4e45\u7684\u76f8\u8bc6\uff0c\u5efa\u7acb\u7a33\u5b9a\u7684\u5408\u4f5c\u5173\u7cfb<\/li>\n\n\n\n<li><strong>\u805a\u5408\u5173\u7cfb<\/strong>\u662f\u5305\u5bb9\u7684\u96c6\u4f53\uff0c\u90e8\u5206\u53ef\u4ee5\u72ec\u7acb\u4e8e\u6574\u4f53<\/li>\n\n\n\n<li><strong>\u7ec4\u5408\u5173\u7cfb<\/strong>\u662f\u751f\u6b7b\u4e0e\u5171\uff0c\u5efa\u7acb\u6700\u7d27\u5bc6\u7684\u6574\u4f53-\u90e8\u5206\u5173\u7cfb<\/li>\n<\/ul>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u597d\u7684\u8f6f\u4ef6\u8bbe\u8ba1\u4e0d\u662f\u5173\u4e8e\u521b\u5efa\u5b8c\u7f8e\u7684\u5355\u4e2a\u7c7b\uff0c\u800c\u662f\u5173\u4e8e\u521b\u5efa\u548c\u8c10\u7684\u5bf9\u8c61\u793e\u4f1a\u3002\u5728\u8fd9\u4e2a\u793e\u4f1a\u4e2d\uff0c\u6bcf\u4e2a\u5bf9\u8c61\u90fd\u77e5\u9053\u81ea\u5df1\u7684\u89d2\u8272\uff0c\u4e0e\u5176\u4ed6\u5bf9\u8c61\u5efa\u7acb\u6070\u5f53\u7684\u5173\u7cfb\uff0c\u5171\u540c\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u9009\u62e9\u6b63\u786e\u7684\u5173\u7cfb\u9700\u8981\u7ecf\u9a8c\u548c\u5224\u65ad\u3002\u968f\u7740\u5b9e\u8df5\u7684\u79ef\u7d2f\uff0c\u4f60\u5c06\u9010\u6e10\u5f62\u6210\u8bbe\u8ba1\u76f4\u89c9\uff0c\u80fd\u591f\u81ea\u7136\u800c\u7136\u5730\u9009\u62e9\u6700\u9002\u5408\u7684\u5173\u7cfb\u3002\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u827a\u672f\uff0c\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5c31\u662f\u5173\u4e8e\u521b\u5efa\u548c\u7ba1\u7406\u8fd9\u4e9b\u5173\u7cfb\u7684\u827a\u672f\u3002<\/p>\n\n\n\n<p>\u7b2c\u56db\u5341\u4e5d\u8bfe\uff1a\u5bf9\u8c61\u95f4\u5173\u7cfb\uff01\u5b8c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u8bfe\uff1a\u7ee7\u627f\u7684\u6df1\u5ea6\u7406\u89e3 &#8211; \u8840\u8109\u4f20\u627f\u4e0e\u57fa\u56e0\u7a81\u53d8<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u7ee7\u627f\u7684\u54f2\u5b66\u610f\u4e49<\/h2>\n\n\n\n<p>\u5728\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u4e16\u754c\u4e2d\uff0c\u7ee7\u627f\uff08Inheritance\uff09\u4e0d\u4ec5\u4ec5\u662f\u4e00\u79cd\u4ee3\u7801\u590d\u7528\u673a\u5236\uff0c\u66f4\u662f\u4e00\u79cd&#8221;\u8840\u8109\u4f20\u627f&#8221;\u7684\u601d\u60f3\u4f53\u73b0\u3002\u5c31\u50cf\u751f\u7269\u4e16\u754c\u4e2d\u7684\u57fa\u56e0\u4f20\u9012\uff0c\u7236\u7c7b\u5c06\u7279\u6027\u4f20\u9012\u7ed9\u5b50\u7c7b\uff0c\u800c\u5b50\u7c7b\u5728\u7ee7\u627f\u7684\u57fa\u7840\u4e0a\u53ef\u4ee5\u53d1\u751f&#8221;\u57fa\u56e0\u7a81\u53d8&#8221;\u2014\u2014\u6dfb\u52a0\u65b0\u7279\u6027\u6216\u6539\u53d8\u73b0\u6709\u7279\u6027\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u7ee7\u627f\u7684\u6838\u5fc3\u6982\u5ff5\uff1a\u65b9\u6cd5\u91cd\u5199\u4e0e\u65b9\u6cd5\u91cd\u8f7d\u7684\u672c\u8d28\u533a\u522b\uff0c\u7236\u7c7b\u4e0e\u5b50\u7c7b\u6784\u9020\u51fd\u6570\u7684\u8c03\u7528\u987a\u5e8f\uff0c\u4ee5\u53ca\u591a\u91cd\u7ee7\u627f\u8fd9\u4e00&#8221;\u6df7\u8840\u7ee7\u627f&#8221;\u7684\u590d\u6742\u6027\u4e0e\u89e3\u51b3\u65b9\u6848\u3002\u7406\u89e3\u8fd9\u4e9b\u6982\u5ff5\uff0c\u662f\u638c\u63e1\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7cbe\u9ad3\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u7ee7\u627f\u7684\u672c\u8d28\u518d\u601d\u8003<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u7ee7\u627f\u662f\u4ec0\u4e48\uff1f\u4e0d\u662f\u4ec0\u4e48\uff1f<\/h3>\n\n\n\n<p><strong>\u7ee7\u627f\u7684\u672c\u8d28<\/strong>\u662f\u4e00\u79cd&#8221;is-a&#8221;\uff08\u662f\u4e00\u4e2a\uff09\u5173\u7cfb\uff1a\u5b50\u7c7b\u662f\u7236\u7c7b\u7684\u4e00\u79cd\u7279\u6b8a\u7c7b\u578b\u3002\u8fd9\u79cd\u5173\u7cfb\u662f\u5355\u5411\u7684\u3001\u5f3a\u5236\u7684\u3001\u7ed3\u6784\u5316\u7684\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7ee7\u627f\u7684\u672c\u8d28\uff1ais-a\u5173\u7cfb\n# ============================================================================\n\nclass Animal:\n    \"\"\"\u52a8\u7269\u57fa\u7c7b\uff1a\u5b9a\u4e49\u52a8\u7269\u7684\u5171\u6027\"\"\"\n\n    def __init__(self, name: str, age: int):\n        self.name = name\n        self.age = age\n        self.is_alive = True\n\n    def eat(self, food: str):\n        \"\"\"\u5403\uff1a\u52a8\u7269\u7684\u57fa\u672c\u884c\u4e3a\"\"\"\n        print(f\"{self.name} \u6b63\u5728\u5403 {food}\")\n\n    def sleep(self, hours: float):\n        \"\"\"\u7761\uff1a\u52a8\u7269\u7684\u57fa\u672c\u884c\u4e3a\"\"\"\n        print(f\"{self.name} \u7761\u4e86 {hours} \u5c0f\u65f6\")\n\n    def make_sound(self):\n        \"\"\"\u53d1\u51fa\u58f0\u97f3\uff1a\u62bd\u8c61\u884c\u4e3a\uff0c\u7531\u5b50\u7c7b\u5177\u4f53\u5b9e\u73b0\"\"\"\n        raise NotImplementedError(\"\u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\u6b64\u65b9\u6cd5\")\n\n    def get_info(self):\n        \"\"\"\u83b7\u53d6\u52a8\u7269\u4fe1\u606f\"\"\"\n        return f\"{self.name} ({self.age}\u5c81)\"\n\nclass Dog(Animal):\n    \"\"\"\u72d7\u7c7b\uff1a\u7ee7\u627f\u81ea\u52a8\u7269\uff0c\u662f\u52a8\u7269\u7684\u4e00\u79cd\"\"\"\n\n    def __init__(self, name: str, age: int, breed: str):\n        # \u8c03\u7528\u7236\u7c7b\u6784\u9020\u51fd\u6570\uff0c\u5efa\u7acb\u7ee7\u627f\u5173\u7cfb\n        super().__init__(name, age)\n        # \u6dfb\u52a0\u72d7\u7279\u6709\u7684\u5c5e\u6027\n        self.breed = breed\n        self.tricks = &#91;]\n\n    # \u91cd\u5199\uff08Override\uff09\u7236\u7c7b\u65b9\u6cd5\n    def make_sound(self):\n        \"\"\"\u72d7\u53eb\uff1a\u5177\u4f53\u5b9e\u73b0\u7236\u7c7b\u7684\u62bd\u8c61\u65b9\u6cd5\"\"\"\n        return \"\u6c6a\u6c6a\uff01\"\n\n    # \u6dfb\u52a0\u5b50\u7c7b\u7279\u6709\u7684\u65b9\u6cd5\n    def learn_trick(self, trick: str):\n        \"\"\"\u5b66\u4e60\u6280\u5de7\uff1a\u72d7\u7279\u6709\u7684\u884c\u4e3a\"\"\"\n        self.tricks.append(trick)\n        print(f\"{self.name} \u5b66\u4f1a\u4e86 {trick}\")\n\n    # \u6269\u5c55\u7236\u7c7b\u65b9\u6cd5\n    def get_info(self):\n        \"\"\"\u6269\u5c55\u7236\u7c7b\u65b9\u6cd5\uff0c\u6dfb\u52a0\u72d7\u7279\u6709\u4fe1\u606f\"\"\"\n        base_info = super().get_info()\n        return f\"{base_info}\uff0c\u54c1\u79cd: {self.breed}\uff0c\u4f1a {len(self.tricks)} \u4e2a\u6280\u5de7\"\n\nclass Cat(Animal):\n    \"\"\"\u732b\u7c7b\uff1a\u540c\u6837\u662f\u52a8\u7269\uff0c\u4f46\u6709\u4e0d\u540c\u7279\u6027\"\"\"\n\n    def __init__(self, name: str, age: int, color: str):\n        super().__init__(name, age)\n        self.color = color\n        self.lives = 9  # \u732b\u6709\u4e5d\u6761\u547d\n\n    def make_sound(self):\n        \"\"\"\u732b\u53eb\uff1a\u4e0d\u540c\u7684\u5b9e\u73b0\"\"\"\n        return \"\u55b5\u55b5\uff5e\"\n\n    def climb_tree(self):\n        \"\"\"\u722c\u6811\uff1a\u732b\u7279\u6709\u7684\u884c\u4e3a\"\"\"\n        print(f\"{self.name} \u6b63\u5728\u722c\u6811\")\n\nprint(\"=== \u7ee7\u627f\u7684\u672c\u8d28\u6f14\u793a ===\")\n\n# \u521b\u5efa\u52a8\u7269\nbuddy = Dog(\"Buddy\", 3, \"\u91d1\u6bdb\")\nwhiskers = Cat(\"Whiskers\", 2, \"\u767d\u8272\")\n\nprint(\"1. \u9a8c\u8bc1is-a\u5173\u7cfb:\")\nprint(f\"Buddy\u662f\u72d7\u5417\uff1f {isinstance(buddy, Dog)}\")\nprint(f\"Buddy\u662f\u52a8\u7269\u5417\uff1f {isinstance(buddy, Animal)}\")\nprint(f\"Buddy\u662f\u732b\u5417\uff1f {isinstance(buddy, Cat)}\")\n\nprint(\"\\n2. \u7ee7\u627f\u7684\u65b9\u6cd5:\")\nbuddy.eat(\"\u72d7\u7cae\")  # \u7ee7\u627f\u81eaAnimal\nwhiskers.sleep(8)  # \u7ee7\u627f\u81eaAnimal\n\nprint(\"\\n3. \u91cd\u5199\u7684\u65b9\u6cd5:\")\nprint(f\"Buddy\u53eb: {buddy.make_sound()}\")      # \u8c03\u7528Dog\u7684\u5b9e\u73b0\nprint(f\"Whiskers\u53eb: {whiskers.make_sound()}\") # \u8c03\u7528Cat\u7684\u5b9e\u73b0\n\nprint(\"\\n4. \u5b50\u7c7b\u7279\u6709\u65b9\u6cd5:\")\nbuddy.learn_trick(\"\u63e1\u624b\")\nbuddy.learn_trick(\"\u6253\u6eda\")\n# whiskers.learn_trick(\"\u63e1\u624b\")  # \u9519\u8bef\uff1a\u732b\u6ca1\u6709\u8fd9\u4e2a\u65b9\u6cd5\n\nprint(\"\\n5. \u6269\u5c55\u7236\u7c7b\u65b9\u6cd5:\")\nprint(buddy.get_info())\nprint(whiskers.get_info())\n\nprint(\"\\n6. \u591a\u6001\u6027\u6f14\u793a:\")\nanimals = &#91;buddy, whiskers]\nfor animal in animals:\n    print(f\"{animal.name} \u8bf4: {animal.make_sound()}\")<\/code><\/pre>\n\n\n\n<p><strong>\u7ee7\u627f\u7684\u5173\u952e\u7406\u89e3<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7ee7\u627f\u662f\u4ee3\u7801\u590d\u7528<\/strong>\uff1a\u5b50\u7c7b\u83b7\u5f97\u7236\u7c7b\u7684\u5c5e\u6027\u548c\u65b9\u6cd5<\/li>\n\n\n\n<li><strong>\u7ee7\u627f\u662f\u6269\u5c55\u673a\u5236<\/strong>\uff1a\u5b50\u7c7b\u53ef\u4ee5\u6dfb\u52a0\u65b0\u5c5e\u6027\u548c\u65b9\u6cd5<\/li>\n\n\n\n<li><strong>\u7ee7\u627f\u662f\u591a\u6001\u57fa\u7840<\/strong>\uff1a\u5b50\u7c7b\u53ef\u4ee5\u91cd\u5199\u7236\u7c7b\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e0d\u540c\u884c\u4e3a<\/li>\n\n\n\n<li><strong>\u7ee7\u627f\u662f\u5173\u7cfb\u8868\u8fbe<\/strong>\uff1a\u8868\u8fbe&#8221;\u5b50\u7c7b\u662f\u7236\u7c7b\u7684\u4e00\u79cd&#8221;\u8fd9\u79cd\u8bed\u4e49\u5173\u7cfb<\/li>\n<\/ol>\n\n\n\n<p><strong>\u7ee7\u627f\u7684\u5e38\u89c1\u8bef\u533a<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ee7\u627f\u4e0d\u662f\u4e3a\u4e86\u4ee3\u7801\u590d\u7528\u800c\u590d\u7528<\/li>\n\n\n\n<li>\u7ee7\u627f\u4e0d\u662f\u7b80\u5355\u7684&#8221;\u590d\u5236\u7c98\u8d34&#8221;<\/li>\n\n\n\n<li>\u7ee7\u627f\u4e0d\u80fd\u6ee5\u7528\uff0c\u8981\u8003\u8651&#8221;is-a&#8221;\u5173\u7cfb\u662f\u5426\u6210\u7acb<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u65b9\u6cd5\u91cd\u5199\uff08Override\uff09\u4e0e\u91cd\u8f7d\uff08Overload\uff09\u7684\u6df1\u5ea6\u5bf9\u6bd4<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u65b9\u6cd5\u91cd\u5199\uff08Override\uff09\uff1a\u8840\u8109\u4e2d\u7684\u53d8\u5f02<\/h3>\n\n\n\n<p><strong>\u65b9\u6cd5\u91cd\u5199<\/strong>\u662f\u5b50\u7c7b\u91cd\u65b0\u5b9a\u4e49\u4ece\u7236\u7c7b\u7ee7\u627f\u7684\u65b9\u6cd5\uff0c\u6539\u53d8\u65b9\u6cd5\u7684\u5b9e\u73b0\u4f46\u4e0d\u6539\u53d8\u65b9\u6cd5\u7b7e\u540d\uff08\u540d\u79f0\u548c\u53c2\u6570\uff09\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u65b9\u6cd5\u91cd\u5199\uff08Override\uff09\uff1a\u6539\u53d8\u5b9e\u73b0\uff0c\u4fdd\u6301\u63a5\u53e3\n# ============================================================================\n\nclass PaymentMethod:\n    \"\"\"\u652f\u4ed8\u65b9\u5f0f\u57fa\u7c7b\"\"\"\n\n    def process_payment(self, amount: float) -&gt; bool:\n        \"\"\"\u5904\u7406\u652f\u4ed8\uff08\u62bd\u8c61\u903b\u8f91\uff09\"\"\"\n        print(f\"\u5904\u7406\u652f\u4ed8: ${amount}\")\n        # \u9a8c\u8bc1\u91d1\u989d\n        if amount &lt;= 0:\n            print(\"\u9519\u8bef: \u91d1\u989d\u5fc5\u987b\u5927\u4e8e0\")\n            return False\n\n        # \u8bb0\u5f55\u65e5\u5fd7\n        self._log_payment(amount)\n\n        # \u5177\u4f53\u652f\u4ed8\u903b\u8f91\u7531\u5b50\u7c7b\u5b9e\u73b0\n        success = self._execute_payment(amount)\n\n        if success:\n            self._send_receipt(amount)\n\n        return success\n\n    def _execute_payment(self, amount: float) -&gt; bool:\n        \"\"\"\u6267\u884c\u652f\u4ed8\uff08\u62bd\u8c61\u65b9\u6cd5\uff0c\u5b50\u7c7b\u5fc5\u987b\u91cd\u5199\uff09\"\"\"\n        raise NotImplementedError(\"\u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\u6b64\u65b9\u6cd5\")\n\n    def _log_payment(self, amount: float):\n        \"\"\"\u8bb0\u5f55\u652f\u4ed8\u65e5\u5fd7\uff08\u5171\u7528\u7684\u8f85\u52a9\u65b9\u6cd5\uff09\"\"\"\n        print(f\"&#91;\u65e5\u5fd7] \u652f\u4ed8\u8bf7\u6c42: ${amount}\")\n\n    def _send_receipt(self, amount: float):\n        \"\"\"\u53d1\u9001\u6536\u636e\uff08\u5171\u7528\u7684\u8f85\u52a9\u65b9\u6cd5\uff09\"\"\"\n        print(f\"&#91;\u6536\u636e] \u5df2\u652f\u4ed8: ${amount}\")\n\nclass CreditCardPayment(PaymentMethod):\n    \"\"\"\u4fe1\u7528\u5361\u652f\u4ed8\uff1a\u91cd\u5199_execute_payment\u65b9\u6cd5\"\"\"\n\n    def __init__(self, card_number: str, expiry_date: str):\n        self.card_number = card_number\n        self.expiry_date = expiry_date\n\n    def _execute_payment(self, amount: float) -&gt; bool:\n        \"\"\"\u6267\u884c\u4fe1\u7528\u5361\u652f\u4ed8\uff08\u91cd\u5199\u7236\u7c7b\u65b9\u6cd5\uff09\"\"\"\n        print(f\"\u4f7f\u7528\u4fe1\u7528\u5361 {self.card_number&#91;-4:]} \u652f\u4ed8 ${amount}\")\n        # \u6a21\u62df\u652f\u4ed8\u5904\u7406\n        import random\n        return random.random() &gt; 0.1  # 90%\u6210\u529f\u7387\n\n    def _send_receipt(self, amount: float):\n        \"\"\"\u91cd\u5199\u53d1\u9001\u6536\u636e\u65b9\u6cd5\uff0c\u6dfb\u52a0\u4fe1\u7528\u5361\u7279\u6709\u4fe1\u606f\"\"\"\n        super()._send_receipt(amount)  # \u8c03\u7528\u7236\u7c7b\u65b9\u6cd5\n        print(f\"    \u4fe1\u7528\u5361\u5c3e\u53f7: {self.card_number&#91;-4:]}\")\n        print(f\"    \u8d26\u5355\u5c06\u53d1\u9001\u5230\u6ce8\u518c\u90ae\u7bb1\")\n\nclass PayPalPayment(PaymentMethod):\n    \"\"\"PayPal\u652f\u4ed8\uff1a\u5b8c\u5168\u4e0d\u540c\u7684\u5b9e\u73b0\"\"\"\n\n    def __init__(self, email: str):\n        self.email = email\n\n    def _execute_payment(self, amount: float) -&gt; bool:\n        \"\"\"\u6267\u884cPayPal\u652f\u4ed8\uff08\u91cd\u5199\u7236\u7c7b\u65b9\u6cd5\uff09\"\"\"\n        print(f\"\u4f7f\u7528PayPal\u8d26\u6237 {self.email} \u652f\u4ed8 ${amount}\")\n        # \u6a21\u62dfPayPal\u652f\u4ed8\n        import random\n        return random.random() &gt; 0.05  # 95%\u6210\u529f\u7387\n\n    def process_payment(self, amount: float) -&gt; bool:\n        \"\"\"\u5b8c\u5168\u91cd\u5199\u652f\u4ed8\u6d41\u7a0b\uff08\u4e0d\u63a8\u8350\uff0c\u9664\u975e\u6709\u5145\u5206\u7406\u7531\uff09\"\"\"\n        print(f\"PayPal\u7279\u8272\u652f\u4ed8\u6d41\u7a0b\u5f00\u59cb\")\n        print(f\"\u8df3\u8f6c\u5230PayPal\u9875\u9762...\")\n\n        # \u8c03\u7528\u7236\u7c7b\u7684\u90e8\u5206\u903b\u8f91\n        if amount &lt;= 0:\n            print(\"\u9519\u8bef: \u91d1\u989d\u5fc5\u987b\u5927\u4e8e0\")\n            return False\n\n        success = self._execute_payment(amount)\n\n        if success:\n            print(f\"PayPal\u652f\u4ed8\u6210\u529f\uff01\")\n            self._send_paypal_receipt(amount)\n\n        return success\n\n    def _send_paypal_receipt(self, amount: float):\n        \"\"\"PayPal\u7279\u6709\u7684\u6536\u636e\u53d1\u9001\"\"\"\n        print(f\"PayPal\u6536\u636e\u5df2\u53d1\u9001\u5230 {self.email}\")\n\nprint(\"=== \u65b9\u6cd5\u91cd\u5199\uff08Override\uff09\u6f14\u793a ===\")\n\n# \u521b\u5efa\u4e0d\u540c\u652f\u4ed8\u65b9\u5f0f\ncredit_card = CreditCardPayment(\"1234567812345678\", \"12\/25\")\npaypal = PayPalPayment(\"user@example.com\")\n\nprint(\"1. \u4fe1\u7528\u5361\u652f\u4ed8:\")\nresult = credit_card.process_payment(100.0)\nprint(f\"\u652f\u4ed8\u7ed3\u679c: {'\u6210\u529f' if result else '\u5931\u8d25'}\")\n\nprint(\"\\n2. PayPal\u652f\u4ed8:\")\nresult = paypal.process_payment(50.0)\nprint(f\"\u652f\u4ed8\u7ed3\u679c: {'\u6210\u529f' if result else '\u5931\u8d25'}\")\n\nprint(\"\\n3. \u91cd\u5199\u7684\u7279\u70b9\u5206\u6790:\")\nprint(\"\u4fe1\u7528\u5361\u652f\u4ed8:\")\nprint(\"  - \u91cd\u5199\u4e86_execute_payment()\u65b9\u6cd5\")\nprint(\"  - \u91cd\u5199\u4e86_send_receipt()\u65b9\u6cd5\uff0c\u4f46\u8c03\u7528\u4e86super()\")\nprint(\"  - \u7ee7\u627f\u4e86process_payment()\u7684\u6574\u4f53\u6d41\u7a0b\")\n\nprint(\"\\nPayPal\u652f\u4ed8:\")\nprint(\"  - \u5b8c\u5168\u91cd\u5199\u4e86process_payment()\u65b9\u6cd5\")\nprint(\"  - \u6709\u81ea\u5df1\u72ec\u7279\u7684\u6536\u636e\u53d1\u9001\u65b9\u5f0f\")\nprint(\"  - \u8fd9\u5bfc\u81f4\u4e86\u4e0e\u7236\u7c7b\u884c\u4e3a\u7684\u8f83\u5927\u5dee\u5f02\")\n\nprint(\"\\n\u65b9\u6cd5\u91cd\u5199\u7684\u6838\u5fc3\u539f\u5219:\")\nprint(\"1. \u4e0d\u6539\u53d8\u65b9\u6cd5\u7b7e\u540d\uff08\u540d\u79f0\u3001\u53c2\u6570\uff09\")\nprint(\"2. \u53ef\u4ee5\u6539\u53d8\u65b9\u6cd5\u5b9e\u73b0\")\nprint(\"3. \u53ef\u4ee5\u8c03\u7528\u7236\u7c7b\u5b9e\u73b0\uff08\u901a\u8fc7super()\uff09\")\nprint(\"4. \u5e94\u8be5\u4fdd\u6301\u65b9\u6cd5\u7684\u8bed\u4e49\u4e00\u81f4\u6027\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u65b9\u6cd5\u91cd\u8f7d\uff08Overload\uff09\uff1a\u540c\u540d\u7684\u4e0d\u540c\u9762\u5b54<\/h3>\n\n\n\n<p><strong>\u65b9\u6cd5\u91cd\u8f7d<\/strong>\u662f\u5728\u540c\u4e00\u4e2a\u7c7b\u4e2d\u5b9a\u4e49\u591a\u4e2a\u540c\u540d\u65b9\u6cd5\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u7684\u53c2\u6570\u5217\u8868\u4e0d\u540c\uff08\u53c2\u6570\u7c7b\u578b\u3001\u4e2a\u6570\u6216\u987a\u5e8f\uff09\u3002Python\u539f\u751f\u4e0d\u652f\u6301\u4f20\u7edf\u7684\u65b9\u6cd5\u91cd\u8f7d\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u6a21\u62df\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u65b9\u6cd5\u91cd\u8f7d\uff08Overload\uff09\u7684Python\u5b9e\u73b0\u65b9\u5f0f\n# ============================================================================\n\nclass MathOperations:\n    \"\"\"\u6570\u5b66\u8fd0\u7b97\uff1a\u5c55\u793aPython\u4e2d\u7684\u65b9\u6cd5\u91cd\u8f7d\"\"\"\n\n    # \u65b9\u5f0f1\uff1a\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u6a21\u62df\u91cd\u8f7d\n    def add(self, a, b=None, c=None, d=None):\n        \"\"\"\u52a0\u6cd5\uff1a\u652f\u63012-4\u4e2a\u53c2\u6570\"\"\"\n        if b is None:\n            return a\n        elif c is None:\n            return a + b\n        elif d is None:\n            return a + b + c\n        else:\n            return a + b + c + d\n\n    # \u65b9\u5f0f2\uff1a\u4f7f\u7528\u53ef\u53d8\u53c2\u6570\n    def multiply(self, *args):\n        \"\"\"\u4e58\u6cd5\uff1a\u652f\u6301\u4efb\u610f\u591a\u4e2a\u53c2\u6570\"\"\"\n        result = 1\n        for num in args:\n            result *= num\n        return result\n\n    # \u65b9\u5f0f3\uff1a\u4f7f\u7528\u7c7b\u578b\u5224\u65ad\u5b9e\u73b0\u4e0d\u540c\u7c7b\u578b\u53c2\u6570\n    def process_value(self, value):\n        \"\"\"\u5904\u7406\u503c\uff1a\u6839\u636e\u7c7b\u578b\u4e0d\u540c\u6267\u884c\u4e0d\u540c\u64cd\u4f5c\"\"\"\n        if isinstance(value, int):\n            return self._process_int(value)\n        elif isinstance(value, float):\n            return self._process_float(value)\n        elif isinstance(value, str):\n            return self._process_string(value)\n        elif isinstance(value, list):\n            return self._process_list(value)\n        else:\n            return f\"\u672a\u77e5\u7c7b\u578b: {type(value)}\"\n\n    def _process_int(self, n: int):\n        return n * 2\n\n    def _process_float(self, n: float):\n        return n * 1.5\n\n    def _process_string(self, s: str):\n        return s.upper()\n\n    def _process_list(self, lst: list):\n        return sum(lst)\n\n    # \u65b9\u5f0f4\uff1a\u4f7f\u7528@singledispatch\u88c5\u9970\u5668\uff08Python 3.4+\uff09\n    from functools import singledispatch\n\n    @singledispatch\n    def format_data(self, data):\n        \"\"\"\u683c\u5f0f\u5316\u6570\u636e\uff1a\u6839\u636e\u7c7b\u578b\u91cd\u8f7d\"\"\"\n        return f\"\u672a\u77e5\u7c7b\u578b: {data}\"\n\n    @format_data.register(int)\n    def _(self, data: int):\n        return f\"\u6574\u6570: {data}\"\n\n    @format_data.register(str)\n    def _(self, data: str):\n        return f\"\u5b57\u7b26\u4e32: '{data}'\"\n\n    @format_data.register(list)\n    def _(self, data: list):\n        return f\"\u5217\u8868: {data}\"\n\nprint(\"=== \u65b9\u6cd5\u91cd\u8f7d\uff08Overload\uff09\u6f14\u793a ===\")\n\nmath_ops = MathOperations()\n\nprint(\"1. \u9ed8\u8ba4\u53c2\u6570\u6a21\u62df\u91cd\u8f7d:\")\nprint(f\"add(5) = {math_ops.add(5)}\")\nprint(f\"add(5, 3) = {math_ops.add(5, 3)}\")\nprint(f\"add(5, 3, 2) = {math_ops.add(5, 3, 2)}\")\nprint(f\"add(5, 3, 2, 1) = {math_ops.add(5, 3, 2, 1)}\")\n\nprint(\"\\n2. \u53ef\u53d8\u53c2\u6570\u6a21\u62df\u91cd\u8f7d:\")\nprint(f\"multiply(2, 3) = {math_ops.multiply(2, 3)}\")\nprint(f\"multiply(2, 3, 4) = {math_ops.multiply(2, 3, 4)}\")\nprint(f\"multiply(2, 3, 4, 5) = {math_ops.multiply(2, 3, 4, 5)}\")\n\nprint(\"\\n3. \u7c7b\u578b\u5224\u65ad\u5b9e\u73b0\u91cd\u8f7d:\")\nprint(f\"process_value(10) = {math_ops.process_value(10)}\")\nprint(f\"process_value(3.14) = {math_ops.process_value(3.14)}\")\nprint(f\"process_value('hello') = {math_ops.process_value('hello')}\")\nprint(f\"process_value(&#91;1, 2, 3]) = {math_ops.process_value(&#91;1, 2, 3])}\")\n\nprint(\"\\n4. \u4f7f\u7528@singledispatch\u5b9e\u73b0\u91cd\u8f7d:\")\nprint(f\"format_data(42) = {math_ops.format_data(42)}\")\nprint(f\"format_data('world') = {math_ops.format_data('world')}\")\nprint(f\"format_data(&#91;1, 2, 3]) = {math_ops.format_data(&#91;1, 2, 3])}\")\n\n# \u4f20\u7edf\u8bed\u8a00\u4e2d\u7684\u65b9\u6cd5\u91cd\u8f7d\uff08Java\/C++\u793a\u4f8b\uff09\n\"\"\"\n\/\/ Java\u4e2d\u7684\u65b9\u6cd5\u91cd\u8f7d\nclass MathOperations {\n    \/\/ \u65b9\u6cd5\u540d\u76f8\u540c\uff0c\u53c2\u6570\u7c7b\u578b\u4e0d\u540c\n    int add(int a, int b) {\n        return a + b;\n    }\n\n    double add(double a, double b) {\n        return a + b;\n    }\n\n    \/\/ \u65b9\u6cd5\u540d\u76f8\u540c\uff0c\u53c2\u6570\u4e2a\u6570\u4e0d\u540c\n    int add(int a, int b, int c) {\n        return a + b + c;\n    }\n\n    \/\/ \u65b9\u6cd5\u540d\u76f8\u540c\uff0c\u53c2\u6570\u987a\u5e8f\u4e0d\u540c\n    String add(String a, int b) {\n        return a + b;\n    }\n\n    String add(int a, String b) {\n        return a + b;\n    }\n}\n\"\"\"\n\nprint(\"\\n5. \u91cd\u8f7d\u4e0e\u91cd\u5199\u7684\u5bf9\u6bd4:\")\nprint(\"=\" * 70)\nprint(\"| \u7279\u6027       | \u91cd\u5199\uff08Override\uff09                | \u91cd\u8f7d\uff08Overload\uff09                |\")\nprint(\"|------------|--------------------------------|--------------------------------|\")\nprint(\"| \u53d1\u751f\u4f4d\u7f6e   | \u4e0d\u540c\u7c7b\uff08\u7236\u7c7b\u4e0e\u5b50\u7c7b\uff09            | \u540c\u4e00\u4e2a\u7c7b\u4e2d                     |\")\nprint(\"| \u65b9\u6cd5\u7b7e\u540d   | \u5fc5\u987b\u76f8\u540c                        | \u5fc5\u987b\u4e0d\u540c\uff08\u53c2\u6570\u5217\u8868\uff09           |\")\nprint(\"| \u8fd4\u56de\u7c7b\u578b   | \u53ef\u4ee5\u76f8\u540c\u6216\u534f\u53d8                  | \u53ef\u4ee5\u4e0d\u540c                       |\")\nprint(\"| \u8bbf\u95ee\u4fee\u9970\u7b26 | \u4e0d\u80fd\u66f4\u4e25\u683c                      | \u65e0\u5173                           |\")\nprint(\"| \u76ee\u7684       | \u6539\u53d8\u884c\u4e3a\uff0c\u5b9e\u73b0\u591a\u6001              | \u63d0\u4f9b\u591a\u4e2a\u7248\u672c\uff0c\u65b9\u4fbf\u4f7f\u7528         |\")\nprint(\"| Python\u652f\u6301 | \u5b8c\u5168\u652f\u6301                        | \u4e0d\u652f\u6301\u4f20\u7edf\u91cd\u8f7d\uff0c\u4f46\u53ef\u6a21\u62df       |\")\nprint(\"=\" * 70)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u4e3a\u4ec0\u4e48Python\u4e0d\u652f\u6301\u4f20\u7edf\u7684\u65b9\u6cd5\u91cd\u8f7d\uff1f<\/h3>\n\n\n\n<p>Python\u8bbe\u8ba1\u54f2\u5b66\u4e2d\u7684\u51e0\u4e2a\u539f\u5219\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u4e0d\u652f\u6301\u4f20\u7edf\u65b9\u6cd5\u91cd\u8f7d\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u663e\u5f0f\u4f18\u4e8e\u9690\u5f0f<\/strong>\uff1aPython\u8ba4\u4e3a\u4ee3\u7801\u5e94\u8be5\u6e05\u6670\u8868\u8fbe\u610f\u56fe\uff0c\u800c\u65b9\u6cd5\u91cd\u8f7d\u53ef\u80fd\u4f7f\u4ee3\u7801\u610f\u56fe\u4e0d\u660e\u786e<\/li>\n\n\n\n<li><strong>\u7b80\u5355\u80dc\u4e8e\u590d\u6742<\/strong>\uff1a\u907f\u514d\u8bed\u8a00\u7279\u6027\u8fc7\u4e8e\u590d\u6742<\/li>\n\n\n\n<li><strong>\u52a8\u6001\u7c7b\u578b\u7279\u6027<\/strong>\uff1aPython\u662f\u52a8\u6001\u7c7b\u578b\u8bed\u8a00\uff0c\u7c7b\u578b\u5728\u8fd0\u884c\u65f6\u786e\u5b9a\uff0c\u7f16\u8bd1\u65f6\u65e0\u6cd5\u9759\u6001\u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u91cd\u8f7d\u7248\u672c<\/li>\n<\/ol>\n\n\n\n<p>\u4f46Python\u63d0\u4f9b\u4e86\u66f4\u7075\u6d3b\u7684\u66ff\u4ee3\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ed8\u8ba4\u53c2\u6570<\/li>\n\n\n\n<li>\u53ef\u53d8\u53c2\u6570\uff08*args, **kwargs\uff09<\/li>\n\n\n\n<li>\u7c7b\u578b\u68c0\u67e5\u548c\u52a8\u6001\u5206\u53d1<\/li>\n\n\n\n<li>@singledispatch\u88c5\u9970\u5668<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u7236\u7c7b\u4e0e\u5b50\u7c7b\u6784\u9020\u51fd\u6570\u7684\u8c03\u7528\u987a\u5e8f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\u7684\u57fa\u672c\u89c4\u5219<\/h3>\n\n\n\n<p>\u5728\u7ee7\u627f\u4f53\u7cfb\u4e2d\uff0c\u6784\u9020\u51fd\u6570\u7684\u8c03\u7528\u987a\u5e8f\u9075\u5faa<strong>\u4ece\u57fa\u7c7b\u5230\u6d3e\u751f\u7c7b<\/strong>\u7684\u539f\u5219\u3002Python\u4f7f\u7528<code>super()<\/code>\u51fd\u6570\u6765\u8c03\u7528\u7236\u7c7b\u7684\u6784\u9020\u51fd\u6570\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\uff1a\u4ece\u57fa\u7c7b\u5230\u6d3e\u751f\u7c7b\n# ============================================================================\n\nprint(\"=== \u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f ===\")\n\nclass A:\n    \"\"\"\u57fa\u7c7bA\"\"\"\n\n    def __init__(self):\n        print(\"A.__init__() \u88ab\u8c03\u7528\")\n        self.value_a = \"\u6765\u81eaA\u7684\u503c\"\n\nclass B(A):\n    \"\"\"\u7ee7\u627f\u81eaA\"\"\"\n\n    def __init__(self):\n        print(\"B.__init__() \u5f00\u59cb\")\n        super().__init__()  # \u8c03\u7528A\u7684\u6784\u9020\u51fd\u6570\n        print(\"B.__init__() \u7ed3\u675f\")\n        self.value_b = \"\u6765\u81eaB\u7684\u503c\"\n\nclass C(B):\n    \"\"\"\u7ee7\u627f\u81eaB\"\"\"\n\n    def __init__(self):\n        print(\"C.__init__() \u5f00\u59cb\")\n        super().__init__()  # \u8c03\u7528B\u7684\u6784\u9020\u51fd\u6570\n        print(\"C.__init__() \u7ed3\u675f\")\n        self.value_c = \"\u6765\u81eaC\u7684\u503c\"\n\nprint(\"\u521b\u5efaC\u7684\u5b9e\u4f8b:\")\nc = C()\nprint()\n\nprint(\"\u5c5e\u6027\u8bbf\u95ee:\")\nprint(f\"c.value_a = {c.value_a}\")\nprint(f\"c.value_b = {c.value_b}\")\nprint(f\"c.value_c = {c.value_c}\")\n\nprint(\"\\n\u8c03\u7528\u987a\u5e8f\u603b\u7ed3:\")\nprint(\"1. C.__init__() \u5f00\u59cb\")\nprint(\"2. \u8c03\u7528 super().__init__() \u2192 B.__init__()\")\nprint(\"3. B.__init__() \u5f00\u59cb\")\nprint(\"4. \u8c03\u7528 super().__init__() \u2192 A.__init__()\")\nprint(\"5. A.__init__() \u6267\u884c\")\nprint(\"6. B.__init__() \u7ee7\u7eed\u6267\u884c\")\nprint(\"7. C.__init__() \u7ee7\u7eed\u6267\u884c\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u591a\u91cd\u7ee7\u627f\u4e2d\u7684\u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f<\/h3>\n\n\n\n<p>\u591a\u91cd\u7ee7\u627f\u4e2d\u7684\u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\u7531<strong>\u65b9\u6cd5\u89e3\u6790\u987a\u5e8f\uff08MRO\uff09<\/strong>\u51b3\u5b9a\u3002Python\u4f7f\u7528C3\u7ebf\u6027\u5316\u7b97\u6cd5\u8ba1\u7b97MRO\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u591a\u91cd\u7ee7\u627f\u7684\u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\n# ============================================================================\n\nprint(\"\\n=== \u591a\u91cd\u7ee7\u627f\u7684\u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f ===\")\n\nclass Base1:\n    def __init__(self):\n        print(\"Base1.__init__()\")\n        self.base1_value = 1\n\nclass Base2:\n    def __init__(self):\n        print(\"Base2.__init__()\")\n        self.base2_value = 2\n\nclass Derived1(Base1, Base2):\n    \"\"\"\u7ee7\u627f\u81eaBase1\u548cBase2\"\"\"\n\n    def __init__(self):\n        print(\"Derived1.__init__() \u5f00\u59cb\")\n        # \u591a\u91cd\u7ee7\u627f\u4e2d\uff0csuper()\u6309\u7167MRO\u987a\u5e8f\u8c03\u7528\n        super().__init__()  # \u4f1a\u8c03\u7528Base1.__init__()\n        # \u6ce8\u610f\uff1aBase2.__init__()\u4e0d\u4f1a\u88ab\u81ea\u52a8\u8c03\u7528\uff01\n        print(\"Derived1.__init__() \u7ed3\u675f\")\n\nprint(\"\\n\u521b\u5efaDerived1\u5b9e\u4f8b:\")\nd1 = Derived1()\nprint(f\"d1\u6709base1_value\u5417\uff1f {hasattr(d1, 'base1_value')}\")\nprint(f\"d1\u6709base2_value\u5417\uff1f {hasattr(d1, 'base2_value')}\")\n\nprint(\"\\n\u95ee\u9898\uff1aBase2\u7684\u6784\u9020\u51fd\u6570\u6ca1\u6709\u88ab\u8c03\u7528\uff01\")\nprint(\"\u89e3\u51b3\u65b9\u6848\uff1a\u663e\u5f0f\u8c03\u7528\u6240\u6709\u7236\u7c7b\u7684\u6784\u9020\u51fd\u6570\")\n\nclass Derived2(Base1, Base2):\n    \"\"\"\u6b63\u786e\u5904\u7406\u591a\u91cd\u7ee7\u627f\u7684\u6784\u9020\u51fd\u6570\"\"\"\n\n    def __init__(self):\n        print(\"Derived2.__init__() \u5f00\u59cb\")\n        # \u663e\u5f0f\u8c03\u7528\u6240\u6709\u7236\u7c7b\u7684\u6784\u9020\u51fd\u6570\n        Base1.__init__(self)\n        Base2.__init__(self)\n        print(\"Derived2.__init__() \u7ed3\u675f\")\n\nprint(\"\\n\u521b\u5efaDerived2\u5b9e\u4f8b:\")\nd2 = Derived2()\nprint(f\"d2.base1_value = {d2.base1_value}\")\nprint(f\"d2.base2_value = {d2.base2_value}\")\n\nprint(\"\\n\u4f7f\u7528super()\u7684\u6b63\u786e\u65b9\u5f0f\uff08\u534f\u4f5c\u591a\u91cd\u7ee7\u627f\uff09:\")\n\nclass CooperativeBase1:\n    def __init__(self, **kwargs):\n        print(\"CooperativeBase1.__init__()\")\n        super().__init__(**kwargs)  # \u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u7c7b\n        self.base1_value = 1\n\nclass CooperativeBase2:\n    def __init__(self, **kwargs):\n        print(\"CooperativeBase2.__init__()\")\n        super().__init__(**kwargs)  # \u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u7c7b\n        self.base2_value = 2\n\nclass CooperativeDerived(CooperativeBase1, CooperativeBase2):\n    \"\"\"\u534f\u4f5c\u5f0f\u591a\u91cd\u7ee7\u627f\"\"\"\n\n    def __init__(self, **kwargs):\n        print(\"CooperativeDerived.__init__() \u5f00\u59cb\")\n        super().__init__(**kwargs)  # \u6309\u7167MRO\u987a\u5e8f\u8c03\u7528\n        print(\"CooperativeDerived.__init__() \u7ed3\u675f\")\n\nprint(\"\\n\u521b\u5efaCooperativeDerived\u5b9e\u4f8b:\")\ncd = CooperativeDerived()\nprint(f\"cd.base1_value = {cd.base1_value}\")\nprint(f\"cd.base2_value = {cd.base2_value}\")\n\nprint(\"\\n\u67e5\u770bMRO\u987a\u5e8f:\")\nprint(f\"CooperativeDerived.__mro__ = {CooperativeDerived.__mro__}\")\n\nprint(\"\\nMRO\u987a\u5e8f\u89e3\u91ca:\")\nprint(\"1. CooperativeDerived\")\nprint(\"2. CooperativeBase1 (\u56e0\u4e3a\u5b83\u5728\u7ee7\u627f\u5217\u8868\u4e2d\u6392\u5728\u524d\u9762)\")\nprint(\"3. CooperativeBase2\")\nprint(\"4. object (\u6240\u6709\u7c7b\u7684\u57fa\u7c7b)\")\n\nprint(\"\\nsuper()\u7684\u5de5\u4f5c\u539f\u7406:\")\nprint(\"super()\u4e0d\u662f\u7b80\u5355\u5730\u8c03\u7528'\u7236\u7c7b'\uff0c\u800c\u662f\u6309\u7167MRO\u987a\u5e8f\u8c03\u7528'\u4e0b\u4e00\u4e2a\u7c7b'\")\nprint(\"\u5728CooperativeDerived\u4e2d\uff0csuper()\u8c03\u7528CooperativeBase1\")\nprint(\"\u5728CooperativeBase1\u4e2d\uff0csuper()\u8c03\u7528CooperativeBase2\")\nprint(\"\u5728CooperativeBase2\u4e2d\uff0csuper()\u8c03\u7528object\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\u7684\u6df1\u5165\u7406\u89e3<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\u7684\u590d\u6742\u60c5\u51b5\n# ============================================================================\n\nprint(\"\\n=== \u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\u7684\u590d\u6742\u60c5\u51b5 ===\")\n\nclass Animal:\n    def __init__(self, name):\n        print(f\"Animal.__init__(name='{name}')\")\n        self.name = name\n        self.species = \"\u672a\u77e5\u7269\u79cd\"\n\nclass Mammal(Animal):\n    def __init__(self, name, gestation_period):\n        print(f\"Mammal.__init__(name='{name}', gestation_period={gestation_period})\")\n        # \u6ce8\u610f\uff1a\u8fd9\u91cc\u6ca1\u6709\u8c03\u7528super().__init__()\n        # \u8fd9\u4f1a\u5bfc\u81f4Animal\u7684\u6784\u9020\u51fd\u6570\u4e0d\u4f1a\u88ab\u8c03\u7528\uff01\n        self.gestation_period = gestation_period\n        # \u624b\u52a8\u8bbe\u7f6ename\uff0c\u4f46\u6ca1\u6709\u8c03\u7528Animal.__init__\n        self.name = name\n\nclass Dog(Mammal):\n    def __init__(self, name, breed, gestation_period=63):\n        print(f\"Dog.__init__(name='{name}', breed='{breed}')\")\n        super().__init__(name, gestation_period)\n        self.breed = breed\n\nprint(\"\\n\u521b\u5efaDog\u5b9e\u4f8b\uff08\u6709\u95ee\u9898\uff09:\")\ndog = Dog(\"Buddy\", \"\u91d1\u6bdb\")\nprint(f\"dog.name = {dog.name}\")\nprint(f\"dog.species = {dog.species}\")  # \u5e94\u8be5\u662f\"\u54fa\u4e73\u52a8\u7269\"\uff0c\u4f46Animal.__init__\u6ca1\u6709\u88ab\u8c03\u7528\nprint(f\"dog.gestation_period = {dog.gestation_period}\")\nprint(f\"dog.breed = {dog.breed}\")\n\nprint(\"\\n\u95ee\u9898\u5206\u6790:\")\nprint(\"1. Dog.__init__\u8c03\u7528\u4e86super().__init__()\uff0c\u5373Mammal.__init__\")\nprint(\"2. Mammal.__init__\u6ca1\u6709\u8c03\u7528super().__init__()\uff0c\u6240\u4ee5Animal.__init__\u6ca1\u6709\u88ab\u8c03\u7528\")\nprint(\"3. \u56e0\u6b64\uff0cdog.species\u6ca1\u6709\u88ab\u6b63\u786e\u521d\u59cb\u5316\")\n\nprint(\"\\n\u4fee\u6b63\u7248\u672c:\")\n\nclass FixedMammal(Animal):\n    def __init__(self, name, gestation_period):\n        print(f\"FixedMammal.__init__(name='{name}', gestation_period={gestation_period})\")\n        super().__init__(name)  # \u6b63\u786e\u8c03\u7528\u7236\u7c7b\u6784\u9020\u51fd\u6570\n        self.gestation_period = gestation_period\n        self.species = \"\u54fa\u4e73\u52a8\u7269\"  # \u8986\u76d6\u7236\u7c7b\u7684\u503c\n\nclass FixedDog(FixedMammal):\n    def __init__(self, name, breed, gestation_period=63):\n        print(f\"FixedDog.__init__(name='{name}', breed='{breed}')\")\n        super().__init__(name, gestation_period)\n        self.breed = breed\n        self.species = \"\u72ac\u79d1\"  # \u8fdb\u4e00\u6b65\u7279\u6b8a\u5316\n\nprint(\"\\n\u521b\u5efaFixedDog\u5b9e\u4f8b\uff08\u6b63\u786e\uff09:\")\nfixed_dog = FixedDog(\"Buddy\", \"\u91d1\u6bdb\")\nprint(f\"fixed_dog.name = {fixed_dog.name}\")\nprint(f\"fixed_dog.species = {fixed_dog.species}\")  # \u6b63\u786e\u521d\u59cb\u5316\nprint(f\"fixed_dog.gestation_period = {fixed_dog.gestation_period}\")\nprint(f\"fixed_dog.breed = {fixed_dog.breed}\")\n\nprint(\"\\n\u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f\u7684\u6700\u4f73\u5b9e\u8df5:\")\nprint(\"1. \u603b\u662f\u8c03\u7528super().__init__()\uff0c\u9664\u975e\u6709\u7279\u6b8a\u7406\u7531\")\nprint(\"2. \u5728\u5b50\u7c7b\u6784\u9020\u51fd\u6570\u5f00\u59cb\u65f6\u8c03\u7528super().__init__()\")\nprint(\"3. \u5c06\u7236\u7c7b\u9700\u8981\u7684\u53c2\u6570\u4f20\u9012\u7ed9super().__init__()\")\nprint(\"4. \u5728super().__init__()\u4e4b\u540e\u521d\u59cb\u5316\u5b50\u7c7b\u7279\u6709\u7684\u5c5e\u6027\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u591a\u91cd\u7ee7\u627f\u7684\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u591a\u91cd\u7ee7\u627f\u7684&#8221;\u83f1\u5f62\u95ee\u9898&#8221;<\/h3>\n\n\n\n<p>\u591a\u91cd\u7ee7\u627f\u4e2d\u6700\u8457\u540d\u7684\u95ee\u9898\u662f&#8221;\u83f1\u5f62\u7ee7\u627f&#8221;\u6216&#8221;\u94bb\u77f3\u95ee\u9898&#8221;\uff0c\u5373\u4e00\u4e2a\u7c7b\u7ee7\u627f\u81ea\u4e24\u4e2a\u7c7b\uff0c\u800c\u8fd9\u4e24\u4e2a\u7c7b\u53c8\u7ee7\u627f\u81ea\u540c\u4e00\u4e2a\u57fa\u7c7b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u83f1\u5f62\u7ee7\u627f\u95ee\u9898\uff08\u94bb\u77f3\u95ee\u9898\uff09\n# ============================================================================\n\nprint(\"=== \u83f1\u5f62\u7ee7\u627f\u95ee\u9898 ===\")\n\nclass GrandParent:\n    def __init__(self):\n        print(\"GrandParent.__init__()\")\n        self.value = \"\u7956\u4f20\u8d22\u4ea7\"\n\n    def family_method(self):\n        print(\"GrandParent.family_method()\")\n        return \"\u5bb6\u65cf\u4f20\u7edf\"\n\nclass ParentA(GrandParent):\n    def __init__(self):\n        print(\"ParentA.__init__()\")\n        super().__init__()\n        self.value_a = \"A\u7684\u8d22\u4ea7\"\n\n    def family_method(self):\n        print(\"ParentA.family_method()\")\n        result = super().family_method()\n        return f\"A\u4fee\u6539\u4e86{result}\"\n\nclass ParentB(GrandParent):\n    def __init__(self):\n        print(\"ParentB.__init__()\")\n        super().__init__()\n        self.value_b = \"B\u7684\u8d22\u4ea7\"\n\n    def family_method(self):\n        print(\"ParentB.family_method()\")\n        result = super().family_method()\n        return f\"B\u4fee\u6539\u4e86{result}\"\n\nclass Child(ParentA, ParentB):\n    def __init__(self):\n        print(\"Child.__init__()\")\n        super().__init__()\n        self.value_child = \"\u5b69\u5b50\u7684\u8d22\u4ea7\"\n\nprint(\"\\n\u521b\u5efaChild\u5b9e\u4f8b:\")\nchild = Child()\n\nprint(\"\\n\u8bbf\u95ee\u5c5e\u6027:\")\nprint(f\"child.value = {child.value}\")\nprint(f\"child.value_a = {child.value_a}\")\nprint(f\"child.value_b = {child.value_b}\")\nprint(f\"child.value_child = {child.value_child}\")\n\nprint(\"\\n\u8c03\u7528\u65b9\u6cd5:\")\nresult = child.family_method()\nprint(f\"\u7ed3\u679c: {result}\")\n\nprint(\"\\n\u67e5\u770bMRO:\")\nprint(f\"Child.__mro__ = {Child.__mro__}\")\n\nprint(\"\\n\u83f1\u5f62\u95ee\u9898\u5206\u6790:\")\nprint(\"1. Child\u7ee7\u627f\u81eaParentA\u548cParentB\")\nprint(\"2. ParentA\u548cParentB\u90fd\u7ee7\u627f\u81eaGrandParent\")\nprint(\"3. \u95ee\u9898: GrandParent\u7684\u6784\u9020\u51fd\u6570\u88ab\u8c03\u7528\u4e86\u51e0\u6b21\uff1f\")\nprint(\"4. \u7b54\u6848: 1\u6b21\uff0c\u56e0\u4e3aPython\u7684MRO\u907f\u514d\u4e86\u91cd\u590d\u8c03\u7528\")\n\nprint(\"\\nMRO\u987a\u5e8f\u89e3\u91ca:\")\nfor i, cls in enumerate(Child.__mro__, 1):\n    print(f\"{i}. {cls.__name__}\")\n\nprint(\"\\n\u65b9\u6cd5\u8c03\u7528\u94fe:\")\nprint(\"Child.family_method() -&gt; ParentA.family_method() -&gt; ParentB.family_method() -&gt; GrandParent.family_method()\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u591a\u91cd\u7ee7\u627f\u7684\u51b2\u7a81\u89e3\u51b3<\/h3>\n\n\n\n<p>\u5f53\u591a\u4e2a\u7236\u7c7b\u6709\u540c\u540d\u65b9\u6cd5\u6216\u5c5e\u6027\u65f6\uff0cPython\u6309\u7167MRO\u987a\u5e8f\u89e3\u51b3\u51b2\u7a81\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u591a\u91cd\u7ee7\u627f\u4e2d\u7684\u51b2\u7a81\u89e3\u51b3\n# ============================================================================\n\nprint(\"\\n=== \u591a\u91cd\u7ee7\u627f\u4e2d\u7684\u51b2\u7a81\u89e3\u51b3 ===\")\n\nclass Vehicle:\n    def move(self):\n        return \"\u4ea4\u901a\u5de5\u5177\u79fb\u52a8\"\n\n    def fuel_type(self):\n        return \"\u672a\u77e5\u71c3\u6599\"\n\nclass Car:\n    def move(self):\n        return \"\u6c7d\u8f66\u5728\u8def\u4e0a\u884c\u9a76\"\n\n    def fuel_type(self):\n        return \"\u6c7d\u6cb9\"\n\nclass Boat:\n    def move(self):\n        return \"\u8239\u5728\u6c34\u4e2d\u822a\u884c\"\n\n    def fuel_type(self):\n        return \"\u67f4\u6cb9\"\n\nclass AmphibiousVehicle(Vehicle, Car, Boat):\n    \"\"\"\u4e24\u6816\u8f66\u8f86\uff1a\u7ee7\u627f\u81ea\u591a\u4e2a\u7236\u7c7b\"\"\"\n\n    def move(self):\n        # \u8c03\u7528\u6307\u5b9a\u7236\u7c7b\u7684\u65b9\u6cd5\n        land_move = Car.move(self)\n        water_move = Boat.move(self)\n        return f\"{land_move}\uff0c\u4e5f\u53ef\u4ee5{water_move}\"\n\n    def fuel_type(self):\n        # \u6309\u7167MRO\u987a\u5e8f\u8c03\u7528\n        return super().fuel_type()\n\nprint(\"\\n\u521b\u5efa\u4e24\u6816\u8f66\u8f86:\")\namphibious = AmphibiousVehicle()\n\nprint(\"\\n\u8c03\u7528move\u65b9\u6cd5\uff08\u5b50\u7c7b\u91cd\u5199\uff09:\")\nprint(amphibious.move())\n\nprint(\"\\n\u8c03\u7528fuel_type\u65b9\u6cd5\uff08\u6309MRO\u987a\u5e8f\uff09:\")\nprint(f\"fuel_type: {amphibious.fuel_type()}\")\n\nprint(\"\\n\u67e5\u770bMRO:\")\nprint(f\"AmphibiousVehicle.__mro__ = {AmphibiousVehicle.__mro__}\")\n\nprint(\"\\nMRO\u987a\u5e8f\u610f\u5473\u7740:\")\nprint(\"1. \u9996\u5148\u67e5\u627eAmphibiousVehicle\u7684\u65b9\u6cd5\")\nprint(\"2. \u7136\u540e\u67e5\u627eVehicle\u7684\u65b9\u6cd5\uff08\u7ee7\u627f\u5217\u8868\u4e2d\u7b2c\u4e00\u4e2a\uff09\")\nprint(\"3. \u7136\u540e\u67e5\u627eCar\u7684\u65b9\u6cd5\")\nprint(\"4. \u6700\u540e\u67e5\u627eBoat\u7684\u65b9\u6cd5\")\n\nprint(\"\\n\u663e\u5f0f\u8c03\u7528\u7279\u5b9a\u7236\u7c7b\u7684\u65b9\u6cd5:\")\nprint(f\"\u76f4\u63a5\u8c03\u7528Car\u7684move: {Car.move(amphibious)}\")\nprint(f\"\u76f4\u63a5\u8c03\u7528Boat\u7684move: {Boat.move(amphibious)}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 Mixin\u6a21\u5f0f\uff1a\u591a\u91cd\u7ee7\u627f\u7684\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<p>Mixin\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u591a\u91cd\u7ee7\u627f\u7528\u6cd5\uff0c\u7528\u4e8e\u4e3a\u7c7b\u6dfb\u52a0\u529f\u80fd\u800c\u4e0d\u4f5c\u4e3a\u4e3b\u8981\u57fa\u7c7b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Mixin\u6a21\u5f0f\uff1a\u591a\u91cd\u7ee7\u627f\u7684\u6b63\u786e\u7528\u6cd5\n# ============================================================================\n\nprint(\"\\n=== Mixin\u6a21\u5f0f ===\")\n\n# Mixin\u7c7b\u901a\u5e38\u4ee5Mixin\u7ed3\u5c3e\uff0c\u8868\u660e\u5b83\u4eec\u662f\"\u6df7\u5165\"\u7684\u529f\u80fd\nclass JSONSerializableMixin:\n    \"\"\"JSON\u5e8f\u5217\u5316\u6df7\u5165\u7c7b\"\"\"\n\n    def to_json(self):\n        import json\n        # \u83b7\u53d6\u5bf9\u8c61\u7684\u5b57\u5178\u8868\u793a\n        data = self.__dict__.copy()\n        # \u6dfb\u52a0\u7c7b\u540d\u4fe1\u606f\n        data&#91;'__class__'] = self.__class__.__name__\n        return json.dumps(data, indent=2)\n\n    @classmethod\n    def from_json(cls, json_str):\n        \"\"\"\u4eceJSON\u521b\u5efa\u5bf9\u8c61\uff08\u5de5\u5382\u65b9\u6cd5\uff09\"\"\"\n        import json\n        data = json.loads(json_str)\n        # \u79fb\u9664\u7c7b\u540d\u4fe1\u606f\n        class_name = data.pop('__class__', None)\n        if class_name != cls.__name__:\n            raise ValueError(f\"JSON\u4e2d\u7684\u7c7b\u540d{class_name}\u4e0e\u76ee\u6807\u7c7b{cls.__name__}\u4e0d\u5339\u914d\")\n\n        # \u521b\u5efa\u5bf9\u8c61\n        obj = cls.__new__(cls)\n        # \u8bbe\u7f6e\u5c5e\u6027\n        for key, value in data.items():\n            setattr(obj, key, value)\n        return obj\n\nclass XMLSerializableMixin:\n    \"\"\"XML\u5e8f\u5217\u5316\u6df7\u5165\u7c7b\"\"\"\n\n    def to_xml(self):\n        import xml.etree.ElementTree as ET\n\n        root = ET.Element(self.__class__.__name__)\n        for key, value in self.__dict__.items():\n            child = ET.SubElement(root, key)\n            child.text = str(value)\n\n        return ET.tostring(root, encoding='unicode', method='xml')\n\n    def save_to_file(self, filename):\n        \"\"\"\u4fdd\u5b58\u5230\u6587\u4ef6\"\"\"\n        with open(filename, 'w', encoding='utf-8') as f:\n            f.write(self.to_xml())\n        print(f\"\u5df2\u4fdd\u5b58\u5230 {filename}\")\n\nclass LoggableMixin:\n    \"\"\"\u53ef\u65e5\u5fd7\u8bb0\u5f55\u6df7\u5165\u7c7b\"\"\"\n\n    def __init__(self, *args, **kwargs):\n        super().__init__(*args, **kwargs)\n        self._log = &#91;]\n\n    def log(self, message):\n        \"\"\"\u8bb0\u5f55\u65e5\u5fd7\"\"\"\n        import datetime\n        timestamp = datetime.datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n        entry = f\"&#91;{timestamp}] {message}\"\n        self._log.append(entry)\n        print(entry)\n\n    def get_logs(self):\n        \"\"\"\u83b7\u53d6\u6240\u6709\u65e5\u5fd7\"\"\"\n        return \"\\n\".join(self._log)\n\n# \u57fa\u7c7b\nclass Product:\n    \"\"\"\u4ea7\u54c1\u57fa\u7c7b\"\"\"\n\n    def __init__(self, name, price):\n        self.name = name\n        self.price = price\n\n    def display(self):\n        print(f\"\u4ea7\u54c1: {self.name}, \u4ef7\u683c: ${self.price}\")\n\n# \u4f7f\u7528Mixin\u521b\u5efa\u589e\u5f3a\u7c7b\nclass EnhancedProduct(JSONSerializableMixin, XMLSerializableMixin, LoggableMixin, Product):\n    \"\"\"\u589e\u5f3a\u7684\u4ea7\u54c1\u7c7b\uff0c\u6df7\u5165\u4e86\u591a\u79cd\u529f\u80fd\"\"\"\n\n    def __init__(self, name, price, category):\n        # \u6ce8\u610f\uff1aMixin\u901a\u5e38\u6ca1\u6709__init__\uff0c\u6216\u8005\u5982\u679c\u6709\uff0c\u5e94\u8be5\u4f7f\u7528super()\u534f\u4f5c\n        super().__init__(name, price)  # \u8c03\u7528Product.__init__\n        self.category = category\n        # \u8bb0\u5f55\u521b\u5efa\u65e5\u5fd7\n        self.log(f\"\u521b\u5efa\u4ea7\u54c1: {name}\")\n\nprint(\"\\n\u521b\u5efa\u589e\u5f3a\u4ea7\u54c1:\")\nproduct = EnhancedProduct(\"\u7b14\u8bb0\u672c\u7535\u8111\", 999.99, \"\u7535\u5b50\u4ea7\u54c1\")\n\nprint(\"\\n\u4f7f\u7528Mixin\u529f\u80fd:\")\nprint(\"1. \u663e\u793a\u4ea7\u54c1\u4fe1\u606f:\")\nproduct.display()\n\nprint(\"\\n2. \u8bb0\u5f55\u64cd\u4f5c\u65e5\u5fd7:\")\nproduct.log(\"\u4ef7\u683c\u8c03\u6574\u4e3a $899.99\")\nproduct.price = 899.99\nproduct.log(\"\u5e93\u5b58\u589e\u52a010\u53f0\")\n\nprint(\"\\n3. JSON\u5e8f\u5217\u5316:\")\njson_str = product.to_json()\nprint(json_str)\n\nprint(\"\\n4. \u4eceJSON\u91cd\u5efa\u5bf9\u8c61:\")\nnew_product = EnhancedProduct.from_json(json_str)\nnew_product.display()\nprint(f\"\u65e5\u5fd7\u8bb0\u5f55: {len(new_product._log)} \u6761\")\n\nprint(\"\\n5. XML\u5e8f\u5217\u5316:\")\nxml_str = product.to_xml()\nprint(xml_str&#91;:100] + \"...\")\n\nprint(\"\\nMixin\u6a21\u5f0f\u7684\u7279\u70b9:\")\nprint(\"1. Mixin\u7c7b\u901a\u5e38\u4e0d\u5355\u72ec\u5b9e\u4f8b\u5316\")\nprint(\"2. Mixin\u7c7b\u63d0\u4f9b\u7279\u5b9a\u529f\u80fd\uff0c\u4e0d\u5b9a\u4e49\u5b8c\u6574\u5bf9\u8c61\")\nprint(\"3. Mixin\u7c7b\u901a\u5e38\u653e\u5728\u7ee7\u627f\u5217\u8868\u7684\u524d\u9762\")\nprint(\"4. Mixin\u7c7b\u4e4b\u95f4\u5e94\u8be5\u76f8\u4e92\u72ec\u7acb\")\nprint(\"5. Mixin\u7c7b\u901a\u5e38\u6ca1\u6709\u81ea\u5df1\u7684\u72b6\u6001\uff0c\u6216\u72b6\u6001\u5f88\u8f7b\u91cf\")\n\nprint(\"\\n\u67e5\u770bMRO:\")\nprint(f\"EnhancedProduct.__mro__ = {EnhancedProduct.__mro__}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4.4 \u591a\u91cd\u7ee7\u627f\u7684\u8bbe\u8ba1\u539f\u5219<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u591a\u91cd\u7ee7\u627f\u7684\u8bbe\u8ba1\u539f\u5219\n# ============================================================================\n\nprint(\"\\n=== \u591a\u91cd\u7ee7\u627f\u7684\u8bbe\u8ba1\u539f\u5219 ===\")\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u4f18\u5148\u4f7f\u7528\u7ec4\u5408\u800c\u975e\u7ee7\u627f\n  \u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u7ec4\u5408\uff08\u5c06\u5bf9\u8c61\u4f5c\u4e3a\u5c5e\u6027\uff09\u6bd4\u7ee7\u627f\u66f4\u7075\u6d3b\u3001\u66f4\u5b89\u5168\u3002\n\n\u539f\u52192\uff1a\u7ee7\u627f\u8868\u8fbe\"is-a\"\u5173\u7cfb\n  \u53ea\u6709\u5f53\u5b50\u7c7b\u786e\u5b9e\u662f\u7236\u7c7b\u7684\u4e00\u79cd\u7279\u6b8a\u7c7b\u578b\u65f6\u624d\u4f7f\u7528\u7ee7\u627f\u3002\n\n\u539f\u52193\uff1a\u907f\u514d\u6df1\u5c42\u7ee7\u627f\u5c42\u6b21\n  \u7ee7\u627f\u5c42\u6b21\u8fc7\u6df1\u4f1a\u589e\u52a0\u590d\u6742\u6027\uff0c\u964d\u4f4e\u53ef\u7ef4\u62a4\u6027\u3002\n\n\u539f\u52194\uff1a\u4f7f\u7528Mixin\u6dfb\u52a0\u6a2a\u5411\u529f\u80fd\n  \u5bf9\u4e8e\u8de8\u9886\u57df\u7684\u529f\u80fd\uff08\u5982\u5e8f\u5217\u5316\u3001\u65e5\u5fd7\u3001\u9a8c\u8bc1\uff09\uff0c\u4f7f\u7528Mixin\u6a21\u5f0f\u3002\n\n\u539f\u52195\uff1a\u660e\u786e\u63a5\u53e3\u5951\u7ea6\n  \u5982\u679c\u4f7f\u7528\u591a\u91cd\u7ee7\u627f\uff0c\u786e\u4fdd\u5404\u4e2a\u7236\u7c7b\u6709\u6e05\u6670\u7684\u804c\u8d23\u5212\u5206\u3002\n\n\u539f\u52196\uff1a\u4e86\u89e3\u5e76\u5229\u7528MRO\n  \u7406\u89e3Python\u7684MRO\u673a\u5236\uff0c\u907f\u514d\u610f\u5916\u7684\u884c\u4e3a\u3002\n\n\u539f\u52197\uff1a\u5c0f\u5fc3\u83f1\u5f62\u7ee7\u627f\n  \u5f53\u51fa\u73b0\u83f1\u5f62\u7ee7\u627f\u65f6\uff0c\u786e\u4fdd\u6240\u6709\u7c7b\u90fd\u6b63\u786e\u4f7f\u7528super()\u8fdb\u884c\u534f\u4f5c\u3002\n\n\u539f\u52198\uff1a\u6587\u6863\u5316\u7ee7\u627f\u5173\u7cfb\n  \u5728\u6587\u6863\u4e2d\u660e\u786e\u8bf4\u660e\u4e3a\u4ec0\u4e48\u4f7f\u7528\u591a\u91cd\u7ee7\u627f\u4ee5\u53ca\u5404\u4e2a\u7236\u7c7b\u7684\u4f5c\u7528\u3002\n\"\"\")\n\n# \u793a\u4f8b\uff1a\u4f55\u65f6\u4f7f\u7528\u591a\u91cd\u7ee7\u627f\nprint(\"\\n\u591a\u91cd\u7ee7\u627f\u9002\u7528\u573a\u666f\u793a\u4f8b:\")\n\nclass Flyable:\n    \"\"\"\u53ef\u98de\u884c\u80fd\u529b\"\"\"\n\n    def fly(self):\n        return \"\u6b63\u5728\u98de\u884c\"\n\nclass Swimmable:\n    \"\"\"\u53ef\u6e38\u6cf3\u80fd\u529b\"\"\"\n\n    def swim(self):\n        return \"\u6b63\u5728\u6e38\u6cf3\"\n\nclass Runnable:\n    \"\"\"\u53ef\u5954\u8dd1\u80fd\u529b\"\"\"\n\n    def run(self):\n        return \"\u6b63\u5728\u5954\u8dd1\"\n\n# \u52a8\u7269\u7c7b\u4f7f\u7528\u591a\u91cd\u7ee7\u627f\u7ec4\u5408\u80fd\u529b\nclass Duck(Flyable, Swimmable, Runnable):\n    \"\"\"\u9e2d\u5b50\uff1a\u5177\u6709\u591a\u79cd\u80fd\u529b\"\"\"\n\n    def __init__(self, name):\n        self.name = name\n\n    def describe(self):\n        return f\"{self.name}\u53ef\u4ee5{self.fly()}\u3001{self.swim()}\u548c{self.run()}\"\n\nclass Penguin(Swimmable, Runnable):\n    \"\"\"\u4f01\u9e45\uff1a\u4e0d\u4f1a\u98de\"\"\"\n\n    def __init__(self, name):\n        self.name = name\n\n    def describe(self):\n        return f\"{self.name}\u53ef\u4ee5{self.swim()}\u548c{self.run()}\uff0c\u4f46\u4e0d\u4f1a\u98de\"\n\nprint(\"\\n\u521b\u5efa\u52a8\u7269:\")\ndonald = Duck(\"\u5510\u8001\u9e2d\")\npenguin = Penguin(\"\u4f01\u9e45\u5148\u751f\")\n\nprint(donald.describe())\nprint(penguin.describe())\n\nprint(\"\\n\u8fd9\u79cd\u8bbe\u8ba1\u7684\u4f18\u70b9:\")\nprint(\"1. \u80fd\u529b\u88ab\u6a21\u5757\u5316\u4e3a\u72ec\u7acb\u7684Mixin\")\nprint(\"2. \u53ef\u4ee5\u7075\u6d3b\u7ec4\u5408\u4e0d\u540c\u7684\u80fd\u529b\")\nprint(\"3. \u907f\u514d\u4e86\u590d\u6742\u7684\u7ee7\u627f\u5c42\u6b21\")\nprint(\"4. \u6bcf\u4e2aMixin\u804c\u8d23\u5355\u4e00\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u5b9e\u6218\u5e94\u7528 &#8211; \u6e38\u620f\u89d2\u8272\u7cfb\u7edf\u7684\u7ee7\u627f\u8bbe\u8ba1<\/h2>\n\n\n\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5b8c\u6574\u7684\u6e38\u620f\u89d2\u8272\u7cfb\u7edf\u6765\u5c55\u793a\u7ee7\u627f\u7684\u6df1\u5ea6\u5e94\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6e38\u620f\u89d2\u8272\u7cfb\u7edf\uff1a\u7ee7\u627f\u7684\u6df1\u5ea6\u5e94\u7528\n# ============================================================================\n\nprint(\"=== \u6e38\u620f\u89d2\u8272\u7cfb\u7edf ===\")\n\nfrom abc import ABC, abstractmethod\nimport random\n\nclass GameCharacter(ABC):\n    \"\"\"\u6e38\u620f\u89d2\u8272\u62bd\u8c61\u57fa\u7c7b\"\"\"\n\n    def __init__(self, name, level=1):\n        self.name = name\n        self.level = level\n        self.health = self.max_health\n        self.mana = self.max_mana\n        self.experience = 0\n\n    @property\n    @abstractmethod\n    def max_health(self):\n        \"\"\"\u6700\u5927\u751f\u547d\u503c\uff08\u62bd\u8c61\u5c5e\u6027\uff09\"\"\"\n        pass\n\n    @property\n    @abstractmethod\n    def max_mana(self):\n        \"\"\"\u6700\u5927\u9b54\u6cd5\u503c\uff08\u62bd\u8c61\u5c5e\u6027\uff09\"\"\"\n        pass\n\n    @property\n    @abstractmethod\n    def character_class(self):\n        \"\"\"\u89d2\u8272\u804c\u4e1a\uff08\u62bd\u8c61\u5c5e\u6027\uff09\"\"\"\n        pass\n\n    def take_damage(self, damage):\n        \"\"\"\u53d7\u5230\u4f24\u5bb3\"\"\"\n        actual_damage = max(0, damage - self.defense)\n        self.health = max(0, self.health - actual_damage)\n        print(f\"{self.name} \u53d7\u5230 {actual_damage} \u70b9\u4f24\u5bb3\uff0c\u5269\u4f59\u751f\u547d: {self.health}\")\n\n        if self.health == 0:\n            self.die()\n\n        return actual_damage\n\n    def heal(self, amount):\n        \"\"\"\u6cbb\u7597\"\"\"\n        old_health = self.health\n        self.health = min(self.max_health, self.health + amount)\n        healed = self.health - old_health\n        print(f\"{self.name} \u6062\u590d\u4e86 {healed} \u70b9\u751f\u547d\uff0c\u5f53\u524d\u751f\u547d: {self.health}\")\n        return healed\n\n    @abstractmethod\n    def attack(self, target):\n        \"\"\"\u653b\u51fb\u76ee\u6807\uff08\u62bd\u8c61\u65b9\u6cd5\uff09\"\"\"\n        pass\n\n    @abstractmethod\n    def special_ability(self, target):\n        \"\"\"\u7279\u6b8a\u80fd\u529b\uff08\u62bd\u8c61\u65b9\u6cd5\uff09\"\"\"\n        pass\n\n    def gain_experience(self, xp):\n        \"\"\"\u83b7\u5f97\u7ecf\u9a8c\"\"\"\n        self.experience += xp\n        print(f\"{self.name} \u83b7\u5f97 {xp} \u70b9\u7ecf\u9a8c\uff0c\u603b\u7ecf\u9a8c: {self.experience}\")\n\n        # \u68c0\u67e5\u5347\u7ea7\n        while self.experience &gt;= self.experience_for_next_level():\n            self.level_up()\n\n    def experience_for_next_level(self):\n        \"\"\"\u5347\u7ea7\u6240\u9700\u7ecf\u9a8c\"\"\"\n        return 100 * self.level\n\n    def level_up(self):\n        \"\"\"\u5347\u7ea7\"\"\"\n        self.level += 1\n        old_max_health = self.max_health\n        old_max_mana = self.max_mana\n\n        # \u66f4\u65b0\u5c5e\u6027\uff08\u7531\u5b50\u7c7b\u5b9e\u73b0\uff09\n        self._on_level_up()\n\n        # \u6062\u590d\u751f\u547d\u548c\u9b54\u6cd5\n        self.health += (self.max_health - old_max_health)\n        self.mana += (self.max_mana - old_max_mana)\n\n        print(f\"{self.name} \u5347\u7ea7\u5230 {self.level} \u7ea7\uff01\")\n        print(f\"  \u751f\u547d: {old_max_health} -&gt; {self.max_health}\")\n        print(f\"  \u9b54\u6cd5: {old_max_mana} -&gt; {self.max_mana}\")\n\n    @abstractmethod\n    def _on_level_up(self):\n        \"\"\"\u5347\u7ea7\u65f6\u7684\u56de\u8c03\uff08\u62bd\u8c61\u65b9\u6cd5\uff09\"\"\"\n        pass\n\n    def die(self):\n        \"\"\"\u6b7b\u4ea1\"\"\"\n        print(f\"{self.name} \u5df2\u6b7b\u4ea1\uff01\")\n\n    def __str__(self):\n        return (f\"{self.name} ({self.character_class}) Lv.{self.level}\\n\"\n               f\"  HP: {self.health}\/{self.max_health}\\n\"\n               f\"  MP: {self.mana}\/{self.max_mana}\\n\"\n               f\"  EXP: {self.experience}\/{self.experience_for_next_level()}\")\n\n# ==================== Mixin\u7c7b ====================\n\nclass CastSpellMixin:\n    \"\"\"\u65bd\u6cd5Mixin\"\"\"\n\n    def cast_spell(self, spell_name, mana_cost, effect_func):\n        \"\"\"\u65bd\u653e\u6cd5\u672f\"\"\"\n        if self.mana &lt; mana_cost:\n            print(f\"{self.name} \u9b54\u6cd5\u503c\u4e0d\u8db3\uff0c\u65e0\u6cd5\u65bd\u653e {spell_name}\")\n            return False\n\n        self.mana -= mana_cost\n        print(f\"{self.name} \u65bd\u653e {spell_name}\uff0c\u6d88\u8017 {mana_cost} \u70b9\u9b54\u6cd5\")\n        effect_func()\n        return True\n\nclass StealthMixin:\n    \"\"\"\u6f5c\u884cMixin\"\"\"\n\n    def __init__(self, *args, **kwargs):\n        super().__init__(*args, **kwargs)\n        self.is_stealthed = False\n\n    def enter_stealth(self):\n        \"\"\"\u8fdb\u5165\u6f5c\u884c\"\"\"\n        if not self.is_stealthed:\n            self.is_stealthed = True\n            print(f\"{self.name} \u8fdb\u5165\u6f5c\u884c\u72b6\u6001\")\n            return True\n        return False\n\n    def exit_stealth(self):\n        \"\"\"\u9000\u51fa\u6f5c\u884c\"\"\"\n        if self.is_stealthed:\n            self.is_stealthed = False\n            print(f\"{self.name} \u9000\u51fa\u6f5c\u884c\u72b6\u6001\")\n            return True\n        return False\n\n    def attack_from_stealth(self, target):\n        \"\"\"\u4ece\u6f5c\u884c\u72b6\u6001\u653b\u51fb\"\"\"\n        if self.is_stealthed:\n            print(f\"{self.name} \u4ece\u6f5c\u884c\u72b6\u6001\u53d1\u52a8\u653b\u51fb\uff01\")\n            self.exit_stealth()\n            return self.attack(target) * 2  # \u6f5c\u884c\u653b\u51fb\u53cc\u500d\u4f24\u5bb3\n        return self.attack(target)\n\n# ==================== \u5177\u4f53\u89d2\u8272\u7c7b ====================\n\nclass Warrior(GameCharacter):\n    \"\"\"\u6218\u58eb\uff1a\u9ad8\u751f\u547d\uff0c\u4f4e\u9b54\u6cd5\uff0c\u7269\u7406\u653b\u51fb\"\"\"\n\n    @property\n    def max_health(self):\n        return 100 + (self.level - 1) * 20\n\n    @property\n    def max_mana(self):\n        return 30 + (self.level - 1) * 5\n\n    @property\n    def character_class(self):\n        return \"\u6218\u58eb\"\n\n    @property\n    def defense(self):\n        \"\"\"\u9632\u5fa1\u529b\"\"\"\n        return 10 + self.level * 2\n\n    def attack(self, target):\n        \"\"\"\u7269\u7406\u653b\u51fb\"\"\"\n        damage = random.randint(15, 25) + self.level * 2\n        print(f\"{self.name} \u53d1\u52a8\u7269\u7406\u653b\u51fb\uff01\")\n        return target.take_damage(damage)\n\n    def special_ability(self, target):\n        \"\"\"\u6218\u58eb\u7279\u6b8a\u80fd\u529b\uff1a\u65cb\u98ce\u65a9\"\"\"\n        print(f\"{self.name} \u53d1\u52a8\u65cb\u98ce\u65a9\uff01\")\n        damage = random.randint(30, 50) + self.level * 3\n\n        # \u65cb\u98ce\u65a9\u653b\u51fb\u6240\u6709\u654c\u4eba\uff08\u8fd9\u91cc\u7b80\u5316\u4e3a\u53ea\u653b\u51fb\u4e00\u4e2a\u76ee\u6807\uff09\n        return target.take_damage(damage)\n\n    def _on_level_up(self):\n        \"\"\"\u6218\u58eb\u5347\u7ea7\u589e\u52a0\u9632\u5fa1\"\"\"\n        pass  # \u9632\u5fa1\u901a\u8fc7property\u8ba1\u7b97\uff0c\u4e0d\u9700\u8981\u989d\u5916\u5904\u7406\n\n    def __str__(self):\n        base_str = super().__str__()\n        return f\"{base_str}\\n  \u9632\u5fa1: {self.defense}\"\n\nclass Mage(GameCharacter, CastSpellMixin):\n    \"\"\"\u6cd5\u5e08\uff1a\u4f4e\u751f\u547d\uff0c\u9ad8\u9b54\u6cd5\uff0c\u6cd5\u672f\u653b\u51fb\"\"\"\n\n    def __init__(self, name, level=1):\n        super().__init__(name, level)\n        self.spells = &#91;\"\u706b\u7403\u672f\", \"\u5bd2\u51b0\u7bad\", \"\u95ea\u7535\u94fe\"]\n\n    @property\n    def max_health(self):\n        return 50 + (self.level - 1) * 10\n\n    @property\n    def max_mana(self):\n        return 100 + (self.level - 1) * 20\n\n    @property\n    def character_class(self):\n        return \"\u6cd5\u5e08\"\n\n    @property\n    def defense(self):\n        return 5 + self.level\n\n    def attack(self, target):\n        \"\"\"\u6cd5\u5e08\u7684\u666e\u901a\u653b\u51fb\u4e5f\u662f\u6cd5\u672f\"\"\"\n        return self.cast_fireball(target)\n\n    def special_ability(self, target):\n        \"\"\"\u6cd5\u5e08\u7279\u6b8a\u80fd\u529b\uff1a\u53ec\u5524\u66b4\u98ce\u96ea\"\"\"\n        print(f\"{self.name} \u53ec\u5524\u66b4\u98ce\u96ea\uff01\")\n\n        def blizzard_effect():\n            damage = random.randint(40, 60) + self.level * 4\n            target.take_damage(damage)\n            # \u66b4\u98ce\u96ea\u6709\u51e0\u7387\u51bb\u7ed3\u76ee\u6807\n            if random.random() &lt; 0.3:\n                print(f\"{target.name} \u88ab\u51bb\u7ed3\u4e86\uff01\")\n\n        return self.cast_spell(\"\u66b4\u98ce\u96ea\", 40, blizzard_effect)\n\n    def cast_fireball(self, target):\n        \"\"\"\u65bd\u653e\u706b\u7403\u672f\"\"\"\n        print(f\"{self.name} \u65bd\u653e\u706b\u7403\u672f\uff01\")\n\n        def fireball_effect():\n            damage = random.randint(20, 35) + self.level * 3\n            target.take_damage(damage)\n\n        return self.cast_spell(\"\u706b\u7403\u672f\", 15, fireball_effect)\n\n    def _on_level_up(self):\n        \"\"\"\u6cd5\u5e08\u5347\u7ea7\u5b66\u4f1a\u65b0\u6cd5\u672f\"\"\"\n        if self.level == 3:\n            self.spells.append(\"\u708e\u7206\u672f\")\n            print(f\"{self.name} \u5b66\u4f1a\u4e86 \u708e\u7206\u672f\uff01\")\n        elif self.level == 5:\n            self.spells.append(\"\u9668\u77f3\u672f\")\n            print(f\"{self.name} \u5b66\u4f1a\u4e86 \u9668\u77f3\u672f\uff01\")\n\nclass Rogue(GameCharacter, StealthMixin):\n    \"\"\"\u76d7\u8d3c\uff1a\u4e2d\u7b49\u751f\u547d\u548c\u9b54\u6cd5\uff0c\u64c5\u957f\u6f5c\u884c\u548c\u66b4\u51fb\"\"\"\n\n    def __init__(self, name, level=1):\n        # \u6ce8\u610f\u591a\u91cd\u7ee7\u627f\u7684\u521d\u59cb\u5316\u987a\u5e8f\n        GameCharacter.__init__(self, name, level)\n        StealthMixin.__init__(self)\n        self.critical_chance = 0.2  # \u66b4\u51fb\u51e0\u7387\n\n    @property\n    def max_health(self):\n        return 75 + (self.level - 1) * 15\n\n    @property\n    def max_mana(self):\n        return 60 + (self.level - 1) * 10\n\n    @property\n    def character_class(self):\n        return \"\u76d7\u8d3c\"\n\n    @property\n    def defense(self):\n        return 8 + self.level\n\n    def attack(self, target):\n        \"\"\"\u76d7\u8d3c\u653b\u51fb\u6709\u66b4\u51fb\u51e0\u7387\"\"\"\n        base_damage = random.randint(12, 20) + self.level * 2\n\n        # \u68c0\u67e5\u66b4\u51fb\n        is_critical = random.random() &lt; self.critical_chance\n        if is_critical:\n            damage = base_damage * 2\n            print(f\"{self.name} \u53d1\u52a8\u66b4\u51fb\uff01\")\n        else:\n            damage = base_damage\n\n        print(f\"{self.name} \u53d1\u52a8\u653b\u51fb\uff01\")\n        return target.take_damage(damage)\n\n    def special_ability(self, target):\n        \"\"\"\u76d7\u8d3c\u7279\u6b8a\u80fd\u529b\uff1a\u80cc\u523a\"\"\"\n        if self.is_stealthed:\n            print(f\"{self.name} \u53d1\u52a8\u80cc\u523a\uff01\")\n            damage = random.randint(40, 60) + self.level * 4\n            self.exit_stealth()\n            return target.take_damage(damage)\n        else:\n            print(f\"{self.name} \u5fc5\u987b\u5904\u4e8e\u6f5c\u884c\u72b6\u6001\u624d\u80fd\u4f7f\u7528\u80cc\u523a\")\n            return 0\n\n    def _on_level_up(self):\n        \"\"\"\u76d7\u8d3c\u5347\u7ea7\u589e\u52a0\u66b4\u51fb\u51e0\u7387\"\"\"\n        self.critical_chance += 0.02\n        print(f\"{self.name} \u7684\u66b4\u51fb\u51e0\u7387\u63d0\u5347\u5230 {self.critical_chance:.0%}\")\n\n# ==================== \u6e38\u620f\u6a21\u62df ====================\n\ndef simulate_battle():\n    \"\"\"\u6a21\u62df\u6218\u6597\"\"\"\n\n    print(\"\\n=== \u89d2\u8272\u521b\u5efa ===\")\n\n    # \u521b\u5efa\u89d2\u8272\n    warrior = Warrior(\"\u52c7\u58eb\u4e9a\u745f\", 3)\n    mage = Mage(\"\u5927\u6cd5\u5e08\u6885\u6797\", 3)\n    rogue = Rogue(\"\u6697\u5f71\u523a\u5ba2\u8389\u8389\", 3)\n\n    print(\"\\n\u89d2\u8272\u4fe1\u606f:\")\n    print(warrior)\n    print()\n    print(mage)\n    print()\n    print(rogue)\n\n    print(\"\\n=== \u6218\u6597\u5f00\u59cb ===\")\n\n    # \u521b\u5efa\u654c\u4eba\n    class Monster(GameCharacter):\n        \"\"\"\u602a\u7269\"\"\"\n\n        @property\n        def max_health(self):\n            return 80\n\n        @property\n        def max_mana(self):\n            return 0\n\n        @property\n        def character_class(self):\n            return \"\u602a\u7269\"\n\n        @property\n        def defense(self):\n            return 5\n\n        def attack(self, target):\n            damage = random.randint(10, 20)\n            print(f\"{self.name} \u653b\u51fb {target.name}\uff01\")\n            return target.take_damage(damage)\n\n        def special_ability(self, target):\n            return self.attack(target)\n\n        def _on_level_up(self):\n            pass\n\n    monster = Monster(\"\u54e5\u5e03\u6797\", 2)\n    print(f\"\\n\u654c\u4eba: {monster}\")\n\n    print(\"\\n--- \u7b2c\u4e00\u56de\u5408 ---\")\n    warrior.attack(monster)\n    mage.cast_fireball(monster)\n    rogue.enter_stealth()\n\n    print(\"\\n--- \u7b2c\u4e8c\u56de\u5408 ---\")\n    warrior.special_ability(monster)\n    mage.special_ability(monster)\n    rogue.attack_from_stealth(monster)\n\n    print(\"\\n--- \u602a\u7269\u53cd\u51fb ---\")\n    monster.attack(warrior)\n\n    print(\"\\n--- \u7b2c\u4e09\u56de\u5408 ---\")\n    warrior.attack(monster)\n\n    # \u6cbb\u7597\u6f14\u793a\n    print(\"\\n--- \u6cbb\u7597\u6f14\u793a ---\")\n    warrior.heal(30)\n\n    print(\"\\n--- \u83b7\u5f97\u7ecf\u9a8c ---\")\n    warrior.gain_experience(150)\n    mage.gain_experience(150)\n    rogue.gain_experience(150)\n\n    print(\"\\n=== \u6700\u7ec8\u72b6\u6001 ===\")\n    print(warrior)\n    print()\n    print(mage)\n    print()\n    print(rogue)\n\nif __name__ == \"__main__\":\n    simulate_battle()<\/code><\/pre>\n\n\n\n<p>\u8fd9\u4e2a\u6e38\u620f\u89d2\u8272\u7cfb\u7edf\u5c55\u793a\u4e86\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u62bd\u8c61\u57fa\u7c7b<\/strong>\uff1a\u5b9a\u4e49\u89d2\u8272\u901a\u7528\u63a5\u53e3\u548c\u9ed8\u8ba4\u5b9e\u73b0<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\u91cd\u5199<\/strong>\uff1a\u6bcf\u4e2a\u5b50\u7c7b\u91cd\u5199\u62bd\u8c61\u65b9\u6cd5\u5b9e\u73b0\u7279\u5b9a\u884c\u4e3a<\/li>\n\n\n\n<li><strong>\u591a\u91cd\u7ee7\u627f<\/strong>\uff1a\u4f7f\u7528Mixin\u4e3a\u7c7b\u6dfb\u52a0\u6a2a\u5411\u529f\u80fd<\/li>\n\n\n\n<li><strong>\u6784\u9020\u51fd\u6570\u8c03\u7528\u987a\u5e8f<\/strong>\uff1a\u6b63\u786e\u5904\u7406\u591a\u91cd\u7ee7\u627f\u7684\u521d\u59cb\u5316<\/li>\n\n\n\n<li><strong>\u5c5e\u6027\u91cd\u5199<\/strong>\uff1a\u4f7f\u7528@property\u5b9e\u73b0\u8ba1\u7b97\u5c5e\u6027<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u516d\u90e8\u5206\uff1a\u603b\u7ed3\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u7ee7\u627f\u8bbe\u8ba1\u7684\u9ec4\u91d1\u6cd5\u5219<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u91cc\u6c0f\u66ff\u6362\u539f\u5219\uff08LSP\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   \u5b50\u7c7b\u5fc5\u987b\u80fd\u591f\u66ff\u6362\u5b83\u4eec\u7684\u7236\u7c7b\uff0c\u800c\u4e0d\u6539\u53d8\u7a0b\u5e8f\u7684\u6b63\u786e\u6027\u3002\n   \u8fd9\u610f\u5473\u7740\u5b50\u7c7b\u5e94\u8be5\uff1a\n   - \u4e0d\u6539\u53d8\u7236\u7c7b\u65b9\u6cd5\u7684\u884c\u4e3a\u8bed\u4e49\n   - \u4e0d\u5f3a\u52a0\u6bd4\u7236\u7c7b\u66f4\u591a\u7684\u6761\u4ef6\n   - \u4e0d\u8fd4\u56de\u6bd4\u7236\u7c7b\u66f4\u5f31\u7684\u7ed3\u679c<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u4e0d\u597d\uff1a\u4f7f\u7528\u7ee7\u627f\u5b9e\u73b0\u4ee3\u7801\u590d\u7528\n   class Engine:\n       def start(self): pass\n\n   class Car(Engine):  # Car\u4e0d\u662fEngine\u7684\u4e00\u79cd\n       pass\n\n   # \u597d\uff1a\u4f7f\u7528\u7ec4\u5408\n   class Car:\n       def __init__(self):\n           self.engine = Engine()  # \u7ec4\u5408<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u907f\u514d\u6df1\u5ea6\u7ee7\u627f\u5c42\u6b21<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   \u7ee7\u627f\u5c42\u6b21\u4e0d\u5e94\u8d85\u8fc73\u5c42\uff0c\u8d85\u8fc7\u65f6\u5e94\u8003\u8651\uff1a\n   - \u4f7f\u7528\u7ec4\u5408\u66ff\u4ee3\u7ee7\u627f\n   - \u4f7f\u7528Mixin\u6dfb\u52a0\u529f\u80fd\n   - \u91cd\u6784\u7c7b\u5c42\u6b21\u7ed3\u6784<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u65b9\u6cd5\u91cd\u5199\u7684\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u59cb\u7ec8\u8c03\u7528super()<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   class Child(Parent):\n       def method(self):\n           # \u5148\u8c03\u7528\u7236\u7c7b\u65b9\u6cd5\n           result = super().method()\n           # \u7136\u540e\u6dfb\u52a0\u5b50\u7c7b\u903b\u8f91\n           return result + \" with child modification\"<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u4fdd\u6301\u65b9\u6cd5\u8bed\u4e49<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u4e0d\u597d\uff1a\u6539\u53d8\u65b9\u6cd5\u8bed\u4e49\n   class Square(Rectangle):\n       def set_width(self, width):\n           self.width = width\n           self.height = width  # \u6539\u53d8\u4e86\u7236\u7c7b\u65b9\u6cd5\u8bed\u4e49\n\n   # \u597d\uff1a\u660e\u786e\u8868\u8fbe\u4e0d\u540c\n   class Square:\n       def set_side(self, side):\n           self.side = side<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528@abstractmethod\u660e\u786e\u63a5\u53e3<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   from abc import ABC, abstractmethod\n\n   class Shape(ABC):\n       @abstractmethod\n       def area(self):\n           pass<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u591a\u91cd\u7ee7\u627f\u7684\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528Mixin\u6a21\u5f0f<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   class JSONMixin:\n       def to_json(self): pass\n\n   class MyClass(BaseClass, JSONMixin):\n       pass<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u907f\u514d\u72b6\u6001\u6027Mixin<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   # \u4e0d\u597d\uff1aMixin\u6709\u72b6\u6001\n   class StatefulMixin:\n       def __init__(self):\n           self.data = &#91;]  # Mixin\u4e0d\u5e94\u8be5\u6709\u81ea\u5df1\u7684\u72b6\u6001\n\n   # \u597d\uff1a\u65e0\u72b6\u6001Mixin\n   class StatelessMixin:\n       def utility_method(self, data):\n           return processed_data<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u6587\u6863\u5316Mixin\u4f9d\u8d56<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   class MyMixin:\n       \"\"\"\n       \u8fd9\u4e2aMixin\u4f9d\u8d56\u4e8e\u4ee5\u4e0b\u65b9\u6cd5\uff1a\n       1. get_data() - \u83b7\u53d6\u539f\u59cb\u6570\u636e\n       2. validate() - \u9a8c\u8bc1\u6570\u636e\n\n       \u4f7f\u7528\u6b64Mixin\u7684\u7c7b\u5fc5\u987b\u5b9e\u73b0\u8fd9\u4e9b\u65b9\u6cd5\u3002\n       \"\"\"<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">6.4 \u6784\u9020\u51fd\u6570\u7684\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u59cb\u7ec8\u8c03\u7528super().init()<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   class Child(Parent):\n       def __init__(self, arg1, arg2):\n           super().__init__(arg1)  # \u5fc5\u987b\u8c03\u7528\n           self.arg2 = arg2<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u5728\u5b50\u7c7b\u521d\u59cb\u5316\u524d\u8c03\u7528\u7236\u7c7b\u521d\u59cb\u5316<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   class Child(Parent):\n       def __init__(self, arg1, arg2):\n           # \u5148\u521d\u59cb\u5316\u7236\u7c7b\n           super().__init__(arg1)\n           # \u7136\u540e\u521d\u59cb\u5316\u5b50\u7c7b\n           self.arg2 = arg2\n           self.initialize_child()<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u5904\u7406\u591a\u91cd\u7ee7\u627f\u7684\u521d\u59cb\u5316<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   class Child(Parent1, Parent2):\n       def __init__(self, arg1, arg2):\n           # \u663e\u5f0f\u8c03\u7528\u6240\u6709\u7236\u7c7b\u521d\u59cb\u5316\n           Parent1.__init__(self, arg1)\n           Parent2.__init__(self, arg2)\n           # \u6216\u8005\u4f7f\u7528\u534f\u4f5c\u5f0fsuper()\n           super().__init__(arg1, arg2)  # \u5982\u679c\u7236\u7c7b\u662f\u534f\u4f5c\u5f0f\u7684<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">6.5 \u672a\u6765\u5b66\u4e60\u65b9\u5411<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6df1\u5165\u7406\u89e3Python\u7684MRO\u7b97\u6cd5<\/strong>\uff1a\u5b66\u4e60C3\u7ebf\u6027\u5316\u7b97\u6cd5\u7684\u539f\u7406<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u63cf\u8ff0\u7b26\u534f\u8bae<\/strong>\uff1a\u7406\u89e3@property\u7b49\u88c5\u9970\u5668\u7684\u5e95\u5c42\u539f\u7406<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u5143\u7c7b\u7f16\u7a0b<\/strong>\uff1a\u638c\u63e1\u7c7b\u7684\u521b\u5efa\u548c\u4fee\u6539\u673a\u5236<\/li>\n\n\n\n<li><strong>\u638c\u63e1\u8bbe\u8ba1\u6a21\u5f0f<\/strong>\uff1a\u7279\u522b\u662f\u6a21\u677f\u65b9\u6cd5\u3001\u7b56\u7565\u3001\u88c5\u9970\u5668\u6a21\u5f0f<\/li>\n\n\n\n<li><strong>\u5b9e\u8df5\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1<\/strong>\uff1a\u5b66\u4e60\u5982\u4f55\u8bbe\u8ba1\u590d\u6742\u7684\u9886\u57df\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u601d\u8003<\/h3>\n\n\n\n<p>\u7ee7\u627f\u662f\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u4e2d\u6700\u5f3a\u5927\u4e5f\u6700\u5bb9\u6613\u6ee5\u7528\u7684\u7279\u6027\u3002\u6b63\u786e\u4f7f\u7528\u7ee7\u627f\uff0c\u53ef\u4ee5\u521b\u5efa\u51fa\u6e05\u6670\u3001\u7075\u6d3b\u3001\u53ef\u7ef4\u62a4\u7684\u4ee3\u7801\u7ed3\u6784\uff1b\u6ee5\u7528\u7ee7\u627f\uff0c\u5219\u4f1a\u5bfc\u81f4\u7d27\u8026\u5408\u3001\u96be\u7ef4\u62a4\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u7ee7\u627f\u4e0d\u4ec5\u4ec5\u662f\u4ee3\u7801\u590d\u7528\u7684\u5de5\u5177\uff0c\u66f4\u662f\u8868\u8fbe\u6982\u5ff5\u5c42\u6b21\u548c\u8bed\u4e49\u5173\u7cfb\u7684\u8bed\u8a00\u3002\u6bcf\u4e00\u4e2a\u7ee7\u627f\u51b3\u5b9a\u90fd\u5e94\u8be5\u57fa\u4e8e&#8221;is-a&#8221;\u5173\u7cfb\u7684\u4e25\u683c\u9a8c\u8bc1\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u4e3a\u4e86\u4ee3\u7801\u590d\u7528\u3002<\/p>\n\n\n\n<p>\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u827a\u672f\u5728\u4e8e\u627e\u5230\u62bd\u8c61\u548c\u5177\u4f53\u7684\u5e73\u8861\uff0c\u800c\u7ee7\u627f\u662f\u5b9e\u73b0\u8fd9\u4e00\u5e73\u8861\u7684\u5173\u952e\u5de5\u5177\u4e4b\u4e00\u3002\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u5bf9\u7ee7\u627f\u6709\u4e86\u66f4\u6df1\u5165\u7684\u7406\u89e3\uff0c\u80fd\u591f\u5728\u5b9e\u9645\u5f00\u53d1\u4e2d\u505a\u51fa\u66f4\u660e\u667a\u7684\u8bbe\u8ba1\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u7ee7\u627f\u5c31\u50cf\u5bb6\u65cf\u8840\u8109\u7684\u4f20\u627f\uff1a\u5b83\u4f20\u9012\u4e86\u57fa\u56e0\uff08\u4ee3\u7801\uff09\uff0c\u4f46\u5141\u8bb8\u53d8\u5f02\uff08\u91cd\u5199\uff09\uff0c\u4e5f\u63a5\u53d7\u5916\u6765\u57fa\u56e0\u7684\u5f15\u5165\uff08\u591a\u91cd\u7ee7\u627f\uff09\u3002\u7406\u89e3\u8fd9\u79cd\u4f20\u627f\u7684\u673a\u5236\u548c\u9650\u5236\uff0c\u662f\u6210\u4e3a\u4f18\u79c0\u9762\u5411\u5bf9\u8c61\u8bbe\u8ba1\u5e08\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u8bfe\uff1a\u7ee7\u627f\u7684\u6df1\u5ea6\u7406\u89e3\uff01\u5b8c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u4e00\u8bfe\uff1a\u5f02\u5e38\u5904\u7406\u673a\u5236<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u7a0b\u5e8f\u4e16\u754c\u7684\u610f\u5916\u4e0e\u5e94\u5bf9<\/h3>\n\n\n\n<p>\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u6211\u4eec\u603b\u4f1a\u9047\u5230\u5404\u79cd\u610f\u5916\u60c5\u51b5\uff1a\u51fa\u95e8\u4e0b\u96e8\u3001\u822a\u73ed\u5ef6\u8bef\u3001\u8bbe\u5907\u6545\u969c\u3002\u540c\u6837\uff0c\u5728\u7a0b\u5e8f\u8fd0\u884c\u8fc7\u7a0b\u4e2d\uff0c\u4e5f\u4f1a\u51fa\u73b0\u5404\u79cd\u5f02\u5e38\u60c5\u51b5\uff1a\u6587\u4ef6\u627e\u4e0d\u5230\u3001\u7f51\u7edc\u8fde\u63a5\u5931\u8d25\u3001\u6570\u636e\u683c\u5f0f\u9519\u8bef\u3002\u5f02\u5e38\u5904\u7406\u673a\u5236\u5c31\u662f\u7a0b\u5e8f\u5e94\u5bf9\u8fd9\u4e9b\u610f\u5916\u7684\u201c\u5e94\u6025\u9884\u6848\u201d\u3002<\/p>\n\n\n\n<p>\u5f02\u5e38\u5904\u7406\u4e0d\u662f\u4e3a\u4e86\u907f\u514d\u9519\u8bef\uff0c\u800c\u662f\u4e3a\u4e86\u5728\u9519\u8bef\u53d1\u751f\u65f6\uff0c\u80fd\u591f\u4ee5\u53ef\u63a7\u7684\u65b9\u5f0f\u5904\u7406\u5b83\u4eec\uff0c\u907f\u514d\u7a0b\u5e8f\u5d29\u6e83\uff0c\u540c\u65f6\u63d0\u4f9b\u6709\u7528\u7684\u9519\u8bef\u4fe1\u606f\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u4fee\u590d\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u7ed3\u6784\u3001\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u7684\u521b\u5efa\uff0c\u4ee5\u53ca\u5f02\u5e38\u5904\u7406\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1atry-except-finally\u7684\u57fa\u672c\u7ed3\u6784<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u8bed\u6cd5<\/h3>\n\n\n\n<p>Python\u4f7f\u7528try-except\u8bed\u53e5\u6765\u6355\u83b7\u548c\u5904\u7406\u5f02\u5e38\u3002\u57fa\u672c\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">try:\n    <em># \u53ef\u80fd\u5f15\u53d1\u5f02\u5e38\u7684\u4ee3\u7801<\/em>\n    risky_operation()\nexcept SomeException:\n    <em># \u5904\u7406\u67d0\u79cd\u5f02\u5e38<\/em>\n    handle_exception()\nexcept AnotherException as e:\n    <em># \u5904\u7406\u53e6\u4e00\u79cd\u5f02\u5e38\uff0c\u5e76\u83b7\u53d6\u5f02\u5e38\u5bf9\u8c61<\/em>\n    handle_another_exception(e)\nexcept:\n    <em># \u5904\u7406\u6240\u6709\u5176\u4ed6\u5f02\u5e38\uff08\u4e0d\u63a8\u8350\uff09<\/em>\n    handle_all_other_exceptions()\nelse:\n    <em># \u5982\u679c\u6ca1\u6709\u5f02\u5e38\u53d1\u751f\uff0c\u6267\u884c\u6b64\u5757<\/em>\n    do_if_no_exception()\nfinally:\n    <em># \u65e0\u8bba\u662f\u5426\u53d1\u751f\u5f02\u5e38\uff0c\u90fd\u4f1a\u6267\u884c\u6b64\u5757<\/em>\n    always_do_this()<\/pre>\n\n\n\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\u6765\u7406\u89e3\uff1a<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># ============================================================================<\/em>\n<em># try-except-finally\u7684\u57fa\u672c\u7ed3\u6784<\/em>\n<em># ============================================================================<\/em>\n\ndef divide_numbers(a, b):\n    \"\"\"\u9664\u6cd5\u8fd0\u7b97\uff1a\u6f14\u793a\u57fa\u672c\u7684\u5f02\u5e38\u5904\u7406\"\"\"\n    try:\n        result = a \/ b\n    except ZeroDivisionError:\n        print(\"\u9519\u8bef\uff1a\u9664\u6570\u4e0d\u80fd\u4e3a\u96f6\uff01\")\n        return None\n    except TypeError as e:\n        print(f\"\u7c7b\u578b\u9519\u8bef\uff1a{e}\")\n        return None\n    else:\n        print(f\"\u9664\u6cd5\u8fd0\u7b97\u6210\u529f\uff1a{a} \/ {b} = {result}\")\n        return result\n    finally:\n        print(\"\u9664\u6cd5\u8fd0\u7b97\u5c1d\u8bd5\u7ed3\u675f\u3002\")\n\nprint(\"=== \u57fa\u672c\u5f02\u5e38\u5904\u7406\u6f14\u793a ===\")\n\n<em># \u6b63\u5e38\u60c5\u51b5<\/em>\nprint(\"1. \u6b63\u5e38\u9664\u6cd5:\")\nresult = divide_numbers(10, 2)\nprint(f\"\u7ed3\u679c: {result}\")\n\nprint(\"\\n2. \u9664\u6570\u4e3a\u96f6:\")\nresult = divide_numbers(10, 0)\nprint(f\"\u7ed3\u679c: {result}\")\n\nprint(\"\\n3. \u7c7b\u578b\u9519\u8bef:\")\nresult = divide_numbers(10, \"2\")\nprint(f\"\u7ed3\u679c: {result}\")\n\n<em># \u66f4\u590d\u6742\u7684\u4f8b\u5b50\uff1a\u6587\u4ef6\u64cd\u4f5c<\/em>\nprint(\"\\n=== \u6587\u4ef6\u64cd\u4f5c\u5f02\u5e38\u5904\u7406 ===\")\n\ndef read_file_safely(filename):\n    \"\"\"\u5b89\u5168\u8bfb\u53d6\u6587\u4ef6\"\"\"\n    try:\n        file = open(filename, 'r', encoding='utf-8')\n    except FileNotFoundError:\n        print(f\"\u6587\u4ef6\u672a\u627e\u5230\uff1a{filename}\")\n        return None\n    except PermissionError:\n        print(f\"\u6ca1\u6709\u6743\u9650\u8bfb\u53d6\u6587\u4ef6\uff1a{filename}\")\n        return None\n    except IOError as e:\n        print(f\"IO\u9519\u8bef\uff1a{e}\")\n        return None\n    else:\n        try:\n            content = file.read()\n            return content\n        finally:\n            file.close()  <em># \u786e\u4fdd\u6587\u4ef6\u88ab\u5173\u95ed<\/em>\n    finally:\n        print(f\"\u6587\u4ef6\u8bfb\u53d6\u5c1d\u8bd5\u7ed3\u675f\uff1a{filename}\")\n\n<em># \u6d4b\u8bd5\u6587\u4ef6\u8bfb\u53d6<\/em>\ncontent = read_file_safely(\"example.txt\")\nif content:\n    print(f\"\u6587\u4ef6\u5185\u5bb9\u957f\u5ea6\uff1a{len(content)} \u5b57\u7b26\")\n\n<em># \u4f7f\u7528with\u8bed\u53e5\u7b80\u5316\u8d44\u6e90\u7ba1\u7406<\/em>\nprint(\"\\n=== \u4f7f\u7528with\u8bed\u53e5\u81ea\u52a8\u7ba1\u7406\u8d44\u6e90 ===\")\n\ndef read_file_with_with(filename):\n    \"\"\"\u4f7f\u7528with\u8bed\u53e5\u8bfb\u53d6\u6587\u4ef6\uff0c\u81ea\u52a8\u5904\u7406\u5173\u95ed\"\"\"\n    try:\n        with open(filename, 'r', encoding='utf-8') as file:\n            content = file.read()\n            return content\n    except FileNotFoundError:\n        print(f\"\u6587\u4ef6\u672a\u627e\u5230\uff1a{filename}\")\n        return None\n    except Exception as e:\n        print(f\"\u8bfb\u53d6\u6587\u4ef6\u65f6\u53d1\u751f\u9519\u8bef\uff1a{e}\")\n        return None\n\nprint(\"\\n=== \u591a\u4e2a\u5f02\u5e38\u5408\u5e76\u5904\u7406 ===\")\n\ndef process_data(data):\n    \"\"\"\u5904\u7406\u6570\u636e\uff0c\u6f14\u793a\u591a\u79cd\u5f02\u5e38\u5904\u7406\"\"\"\n    try:\n        <em># \u5047\u8bbedata\u662f\u4e00\u4e2a\u5b57\u5178<\/em>\n        value = data['key']\n        result = int(value) \/ len(value)\n        return result\n    except (KeyError, TypeError, ValueError) as e:\n        print(f\"\u6570\u636e\u9519\u8bef\uff1a{type(e).__name__} - {e}\")\n        return None\n    except ZeroDivisionError:\n        print(\"\u9519\u8bef\uff1a\u5b57\u7b26\u4e32\u957f\u5ea6\u4e0d\u80fd\u4e3a\u96f6\")\n        return None\n    except Exception as e:\n        print(f\"\u672a\u77e5\u9519\u8bef\uff1a{e}\")\n        return None\n\n<em># \u6d4b\u8bd5\u5404\u79cd\u9519\u8bef\u60c5\u51b5<\/em>\ntest_cases = [\n    {'key': '123'},      <em># \u6b63\u5e38<\/em>\n    {},                   <em># KeyError<\/em>\n    {'key': 123},        <em># TypeError<\/em>\n    {'key': 'abc'},      <em># ValueError<\/em>\n    {'key': ''},         <em># ZeroDivisionError<\/em>\n]\n\nfor i, data in enumerate(test_cases, 1):\n    print(f\"\\n\u6d4b\u8bd5\u7528\u4f8b {i}: {data}\")\n    result = process_data(data)\n    print(f\"\u7ed3\u679c: {result}\")<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u5f02\u5e38\u5904\u7406\u7684\u5de5\u4f5c\u539f\u7406<\/h3>\n\n\n\n<p>\u5f53Python\u6267\u884ctry\u5757\u4e2d\u7684\u4ee3\u7801\u65f6\uff0c\u4f1a\u76d1\u89c6\u662f\u5426\u53d1\u751f\u5f02\u5e38\u3002\u5982\u679c\u53d1\u751f\u5f02\u5e38\uff0cPython\u4f1a\u7acb\u5373\u505c\u6b62\u5f53\u524d\u4ee3\u7801\u7684\u6267\u884c\uff0c\u5e76\u67e5\u627e\u5339\u914d\u7684except\u5b50\u53e5\u3002\u5982\u679c\u627e\u5230\u5339\u914d\u7684except\u5b50\u53e5\uff0c\u5219\u6267\u884c\u8be5\u5b50\u53e5\u4e2d\u7684\u4ee3\u7801\u3002\u5982\u679c\u6ca1\u6709\u627e\u5230\uff0c\u5f02\u5e38\u4f1a\u5411\u4e0a\u5c42\u8c03\u7528\u6808\u4f20\u9012\uff0c\u76f4\u5230\u88ab\u6355\u83b7\u6216\u5bfc\u81f4\u7a0b\u5e8f\u5d29\u6e83\u3002<\/p>\n\n\n\n<p>\u5f02\u5e38\u5904\u7406\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u6267\u884ctry\u5b50\u53e5<\/li>\n\n\n\n<li>\u5982\u679c\u6ca1\u6709\u5f02\u5e38\u53d1\u751f\uff0c\u8df3\u8fc7except\u5b50\u53e5\uff0c\u6267\u884celse\u5b50\u53e5\uff08\u5982\u679c\u6709\uff09<\/li>\n\n\n\n<li>\u5982\u679c\u53d1\u751f\u5f02\u5e38\uff0c\u67e5\u627e\u5339\u914d\u7684except\u5b50\u53e5<\/li>\n\n\n\n<li>\u65e0\u8bba\u662f\u5426\u53d1\u751f\u5f02\u5e38\uff0cfinally\u5b50\u53e5\u90fd\u4f1a\u88ab\u6267\u884c<\/li>\n<\/ol>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># ============================================================================<\/em>\n<em># \u5f02\u5e38\u5904\u7406\u7684\u5de5\u4f5c\u539f\u7406<\/em>\n<em># ============================================================================<\/em>\n\ndef demonstrate_exception_flow():\n    \"\"\"\u6f14\u793a\u5f02\u5e38\u5904\u7406\u7684\u6267\u884c\u6d41\u7a0b\"\"\"\n    print(\"\u5f00\u59cb\u6f14\u793a\u5f02\u5e38\u5904\u7406\u6d41\u7a0b...\")\n    \n    try:\n        print(\"1. \u8fdb\u5165try\u5757\")\n        x = 1 \/ 0  <em># \u8fd9\u4f1a\u5f15\u53d1ZeroDivisionError<\/em>\n        print(\"2. \u8fd9\u884c\u4e0d\u4f1a\u88ab\u6267\u884c\")\n    except ZeroDivisionError as e:\n        print(f\"3. \u6355\u83b7\u5230\u5f02\u5e38\uff1a{type(e).__name__}\")\n        print(f\"4. \u5f02\u5e38\u4fe1\u606f\uff1a{e}\")\n    except Exception as e:\n        print(f\"5. \u6355\u83b7\u5230\u5176\u4ed6\u5f02\u5e38\uff1a{e}\")\n    else:\n        print(\"6. \u6ca1\u6709\u5f02\u5e38\u53d1\u751f\uff0c\u6267\u884celse\u5757\")\n    finally:\n        print(\"7. \u65e0\u8bba\u662f\u5426\u5f02\u5e38\uff0c\u90fd\u6267\u884cfinally\u5757\")\n    \n    print(\"8. \u5f02\u5e38\u5904\u7406\u7ed3\u675f\uff0c\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u4ee3\u7801\")\n\nprint(\"=== \u5f02\u5e38\u5904\u7406\u6d41\u7a0b\u6f14\u793a ===\")\ndemonstrate_exception_flow()\n\nprint(\"\\n=== \u5f02\u5e38\u4f20\u64ad\u6f14\u793a ===\")\n\ndef inner_function():\n    \"\"\"\u5185\u90e8\u51fd\u6570\uff0c\u5f15\u53d1\u5f02\u5e38\"\"\"\n    print(\"  inner_function: \u5f00\u59cb\")\n    x = 1 \/ 0  <em># \u5f15\u53d1\u5f02\u5e38<\/em>\n    print(\"  inner_function: \u7ed3\u675f\uff08\u4e0d\u4f1a\u6267\u884c\uff09\")\n\ndef middle_function():\n    \"\"\"\u4e2d\u95f4\u51fd\u6570\uff0c\u8c03\u7528\u5185\u90e8\u51fd\u6570\"\"\"\n    print(\"middle_function: \u5f00\u59cb\")\n    try:\n        inner_function()\n    except ZeroDivisionError:\n        print(\"middle_function: \u6355\u83b7\u5230ZeroDivisionError\")\n        <em># \u53ef\u4ee5\u9009\u62e9\u91cd\u65b0\u5f15\u53d1\u5f02\u5e38<\/em>\n        raise  <em># \u4f7f\u7528raise\u91cd\u65b0\u5f15\u53d1\u5f53\u524d\u5f02\u5e38<\/em>\n    print(\"middle_function: \u7ed3\u675f\")\n\ndef outer_function():\n    \"\"\"\u5916\u90e8\u51fd\u6570\uff0c\u8c03\u7528\u4e2d\u95f4\u51fd\u6570\"\"\"\n    print(\"outer_function: \u5f00\u59cb\")\n    try:\n        middle_function()\n    except ZeroDivisionError as e:\n        print(f\"outer_function: \u6355\u83b7\u5230ZeroDivisionError: {e}\")\n    print(\"outer_function: \u7ed3\u675f\")\n\nouter_function()\n\nprint(\"\\n=== \u5f02\u5e38\u94fe\u6f14\u793a ===\")\n\ndef create_exception_chain():\n    \"\"\"\u6f14\u793a\u5f02\u5e38\u94fe\"\"\"\n    try:\n        <em># \u7b2c\u4e00\u4e2a\u64cd\u4f5c<\/em>\n        with open(\"nonexistent.txt\", \"r\") as f:\n            content = f.read()\n    except FileNotFoundError as e:\n        <em># \u5728\u6355\u83b7\u5f02\u5e38\u540e\u5f15\u53d1\u65b0\u7684\u5f02\u5e38\uff0c\u4fdd\u7559\u539f\u59cb\u5f02\u5e38<\/em>\n        raise RuntimeError(\"\u5904\u7406\u6587\u4ef6\u65f6\u53d1\u751f\u9519\u8bef\") from e\n\ntry:\n    create_exception_chain()\nexcept RuntimeError as e:\n    print(f\"\u6355\u83b7\u5230\u5f02\u5e38: {e}\")\n    print(f\"\u6839\u672c\u539f\u56e0: {e.__cause__}\")<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u4e3a\u4ec0\u4e48\u9700\u8981\u81ea\u5b9a\u4e49\u5f02\u5e38\uff1f<\/h3>\n\n\n\n<p>Python\u5185\u7f6e\u4e86\u8bb8\u591a\u5f02\u5e38\u7c7b\u578b\uff0c\u4f46\u5728\u5b9e\u9645\u5f00\u53d1\u4e2d\uff0c\u6211\u4eec\u7ecf\u5e38\u9700\u8981\u521b\u5efa\u81ea\u5df1\u7684\u5f02\u5e38\u7c7b\u6765\u8868\u8fbe\u7279\u5b9a\u7684\u9519\u8bef\u60c5\u51b5\u3002\u81ea\u5b9a\u4e49\u5f02\u5e38\u53ef\u4ee5\u4f7f\u9519\u8bef\u5904\u7406\u66f4\u52a0\u7cbe\u786e\u548c\u6e05\u6670\u3002<\/p>\n\n\n\n<p>\u521b\u5efa\u81ea\u5b9a\u4e49\u5f02\u5e38\u7684\u597d\u5904\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8bed\u4e49\u66f4\u6e05\u6670<\/strong>\uff1a\u81ea\u5b9a\u4e49\u5f02\u5e38\u7684\u540d\u79f0\u53ef\u4ee5\u660e\u786e\u8868\u8fbe\u9519\u8bef\u7684\u542b\u4e49<\/li>\n\n\n\n<li><strong>\u643a\u5e26\u66f4\u591a\u4fe1\u606f<\/strong>\uff1a\u53ef\u4ee5\u5728\u5f02\u5e38\u4e2d\u5305\u542b\u989d\u5916\u7684\u9519\u8bef\u4fe1\u606f<\/li>\n\n\n\n<li><strong>\u7cbe\u786e\u6355\u83b7<\/strong>\uff1a\u53ef\u4ee5\u9488\u5bf9\u7279\u5b9a\u7c7b\u578b\u7684\u5f02\u5e38\u8fdb\u884c\u6355\u83b7\u548c\u5904\u7406<\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u7ec4\u7ec7<\/strong>\uff1a\u5c06\u5f02\u5e38\u5206\u7c7b\uff0c\u4fbf\u4e8e\u7ba1\u7406\u548c\u7ef4\u62a4<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u5982\u4f55\u521b\u5efa\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b<\/h3>\n\n\n\n<p>\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u901a\u5e38\u7ee7\u627f\u81eaException\u7c7b\u6216\u5176\u5b50\u7c7b\u3002\u6211\u4eec\u53ef\u4ee5\u4e3a\u5f02\u5e38\u7c7b\u6dfb\u52a0\u81ea\u5b9a\u4e49\u7684\u5c5e\u6027\u548c\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># ============================================================================<\/em>\n<em># \u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b<\/em>\n<em># ============================================================================<\/em>\n\nprint(\"=== \u57fa\u672c\u81ea\u5b9a\u4e49\u5f02\u5e38 ===\")\n\n<em># \u6700\u7b80\u5355\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38<\/em>\nclass MyCustomError(Exception):\n    \"\"\"\u6211\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\"\"\"\n    pass\n\n<em># \u5e26\u6d88\u606f\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38<\/em>\nclass ValidationError(Exception):\n    \"\"\"\u9a8c\u8bc1\u9519\u8bef\"\"\"\n    \n    def __init__(self, message, field=None, value=None):\n        super().__init__(message)\n        self.field = field\n        self.value = value\n    \n    def __str__(self):\n        base_msg = super().__str__()\n        if self.field:\n            return f\"{base_msg} (\u5b57\u6bb5: {self.field}, \u503c: {self.value})\"\n        return base_msg\n\n<em># \u4f7f\u7528\u81ea\u5b9a\u4e49\u5f02\u5e38<\/em>\ndef validate_age(age):\n    \"\"\"\u9a8c\u8bc1\u5e74\u9f84\"\"\"\n    if not isinstance(age, int):\n        raise ValidationError(\"\u5e74\u9f84\u5fc5\u987b\u662f\u6574\u6570\", \"age\", age)\n    if age &lt; 0:\n        raise ValidationError(\"\u5e74\u9f84\u4e0d\u80fd\u4e3a\u8d1f\u6570\", \"age\", age)\n    if age &gt; 150:\n        raise ValidationError(\"\u5e74\u9f84\u4e0d\u80fd\u8d85\u8fc7150\u5c81\", \"age\", age)\n    return True\n\nprint(\"\u5e74\u9f84\u9a8c\u8bc1\u6d4b\u8bd5:\")\ntest_ages = [25, -5, 200, \"\u4e8c\u5341\"]\n\nfor age in test_ages:\n    try:\n        validate_age(age)\n        print(f\"  {age}: \u9a8c\u8bc1\u901a\u8fc7\")\n    except ValidationError as e:\n        print(f\"  {age}: {e}\")\n\nprint(\"\\n=== \u5f02\u5e38\u5c42\u6b21\u7ed3\u6784 ===\")\n\n<em># \u521b\u5efa\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784<\/em>\nclass BankError(Exception):\n    \"\"\"\u94f6\u884c\u7cfb\u7edf\u5f02\u5e38\u57fa\u7c7b\"\"\"\n    pass\n\nclass InsufficientFundsError(BankError):\n    \"\"\"\u4f59\u989d\u4e0d\u8db3\u5f02\u5e38\"\"\"\n    \n    def __init__(self, balance, amount):\n        self.balance = balance\n        self.amount = amount\n        message = f\"\u4f59\u989d\u4e0d\u8db3\u3002\u5f53\u524d\u4f59\u989d: {balance}\uff0c\u5c1d\u8bd5\u53d6\u6b3e: {amount}\"\n        super().__init__(message)\n\nclass AccountLockedError(BankError):\n    \"\"\"\u8d26\u6237\u9501\u5b9a\u5f02\u5e38\"\"\"\n    \n    def __init__(self, account_number, reason):\n        self.account_number = account_number\n        self.reason = reason\n        message = f\"\u8d26\u6237 {account_number} \u5df2\u88ab\u9501\u5b9a\u3002\u539f\u56e0: {reason}\"\n        super().__init__(message)\n\nclass InvalidTransactionError(BankError):\n    \"\"\"\u65e0\u6548\u4ea4\u6613\u5f02\u5e38\"\"\"\n    pass\n\n<em># \u4f7f\u7528\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784<\/em>\nclass BankAccount:\n    \"\"\"\u94f6\u884c\u8d26\u6237\u7c7b\"\"\"\n    \n    def __init__(self, account_number, initial_balance=0):\n        self.account_number = account_number\n        self.balance = initial_balance\n        self.is_locked = False\n    \n    def withdraw(self, amount):\n        \"\"\"\u53d6\u6b3e\"\"\"\n        if self.is_locked:\n            raise AccountLockedError(self.account_number, \"\u591a\u6b21\u5bc6\u7801\u9519\u8bef\")\n        \n        if amount &lt;= 0:\n            raise InvalidTransactionError(f\"\u53d6\u6b3e\u91d1\u989d\u5fc5\u987b\u5927\u4e8e0: {amount}\")\n        \n        if amount &gt; self.balance:\n            raise InsufficientFundsError(self.balance, amount)\n        \n        self.balance -= amount\n        print(f\"\u53d6\u6b3e\u6210\u529f: {amount}\uff0c\u4f59\u989d: {self.balance}\")\n        return amount\n    \n    def lock_account(self):\n        \"\"\"\u9501\u5b9a\u8d26\u6237\"\"\"\n        self.is_locked = True\n\nprint(\"\u94f6\u884c\u8d26\u6237\u5f02\u5e38\u6d4b\u8bd5:\")\naccount = BankAccount(\"123456\", 1000)\n\ntry:\n    account.withdraw(1500)\nexcept InsufficientFundsError as e:\n    print(f\"\u53d6\u6b3e\u5931\u8d25: {e}\")\n\ntry:\n    account.lock_account()\n    account.withdraw(500)\nexcept AccountLockedError as e:\n    print(f\"\u53d6\u6b3e\u5931\u8d25: {e}\")\n\n<em># \u53ef\u4ee5\u6355\u83b7\u6574\u4e2a\u5f02\u5e38\u5c42\u6b21<\/em>\ntry:\n    account.withdraw(-100)\nexcept BankError as e:\n    print(f\"\u94f6\u884c\u9519\u8bef: {e}\")\n\nprint(\"\\n=== \u5e26\u9519\u8bef\u4ee3\u7801\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38 ===\")\n\nclass APIError(Exception):\n    \"\"\"API\u9519\u8bef\u57fa\u7c7b\"\"\"\n    \n    def __init__(self, message, error_code, http_status=500):\n        super().__init__(message)\n        self.error_code = error_code\n        self.http_status = http_status\n    \n    def to_dict(self):\n        \"\"\"\u8f6c\u6362\u4e3a\u5b57\u5178\uff0c\u7528\u4e8eAPI\u54cd\u5e94\"\"\"\n        return {\n            'error': {\n                'code': self.error_code,\n                'message': str(self),\n                'status': self.http_status\n            }\n        }\n\nclass AuthenticationError(APIError):\n    \"\"\"\u8ba4\u8bc1\u9519\u8bef\"\"\"\n    \n    def __init__(self, message=\"\u8ba4\u8bc1\u5931\u8d25\", error_code=\"AUTH_001\"):\n        super().__init__(message, error_code, 401)\n\nclass ResourceNotFoundError(APIError):\n    \"\"\"\u8d44\u6e90\u672a\u627e\u5230\u9519\u8bef\"\"\"\n    \n    def __init__(self, resource_type, resource_id, error_code=\"NOT_FOUND_001\"):\n        message = f\"{resource_type} {resource_id} \u672a\u627e\u5230\"\n        super().__init__(message, error_code, 404)\n        self.resource_type = resource_type\n        self.resource_id = resource_id\n\nclass ValidationError(APIError):\n    \"\"\"\u9a8c\u8bc1\u9519\u8bef\"\"\"\n    \n    def __init__(self, errors, error_code=\"VALIDATION_001\"):\n        message = \"\u8f93\u5165\u9a8c\u8bc1\u5931\u8d25\"\n        super().__init__(message, error_code, 400)\n        self.errors = errors  <em># \u8be6\u7ec6\u7684\u9519\u8bef\u5217\u8868<\/em>\n\n<em># \u6a21\u62dfAPI\u5904\u7406<\/em>\ndef handle_api_request(request):\n    \"\"\"\u5904\u7406API\u8bf7\u6c42\"\"\"\n    try:\n        <em># \u6a21\u62df\u5904\u7406<\/em>\n        if request.get('auth_token') != 'valid_token':\n            raise AuthenticationError(\"\u65e0\u6548\u7684\u8ba4\u8bc1\u4ee4\u724c\")\n        \n        if request.get('resource_id') == '999':\n            raise ResourceNotFoundError(\"\u7528\u6237\", \"999\")\n        \n        <em># \u9a8c\u8bc1\u8f93\u5165<\/em>\n        errors = []\n        if 'name' not in request:\n            errors.append(\"\u7f3a\u5c11\u5fc5\u586b\u5b57\u6bb5: name\")\n        \n        if errors:\n            raise ValidationError(errors)\n        \n        return {\"status\": \"success\", \"data\": request}\n    \n    except APIError as e:\n        <em># \u8fd4\u56de\u6807\u51c6\u5316\u7684\u9519\u8bef\u54cd\u5e94<\/em>\n        return e.to_dict()\n\n<em># \u6d4b\u8bd5API\u9519\u8bef\u5904\u7406<\/em>\nrequests = [\n    {'auth_token': 'invalid', 'resource_id': '123'},\n    {'auth_token': 'valid_token', 'resource_id': '999'},\n    {'auth_token': 'valid_token'},\n    {'auth_token': 'valid_token', 'name': 'Alice'}\n]\n\nprint(\"API\u8bf7\u6c42\u6d4b\u8bd5:\")\nfor i, req in enumerate(requests, 1):\n    print(f\"\\n\u8bf7\u6c42 {i}: {req}\")\n    response = handle_api_request(req)\n    print(f\"\u54cd\u5e94: {response}\")<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u5f02\u5e38\u5904\u7406\u7684\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u5f02\u5e38\u5904\u7406\u7684\u539f\u5219<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u53ea\u6355\u83b7\u4f60\u80fd\u5904\u7406\u7684\u5f02\u5e38<\/strong>\uff1a\u4e0d\u8981\u6355\u83b7\u6240\u6709\u5f02\u5e38\uff0c\u53ea\u6355\u83b7\u4f60\u77e5\u9053\u5982\u4f55\u5904\u7406\u7684\u5f02\u5e38<\/li>\n\n\n\n<li><strong>\u5c3d\u65e9\u629b\u51fa\uff0c\u5ef6\u8fdf\u6355\u83b7<\/strong>\uff1a\u5728\u53d1\u73b0\u9519\u8bef\u7684\u5730\u65b9\u629b\u51fa\u5f02\u5e38\uff0c\u5728\u80fd\u5904\u7406\u7684\u5730\u65b9\u6355\u83b7\u5f02\u5e38<\/li>\n\n\n\n<li><strong>\u4f7f\u7528\u5177\u4f53\u7684\u5f02\u5e38\u7c7b\u578b<\/strong>\uff1a\u907f\u514d\u6355\u83b7\u8fc7\u4e8e\u5bbd\u6cdb\u7684\u5f02\u5e38\uff0c\u4f7f\u7528\u5177\u4f53\u7684\u5f02\u5e38\u7c7b\u578b<\/li>\n\n\n\n<li><strong>\u4e0d\u8981\u7528\u5f02\u5e38\u63a7\u5236\u6d41\u7a0b<\/strong>\uff1a\u5f02\u5e38\u5904\u7406\u4ee3\u4ef7\u8f83\u9ad8\uff0c\u4e0d\u5e94\u4f5c\u4e3a\u6b63\u5e38\u7684\u63a7\u5236\u6d41\u7a0b<\/li>\n\n\n\n<li><strong>\u6e05\u7406\u8d44\u6e90<\/strong>\uff1a\u4f7f\u7528finally\u6216with\u8bed\u53e5\u786e\u4fdd\u8d44\u6e90\u88ab\u6b63\u786e\u91ca\u653e<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u6700\u4f73\u5b9e\u8df5\u793a\u4f8b<\/h3>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># ============================================================================<\/em>\n<em># \u5f02\u5e38\u5904\u7406\u7684\u6700\u4f73\u5b9e\u8df5<\/em>\n<em># ============================================================================<\/em>\n\nprint(\"=== \u6700\u4f73\u5b9e\u8df5\u6f14\u793a ===\")\n\nprint(\"\\n1. \u907f\u514d\u6355\u83b7\u6240\u6709\u5f02\u5e38\uff08\u53cd\u4f8b\uff09:\")\n\ndef bad_practice_read_file(filename):\n    \"\"\"\u4e0d\u597d\u7684\u5b9e\u8df5\uff1a\u6355\u83b7\u6240\u6709\u5f02\u5e38\"\"\"\n    try:\n        with open(filename, 'r') as f:\n            return f.read()\n    except:  <em># \u6355\u83b7\u6240\u6709\u5f02\u5e38\uff0c\u5305\u62ecKeyboardInterrupt\u7b49<\/em>\n        print(\"\u53d1\u751f\u9519\u8bef\")\n        return None\n\nprint(\"\\n2. \u5177\u4f53\u5f02\u5e38\u5904\u7406\uff08\u597d\u4f8b\u5b50\uff09:\")\n\ndef good_practice_read_file(filename):\n    \"\"\"\u597d\u7684\u5b9e\u8df5\uff1a\u53ea\u6355\u83b7\u5177\u4f53\u7684\u5f02\u5e38\"\"\"\n    try:\n        with open(filename, 'r', encoding='utf-8') as f:\n            return f.read()\n    except FileNotFoundError:\n        print(f\"\u6587\u4ef6\u4e0d\u5b58\u5728: {filename}\")\n        return None\n    except PermissionError:\n        print(f\"\u6ca1\u6709\u6743\u9650\u8bfb\u53d6\u6587\u4ef6: {filename}\")\n        return None\n    except UnicodeDecodeError:\n        print(f\"\u6587\u4ef6\u7f16\u7801\u9519\u8bef: {filename}\")\n        return None\n\nprint(\"\\n3. \u4f7f\u7528\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u786e\u4fdd\u8d44\u6e90\u6e05\u7406:\")\n\nclass DatabaseConnection:\n    \"\"\"\u6570\u636e\u5e93\u8fde\u63a5\u6a21\u62df\u7c7b\"\"\"\n    \n    def __init__(self, connection_string):\n        self.connection_string = connection_string\n        self.is_connected = False\n    \n    def connect(self):\n        print(f\"\u8fde\u63a5\u5230\u6570\u636e\u5e93: {self.connection_string}\")\n        self.is_connected = True\n        return self\n    \n    def execute_query(self, query):\n        if not self.is_connected:\n            raise RuntimeError(\"\u6570\u636e\u5e93\u672a\u8fde\u63a5\")\n        print(f\"\u6267\u884c\u67e5\u8be2: {query}\")\n        <em># \u6a21\u62df\u67e5\u8be2\u7ed3\u679c<\/em>\n        return [{\"id\": 1, \"name\": \"Alice\"}]\n    \n    def close(self):\n        if self.is_connected:\n            print(\"\u5173\u95ed\u6570\u636e\u5e93\u8fde\u63a5\")\n            self.is_connected = False\n\n<em># \u4f7f\u7528\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668<\/em>\nclass DatabaseConnectionManager:\n    \"\"\"\u6570\u636e\u5e93\u8fde\u63a5\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\"\"\"\n    \n    def __init__(self, connection_string):\n        self.connection_string = connection_string\n        self.connection = None\n    \n    def __enter__(self):\n        self.connection = DatabaseConnection(self.connection_string)\n        self.connection.connect()\n        return self.connection\n    \n    def __exit__(self, exc_type, exc_val, exc_tb):\n        if self.connection:\n            self.connection.close()\n        <em># \u5982\u679c\u8fd4\u56deTrue\uff0c\u5219\u5f02\u5e38\u88ab\u6291\u5236\uff1b\u8fd4\u56deFalse\u6216None\uff0c\u5f02\u5e38\u4f1a\u7ee7\u7eed\u4f20\u64ad<\/em>\n        return False\n\nprint(\"\\n\u4f7f\u7528\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668:\")\ntry:\n    with DatabaseConnectionManager(\"mysql:\/\/localhost\/db\") as db:\n        result = db.execute_query(\"SELECT * FROM users\")\n        print(f\"\u67e5\u8be2\u7ed3\u679c: {result}\")\nexcept Exception as e:\n    print(f\"\u6570\u636e\u5e93\u64cd\u4f5c\u5931\u8d25: {e}\")\n\nprint(\"\\n4. \u5f02\u5e38\u94fe\u548c\u91cd\u65b0\u629b\u51fa:\")\n\ndef process_user_data(user_data):\n    \"\"\"\u5904\u7406\u7528\u6237\u6570\u636e\"\"\"\n    try:\n        <em># \u7b2c\u4e00\u6b65\uff1a\u9a8c\u8bc1\u6570\u636e<\/em>\n        if not user_data.get('name'):\n            raise ValueError(\"\u7528\u6237\u59d3\u540d\u4e0d\u80fd\u4e3a\u7a7a\")\n        \n        <em># \u7b2c\u4e8c\u6b65\uff1a\u5904\u7406\u6570\u636e<\/em>\n        processed_data = transform_data(user_data)\n        \n        <em># \u7b2c\u4e09\u6b65\uff1a\u4fdd\u5b58\u6570\u636e<\/em>\n        save_to_database(processed_data)\n        \n    except (ValueError, TypeError) as e:\n        <em># \u6355\u83b7\u7279\u5b9a\u5f02\u5e38\uff0c\u5305\u88c5\u4e3a\u66f4\u9ad8\u7ea7\u522b\u7684\u5f02\u5e38<\/em>\n        raise DataProcessingError(\"\u5904\u7406\u7528\u6237\u6570\u636e\u65f6\u53d1\u751f\u9519\u8bef\") from e\n    except Exception as e:\n        <em># \u5176\u4ed6\u5f02\u5e38\uff0c\u8bb0\u5f55\u65e5\u5fd7\u540e\u91cd\u65b0\u629b\u51fa<\/em>\n        print(f\"\u672a\u77e5\u9519\u8bef: {e}\")\n        raise\n\ndef transform_data(data):\n    \"\"\"\u8f6c\u6362\u6570\u636e\"\"\"\n    <em># \u6a21\u62df\u8f6c\u6362<\/em>\n    if 'age' in data and data['age'] &lt; 0:\n        raise ValueError(\"\u5e74\u9f84\u4e0d\u80fd\u4e3a\u8d1f\u6570\")\n    return {k.upper(): v for k, v in data.items()}\n\ndef save_to_database(data):\n    \"\"\"\u4fdd\u5b58\u5230\u6570\u636e\u5e93\"\"\"\n    <em># \u6a21\u62df\u6570\u636e\u5e93\u9519\u8bef<\/em>\n    if data.get('NAME') == 'ERROR':\n        raise ConnectionError(\"\u6570\u636e\u5e93\u8fde\u63a5\u5931\u8d25\")\n\nclass DataProcessingError(Exception):\n    \"\"\"\u6570\u636e\u5904\u7406\u9519\u8bef\"\"\"\n    pass\n\nprint(\"\\n\u5f02\u5e38\u94fe\u6d4b\u8bd5:\")\ntest_cases = [\n    {},  <em># \u7f3a\u5c11\u59d3\u540d<\/em>\n    {'name': 'Alice', 'age': -5},  <em># \u5e74\u9f84\u4e3a\u8d1f<\/em>\n    {'name': 'ERROR'},  <em># \u6570\u636e\u5e93\u9519\u8bef<\/em>\n    {'name': 'Bob', 'age': 30},  <em># \u6b63\u5e38<\/em>\n]\n\nfor i, data in enumerate(test_cases, 1):\n    print(f\"\\n\u6d4b\u8bd5\u7528\u4f8b {i}: {data}\")\n    try:\n        process_user_data(data)\n        print(\"\u5904\u7406\u6210\u529f\")\n    except DataProcessingError as e:\n        print(f\"\u6570\u636e\u5904\u7406\u9519\u8bef: {e}\")\n        if e.__cause__:\n            print(f\"  \u539f\u56e0: {e.__cause__}\")\n    except Exception as e:\n        print(f\"\u5176\u4ed6\u9519\u8bef: {e}\")\n\nprint(\"\\n5. \u4f7f\u7528else\u5b50\u53e5\u4f7f\u4ee3\u7801\u66f4\u6e05\u6670:\")\n\ndef process_items(items):\n    \"\"\"\u5904\u7406\u9879\u76ee\u5217\u8868\"\"\"\n    results = []\n    \n    for item in items:\n        try:\n            value = int(item)\n        except ValueError:\n            print(f\"\u8df3\u8fc7\u65e0\u6548\u503c: {item}\")\n            continue\n        else:\n            <em># \u53ea\u6709\u5f53try\u5757\u6210\u529f\u65f6\u624d\u6267\u884c<\/em>\n            <em># \u8fd9\u91cc\u53ef\u4ee5\u6dfb\u52a0\u66f4\u591a\u7684\u5904\u7406\u903b\u8f91<\/em>\n            result = value * 2\n            results.append(result)\n    \n    return results\n\nprint(f\"\u5904\u7406\u7ed3\u679c: {process_items(['1', '2', 'abc', '3'])}\")\n\nprint(\"\\n6. \u8bb0\u5f55\u5f02\u5e38\u4fe1\u606f:\")\n\nimport logging\n\n<em># \u914d\u7f6e\u65e5\u5fd7<\/em>\nlogging.basicConfig(level=logging.DEBUG)\n\ndef risky_operation():\n    \"\"\"\u6709\u98ce\u9669\u7684\u64cd\u4f5c\"\"\"\n    import random\n    if random.random() &lt; 0.5:\n        raise RuntimeError(\"\u968f\u673a\u9519\u8bef\u53d1\u751f\")\n\nfor i in range(3):\n    try:\n        risky_operation()\n        print(f\"\u5c1d\u8bd5 {i+1}: \u6210\u529f\")\n    except Exception as e:\n        <em># \u8bb0\u5f55\u5b8c\u6574\u7684\u5f02\u5e38\u4fe1\u606f\uff0c\u5305\u62ec\u5806\u6808\u8ddf\u8e2a<\/em>\n        logging.exception(f\"\u5c1d\u8bd5 {i+1} \u5931\u8d25\")\n        print(f\"\u5c1d\u8bd5 {i+1}: \u5931\u8d25\uff0c\u4f46\u5df2\u8bb0\u5f55\u65e5\u5fd7\")<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u5e38\u89c1\u5f02\u5e38\u5904\u7406\u6a21\u5f0f<\/h3>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># ============================================================================<\/em>\n<em># \u5e38\u89c1\u5f02\u5e38\u5904\u7406\u6a21\u5f0f<\/em>\n<em># ============================================================================<\/em>\n\nprint(\"=== \u5e38\u89c1\u5f02\u5e38\u5904\u7406\u6a21\u5f0f ===\")\n\nprint(\"\\n1. \u91cd\u8bd5\u6a21\u5f0f:\")\n\nimport time\n\ndef retry_operation(operation, max_attempts=3, delay=1):\n    \"\"\"\u91cd\u8bd5\u64cd\u4f5c\u6a21\u5f0f\"\"\"\n    last_exception = None\n    \n    for attempt in range(1, max_attempts + 1):\n        try:\n            print(f\"\u5c1d\u8bd5 {attempt}\/{max_attempts}...\")\n            return operation()\n        except Exception as e:\n            last_exception = e\n            print(f\"\u5c1d\u8bd5 {attempt} \u5931\u8d25: {e}\")\n            if attempt &lt; max_attempts:\n                print(f\"\u7b49\u5f85 {delay} \u79d2\u540e\u91cd\u8bd5...\")\n                time.sleep(delay)\n    \n    print(f\"\u6240\u6709 {max_attempts} \u6b21\u5c1d\u8bd5\u90fd\u5931\u8d25\u4e86\")\n    raise last_exception\n\ndef unreliable_network_call():\n    \"\"\"\u6a21\u62df\u4e0d\u53ef\u9760\u7684\u7f51\u7edc\u8c03\u7528\"\"\"\n    import random\n    if random.random() &lt; 0.7:  <em># 70%\u5931\u8d25\u7387<\/em>\n        raise ConnectionError(\"\u7f51\u7edc\u8fde\u63a5\u5931\u8d25\")\n    return \"\u6570\u636e\"\n\ntry:\n    result = retry_operation(unreliable_network_call, max_attempts=3)\n    print(f\"\u6210\u529f\u83b7\u53d6: {result}\")\nexcept Exception as e:\n    print(f\"\u6700\u7ec8\u5931\u8d25: {e}\")\n\nprint(\"\\n2. \u56de\u9000\u6a21\u5f0f:\")\n\ndef primary_operation():\n    \"\"\"\u4e3b\u64cd\u4f5c\"\"\"\n    raise ConnectionError(\"\u4e3b\u670d\u52a1\u4e0d\u53ef\u7528\")\n\ndef fallback_operation():\n    \"\"\"\u56de\u9000\u64cd\u4f5c\"\"\"\n    return \"\u6765\u81ea\u56de\u9000\u670d\u52a1\u7684\u6570\u636e\"\n\ndef execute_with_fallback(primary_func, fallback_func):\n    \"\"\"\u5e26\u56de\u9000\u7684\u6267\u884c\"\"\"\n    try:\n        return primary_func()\n    except Exception:\n        print(\"\u4e3b\u64cd\u4f5c\u5931\u8d25\uff0c\u5c1d\u8bd5\u56de\u9000\u64cd\u4f5c\")\n        return fallback_func()\n\nresult = execute_with_fallback(primary_operation, fallback_operation)\nprint(f\"\u6267\u884c\u7ed3\u679c: {result}\")\n\nprint(\"\\n3. \u7a7a\u5bf9\u8c61\u6a21\u5f0f\uff08\u66ff\u4ee3\u8fd4\u56deNone\uff09:\")\n\nclass EmptyResult:\n    \"\"\"\u7a7a\u7ed3\u679c\u5bf9\u8c61\"\"\"\n    \n    def __init__(self, message=\"\u6ca1\u6709\u7ed3\u679c\"):\n        self.message = message\n    \n    def __bool__(self):\n        return False\n    \n    def __str__(self):\n        return self.message\n    \n    def get_data(self):\n        return []\n\ndef get_user_data(user_id):\n    \"\"\"\u83b7\u53d6\u7528\u6237\u6570\u636e\"\"\"\n    if user_id &lt; 0:\n        return EmptyResult(f\"\u7528\u6237ID {user_id} \u65e0\u6548\")\n    \n    <em># \u6a21\u62df\u6570\u636e\u83b7\u53d6<\/em>\n    if user_id &gt; 100:\n        return EmptyResult(f\"\u7528\u6237 {user_id} \u4e0d\u5b58\u5728\")\n    \n    return {\"id\": user_id, \"name\": f\"\u7528\u6237{user_id}\"}\n\n<em># \u4f7f\u7528\u7a7a\u5bf9\u8c61\u6a21\u5f0f\uff0c\u907f\u514d\u68c0\u67e5None<\/em>\nuser_ids = [-1, 101, 1, 2]\n\nfor uid in user_ids:\n    result = get_user_data(uid)\n    if result:  <em># \u81ea\u52a8\u8c03\u7528__bool__<\/em>\n        print(f\"\u7528\u6237\u6570\u636e: {result}\")\n    else:\n        print(f\"\u83b7\u53d6\u5931\u8d25: {result}\")\n\nprint(\"\\n4. \u9a8c\u8bc1\u6a21\u5f0f\uff08\u63d0\u524d\u9a8c\u8bc1\uff0c\u907f\u514d\u5f02\u5e38\uff09:\")\n\ndef process_with_validation(data):\n    \"\"\"\u5e26\u9a8c\u8bc1\u7684\u5904\u7406\"\"\"\n    <em># \u63d0\u524d\u9a8c\u8bc1\uff0c\u907f\u514d\u5728\u6df1\u5c42\u903b\u8f91\u4e2d\u629b\u51fa\u5f02\u5e38<\/em>\n    errors = []\n    \n    if 'name' not in data:\n        errors.append(\"\u7f3a\u5c11\u59d3\u540d\")\n    elif len(data['name']) &lt; 2:\n        errors.append(\"\u59d3\u540d\u592a\u77ed\")\n    \n    if 'age' in data:\n        if not isinstance(data['age'], int):\n            errors.append(\"\u5e74\u9f84\u5fc5\u987b\u662f\u6574\u6570\")\n        elif data['age'] &lt; 0:\n            errors.append(\"\u5e74\u9f84\u4e0d\u80fd\u4e3a\u8d1f\u6570\")\n    \n    if errors:\n        return {\"success\": False, \"errors\": errors}\n    \n    <em># \u9a8c\u8bc1\u901a\u8fc7\uff0c\u6267\u884c\u5904\u7406<\/em>\n    return {\"success\": True, \"data\": data}\n\ntest_data = [\n    {},\n    {'name': 'A', 'age': 30},\n    {'name': 'Alice', 'age': -5},\n    {'name': 'Alice', 'age': 30},\n]\n\nfor data in test_data:\n    result = process_with_validation(data)\n    print(f\"\u5904\u7406 {data}: {result}\")<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 \u5f02\u5e38\u5904\u7406\u68c0\u67e5\u6e05\u5355<\/h3>\n\n\n\n<p>\u5728\u7f16\u5199\u5f02\u5e38\u5904\u7406\u4ee3\u7801\u65f6\uff0c\u53ef\u4ee5\u5bf9\u7167\u8fd9\u4e2a\u68c0\u67e5\u6e05\u5355\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u662f\u5426\u53ea\u6355\u83b7\u4e86\u4f60\u80fd\u5904\u7406\u7684\u5f02\u5e38\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u907f\u514d\u4e86\u7a7a\u7684except\u5b50\u53e5\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u5728finally\u6216with\u8bed\u53e5\u4e2d\u6e05\u7406\u4e86\u8d44\u6e90\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u8bb0\u5f55\u4e86\u8db3\u591f\u7684\u4fe1\u606f\u6765\u8c03\u8bd5\u95ee\u9898\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u5411\u7528\u6237\u663e\u793a\u4e86\u53cb\u597d\u7684\u9519\u8bef\u6d88\u606f\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u4fdd\u7559\u4e86\u539f\u59cb\u5f02\u5e38\u4fe1\u606f\uff08\u5982\u679c\u9700\u8981\uff09\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u4f7f\u7528\u4e86\u9002\u5f53\u7684\u5f02\u5e38\u7c7b\u578b\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u907f\u514d\u4e86\u7528\u5f02\u5e38\u63a7\u5236\u6b63\u5e38\u6d41\u7a0b\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u5728\u9002\u5f53\u7684\u5730\u65b9\u91cd\u65b0\u629b\u51fa\u4e86\u5f02\u5e38\uff1f<\/li>\n\n\n\n<li>\u662f\u5426\u6d4b\u8bd5\u4e86\u5f02\u5e38\u5904\u7406\u4ee3\u7801\uff1f<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u5b9e\u6218\u5e94\u7528 &#8211; \u7f51\u7edc\u8bf7\u6c42\u5e93\u7684\u5f02\u5e38\u5904\u7406<\/h2>\n\n\n\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u6a21\u62df\u7684\u7f51\u7edc\u8bf7\u6c42\u5e93\u6765\u5c55\u793a\u5f02\u5e38\u5904\u7406\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u7684\u5e94\u7528\uff1a<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><em># ============================================================================<\/em>\n<em># \u5b9e\u6218\u5e94\u7528\uff1a\u7f51\u7edc\u8bf7\u6c42\u5e93\u7684\u5f02\u5e38\u5904\u7406<\/em>\n<em># ============================================================================<\/em>\n\nimport json\nimport random\nimport time\nfrom typing import Dict, Any, Optional\nfrom dataclasses import dataclass\nfrom enum import Enum\n\nclass HTTPMethod(Enum):\n    \"\"\"HTTP\u65b9\u6cd5\u679a\u4e3e\"\"\"\n    GET = \"GET\"\n    POST = \"POST\"\n    PUT = \"PUT\"\n    DELETE = \"DELETE\"\n\nclass HTTPStatus(Enum):\n    \"\"\"HTTP\u72b6\u6001\u7801\u679a\u4e3e\"\"\"\n    OK = 200\n    CREATED = 201\n    BAD_REQUEST = 400\n    UNAUTHORIZED = 401\n    FORBIDDEN = 403\n    NOT_FOUND = 404\n    INTERNAL_SERVER_ERROR = 500\n    SERVICE_UNAVAILABLE = 503\n\n@dataclass\nclass HTTPResponse:\n    \"\"\"HTTP\u54cd\u5e94\"\"\"\n    status_code: HTTPStatus\n    content: Optional[str] = None\n    headers: Optional[Dict[str, str]] = None\n    \n    def json(self):\n        \"\"\"\u89e3\u6790JSON\u54cd\u5e94\"\"\"\n        if self.content:\n            return json.loads(self.content)\n        return None\n    \n    @property\n    def is_success(self):\n        \"\"\"\u662f\u5426\u6210\u529f\"\"\"\n        return 200 &lt;= self.status_code.value &lt; 300\n\nclass HTTPError(Exception):\n    \"\"\"HTTP\u9519\u8bef\u57fa\u7c7b\"\"\"\n    \n    def __init__(self, message: str, response: Optional[HTTPResponse] = None):\n        super().__init__(message)\n        self.response = response\n\nclass NetworkError(HTTPError):\n    \"\"\"\u7f51\u7edc\u9519\u8bef\"\"\"\n    pass\n\nclass TimeoutError(HTTPError):\n    \"\"\"\u8d85\u65f6\u9519\u8bef\"\"\"\n    pass\n\nclass ClientError(HTTPError):\n    \"\"\"\u5ba2\u6237\u7aef\u9519\u8bef\uff084xx\uff09\"\"\"\n    pass\n\nclass ServerError(HTTPError):\n    \"\"\"\u670d\u52a1\u5668\u9519\u8bef\uff085xx\uff09\"\"\"\n    pass\n\nclass BadRequestError(ClientError):\n    \"\"\"400\u9519\u8bef\"\"\"\n    pass\n\nclass UnauthorizedError(ClientError):\n    \"\"\"401\u9519\u8bef\"\"\"\n    pass\n\nclass ForbiddenError(ClientError):\n    \"\"\"403\u9519\u8bef\"\"\"\n    pass\n\nclass NotFoundError(ClientError):\n    \"\"\"404\u9519\u8bef\"\"\"\n    pass\n\nclass RateLimitError(ClientError):\n    \"\"\"\u901f\u7387\u9650\u5236\u9519\u8bef\"\"\"\n    pass\n\nclass Request:\n    \"\"\"HTTP\u8bf7\u6c42\u7c7b\"\"\"\n    \n    def __init__(self, method: HTTPMethod, url: str, \n                 headers: Optional[Dict[str, str]] = None,\n                 data: Optional[Dict[str, Any]] = None,\n                 timeout: float = 10.0,\n                 max_retries: int = 3):\n        self.method = method\n        self.url = url\n        self.headers = headers or {}\n        self.data = data\n        self.timeout = timeout\n        self.max_retries = max_retries\n    \n    def execute(self) -&gt; HTTPResponse:\n        \"\"\"\u6267\u884c\u8bf7\u6c42\uff08\u6a21\u62df\uff09\"\"\"\n        last_exception = None\n        \n        for attempt in range(self.max_retries):\n            try:\n                print(f\"\\n\u8bf7\u6c42\u5c1d\u8bd5 {attempt + 1}\/{self.max_retries}\")\n                print(f\"{self.method.value} {self.url}\")\n                \n                <em># \u6a21\u62df\u7f51\u7edc\u5ef6\u8fdf<\/em>\n                time.sleep(random.uniform(0.1, 0.5))\n                \n                <em># \u6a21\u62df\u5404\u79cd\u9519\u8bef\u60c5\u51b5<\/em>\n                return self._simulate_http_response()\n                \n            except (NetworkError, TimeoutError) as e:\n                last_exception = e\n                print(f\"\u7f51\u7edc\u9519\u8bef\uff0c\u91cd\u8bd5\u4e2d... ({e})\")\n                \n                if attempt &lt; self.max_retries - 1:\n                    <em># \u6307\u6570\u9000\u907f<\/em>\n                    delay = 2 ** attempt\n                    print(f\"\u7b49\u5f85 {delay} \u79d2...\")\n                    time.sleep(delay)\n                continue\n                \n            except ClientError as e:\n                <em># \u5ba2\u6237\u7aef\u9519\u8bef\u901a\u5e38\u4e0d\u9700\u8981\u91cd\u8bd5<\/em>\n                print(f\"\u5ba2\u6237\u7aef\u9519\u8bef: {e}\")\n                raise\n                \n            except ServerError as e:\n                last_exception = e\n                print(f\"\u670d\u52a1\u5668\u9519\u8bef\uff0c\u91cd\u8bd5\u4e2d... ({e})\")\n                \n                if attempt &lt; self.max_retries - 1:\n                    delay = 1 * (attempt + 1)\n                    print(f\"\u7b49\u5f85 {delay} \u79d2...\")\n                    time.sleep(delay)\n                continue\n        \n        <em># \u6240\u6709\u91cd\u8bd5\u90fd\u5931\u8d25<\/em>\n        print(f\"\u6240\u6709 {self.max_retries} \u6b21\u5c1d\u8bd5\u90fd\u5931\u8d25\u4e86\")\n        raise last_exception\n    \n    def _simulate_http_response(self) -&gt; HTTPResponse:\n        \"\"\"\u6a21\u62dfHTTP\u54cd\u5e94\"\"\"\n        <em># \u6a21\u62df\u968f\u673a\u9519\u8bef<\/em>\n        error_chance = random.random()\n        \n        if error_chance &lt; 0.1:  <em># 10% \u7f51\u7edc\u9519\u8bef<\/em>\n            raise NetworkError(\"\u7f51\u7edc\u8fde\u63a5\u5931\u8d25\")\n        \n        elif error_chance &lt; 0.15:  <em># 5% \u8d85\u65f6<\/em>\n            raise TimeoutError(f\"\u8bf7\u6c42\u8d85\u65f6 ({self.timeout}s)\")\n        \n        <em># \u6a21\u62dfHTTP\u54cd\u5e94<\/em>\n        status_code = self._simulate_status_code()\n        \n        <em># \u6839\u636e\u72b6\u6001\u7801\u521b\u5efa\u54cd\u5e94<\/em>\n        response = HTTPResponse(\n            status_code=status_code,\n            headers={\"Content-Type\": \"application\/json\"}\n        )\n        \n        <em># \u6839\u636e\u72b6\u6001\u7801\u5904\u7406<\/em>\n        if status_code == HTTPStatus.OK:\n            response.content = json.dumps({\n                \"status\": \"success\",\n                \"data\": {\"message\": \"\u8bf7\u6c42\u6210\u529f\"}\n            })\n            return response\n        \n        elif status_code == HTTPStatus.BAD_REQUEST:\n            response.content = json.dumps({\n                \"error\": \"Bad Request\",\n                \"details\": \"\u8bf7\u6c42\u53c2\u6570\u65e0\u6548\"\n            })\n            raise BadRequestError(\"\u8bf7\u6c42\u53c2\u6570\u9519\u8bef\", response)\n        \n        elif status_code == HTTPStatus.UNAUTHORIZED:\n            response.content = json.dumps({\n                \"error\": \"Unauthorized\",\n                \"details\": \"\u9700\u8981\u8ba4\u8bc1\"\n            })\n            raise UnauthorizedError(\"\u672a\u6388\u6743\u8bbf\u95ee\", response)\n        \n        elif status_code == HTTPStatus.FORBIDDEN:\n            response.content = json.dumps({\n                \"error\": \"Forbidden\",\n                \"details\": \"\u8bbf\u95ee\u88ab\u62d2\u7edd\"\n            })\n            raise ForbiddenError(\"\u8bbf\u95ee\u88ab\u62d2\u7edd\", response)\n        \n        elif status_code == HTTPStatus.NOT_FOUND:\n            response.content = json.dumps({\n                \"error\": \"Not Found\",\n                \"details\": \"\u8d44\u6e90\u4e0d\u5b58\u5728\"\n            })\n            raise NotFoundError(\"\u8d44\u6e90\u672a\u627e\u5230\", response)\n        \n        elif status_code == HTTPStatus.INTERNAL_SERVER_ERROR:\n            response.content = json.dumps({\n                \"error\": \"Internal Server Error\",\n                \"details\": \"\u670d\u52a1\u5668\u5185\u90e8\u9519\u8bef\"\n            })\n            raise ServerError(\"\u670d\u52a1\u5668\u5185\u90e8\u9519\u8bef\", response)\n        \n        elif status_code == HTTPStatus.SERVICE_UNAVAILABLE:\n            response.content = json.dumps({\n                \"error\": \"Service Unavailable\",\n                \"details\": \"\u670d\u52a1\u6682\u65f6\u4e0d\u53ef\u7528\"\n            })\n            raise ServerError(\"\u670d\u52a1\u4e0d\u53ef\u7528\", response)\n        \n        else:\n            <em># \u672a\u77e5\u72b6\u6001\u7801<\/em>\n            response.content = json.dumps({\n                \"error\": \"Unknown Error\",\n                \"details\": f\"\u672a\u77e5\u72b6\u6001\u7801: {status_code.value}\"\n            })\n            raise HTTPError(f\"\u672a\u77e5HTTP\u72b6\u6001: {status_code.value}\", response)\n    \n    def _simulate_status_code(self) -&gt; HTTPStatus:\n        \"\"\"\u6a21\u62df\u72b6\u6001\u7801\"\"\"\n        <em># \u6743\u91cd\u5206\u5e03<\/em>\n        weights = {\n            HTTPStatus.OK: 70,           <em># 70% \u6210\u529f<\/em>\n            HTTPStatus.BAD_REQUEST: 5,   <em># 5% \u9519\u8bef\u8bf7\u6c42<\/em>\n            HTTPStatus.UNAUTHORIZED: 3,  <em># 3% \u672a\u6388\u6743<\/em>\n            HTTPStatus.FORBIDDEN: 2,     <em># 2% \u7981\u6b62\u8bbf\u95ee<\/em>\n            HTTPStatus.NOT_FOUND: 5,     <em># 5% \u672a\u627e\u5230<\/em>\n            HTTPStatus.INTERNAL_SERVER_ERROR: 3,  <em># 3% \u670d\u52a1\u5668\u9519\u8bef<\/em>\n            HTTPStatus.SERVICE_UNAVAILABLE: 2,    <em># 2% \u670d\u52a1\u4e0d\u53ef\u7528<\/em>\n        }\n        \n        <em># \u6839\u636e\u6743\u91cd\u968f\u673a\u9009\u62e9<\/em>\n        total = sum(weights.values())\n        r = random.uniform(0, total)\n        current = 0\n        \n        for status, weight in weights.items():\n            current += weight\n            if r &lt;= current:\n                return status\n        \n        return HTTPStatus.OK\n\nclass HttpClient:\n    \"\"\"HTTP\u5ba2\u6237\u7aef\"\"\"\n    \n    def __init__(self, base_url: str = \"\", default_timeout: float = 10.0):\n        self.base_url = base_url\n        self.default_timeout = default_timeout\n    \n    def request(self, method: HTTPMethod, endpoint: str, **kwargs) -&gt; Dict[str, Any]:\n        \"\"\"\u53d1\u9001\u8bf7\u6c42\"\"\"\n        url = f\"{self.base_url}{endpoint}\"\n        \n        request = Request(\n            method=method,\n            url=url,\n            timeout=kwargs.get('timeout', self.default_timeout),\n            max_retries=kwargs.get('max_retries', 3),\n            headers=kwargs.get('headers'),\n            data=kwargs.get('data')\n        )\n        \n        try:\n            response = request.execute()\n            return response.json()\n            \n        except BadRequestError as e:\n            print(f\"\u8bf7\u6c42\u53c2\u6570\u9519\u8bef\uff0c\u8bf7\u68c0\u67e5\u8f93\u5165: {e}\")\n            if e.response and e.response.json():\n                print(f\"\u9519\u8bef\u8be6\u60c5: {e.response.json()}\")\n            raise\n            \n        except UnauthorizedError:\n            print(\"\u8ba4\u8bc1\u5931\u8d25\uff0c\u8bf7\u68c0\u67e5\u4ee4\u724c\")\n            <em># \u8fd9\u91cc\u53ef\u4ee5\u89e6\u53d1\u91cd\u65b0\u8ba4\u8bc1\u903b\u8f91<\/em>\n            raise\n            \n        except ForbiddenError:\n            print(\"\u6743\u9650\u4e0d\u8db3\uff0c\u65e0\u6cd5\u8bbf\u95ee\u8be5\u8d44\u6e90\")\n            raise\n            \n        except NotFoundError:\n            print(\"\u8bf7\u6c42\u7684\u8d44\u6e90\u4e0d\u5b58\u5728\")\n            raise\n            \n        except ServerError as e:\n            print(f\"\u670d\u52a1\u5668\u9519\u8bef\uff0c\u8bf7\u7a0d\u540e\u91cd\u8bd5: {e}\")\n            <em># \u8fd9\u91cc\u53ef\u4ee5\u8bb0\u5f55\u65e5\u5fd7\uff0c\u901a\u77e5\u8fd0\u7ef4\u7b49<\/em>\n            raise\n            \n        except HTTPError as e:\n            print(f\"HTTP\u8bf7\u6c42\u5931\u8d25: {e}\")\n            raise\n            \n        except Exception as e:\n            print(f\"\u672a\u77e5\u9519\u8bef: {e}\")\n            <em># \u8bb0\u5f55\u5b8c\u6574\u7684\u5f02\u5e38\u4fe1\u606f<\/em>\n            import traceback\n            traceback.print_exc()\n            raise\n    \n    def get(self, endpoint: str, **kwargs) -&gt; Dict[str, Any]:\n        \"\"\"GET\u8bf7\u6c42\"\"\"\n        return self.request(HTTPMethod.GET, endpoint, **kwargs)\n    \n    def post(self, endpoint: str, data: Dict[str, Any], **kwargs) -&gt; Dict[str, Any]:\n        \"\"\"POST\u8bf7\u6c42\"\"\"\n        return self.request(HTTPMethod.POST, endpoint, data=data, **kwargs)\n\n<em># \u4f7f\u7528\u793a\u4f8b<\/em>\nprint(\"=== HTTP\u5ba2\u6237\u7aef\u5f02\u5e38\u5904\u7406\u6f14\u793a ===\")\n\ndef demonstrate_http_client():\n    \"\"\"\u6f14\u793aHTTP\u5ba2\u6237\u7aef\u7684\u5f02\u5e38\u5904\u7406\"\"\"\n    client = HttpClient(base_url=\"https:\/\/api.example.com\")\n    \n    endpoints = [\n        (\"\/users\/123\", {}),  <em># \u6b63\u5e38\u8bf7\u6c42<\/em>\n        (\"\/users\/999\", {}),  <em># \u53ef\u80fd\u8fd4\u56de404<\/em>\n        (\"\/admin\/data\", {}),  <em># \u53ef\u80fd\u8fd4\u56de403<\/em>\n        (\"\/auth\/profile\", {}),  <em># \u53ef\u80fd\u8fd4\u56de401<\/em>\n    ]\n    \n    for endpoint, params in endpoints:\n        print(f\"\\n{'='*50}\")\n        print(f\"\u8bf7\u6c42: {endpoint}\")\n        print(f\"{'='*50}\")\n        \n        try:\n            response = client.get(endpoint, **params)\n            print(f\"\u6210\u529f: {response}\")\n            \n        except BadRequestError:\n            print(\"\u5904\u7406\u65b9\u5f0f: \u63d0\u793a\u7528\u6237\u68c0\u67e5\u8f93\u5165\")\n            \n        except UnauthorizedError:\n            print(\"\u5904\u7406\u65b9\u5f0f: \u91cd\u65b0\u8ba4\u8bc1\")\n            <em># \u6a21\u62df\u91cd\u65b0\u83b7\u53d6\u4ee4\u724c<\/em>\n            print(\"\u6b63\u5728\u5237\u65b0\u8ba4\u8bc1\u4ee4\u724c...\")\n            \n        except ForbiddenError:\n            print(\"\u5904\u7406\u65b9\u5f0f: \u63d0\u793a\u6743\u9650\u4e0d\u8db3\")\n            \n        except NotFoundError:\n            print(\"\u5904\u7406\u65b9\u5f0f: \u663e\u793a404\u9875\u9762\")\n            \n        except ServerError:\n            print(\"\u5904\u7406\u65b9\u5f0f: \u663e\u793a\u670d\u52a1\u5668\u9519\u8bef\u9875\u9762\uff0c\u8bb0\u5f55\u65e5\u5fd7\")\n            \n        except (NetworkError, TimeoutError):\n            print(\"\u5904\u7406\u65b9\u5f0f: \u663e\u793a\u7f51\u7edc\u9519\u8bef\uff0c\u63d0\u793a\u68c0\u67e5\u8fde\u63a5\")\n            \n        except HTTPError as e:\n            print(f\"\u5904\u7406\u65b9\u5f0f: \u901a\u7528HTTP\u9519\u8bef\u5904\u7406: {e}\")\n            \n        except Exception as e:\n            print(f\"\u5904\u7406\u65b9\u5f0f: \u672a\u77e5\u9519\u8bef\uff0c\u663e\u793a\u901a\u7528\u9519\u8bef\u9875\u9762: {e}\")\n\n<em># \u8fd0\u884c\u6f14\u793a<\/em>\ndemonstrate_http_client()\n\nprint(\"\\n=== \u5f02\u5e38\u5904\u7406\u7b56\u7565\u603b\u7ed3 ===\")\n\nprint(\"\"\"\n\u5728\u8fd9\u4e2aHTTP\u5ba2\u6237\u7aef\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u4ee5\u4e0b\u5f02\u5e38\u5904\u7406\u7b56\u7565\uff1a\n\n1. \u5206\u5c42\u5f02\u5e38\u8bbe\u8ba1\uff1a\n   - HTTPError (\u57fa\u7c7b)\n     \u251c\u2500\u2500 NetworkError\n     \u251c\u2500\u2500 TimeoutError\n     \u251c\u2500\u2500 ClientError (4xx)\n     \u2502    \u251c\u2500\u2500 BadRequestError (400)\n     \u2502    \u251c\u2500\u2500 UnauthorizedError (401)\n     \u2502    \u251c\u2500\u2500 ForbiddenError (403)\n     \u2502    \u2514\u2500\u2500 NotFoundError (404)\n     \u2514\u2500\u2500 ServerError (5xx)\n\n2. \u91cd\u8bd5\u7b56\u7565\uff1a\n   - \u7f51\u7edc\u9519\u8bef\u548c\u670d\u52a1\u5668\u9519\u8bef\u81ea\u52a8\u91cd\u8bd5\n   - \u5ba2\u6237\u7aef\u9519\u8bef\u4e0d\u91cd\u8bd5\n   - \u4f7f\u7528\u6307\u6570\u9000\u907f\u907f\u514d\u52a0\u91cd\u670d\u52a1\u5668\u8d1f\u62c5\n\n3. \u8d44\u6e90\u6e05\u7406\uff1a\n   - \u4f7f\u7528try-finally\u786e\u4fdd\u8d44\u6e90\u91ca\u653e\n   - \u6a21\u62df\u4e2d\u5c55\u793a\u4e86\u8d85\u65f6\u5904\u7406\n\n4. \u9519\u8bef\u4fe1\u606f\u4f20\u9012\uff1a\n   - \u5f02\u5e38\u4e2d\u5305\u542b\u539f\u59cb\u54cd\u5e94\n   - \u63d0\u4f9b\u53cb\u597d\u7684\u7528\u6237\u6d88\u606f\n   - \u4fdd\u7559\u5b8c\u6574\u7684\u9519\u8bef\u8be6\u60c5\u4f9b\u8c03\u8bd5\n\n5. \u9519\u8bef\u6062\u590d\uff1a\n   - \u6839\u636e\u9519\u8bef\u7c7b\u578b\u91c7\u53d6\u4e0d\u540c\u6062\u590d\u7b56\u7565\n   - \u8ba4\u8bc1\u9519\u8bef\u89e6\u53d1\u91cd\u65b0\u8ba4\u8bc1\n   - \u670d\u52a1\u5668\u9519\u8bef\u8bb0\u5f55\u65e5\u5fd7\u5e76\u901a\u77e5\u8fd0\u7ef4\n\n6. \u7528\u6237\u754c\u9762\uff1a\n   - \u5411\u7528\u6237\u663e\u793a\u53cb\u597d\u7684\u9519\u8bef\u6d88\u606f\n   - \u63d0\u4f9b\u5177\u4f53\u7684\u89e3\u51b3\u5efa\u8bae\n\"\"\")<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u5173\u952e\u77e5\u8bc6\u70b9\u56de\u987e<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u7ed3\u6784<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>try\uff1a\u5305\u542b\u53ef\u80fd\u5f15\u53d1\u5f02\u5e38\u7684\u4ee3\u7801<\/li>\n\n\n\n<li>except\uff1a\u6355\u83b7\u548c\u5904\u7406\u7279\u5b9a\u5f02\u5e38<\/li>\n\n\n\n<li>else\uff1a\u6ca1\u6709\u5f02\u5e38\u53d1\u751f\u65f6\u6267\u884c<\/li>\n\n\n\n<li>finally\uff1a\u65e0\u8bba\u662f\u5426\u5f02\u5e38\u90fd\u6267\u884c\uff0c\u7528\u4e8e\u6e05\u7406\u8d44\u6e90<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7ee7\u627f\u81eaException\u6216\u5176\u5b50\u7c7b<\/li>\n\n\n\n<li>\u53ef\u4ee5\u6dfb\u52a0\u81ea\u5b9a\u4e49\u5c5e\u6027\u548c\u65b9\u6cd5<\/li>\n\n\n\n<li>\u521b\u5efa\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784\u4ee5\u7ec4\u7ec7\u76f8\u5173\u5f02\u5e38<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5f02\u5e38\u5904\u7406\u7684\u6700\u4f73\u5b9e\u8df5<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u53ea\u6355\u83b7\u4f60\u80fd\u5904\u7406\u7684\u5f02\u5e38<\/li>\n\n\n\n<li>\u4f7f\u7528\u5177\u4f53\u7684\u5f02\u5e38\u7c7b\u578b<\/li>\n\n\n\n<li>\u5c3d\u65e9\u629b\u51fa\uff0c\u5ef6\u8fdf\u6355\u83b7<\/li>\n\n\n\n<li>\u4e0d\u8981\u7528\u5f02\u5e38\u63a7\u5236\u6b63\u5e38\u6d41\u7a0b<\/li>\n\n\n\n<li>\u786e\u4fdd\u8d44\u6e90\u88ab\u6b63\u786e\u6e05\u7406<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u5f02\u5e38\u5904\u7406\u7684\u54f2\u5b66\u601d\u8003<\/h3>\n\n\n\n<p>\u5f02\u5e38\u5904\u7406\u53cd\u6620\u4e86\u4e00\u79cd\u9632\u5fa1\u6027\u7f16\u7a0b\u7684\u54f2\u5b66\uff1a\u6211\u4eec\u627f\u8ba4\u7a0b\u5e8f\u4e0d\u53ef\u80fd\u5b8c\u7f8e\uff0c\u603b\u4f1a\u9047\u5230\u610f\u5916\u60c5\u51b5\u3002\u5173\u952e\u4e0d\u662f\u907f\u514d\u6240\u6709\u9519\u8bef\uff0c\u800c\u662f\u4f18\u96c5\u5730\u5904\u7406\u9519\u8bef\u3002<\/p>\n\n\n\n<p>\u597d\u7684\u5f02\u5e38\u5904\u7406\u5e94\u8be5\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4fdd\u62a4\u7528\u6237<\/strong>\uff1a\u907f\u514d\u7a0b\u5e8f\u5d29\u6e83\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u9519\u8bef\u4fe1\u606f<\/li>\n\n\n\n<li><strong>\u4fdd\u62a4\u6570\u636e<\/strong>\uff1a\u786e\u4fdd\u6570\u636e\u5b8c\u6574\u6027\uff0c\u5373\u4f7f\u53d1\u751f\u9519\u8bef<\/li>\n\n\n\n<li><strong>\u4fbf\u4e8e\u8c03\u8bd5<\/strong>\uff1a\u63d0\u4f9b\u8db3\u591f\u7684\u4fe1\u606f\u5b9a\u4f4d\u95ee\u9898<\/li>\n\n\n\n<li><strong>\u4fbf\u4e8e\u6062\u590d<\/strong>\uff1a\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\u5141\u8bb8\u7a0b\u5e8f\u7ee7\u7eed\u8fd0\u884c<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u4e0b\u4e00\u6b65\u5b66\u4e60\u65b9\u5411<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6df1\u5165\u5b66\u4e60Python\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784<\/strong>\uff1a\u4e86\u89e3\u5185\u7f6e\u5f02\u5e38\u7c7b\u7684\u7ec4\u7ec7\u65b9\u5f0f<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u534f\u8bae<\/strong>\uff1a\u7406\u89e3with\u8bed\u53e5\u7684\u5de5\u4f5c\u539f\u7406<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u6d4b\u8bd5\u5f02\u5e38<\/strong>\uff1a\u5982\u4f55\u4f7f\u7528unittest\u6216pytest\u6d4b\u8bd5\u5f02\u5e38\u5904\u7406<\/li>\n\n\n\n<li><strong>\u63a2\u7d22\u5f02\u6b65\u5f02\u5e38\u5904\u7406<\/strong>\uff1a\u5728asyncio\u4e2d\u5982\u4f55\u5904\u7406\u5f02\u5e38<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u5176\u4ed6\u8bed\u8a00\u7684\u5f02\u5e38\u5904\u7406<\/strong>\uff1a\u5bf9\u6bd4Java\u3001C++\u7b49\u8bed\u8a00\u7684\u5f02\u5e38\u673a\u5236<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u7ec8\u601d\u8003<\/h3>\n\n\n\n<p>\u5f02\u5e38\u5904\u7406\u662f\u7f16\u7a0b\u4e2d\u4e0d\u53ef\u907f\u514d\u7684\u4e00\u90e8\u5206\u3002\u638c\u63e1\u5f02\u5e38\u5904\u7406\u7684\u827a\u672f\uff0c\u610f\u5473\u7740\u4f60\u4e0d\u4ec5\u80fd\u7f16\u5199\u51fa\u80fd\u6b63\u5e38\u5de5\u4f5c\u7684\u4ee3\u7801\uff0c\u8fd8\u80fd\u7f16\u5199\u51fa\u5728\u5f02\u5e38\u60c5\u51b5\u4e0b\u4f9d\u7136\u8868\u73b0\u826f\u597d\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u5f02\u5e38\u5904\u7406\u7684\u76ee\u6807\u4e0d\u662f\u6d88\u9664\u6240\u6709\u9519\u8bef\uff08\u8fd9\u662f\u4e0d\u53ef\u80fd\u7684\uff09\uff0c\u800c\u662f\u5728\u9519\u8bef\u53d1\u751f\u65f6\uff0c\u80fd\u591f\u4ee5\u53ef\u63a7\u3001\u53ef\u9884\u6d4b\u7684\u65b9\u5f0f\u5904\u7406\u5b83\u4eec\uff0c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u5bf9\u7528\u6237\u548c\u7cfb\u7edf\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u5bf9Python\u5f02\u5e38\u5904\u7406\u6709\u4e86\u5168\u9762\u7684\u7406\u89e3\u3002\u5728\u5b9e\u8df5\u4e2d\u4e0d\u65ad\u5e94\u7528\u8fd9\u4e9b\u77e5\u8bc6\uff0c\u4f60\u5c06\u9010\u6e10\u5f62\u6210\u81ea\u5df1\u7684\u5f02\u5e38\u5904\u7406\u98ce\u683c\u548c\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u4e00\u8bfe\uff1a\u5f02\u5e38\u5904\u7406\u673a\u5236\uff01\u5b8c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u4e8c\u8bfe\uff1a\u5f02\u5e38\u5904\u7406\u673a\u5236 &#8211; \u8f6f\u4ef6\u4e16\u754c\u7684\u5371\u673a\u7ba1\u7406<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4ee3\u7801\u4e16\u754c\u7684\u4e0d\u786e\u5b9a\u6027\u7ba1\u7406<\/h2>\n\n\n\n<p>\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u65e0\u8bba\u6211\u4eec\u591a\u4e48\u7cbe\u5fc3\u89c4\u5212\uff0c\u610f\u5916\u603b\u662f\u4f1a\u53d1\u751f\uff1a\u5730\u9707\u3001\u505c\u7535\u3001\u4ea4\u901a\u4e8b\u6545\u3002\u540c\u6837\uff0c\u5728\u4ee3\u7801\u4e16\u754c\u4e2d\uff0c\u65e0\u8bba\u6211\u4eec\u591a\u4e48\u4ed4\u7ec6\u7f16\u7a0b\uff0c\u5f02\u5e38\u60c5\u51b5\u603b\u662f\u4f1a\u51fa\u73b0\uff1a\u7f51\u7edc\u4e2d\u65ad\u3001\u6587\u4ef6\u635f\u574f\u3001\u5185\u5b58\u4e0d\u8db3\u3002\u5f02\u5e38\u5904\u7406\u673a\u5236\u5c31\u50cf\u662f\u8f6f\u4ef6\u4e16\u754c\u7684&#8221;\u5371\u673a\u7ba1\u7406&#8221;\u7cfb\u7edf\uff0c\u5b83\u4e0d\u8bd5\u56fe\u6d88\u9664\u6240\u6709\u98ce\u9669\uff0c\u800c\u662f\u786e\u4fdd\u5f53\u98ce\u9669\u53d1\u751f\u65f6\uff0c\u7cfb\u7edf\u80fd\u591f\u4ee5\u53ef\u63a7\u3001\u53ef\u9884\u6d4b\u7684\u65b9\u5f0f\u5e94\u5bf9\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u5f02\u5e38\u5904\u7406\u673a\u5236\u7684\u7cbe\u9ad3\uff0c\u4ece\u57fa\u672c\u7684try-catch-finally\u7ed3\u6784\uff0c\u5230\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u7684\u8bbe\u8ba1\u54f2\u5b66\uff0c\u518d\u5230\u5f02\u5e38\u5904\u7406\u7684\u6700\u4f73\u5b9e\u8df5\u3002\u638c\u63e1\u8fd9\u4e9b\u77e5\u8bc6\uff0c\u4f60\u5c06\u6210\u4e3a\u80fd\u591f\u7f16\u5199\u5065\u58ee\u3001\u53ef\u9760\u8f6f\u4ef6\u7684\u5de5\u7a0b\u5e08\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1atry-catch-finally\u7684\u57fa\u672c\u7ed3\u6784 &#8211; \u5f02\u5e38\u5904\u7406\u7684\u4e09\u5927\u652f\u67f1<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u67b6\u6784<\/h3>\n\n\n\n<p>\u5f02\u5e38\u5904\u7406\u673a\u5236\u7684\u6838\u5fc3\u662ftry-catch-finally\u7ed3\u6784\uff0c\u5b83\u5f62\u6210\u4e86\u5904\u7406\u4ee3\u7801\u6267\u884c\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684\u5f02\u5e38\u60c5\u51b5\u7684\u6807\u51c6\u6a21\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# try-catch-finally\uff1a\u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u67b6\u6784\n# ============================================================================\n\nclass DatabaseConnection:\n    \"\"\"\u6570\u636e\u5e93\u8fde\u63a5\u6a21\u62df\u7c7b\uff1a\u5c55\u793a\u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u7ed3\u6784\"\"\"\n\n    def __init__(self, connection_string):\n        self.connection_string = connection_string\n        self.is_connected = False\n        self.transaction_count = 0\n\n    def connect(self):\n        \"\"\"\u8fde\u63a5\u6570\u636e\u5e93\"\"\"\n        print(f\"\u5c1d\u8bd5\u8fde\u63a5\u6570\u636e\u5e93: {self.connection_string}\")\n\n        # \u6a21\u62df\u8fde\u63a5\u5931\u8d25\u7684\u60c5\u51b5\n        import random\n        if random.random() &lt; 0.3:  # 30%\u6982\u7387\u8fde\u63a5\u5931\u8d25\n            raise ConnectionError(\"\u6570\u636e\u5e93\u8fde\u63a5\u5931\u8d25\uff1a\u7f51\u7edc\u8d85\u65f6\")\n\n        self.is_connected = True\n        print(\"\u6570\u636e\u5e93\u8fde\u63a5\u6210\u529f\")\n\n    def execute_query(self, query):\n        \"\"\"\u6267\u884c\u67e5\u8be2\"\"\"\n        if not self.is_connected:\n            raise RuntimeError(\"\u6570\u636e\u5e93\u672a\u8fde\u63a5\")\n\n        # \u6a21\u62df\u67e5\u8be2\u5931\u8d25\u7684\u60c5\u51b5\n        if \"DROP TABLE\" in query.upper():\n            raise PermissionError(\"\u6ca1\u6709\u6743\u9650\u6267\u884cDROP\u64cd\u4f5c\")\n\n        print(f\"\u6267\u884c\u67e5\u8be2: {query}\")\n        self.transaction_count += 1\n        return &#91;{\"id\": 1, \"name\": \"\u6d4b\u8bd5\u6570\u636e\"}]\n\n    def disconnect(self):\n        \"\"\"\u65ad\u5f00\u8fde\u63a5\"\"\"\n        if self.is_connected:\n            print(\"\u65ad\u5f00\u6570\u636e\u5e93\u8fde\u63a5\")\n            self.is_connected = False\n\ndef demonstrate_basic_structure():\n    \"\"\"\u6f14\u793a\u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u7ed3\u6784\"\"\"\n\n    print(\"=== try-catch-finally \u57fa\u672c\u7ed3\u6784\u6f14\u793a ===\")\n\n    db = DatabaseConnection(\"mysql:\/\/localhost:3306\/mydb\")\n\n    # \u57fa\u672c\u7ed3\u6784\uff1atry - except - finally\n    try:\n        print(\"\\n1. \u5f00\u59cb\u6267\u884ctry\u5757\")\n        db.connect()\n\n        # \u6267\u884c\u4e00\u4e9b\u67e5\u8be2\n        result = db.execute_query(\"SELECT * FROM users\")\n        print(f\"\u67e5\u8be2\u7ed3\u679c: {len(result)} \u6761\u8bb0\u5f55\")\n\n        # \u6545\u610f\u6267\u884c\u4e00\u4e2a\u6709\u95ee\u9898\u7684\u67e5\u8be2\n        db.execute_query(\"DROP TABLE users\")\n\n        print(\"2. try\u5757\u6b63\u5e38\u7ed3\u675f\uff08\u8fd9\u884c\u4e0d\u4f1a\u88ab\u6267\u884c\uff09\")\n\n    except ConnectionError as e:\n        # \u5904\u7406\u7279\u5b9a\u7684\u5f02\u5e38\u7c7b\u578b\n        print(f\"3. \u6355\u83b7\u5230ConnectionError: {e}\")\n        print(\"\u5904\u7406\u65b9\u5f0f\uff1a\u8bb0\u5f55\u65e5\u5fd7\u5e76\u91cd\u8bd5\u8fde\u63a5\")\n\n    except PermissionError as e:\n        # \u5904\u7406\u53e6\u4e00\u4e2a\u7279\u5b9a\u7684\u5f02\u5e38\u7c7b\u578b\n        print(f\"4. \u6355\u83b7\u5230PermissionError: {e}\")\n        print(\"\u5904\u7406\u65b9\u5f0f\uff1a\u63d0\u793a\u7528\u6237\u6743\u9650\u4e0d\u8db3\")\n\n    except Exception as e:\n        # \u5904\u7406\u6240\u6709\u5176\u4ed6\u5f02\u5e38\uff08\u515c\u5e95\uff09\n        print(f\"5. \u6355\u83b7\u5230\u672a\u9884\u671f\u7684\u5f02\u5e38: {type(e).__name__}: {e}\")\n        print(\"\u5904\u7406\u65b9\u5f0f\uff1a\u8bb0\u5f55\u8be6\u7ec6\u65e5\u5fd7\u5e76\u901a\u77e5\u7ba1\u7406\u5458\")\n\n    else:\n        # \u53ea\u6709\u5728\u6ca1\u6709\u5f02\u5e38\u53d1\u751f\u65f6\u624d\u4f1a\u6267\u884c\n        print(\"6. else\u5757\uff1a\u6ca1\u6709\u5f02\u5e38\u53d1\u751f\uff0c\u6267\u884c\u6e05\u7406\u64cd\u4f5c\")\n\n    finally:\n        # \u65e0\u8bba\u662f\u5426\u53d1\u751f\u5f02\u5e38\uff0c\u90fd\u4f1a\u6267\u884c\n        print(\"7. finally\u5757\uff1a\u786e\u4fdd\u8d44\u6e90\u88ab\u91ca\u653e\")\n        db.disconnect()\n\n    print(\"8. \u5f02\u5e38\u5904\u7406\u5b8c\u6210\uff0c\u7a0b\u5e8f\u7ee7\u7eed\u6267\u884c\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_basic_structure()\n\n# \u591a\u573a\u666f\u6d4b\u8bd5\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u5f02\u5e38\u5904\u7406\u6f14\u793a\")\nprint(\"=\"*60)\n\ntest_scenarios = &#91;\n    (\"\u6b63\u5e38\u573a\u666f\", \"SELECT * FROM users\"),\n    (\"\u8fde\u63a5\u5931\u8d25\", \"SELECT * FROM users\"),\n    (\"\u6743\u9650\u4e0d\u8db3\", \"DROP TABLE users\"),\n]\n\nfor scenario_name, query in test_scenarios:\n    print(f\"\\n\u573a\u666f\uff1a{scenario_name}\")\n    print(\"-\" * 40)\n\n    db = DatabaseConnection(\"mysql:\/\/localhost:3306\/mydb\")\n\n    try:\n        # \u4e3a\u4e86\u6f14\u793a\uff0c\u6211\u4eec\u63a7\u5236\u8fde\u63a5\u5931\u8d25\u7684\u6982\u7387\n        if scenario_name == \"\u8fde\u63a5\u5931\u8d25\":\n            # \u5f3a\u5236\u8fde\u63a5\u5931\u8d25\n            import random\n            random.seed(42)  # \u56fa\u5b9a\u968f\u673a\u79cd\u5b50\u4ee5\u786e\u4fdd\u53ef\u91cd\u590d\u6027\n            db.connect = lambda: (_ for _ in ()).throw(ConnectionError(\"\u5f3a\u5236\u8fde\u63a5\u5931\u8d25\"))\n\n        db.connect()\n        result = db.execute_query(query)\n        print(f\"\u6267\u884c\u6210\u529f\uff1a{query}\")\n\n    except ConnectionError as e:\n        print(f\"\u8fde\u63a5\u9519\u8bef\uff1a{e}\")\n\n    except PermissionError as e:\n        print(f\"\u6743\u9650\u9519\u8bef\uff1a{e}\")\n\n    except Exception as e:\n        print(f\"\u5176\u4ed6\u9519\u8bef\uff1a{e}\")\n\n    finally:\n        db.disconnect()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u5f02\u5e38\u5904\u7406\u7684\u5de5\u4f5c\u539f\u7406\u8be6\u89e3<\/h3>\n\n\n\n<p>\u7406\u89e3\u5f02\u5e38\u5904\u7406\u7684\u5de5\u4f5c\u539f\u7406\u5bf9\u4e8e\u7f16\u5199\u6b63\u786e\u7684\u5f02\u5e38\u5904\u7406\u4ee3\u7801\u81f3\u5173\u91cd\u8981\u3002\u8ba9\u6211\u4eec\u6df1\u5165\u770b\u770bPython\u5f02\u5e38\u5904\u7406\u673a\u5236\u7684\u5185\u90e8\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5f02\u5e38\u5904\u7406\u7684\u5de5\u4f5c\u539f\u7406\uff1a\u4ece\u629b\u51fa\u5230\u6355\u83b7\n# ============================================================================\n\ndef demonstrate_exception_mechanics():\n    \"\"\"\u6f14\u793a\u5f02\u5e38\u5904\u7406\u7684\u5de5\u4f5c\u539f\u7406\"\"\"\n\n    print(\"=== \u5f02\u5e38\u5904\u7406\u7684\u5de5\u4f5c\u539f\u7406 ===\")\n\n    # 1. \u5f02\u5e38\u7684\u521b\u5efa\u548c\u629b\u51fa\n    print(\"\\n1. \u5f02\u5e38\u7684\u521b\u5efa\u548c\u629b\u51fa\")\n    print(\"-\" * 40)\n\n    def create_and_raise_exception():\n        \"\"\"\u521b\u5efa\u5e76\u629b\u51fa\u5f02\u5e38\"\"\"\n        # \u521b\u5efa\u5f02\u5e38\u5bf9\u8c61\n        exception = ValueError(\"\u8fd9\u662f\u4e00\u4e2a\u503c\u9519\u8bef\")\n        print(f\"\u521b\u5efa\u5f02\u5e38\u5bf9\u8c61: {exception}\")\n        print(f\"\u5f02\u5e38\u7c7b\u578b: {type(exception)}\")\n\n        # \u629b\u51fa\u5f02\u5e38\n        raise exception\n\n    try:\n        create_and_raise_exception()\n    except ValueError as e:\n        print(f\"\u6355\u83b7\u5230\u5f02\u5e38: {e}\")\n\n    # 2. \u5f02\u5e38\u7684\u4f20\u64ad\n    print(\"\\n2. \u5f02\u5e38\u7684\u4f20\u64ad\uff08\u8c03\u7528\u6808\u5c55\u5f00\uff09\")\n    print(\"-\" * 40)\n\n    def level3():\n        print(\"  level3: \u5f00\u59cb\")\n        raise RuntimeError(\"level3\u4e2d\u7684\u9519\u8bef\")\n        print(\"  level3: \u7ed3\u675f\uff08\u4e0d\u4f1a\u6267\u884c\uff09\")\n\n    def level2():\n        print(\"level2: \u5f00\u59cb\")\n        level3()\n        print(\"level2: \u7ed3\u675f\uff08\u4e0d\u4f1a\u6267\u884c\uff09\")\n\n    def level1():\n        print(\"level1: \u5f00\u59cb\")\n        try:\n            level2()\n        except RuntimeError as e:\n            print(f\"level1: \u6355\u83b7\u5230\u5f02\u5e38 - {e}\")\n        print(\"level1: \u7ed3\u675f\")\n\n    level1()\n\n    # 3. \u5f02\u5e38\u7684\u91cd\u65b0\u629b\u51fa\n    print(\"\\n3. \u5f02\u5e38\u7684\u91cd\u65b0\u629b\u51fa\")\n    print(\"-\" * 40)\n\n    def process_data(data):\n        \"\"\"\u5904\u7406\u6570\u636e\uff0c\u53ef\u80fd\u91cd\u65b0\u629b\u51fa\u5f02\u5e38\"\"\"\n        try:\n            if not data:\n                raise ValueError(\"\u6570\u636e\u4e0d\u80fd\u4e3a\u7a7a\")\n            return f\"\u5904\u7406\u7ed3\u679c: {data}\"\n        except ValueError as e:\n            print(f\"process_data: \u6355\u83b7\u5230\u503c\u9519\u8bef\uff0c\u91cd\u65b0\u629b\u51fa\")\n            # \u91cd\u65b0\u629b\u51fa\u5f02\u5e38\n            raise\n\n    try:\n        result = process_data(\"\")\n    except ValueError as e:\n        print(f\"\u5916\u5c42\u6355\u83b7\u5230: {e}\")\n\n    # 4. \u5f02\u5e38\u94fe\uff08Python 3.0+\uff09\n    print(\"\\n4. \u5f02\u5e38\u94fe\uff08Chained Exceptions\uff09\")\n    print(\"-\" * 40)\n\n    def read_config_file(filename):\n        \"\"\"\u8bfb\u53d6\u914d\u7f6e\u6587\u4ef6\"\"\"\n        try:\n            with open(filename, 'r') as f:\n                return f.read()\n        except FileNotFoundError as e:\n            raise RuntimeError(f\"\u65e0\u6cd5\u8bfb\u53d6\u914d\u7f6e\u6587\u4ef6: {filename}\") from e\n\n    try:\n        config = read_config_file(\"nonexistent_config.txt\")\n    except RuntimeError as e:\n        print(f\"\u6355\u83b7\u5230\u8fd0\u884c\u65f6\u9519\u8bef: {e}\")\n        print(f\"\u6839\u672c\u539f\u56e0: {e.__cause__}\")\n\n    # 5. \u5f02\u5e38\u4fe1\u606f\u7684\u83b7\u53d6\n    print(\"\\n5. \u5f02\u5e38\u4fe1\u606f\u7684\u83b7\u53d6\")\n    print(\"-\" * 40)\n\n    def analyze_exception():\n        \"\"\"\u5206\u6790\u5f02\u5e38\u5bf9\u8c61\"\"\"\n        try:\n            x = 1 \/ 0\n        except ZeroDivisionError as e:\n            print(f\"\u5f02\u5e38\u7c7b\u578b: {type(e).__name__}\")\n            print(f\"\u5f02\u5e38\u6d88\u606f: {e}\")\n            print(f\"\u5f02\u5e38\u53c2\u6570: {e.args}\")\n            print(f\"\u5f02\u5e38\u5b57\u7b26\u4e32\u8868\u793a: {str(e)}\")\n\n            # \u83b7\u53d6\u5f02\u5e38\u7684\u56de\u6eaf\u4fe1\u606f\n            import traceback\n            print(f\"\\n\u5f02\u5e38\u56de\u6eaf:\")\n            traceback.print_exc()\n\n    analyze_exception()\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_exception_mechanics()\n\n# \u5f02\u5e38\u5904\u7406\u6d41\u7a0b\u7684\u53ef\u89c6\u5316\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u5f02\u5e38\u5904\u7406\u6d41\u7a0b\u7684\u53ef\u89c6\u5316\")\nprint(\"=\"*60)\n\nclass ExceptionFlowVisualizer:\n    \"\"\"\u5f02\u5e38\u5904\u7406\u6d41\u7a0b\u53ef\u89c6\u5316\u5668\"\"\"\n\n    def __init__(self):\n        self.steps = &#91;]\n\n    def add_step(self, step):\n        \"\"\"\u6dfb\u52a0\u6b65\u9aa4\"\"\"\n        self.steps.append(step)\n        print(f\"\u6b65\u9aa4 {len(self.steps)}: {step}\")\n\n    def visualize(self):\n        \"\"\"\u53ef\u89c6\u5316\u5f02\u5e38\u5904\u7406\u6d41\u7a0b\"\"\"\n        print(\"\\n\u5f02\u5e38\u5904\u7406\u5b8c\u6574\u6d41\u7a0b\uff1a\")\n        print(\"\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\")\n        print(\"\u2502  1. \u6267\u884ctry\u5757\u4e2d\u7684\u4ee3\u7801                   \u2502\")\n        print(\"\u2502                                         \u2502\")\n        print(\"\u2502  2. \u5982\u679c\u53d1\u751f\u5f02\u5e38\uff1a                      \u2502\")\n        print(\"\u2502     a) \u7acb\u5373\u505c\u6b62\u5f53\u524d\u4ee3\u7801\u6267\u884c            \u2502\")\n        print(\"\u2502     b) \u67e5\u627e\u5339\u914d\u7684except\u5b50\u53e5            \u2502\")\n        print(\"\u2502     c) \u5982\u679c\u627e\u5230\uff0c\u6267\u884cexcept\u5757          \u2502\")\n        print(\"\u2502     d) \u5982\u679c\u6ca1\u6709\u627e\u5230\uff0c\u5f02\u5e38\u5411\u5916\u5c42\u4f20\u64ad    \u2502\")\n        print(\"\u2502                                         \u2502\")\n        print(\"\u2502  3. \u5982\u679c\u6ca1\u6709\u5f02\u5e38\uff1a                      \u2502\")\n        print(\"\u2502     a) \u6267\u884celse\u5757\uff08\u5982\u679c\u6709\uff09            \u2502\")\n        print(\"\u2502                                         \u2502\")\n        print(\"\u2502  4. \u65e0\u8bba\u662f\u5426\u53d1\u751f\u5f02\u5e38\uff1a                  \u2502\")\n        print(\"\u2502     a) \u6267\u884cfinally\u5757                   \u2502\")\n        print(\"\u2502                                         \u2502\")\n        print(\"\u2502  5. \u7ee7\u7eed\u6267\u884c\u540e\u7eed\u4ee3\u7801                    \u2502\")\n        print(\"\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\")\n\nvisualizer = ExceptionFlowVisualizer()\nvisualizer.visualize()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b &#8211; \u8868\u8fbe\u4f60\u7684\u9886\u57df\u9519\u8bef<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u4e3a\u4ec0\u4e48\u9700\u8981\u81ea\u5b9a\u4e49\u5f02\u5e38\uff1f<\/h3>\n\n\n\n<p>\u5185\u7f6e\u5f02\u5e38\u7c7b\uff08\u5982ValueError\u3001TypeError\u7b49\uff09\u9002\u7528\u4e8e\u901a\u7528\u9519\u8bef\u60c5\u51b5\uff0c\u4f46\u5728\u590d\u6742\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff0c\u6211\u4eec\u7ecf\u5e38\u9700\u8981\u8868\u8fbe\u7279\u5b9a\u9886\u57df\u7684\u9519\u8bef\u6982\u5ff5\u3002\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u4f7f\u6211\u4eec\u80fd\u591f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8868\u8fbe\u4e1a\u52a1\u8bed\u4e49<\/strong>\uff1a\u5f02\u5e38\u540d\u79f0\u53ef\u4ee5\u76f4\u63a5\u53cd\u6620\u4e1a\u52a1\u9519\u8bef<\/li>\n\n\n\n<li><strong>\u643a\u5e26\u9886\u57df\u4fe1\u606f<\/strong>\uff1a\u5f02\u5e38\u53ef\u4ee5\u5305\u542b\u7279\u5b9a\u9886\u57df\u7684\u9519\u8bef\u6570\u636e<\/li>\n\n\n\n<li><strong>\u5206\u5c42\u5904\u7406<\/strong>\uff1a\u53ef\u4ee5\u521b\u5efa\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784\uff0c\u8fdb\u884c\u5206\u5c42\u5904\u7406<\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u81ea\u6587\u6863\u5316<\/strong>\uff1a\u5f02\u5e38\u7c7b\u540d\u672c\u8eab\u53ef\u4ee5\u4f5c\u4e3a\u6587\u6863<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u8bbe\u8ba1\u4f18\u79c0\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b<\/h3>\n\n\n\n<p>\u8bbe\u8ba1\u4e00\u4e2a\u597d\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u9700\u8981\u8003\u8651\u591a\u4e2a\u65b9\u9762\uff1a\u547d\u540d\u3001\u7ed3\u6784\u3001\u4fe1\u606f\u4f20\u9012\u7b49\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u7684\u8bbe\u8ba1\u6a21\u5f0f\n# ============================================================================\n\nprint(\"=== \u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u7684\u8bbe\u8ba1\u6a21\u5f0f ===\")\n\n# \u6a21\u5f0f1\uff1a\u7b80\u5355\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\nclass ApplicationError(Exception):\n    \"\"\"\u5e94\u7528\u7a0b\u5e8f\u9519\u8bef\u57fa\u7c7b\"\"\"\n    pass\n\n# \u6a21\u5f0f2\uff1a\u5e26\u9519\u8bef\u4ee3\u7801\u7684\u5f02\u5e38\nclass CodedError(Exception):\n    \"\"\"\u5e26\u9519\u8bef\u4ee3\u7801\u7684\u5f02\u5e38\u57fa\u7c7b\"\"\"\n\n    def __init__(self, message, error_code=None):\n        super().__init__(message)\n        self.error_code = error_code\n\n    def __str__(self):\n        if self.error_code:\n            return f\"&#91;{self.error_code}] {super().__str__()}\"\n        return super().__str__()\n\n# \u6a21\u5f0f3\uff1a\u5e26\u989d\u5916\u5c5e\u6027\u7684\u5f02\u5e38\nclass ValidationError(Exception):\n    \"\"\"\u9a8c\u8bc1\u9519\u8bef\"\"\"\n\n    def __init__(self, message, field=None, value=None, constraint=None):\n        super().__init__(message)\n        self.field = field\n        self.value = value\n        self.constraint = constraint\n\n    def to_dict(self):\n        \"\"\"\u8f6c\u6362\u4e3a\u5b57\u5178\uff0c\u7528\u4e8eAPI\u54cd\u5e94\u7b49\"\"\"\n        return {\n            \"error\": str(self),\n            \"field\": self.field,\n            \"value\": self.value,\n            \"constraint\": self.constraint\n        }\n\n    def __str__(self):\n        base = super().__str__()\n        details = &#91;]\n        if self.field:\n            details.append(f\"\u5b57\u6bb5: {self.field}\")\n        if self.value is not None:\n            details.append(f\"\u503c: {self.value}\")\n        if self.constraint:\n            details.append(f\"\u7ea6\u675f: {self.constraint}\")\n\n        if details:\n            return f\"{base} ({', '.join(details)})\"\n        return base\n\n# \u6a21\u5f0f4\uff1a\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784\nclass PaymentSystemError(Exception):\n    \"\"\"\u652f\u4ed8\u7cfb\u7edf\u9519\u8bef\u57fa\u7c7b\"\"\"\n\n    def __init__(self, message, transaction_id=None):\n        super().__init__(message)\n        self.transaction_id = transaction_id\n\nclass PaymentValidationError(PaymentSystemError):\n    \"\"\"\u652f\u4ed8\u9a8c\u8bc1\u9519\u8bef\"\"\"\n\n    def __init__(self, message, transaction_id=None, validation_errors=None):\n        super().__init__(message, transaction_id)\n        self.validation_errors = validation_errors or &#91;]\n\nclass PaymentProcessingError(PaymentSystemError):\n    \"\"\"\u652f\u4ed8\u5904\u7406\u9519\u8bef\"\"\"\n\n    def __init__(self, message, transaction_id=None, processor_response=None):\n        super().__init__(message, transaction_id)\n        self.processor_response = processor_response\n\nclass InsufficientFundsError(PaymentProcessingError):\n    \"\"\"\u4f59\u989d\u4e0d\u8db3\u9519\u8bef\"\"\"\n\n    def __init__(self, transaction_id, current_balance, required_amount):\n        message = (f\"\u4f59\u989d\u4e0d\u8db3\u3002\u5f53\u524d\u4f59\u989d: ${current_balance:.2f}, \"\n                  f\"\u9700\u8981\u91d1\u989d: ${required_amount:.2f}\")\n        super().__init__(message, transaction_id)\n        self.current_balance = current_balance\n        self.required_amount = required_amount\n\nclass CardDeclinedError(PaymentProcessingError):\n    \"\"\"\u5361\u7247\u88ab\u62d2\u9519\u8bef\"\"\"\n\n    DECLINE_REASONS = {\n        \"EXPIRED\": \"\u5361\u7247\u5df2\u8fc7\u671f\",\n        \"LOST_STOLEN\": \"\u5361\u7247\u6302\u5931\",\n        \"INSUFFICIENT_FUNDS\": \"\u4f59\u989d\u4e0d\u8db3\",\n        \"FRAUD_SUSPECTED\": \"\u7591\u4f3c\u6b3a\u8bc8\u4ea4\u6613\"\n    }\n\n    def __init__(self, transaction_id, decline_code, last_four_digits):\n        reason = self.DECLINE_REASONS.get(decline_code, \"\u672a\u77e5\u539f\u56e0\")\n        message = f\"\u5361\u7247 {last_four_digits} \u88ab\u62d2: {reason}\"\n        super().__init__(message, transaction_id)\n        self.decline_code = decline_code\n        self.last_four_digits = last_four_digits\n        self.reason = reason\n\n# \u4f7f\u7528\u793a\u4f8b\ndef demonstrate_custom_exceptions():\n    \"\"\"\u6f14\u793a\u81ea\u5b9a\u4e49\u5f02\u5e38\u7684\u4f7f\u7528\"\"\"\n\n    print(\"\\n1. \u7b80\u5355\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38:\")\n    try:\n        raise ApplicationError(\"\u5e94\u7528\u7a0b\u5e8f\u53d1\u751f\u9519\u8bef\")\n    except ApplicationError as e:\n        print(f\"\u6355\u83b7\u5230: {e}\")\n\n    print(\"\\n2. \u5e26\u9519\u8bef\u4ee3\u7801\u7684\u5f02\u5e38:\")\n    try:\n        raise CodedError(\"\u6570\u636e\u5e93\u8fde\u63a5\u5931\u8d25\", \"DB_CONN_001\")\n    except CodedError as e:\n        print(f\"\u6355\u83b7\u5230: {e}\")\n        print(f\"\u9519\u8bef\u4ee3\u7801: {e.error_code}\")\n\n    print(\"\\n3. \u5e26\u989d\u5916\u5c5e\u6027\u7684\u5f02\u5e38:\")\n    try:\n        raise ValidationError(\n            \"\u5e74\u9f84\u9a8c\u8bc1\u5931\u8d25\",\n            field=\"age\",\n            value=-5,\n            constraint=\"\u5fc5\u987b\u5927\u4e8e\u7b49\u4e8e0\"\n        )\n    except ValidationError as e:\n        print(f\"\u6355\u83b7\u5230: {e}\")\n        print(f\"\u9519\u8bef\u8be6\u60c5: {e.to_dict()}\")\n\n    print(\"\\n4. \u5f02\u5e38\u5c42\u6b21\u7ed3\u6784\u7684\u4f7f\u7528:\")\n\n    def process_payment(transaction_id, amount, card_balance):\n        \"\"\"\u5904\u7406\u652f\u4ed8\"\"\"\n        if card_balance &lt; amount:\n            raise InsufficientFundsError(\n                transaction_id=transaction_id,\n                current_balance=card_balance,\n                required_amount=amount\n            )\n\n        # \u6a21\u62df\u5176\u4ed6\u9519\u8bef\n        import random\n        if random.random() &lt; 0.3:\n            raise CardDeclinedError(\n                transaction_id=transaction_id,\n                decline_code=\"EXPIRED\",\n                last_four_digits=\"1234\"\n            )\n\n        return True\n\n    # \u6d4b\u8bd5\u652f\u4ed8\u5904\u7406\n    test_cases = &#91;\n        (\"TXN001\", 100.00, 50.00),   # \u4f59\u989d\u4e0d\u8db3\n        (\"TXN002\", 100.00, 200.00),  # \u53ef\u80fd\u6210\u529f\uff0c\u4e5f\u53ef\u80fd\u5361\u7247\u88ab\u62d2\n    ]\n\n    for transaction_id, amount, balance in test_cases:\n        print(f\"\\n\u5904\u7406\u4ea4\u6613 {transaction_id}:\")\n        try:\n            success = process_payment(transaction_id, amount, balance)\n            print(f\"\u652f\u4ed8\u6210\u529f\")\n        except InsufficientFundsError as e:\n            print(f\"\u652f\u4ed8\u5931\u8d25 - \u4f59\u989d\u4e0d\u8db3: {e}\")\n            print(f\"\u5f53\u524d\u4f59\u989d: ${e.current_balance:.2f}\")\n        except CardDeclinedError as e:\n            print(f\"\u652f\u4ed8\u5931\u8d25 - \u5361\u7247\u88ab\u62d2: {e}\")\n            print(f\"\u62d2\u7edd\u539f\u56e0: {e.reason}\")\n        except PaymentProcessingError as e:\n            print(f\"\u652f\u4ed8\u5931\u8d25 - \u5904\u7406\u9519\u8bef: {e}\")\n        except PaymentSystemError as e:\n            print(f\"\u652f\u4ed8\u5931\u8d25 - \u7cfb\u7edf\u9519\u8bef: {e}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_custom_exceptions()\n\n# \u5f02\u5e38\u7c7b\u7684\u8bbe\u8ba1\u539f\u5219\u603b\u7ed3\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b\u7684\u8bbe\u8ba1\u539f\u5219\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u547d\u540d\u6e05\u6670\n  - \u5f02\u5e38\u540d\u5e94\u8be5\u6e05\u695a\u5730\u8868\u8fbe\u9519\u8bef\u7c7b\u578b\n  - \u4f7f\u7528Error\u6216Exception\u4f5c\u4e3a\u540e\u7f00\n  - \u4f8b\u5b50\uff1aValidationError\u6bd4InvalidData\u66f4\u597d\n\n\u539f\u52192\uff1a\u7ee7\u627f\u5408\u7406\n  - \u4ece\u6700\u5408\u9002\u7684\u57fa\u7c7b\u7ee7\u627f\n  - \u521b\u5efa\u6709\u610f\u4e49\u7684\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784\n  - \u4f8b\u5b50\uff1a\u4eceValueError\u800c\u4e0d\u662fException\u7ee7\u627f\u9a8c\u8bc1\u9519\u8bef\n\n\u539f\u52193\uff1a\u4fe1\u606f\u4e30\u5bcc\n  - \u63d0\u4f9b\u8db3\u591f\u7684\u4fe1\u606f\u6765\u8bca\u65ad\u548c\u4fee\u590d\u95ee\u9898\n  - \u5305\u62ec\u4e0a\u4e0b\u6587\u4fe1\u606f\uff08\u5982\u5b57\u6bb5\u540d\u3001\u8f93\u5165\u503c\u7b49\uff09\n  - \u63d0\u4f9b\u673a\u5668\u53ef\u8bfb\u7684\u9519\u8bef\u4ee3\u7801\n\n\u539f\u52194\uff1a\u884c\u4e3a\u4e00\u81f4\n  - \u9075\u5faa\u5185\u7f6e\u5f02\u5e38\u7684\u7ea6\u5b9a\n  - \u5b9e\u73b0__str__\u65b9\u6cd5\u63d0\u4f9b\u53cb\u597d\u7684\u9519\u8bef\u6d88\u606f\n  - \u786e\u4fdd\u5f02\u5e38\u53ef\u4ee5\u88ab\u5e8f\u5217\u5316\uff08\u7528\u4e8e\u65e5\u5fd7\u3001API\u54cd\u5e94\u7b49\uff09\n\n\u539f\u52195\uff1a\u7c92\u5ea6\u9002\u5f53\n  - \u4e0d\u8981\u521b\u5efa\u8fc7\u591a\u7684\u5f02\u5e38\u7c7b\n  - \u4e5f\u4e0d\u8981\u4f7f\u7528\u8fc7\u4e8e\u5bbd\u6cdb\u7684\u5f02\u5e38\u7c7b\n  - \u5e73\u8861\u7075\u6d3b\u6027\u548c\u7b80\u5355\u6027\n\"\"\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\u793a\u4f8b<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u770b\u4e00\u4e2a\u7535\u5546\u7cfb\u7edf\u4e2d\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\u8bbe\u8ba1\u793a\u4f8b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7535\u5546\u7cfb\u7edf\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\u8bbe\u8ba1\n# ============================================================================\n\nprint(\"\\n=== \u7535\u5546\u7cfb\u7edf\u7684\u81ea\u5b9a\u4e49\u5f02\u5e38\u8bbe\u8ba1 ===\")\n\nclass ECommerceError(Exception):\n    \"\"\"\u7535\u5546\u7cfb\u7edf\u9519\u8bef\u57fa\u7c7b\"\"\"\n\n    def __init__(self, message, user_id=None, order_id=None):\n        super().__init__(message)\n        self.user_id = user_id\n        self.order_id = order_id\n\n    def log_error(self):\n        \"\"\"\u8bb0\u5f55\u9519\u8bef\u65e5\u5fd7\"\"\"\n        import logging\n        logger = logging.getLogger(__name__)\n        logger.error(f\"{self.__class__.__name__}: {self}\")\n        if self.user_id:\n            logger.error(f\"\u7528\u6237ID: {self.user_id}\")\n        if self.order_id:\n            logger.error(f\"\u8ba2\u5355ID: {self.order_id}\")\n\n# \u5e93\u5b58\u76f8\u5173\u5f02\u5e38\nclass InventoryError(ECommerceError):\n    \"\"\"\u5e93\u5b58\u9519\u8bef\"\"\"\n    pass\n\nclass OutOfStockError(InventoryError):\n    \"\"\"\u7f3a\u8d27\u9519\u8bef\"\"\"\n\n    def __init__(self, product_id, requested_quantity, available_quantity, **kwargs):\n        message = (f\"\u4ea7\u54c1 {product_id} \u7f3a\u8d27\u3002\"\n                  f\"\u8bf7\u6c42\u6570\u91cf: {requested_quantity}, \"\n                  f\"\u53ef\u7528\u6570\u91cf: {available_quantity}\")\n        super().__init__(message, **kwargs)\n        self.product_id = product_id\n        self.requested_quantity = requested_quantity\n        self.available_quantity = available_quantity\n\nclass LowStockWarning(InventoryError):\n    \"\"\"\u5e93\u5b58\u4e0d\u8db3\u8b66\u544a\"\"\"\n\n    def __init__(self, product_id, current_stock, threshold, **kwargs):\n        message = (f\"\u4ea7\u54c1 {product_id} \u5e93\u5b58\u4e0d\u8db3\u3002\"\n                  f\"\u5f53\u524d\u5e93\u5b58: {current_stock}, \"\n                  f\"\u9608\u503c: {threshold}\")\n        super().__init__(message, **kwargs)\n        self.product_id = product_id\n        self.current_stock = current_stock\n        self.threshold = threshold\n\n# \u8ba2\u5355\u76f8\u5173\u5f02\u5e38\nclass OrderError(ECommerceError):\n    \"\"\"\u8ba2\u5355\u9519\u8bef\"\"\"\n    pass\n\nclass OrderValidationError(OrderError):\n    \"\"\"\u8ba2\u5355\u9a8c\u8bc1\u9519\u8bef\"\"\"\n\n    def __init__(self, validation_errors, **kwargs):\n        message = \"\u8ba2\u5355\u9a8c\u8bc1\u5931\u8d25\"\n        super().__init__(message, **kwargs)\n        self.validation_errors = validation_errors\n\n    def __str__(self):\n        errors = \"\\n\".join(&#91;f\"  - {err}\" for err in self.validation_errors])\n        return f\"{super().__str__()}:\\n{errors}\"\n\nclass OrderCancellationError(OrderError):\n    \"\"\"\u8ba2\u5355\u53d6\u6d88\u9519\u8bef\"\"\"\n\n    def __init__(self, reason, **kwargs):\n        message = f\"\u8ba2\u5355\u53d6\u6d88\u5931\u8d25: {reason}\"\n        super().__init__(message, **kwargs)\n        self.reason = reason\n\nclass OrderAlreadyShippedError(OrderCancellationError):\n    \"\"\"\u8ba2\u5355\u5df2\u53d1\u8d27\u9519\u8bef\"\"\"\n\n    def __init__(self, shipping_date, **kwargs):\n        reason = f\"\u8ba2\u5355\u5df2\u4e8e {shipping_date} \u53d1\u8d27\uff0c\u65e0\u6cd5\u53d6\u6d88\"\n        super().__init__(reason, **kwargs)\n        self.shipping_date = shipping_date\n\n# \u652f\u4ed8\u76f8\u5173\u5f02\u5e38\nclass PaymentError(ECommerceError):\n    \"\"\"\u652f\u4ed8\u9519\u8bef\"\"\"\n    pass\n\n# \u7528\u6237\u76f8\u5173\u5f02\u5e38\nclass UserError(ECommerceError):\n    \"\"\"\u7528\u6237\u9519\u8bef\"\"\"\n    pass\n\nclass AuthenticationError(UserError):\n    \"\"\"\u8ba4\u8bc1\u9519\u8bef\"\"\"\n\n    def __init__(self, reason, **kwargs):\n        message = f\"\u8ba4\u8bc1\u5931\u8d25: {reason}\"\n        super().__init__(message, **kwargs)\n        self.reason = reason\n\nclass AuthorizationError(UserError):\n    \"\"\"\u6388\u6743\u9519\u8bef\"\"\"\n\n    def __init__(self, action, resource, **kwargs):\n        message = f\"\u7528\u6237\u6ca1\u6709\u6743\u9650\u6267\u884c {action} \u64cd\u4f5c\u4e8e {resource}\"\n        super().__init__(message, **kwargs)\n        self.action = action\n        self.resource = resource\n\n# \u4f7f\u7528\u793a\u4f8b\nclass ECommerceSystem:\n    \"\"\"\u7535\u5546\u7cfb\u7edf\"\"\"\n\n    def __init__(self):\n        self.inventory = {\n            \"P001\": {\"name\": \"iPhone 15\", \"stock\": 5, \"price\": 7999},\n            \"P002\": {\"name\": \"MacBook Pro\", \"stock\": 2, \"price\": 12999},\n            \"P003\": {\"name\": \"AirPods\", \"stock\": 0, \"price\": 1399},\n        }\n        self.orders = {}\n\n    def check_inventory(self, product_id, quantity):\n        \"\"\"\u68c0\u67e5\u5e93\u5b58\"\"\"\n        product = self.inventory.get(product_id)\n        if not product:\n            raise InventoryError(f\"\u4ea7\u54c1 {product_id} \u4e0d\u5b58\u5728\")\n\n        if product&#91;\"stock\"] == 0:\n            raise OutOfStockError(\n                product_id=product_id,\n                requested_quantity=quantity,\n                available_quantity=0,\n                user_id=\"U001\"\n            )\n\n        if product&#91;\"stock\"] &lt; quantity:\n            raise OutOfStockError(\n                product_id=product_id,\n                requested_quantity=quantity,\n                available_quantity=product&#91;\"stock\"],\n                user_id=\"U001\"\n            )\n\n        # \u68c0\u67e5\u5e93\u5b58\u8b66\u544a\n        if product&#91;\"stock\"] &lt; 3:\n            raise LowStockWarning(\n                product_id=product_id,\n                current_stock=product&#91;\"stock\"],\n                threshold=3,\n                user_id=\"U001\"\n            )\n\n        return True\n\n    def place_order(self, user_id, items):\n        \"\"\"\u4e0b\u5355\"\"\"\n        # \u9a8c\u8bc1\u8ba2\u5355\n        validation_errors = &#91;]\n\n        if not items:\n            validation_errors.append(\"\u8ba2\u5355\u4e0d\u80fd\u4e3a\u7a7a\")\n\n        for item in items:\n            if \"product_id\" not in item:\n                validation_errors.append(\"\u6bcf\u4e2a\u5546\u54c1\u5fc5\u987b\u5305\u542bproduct_id\")\n            if \"quantity\" not in item or item&#91;\"quantity\"] &lt;= 0:\n                validation_errors.append(f\"\u5546\u54c1 {item.get('product_id', '\u672a\u77e5')} \u6570\u91cf\u65e0\u6548\")\n\n        if validation_errors:\n            raise OrderValidationError(\n                validation_errors=validation_errors,\n                user_id=user_id\n            )\n\n        # \u68c0\u67e5\u5e93\u5b58\n        for item in items:\n            try:\n                self.check_inventory(item&#91;\"product_id\"], item&#91;\"quantity\"])\n            except LowStockWarning as e:\n                print(f\"\u8b66\u544a: {e}\")\n                # \u7ee7\u7eed\u5904\u7406\uff0c\u4f4e\u5e93\u5b58\u4e0d\u662f\u81f4\u547d\u9519\u8bef\n            except OutOfStockError as e:\n                # \u7f3a\u8d27\u662f\u81f4\u547d\u9519\u8bef\n                raise\n\n        # \u521b\u5efa\u8ba2\u5355\n        import uuid\n        order_id = f\"ORD-{uuid.uuid4().hex&#91;:8].upper()}\"\n\n        self.orders&#91;order_id] = {\n            \"user_id\": user_id,\n            \"items\": items,\n            \"status\": \"created\"\n        }\n\n        print(f\"\u8ba2\u5355\u521b\u5efa\u6210\u529f: {order_id}\")\n        return order_id\n\n    def cancel_order(self, user_id, order_id):\n        \"\"\"\u53d6\u6d88\u8ba2\u5355\"\"\"\n        order = self.orders.get(order_id)\n        if not order:\n            raise OrderError(f\"\u8ba2\u5355 {order_id} \u4e0d\u5b58\u5728\", user_id=user_id, order_id=order_id)\n\n        if order&#91;\"user_id\"] != user_id:\n            raise AuthorizationError(\n                action=\"cancel\",\n                resource=f\"order:{order_id}\",\n                user_id=user_id,\n                order_id=order_id\n            )\n\n        if order&#91;\"status\"] == \"shipped\":\n            raise OrderAlreadyShippedError(\n                shipping_date=\"2024-01-15\",\n                user_id=user_id,\n                order_id=order_id\n            )\n\n        order&#91;\"status\"] = \"cancelled\"\n        print(f\"\u8ba2\u5355\u53d6\u6d88\u6210\u529f: {order_id}\")\n        return True\n\n# \u6d4b\u8bd5\u7535\u5546\u7cfb\u7edf\nprint(\"\\n\u6d4b\u8bd5\u7535\u5546\u7cfb\u7edf\u5f02\u5e38\u5904\u7406:\")\n\nsystem = ECommerceSystem()\n\n# \u6d4b\u8bd51\uff1a\u6b63\u5e38\u4e0b\u5355\nprint(\"\\n\u6d4b\u8bd51\uff1a\u6b63\u5e38\u4e0b\u5355\")\ntry:\n    order_id = system.place_order(\"U001\", &#91;\n        {\"product_id\": \"P001\", \"quantity\": 1},\n        {\"product_id\": \"P002\", \"quantity\": 1}\n    ])\n    print(f\"\u4e0b\u5355\u6210\u529f: {order_id}\")\nexcept ECommerceError as e:\n    print(f\"\u4e0b\u5355\u5931\u8d25: {e}\")\n    e.log_error()\n\n# \u6d4b\u8bd52\uff1a\u7f3a\u8d27\u5546\u54c1\nprint(\"\\n\u6d4b\u8bd52\uff1a\u8d2d\u4e70\u7f3a\u8d27\u5546\u54c1\")\ntry:\n    order_id = system.place_order(\"U001\", &#91;\n        {\"product_id\": \"P003\", \"quantity\": 1}  # \u5e93\u5b58\u4e3a0\n    ])\n    print(f\"\u4e0b\u5355\u6210\u529f: {order_id}\")\nexcept OutOfStockError as e:\n    print(f\"\u4e0b\u5355\u5931\u8d25 - \u7f3a\u8d27: {e}\")\n    print(f\"\u4ea7\u54c1: {e.product_id}, \u53ef\u7528: {e.available_quantity}\")\nexcept ECommerceError as e:\n    print(f\"\u4e0b\u5355\u5931\u8d25: {e}\")\n\n# \u6d4b\u8bd53\uff1a\u65e0\u6548\u8ba2\u5355\nprint(\"\\n\u6d4b\u8bd53\uff1a\u65e0\u6548\u8ba2\u5355\")\ntry:\n    order_id = system.place_order(\"U001\", &#91;\n        {\"product_id\": \"P001\", \"quantity\": 0}  # \u6570\u91cf\u65e0\u6548\n    ])\n    print(f\"\u4e0b\u5355\u6210\u529f: {order_id}\")\nexcept OrderValidationError as e:\n    print(f\"\u4e0b\u5355\u5931\u8d25 - \u9a8c\u8bc1\u9519\u8bef: {e}\")\nexcept ECommerceError as e:\n    print(f\"\u4e0b\u5355\u5931\u8d25: {e}\")\n\n# \u6d4b\u8bd54\uff1a\u53d6\u6d88\u8ba2\u5355\nprint(\"\\n\u6d4b\u8bd54\uff1a\u53d6\u6d88\u8ba2\u5355\")\ntry:\n    # \u5148\u521b\u5efa\u4e00\u4e2a\u8ba2\u5355\n    order_id = system.place_order(\"U001\", &#91;\n        {\"product_id\": \"P001\", \"quantity\": 1}\n    ])\n\n    # \u6a21\u62df\u8ba2\u5355\u5df2\u53d1\u8d27\n    system.orders&#91;order_id]&#91;\"status\"] = \"shipped\"\n\n    # \u5c1d\u8bd5\u53d6\u6d88\n    success = system.cancel_order(\"U001\", order_id)\n    print(f\"\u53d6\u6d88\u6210\u529f: {success}\")\nexcept OrderAlreadyShippedError as e:\n    print(f\"\u53d6\u6d88\u5931\u8d25 - \u5df2\u53d1\u8d27: {e}\")\n    print(f\"\u53d1\u8d27\u65e5\u671f: {e.shipping_date}\")\nexcept AuthorizationError as e:\n    print(f\"\u53d6\u6d88\u5931\u8d25 - \u6743\u9650\u4e0d\u8db3: {e}\")\n    print(f\"\u64cd\u4f5c: {e.action}, \u8d44\u6e90: {e.resource}\")\nexcept ECommerceError as e:\n    print(f\"\u53d6\u6d88\u5931\u8d25: {e}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u5f02\u5e38\u5904\u7406\u7684\u6700\u4f73\u5b9e\u8df5 &#8211; \u827a\u672f\u4e0e\u79d1\u5b66\u7684\u7ed3\u5408<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u539f\u5219<\/h3>\n\n\n\n<p>\u5f02\u5e38\u5904\u7406\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u8bbe\u8ba1\u54f2\u5b66\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u539f\u5219\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u539f\u5219\n# ============================================================================\n\nprint(\"=== \u5f02\u5e38\u5904\u7406\u7684\u57fa\u672c\u539f\u5219 ===\")\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u53ea\u5904\u7406\u4f60\u80fd\u5904\u7406\u7684\u5f02\u5e38\n  \u4e0d\u8981\u6355\u83b7\u5f02\u5e38\u53ea\u662f\u4e3a\u4e86\u5ffd\u7565\u5b83\u3002\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u5982\u4f55\u5904\u7406\u4e00\u4e2a\u5f02\u5e38\uff0c\u8ba9\u5b83\u4f20\u64ad\u5230\u80fd\u5904\u7406\u5b83\u7684\u5730\u65b9\u3002\n\n\u539f\u52192\uff1a\u4f7f\u7528\u5177\u4f53\u7684\u5f02\u5e38\u7c7b\u578b\n  \u907f\u514d\u6355\u83b7\u8fc7\u4e8e\u5bbd\u6cdb\u7684\u5f02\u5e38\uff08\u5982except Exception\uff09\uff0c\u8fd9\u53ef\u80fd\u4f1a\u9690\u85cf\u771f\u6b63\u7684\u9519\u8bef\u3002\n\n\u539f\u52193\uff1a\u4fdd\u6301\u5f02\u5e38\u7684\u539f\u5b50\u6027\n  \u5982\u679c\u5f02\u5e38\u53d1\u751f\uff0c\u5e94\u8be5\u786e\u4fdd\u7cfb\u7edf\u72b6\u6001\u662f\u4e00\u81f4\u7684\uff0c\u4e0d\u4f1a\u5904\u4e8e\u534a\u5b8c\u6210\u72b6\u6001\u3002\n\n\u539f\u52194\uff1a\u63d0\u4f9b\u6709\u7528\u7684\u9519\u8bef\u4fe1\u606f\n  \u5f02\u5e38\u6d88\u606f\u5e94\u8be5\u5e2e\u52a9\u7528\u6237\u6216\u5f00\u53d1\u8005\u7406\u89e3\u53d1\u751f\u4e86\u4ec0\u4e48\u4ee5\u53ca\u5982\u4f55\u4fee\u590d\u3002\n\n\u539f\u52195\uff1a\u8bb0\u5f55\u5f02\u5e38\u4f46\u4e0d\u66b4\u9732\u654f\u611f\u4fe1\u606f\n  \u8bb0\u5f55\u8be6\u7ec6\u7684\u5f02\u5e38\u4fe1\u606f\u7528\u4e8e\u8c03\u8bd5\uff0c\u4f46\u5411\u7528\u6237\u663e\u793a\u53cb\u597d\u7684\u3001\u975e\u6280\u672f\u6027\u7684\u6d88\u606f\u3002\n\"\"\")\n\n# \u793a\u4f8b\uff1a\u9075\u5faa\u539f\u5219\u7684\u4ee3\u7801\nprint(\"\\n\u793a\u4f8b\uff1a\u9075\u5faa\u539f\u5219\u7684\u5f02\u5e38\u5904\u7406\")\n\nclass DataProcessor:\n    \"\"\"\u6570\u636e\u5904\u7406\u7c7b\uff1a\u5c55\u793a\u826f\u597d\u7684\u5f02\u5e38\u5904\u7406\u5b9e\u8df5\"\"\"\n\n    def process_data(self, data):\n        \"\"\"\u5904\u7406\u6570\u636e\"\"\"\n\n        # \u539f\u52191\uff1a\u5c3d\u65e9\u9a8c\u8bc1\uff0c\u907f\u514d\u6df1\u5c42\u5d4c\u5957\u4e2d\u7684\u5f02\u5e38\n        if not data:\n            raise ValueError(\"\u6570\u636e\u4e0d\u80fd\u4e3a\u7a7a\")\n\n        try:\n            # \u590d\u6742\u7684\u6570\u636e\u5904\u7406\n            result = self._complex_processing(data)\n\n            # \u539f\u52193\uff1a\u786e\u4fdd\u539f\u5b50\u6027\n            # \u5982\u679c\u540e\u7eed\u6b65\u9aa4\u5931\u8d25\uff0c\u5e94\u8be5\u56de\u6eda\u4e4b\u524d\u7684\u6240\u6709\u66f4\u6539\n            self._save_result(result)\n\n            return result\n\n        except (ValueError, TypeError) as e:\n            # \u539f\u52192\uff1a\u4f7f\u7528\u5177\u4f53\u7684\u5f02\u5e38\u7c7b\u578b\n            # \u6211\u4eec\u77e5\u9053\u5982\u4f55\u5904\u7406\u8fd9\u4e9b\u5f02\u5e38\n            print(f\"\u6570\u636e\u5904\u7406\u5931\u8d25: {e}\")\n            # \u539f\u52193\uff1a\u6e05\u7406\u6216\u56de\u6eda\n            self._cleanup()\n            raise  # \u91cd\u65b0\u629b\u51fa\uff0c\u8ba9\u8c03\u7528\u8005\u77e5\u9053\u5931\u8d25\n\n        except Exception as e:\n            # \u539f\u52191\uff1a\u4e0d\u5904\u7406\u672a\u77e5\u5f02\u5e38\n            # \u8bb0\u5f55\u65e5\u5fd7\u4f46\u91cd\u65b0\u629b\u51fa\n            self._log_unexpected_error(e)\n            raise\n\n        finally:\n            # \u539f\u52193\uff1a\u786e\u4fdd\u8d44\u6e90\u6e05\u7406\n            self._release_resources()\n\n    def _complex_processing(self, data):\n        \"\"\"\u590d\u6742\u7684\u6570\u636e\u5904\u7406\"\"\"\n        import json\n        try:\n            # \u5c1d\u8bd5\u89e3\u6790JSON\n            parsed = json.loads(data)\n            return parsed\n        except json.JSONDecodeError as e:\n            # \u539f\u52194\uff1a\u63d0\u4f9b\u6709\u7528\u7684\u9519\u8bef\u4fe1\u606f\n            raise ValueError(f\"\u65e0\u6548\u7684JSON\u6570\u636e: {e.msg} \u5728\u7b2c{e.lineno}\u884c\")\n\n    def _save_result(self, result):\n        \"\"\"\u4fdd\u5b58\u7ed3\u679c\"\"\"\n        # \u6a21\u62df\u4fdd\u5b58\u5931\u8d25\n        import random\n        if random.random() &lt; 0.3:\n            raise IOError(\"\u4fdd\u5b58\u5230\u6570\u636e\u5e93\u5931\u8d25\")\n\n    def _cleanup(self):\n        \"\"\"\u6e05\u7406\u64cd\u4f5c\"\"\"\n        print(\"\u6267\u884c\u6e05\u7406\u64cd\u4f5c...\")\n\n    def _log_unexpected_error(self, error):\n        \"\"\"\u8bb0\u5f55\u672a\u9884\u671f\u7684\u9519\u8bef\"\"\"\n        import logging\n        logging.error(f\"\u672a\u9884\u671f\u7684\u9519\u8bef: {error}\", exc_info=True)\n\n    def _release_resources(self):\n        \"\"\"\u91ca\u653e\u8d44\u6e90\"\"\"\n        print(\"\u91ca\u653e\u8d44\u6e90...\")\n\n# \u6d4b\u8bd5\nprint(\"\\n\u6d4b\u8bd5\u6570\u636e\u5904\u7406:\")\nprocessor = DataProcessor()\n\ntest_cases = &#91;\n    \"\",  # \u7a7a\u6570\u636e\n    \"{invalid json}\",  # \u65e0\u6548JSON\n    '{\"valid\": \"json\"}',  # \u6709\u6548JSON\n]\n\nfor i, data in enumerate(test_cases, 1):\n    print(f\"\\n\u6d4b\u8bd5\u7528\u4f8b {i}: {data&#91;:20]}...\")\n    try:\n        result = processor.process_data(data)\n        print(f\"\u5904\u7406\u6210\u529f: {result}\")\n    except ValueError as e:\n        print(f\"\u503c\u9519\u8bef: {e}\")\n    except Exception as e:\n        print(f\"\u5176\u4ed6\u9519\u8bef: {type(e).__name__}: {e}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u5f02\u5e38\u5904\u7406\u7684\u9ad8\u7ea7\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u9664\u4e86\u57fa\u672c\u539f\u5219\uff0c\u8fd8\u6709\u4e00\u4e9b\u9ad8\u7ea7\u7684\u5f02\u5e38\u5904\u7406\u6a21\u5f0f\u53ef\u4ee5\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u4f7f\u7528\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5f02\u5e38\u5904\u7406\u7684\u9ad8\u7ea7\u6a21\u5f0f\n# ============================================================================\n\nprint(\"\\n=== \u5f02\u5e38\u5904\u7406\u7684\u9ad8\u7ea7\u6a21\u5f0f ===\")\n\n# \u6a21\u5f0f1\uff1a\u91cd\u8bd5\u6a21\u5f0f\nprint(\"\\n1. \u91cd\u8bd5\u6a21\u5f0f\uff08Retry Pattern\uff09\")\n\nimport time\nfrom functools import wraps\n\ndef retry(max_attempts=3, delay=1, backoff=2, exceptions=(Exception,)):\n    \"\"\"\u91cd\u8bd5\u88c5\u9970\u5668\"\"\"\n    def decorator(func):\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            last_exception = None\n            current_delay = delay\n\n            for attempt in range(1, max_attempts + 1):\n                try:\n                    print(f\"\u5c1d\u8bd5 {attempt}\/{max_attempts}...\")\n                    return func(*args, **kwargs)\n                except exceptions as e:\n                    last_exception = e\n                    print(f\"\u5c1d\u8bd5 {attempt} \u5931\u8d25: {e}\")\n\n                    if attempt &lt; max_attempts:\n                        print(f\"\u7b49\u5f85 {current_delay} \u79d2\u540e\u91cd\u8bd5...\")\n                        time.sleep(current_delay)\n                        current_delay *= backoff\n\n            print(f\"\u6240\u6709 {max_attempts} \u6b21\u5c1d\u8bd5\u90fd\u5931\u8d25\u4e86\")\n            raise last_exception\n        return wrapper\n    return decorator\n\nclass UnreliableService:\n    \"\"\"\u4e0d\u53ef\u9760\u7684\u670d\u52a1\"\"\"\n\n    def __init__(self, failure_rate=0.7):\n        self.failure_rate = failure_rate\n\n    @retry(max_attempts=3, delay=1, backoff=2, exceptions=(ConnectionError,))\n    def call_service(self):\n        \"\"\"\u8c03\u7528\u670d\u52a1\"\"\"\n        import random\n        if random.random() &lt; self.failure_rate:\n            raise ConnectionError(\"\u670d\u52a1\u8fde\u63a5\u5931\u8d25\")\n        return \"\u670d\u52a1\u8c03\u7528\u6210\u529f\"\n\nprint(\"\u6d4b\u8bd5\u91cd\u8bd5\u6a21\u5f0f:\")\nservice = UnreliableService(failure_rate=0.8)\ntry:\n    result = service.call_service()\n    print(f\"\u6700\u7ec8\u7ed3\u679c: {result}\")\nexcept ConnectionError as e:\n    print(f\"\u6700\u7ec8\u5931\u8d25: {e}\")\n\n# \u6a21\u5f0f2\uff1a\u56de\u9000\u6a21\u5f0f\nprint(\"\\n2. \u56de\u9000\u6a21\u5f0f\uff08Fallback Pattern\uff09\")\n\nclass PrimaryService:\n    \"\"\"\u4e3b\u670d\u52a1\"\"\"\n    def call(self):\n        raise ConnectionError(\"\u4e3b\u670d\u52a1\u4e0d\u53ef\u7528\")\n\nclass FallbackService:\n    \"\"\"\u56de\u9000\u670d\u52a1\"\"\"\n    def call(self):\n        return \"\u56de\u9000\u670d\u52a1\u54cd\u5e94\"\n\ndef call_with_fallback(primary_func, fallback_func, primary_exceptions=(Exception,)):\n    \"\"\"\u5e26\u56de\u9000\u7684\u8c03\u7528\"\"\"\n    try:\n        return primary_func()\n    except primary_exceptions:\n        print(\"\u4e3b\u670d\u52a1\u5931\u8d25\uff0c\u4f7f\u7528\u56de\u9000\u670d\u52a1\")\n        return fallback_func()\n\nprint(\"\u6d4b\u8bd5\u56de\u9000\u6a21\u5f0f:\")\nprimary = PrimaryService()\nfallback = FallbackService()\n\nresult = call_with_fallback(primary.call, fallback.call, (ConnectionError,))\nprint(f\"\u7ed3\u679c: {result}\")\n\n# \u6a21\u5f0f3\uff1a\u7194\u65ad\u5668\u6a21\u5f0f\nprint(\"\\n3. \u7194\u65ad\u5668\u6a21\u5f0f\uff08Circuit Breaker Pattern\uff09\")\n\nclass CircuitBreaker:\n    \"\"\"\u7194\u65ad\u5668\"\"\"\n\n    def __init__(self, failure_threshold=5, recovery_timeout=30):\n        self.failure_threshold = failure_threshold\n        self.recovery_timeout = recovery_timeout\n        self.failure_count = 0\n        self.last_failure_time = None\n        self.state = \"CLOSED\"  # CLOSED, OPEN, HALF_OPEN\n\n    def call(self, func, *args, **kwargs):\n        \"\"\"\u901a\u8fc7\u7194\u65ad\u5668\u8c03\u7528\u51fd\u6570\"\"\"\n        if self.state == \"OPEN\":\n            # \u68c0\u67e5\u662f\u5426\u5e94\u8be5\u5c1d\u8bd5\u6062\u590d\n            if self._should_try_recovery():\n                self.state = \"HALF_OPEN\"\n                print(\"\u7194\u65ad\u5668\u8fdb\u5165\u534a\u5f00\u72b6\u6001\uff0c\u5c1d\u8bd5\u6062\u590d\")\n            else:\n                raise CircuitBreakerOpenError(\"\u7194\u65ad\u5668\u5df2\u6253\u5f00\uff0c\u62d2\u7edd\u8bf7\u6c42\")\n\n        try:\n            result = func(*args, **kwargs)\n\n            # \u6210\u529f\u8c03\u7528\uff0c\u91cd\u7f6e\u72b6\u6001\n            if self.state == \"HALF_OPEN\":\n                self.state = \"CLOSED\"\n                self.failure_count = 0\n                print(\"\u7194\u65ad\u5668\u6062\u590d\uff0c\u8fdb\u5165\u95ed\u5408\u72b6\u6001\")\n            elif self.state == \"CLOSED\":\n                self.failure_count = 0\n\n            return result\n\n        except Exception as e:\n            self._record_failure()\n            raise\n\n    def _record_failure(self):\n        \"\"\"\u8bb0\u5f55\u5931\u8d25\"\"\"\n        self.failure_count += 1\n        self.last_failure_time = time.time()\n\n        if self.failure_count &gt;= self.failure_threshold:\n            self.state = \"OPEN\"\n            print(f\"\u7194\u65ad\u5668\u6253\u5f00\uff0c\u5931\u8d25\u6b21\u6570: {self.failure_count}\")\n\n    def _should_try_recovery(self):\n        \"\"\"\u662f\u5426\u5e94\u8be5\u5c1d\u8bd5\u6062\u590d\"\"\"\n        if not self.last_failure_time:\n            return True\n\n        elapsed = time.time() - self.last_failure_time\n        return elapsed &gt;= self.recovery_timeout\n\nclass CircuitBreakerOpenError(Exception):\n    \"\"\"\u7194\u65ad\u5668\u6253\u5f00\u9519\u8bef\"\"\"\n    pass\n\nprint(\"\u6d4b\u8bd5\u7194\u65ad\u5668\u6a21\u5f0f:\")\n\ndef unreliable_operation():\n    \"\"\"\u4e0d\u53ef\u9760\u7684\u64cd\u4f5c\"\"\"\n    import random\n    if random.random() &lt; 0.8:\n        raise ConnectionError(\"\u64cd\u4f5c\u5931\u8d25\")\n    return \"\u64cd\u4f5c\u6210\u529f\"\n\nbreaker = CircuitBreaker(failure_threshold=3, recovery_timeout=5)\n\nfor i in range(10):\n    print(f\"\\n\u5c1d\u8bd5 {i+1}:\")\n    try:\n        result = breaker.call(unreliable_operation)\n        print(f\"\u6210\u529f: {result}\")\n    except CircuitBreakerOpenError as e:\n        print(f\"\u88ab\u7194\u65ad\u5668\u62d2\u7edd: {e}\")\n        time.sleep(1)  # \u7b49\u5f85\u4e00\u4e0b\n    except ConnectionError as e:\n        print(f\"\u64cd\u4f5c\u5931\u8d25: {e}\")\n        time.sleep(0.5)\n\n# \u6a21\u5f0f4\uff1a\u7a7a\u5bf9\u8c61\u6a21\u5f0f\nprint(\"\\n4. \u7a7a\u5bf9\u8c61\u6a21\u5f0f\uff08Null Object Pattern\uff09\")\n\nclass User:\n    \"\"\"\u7528\u6237\u7c7b\"\"\"\n\n    def __init__(self, username, is_active=True):\n        self.username = username\n        self.is_active = is_active\n\n    def get_profile(self):\n        return f\"\u7528\u6237: {self.username}, \u72b6\u6001: {'\u6d3b\u8dc3' if self.is_active else '\u7981\u7528'}\"\n\nclass NullUser:\n    \"\"\"\u7a7a\u7528\u6237\u5bf9\u8c61\"\"\"\n\n    def __init__(self):\n        self.username = \"\u6e38\u5ba2\"\n        self.is_active = False\n\n    def get_profile(self):\n        return \"\u672a\u767b\u5f55\u7528\u6237\"\n\n    def __bool__(self):\n        return False\n\ndef get_user(user_id):\n    \"\"\"\u83b7\u53d6\u7528\u6237\uff0c\u53ef\u80fd\u8fd4\u56de\u7a7a\u5bf9\u8c61\"\"\"\n    # \u6a21\u62df\u6570\u636e\u5e93\u67e5\u8be2\n    import random\n    if random.random() &lt; 0.5:\n        return User(\"alice\", True)\n    else:\n        return NullUser()\n\nprint(\"\u6d4b\u8bd5\u7a7a\u5bf9\u8c61\u6a21\u5f0f:\")\nfor i in range(5):\n    user = get_user(i)\n    print(f\"\u7528\u6237 {i}: {user.get_profile()}\")\n    print(f\"  \u662f\u771f\u5b9e\u7528\u6237\u5417? {bool(user)}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u5f02\u5e38\u5904\u7406\u7684\u68c0\u67e5\u6e05\u5355<\/h3>\n\n\n\n<p>\u5728\u7f16\u5199\u5f02\u5e38\u5904\u7406\u4ee3\u7801\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u68c0\u67e5\u6e05\u5355\u6765\u786e\u4fdd\u4ee3\u7801\u8d28\u91cf\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5f02\u5e38\u5904\u7406\u68c0\u67e5\u6e05\u5355\n# ============================================================================\n\nprint(\"\\n=== \u5f02\u5e38\u5904\u7406\u68c0\u67e5\u6e05\u5355 ===\")\n\nchecklist = &#91;\n    (\"\u4ee3\u7801\u6e05\u6670\u6027\", &#91;\n        \"\u5f02\u5e38\u5904\u7406\u4ee3\u7801\u662f\u5426\u6e05\u6670\u6613\u8bfb\uff1f\",\n        \"\u662f\u5426\u907f\u514d\u4e86\u8fc7\u6df1\u7684\u5d4c\u5957\uff1f\",\n        \"\u662f\u5426\u4f7f\u7528\u4e86\u6709\u610f\u4e49\u7684\u5f02\u5e38\u6d88\u606f\uff1f\",\n    ]),\n\n    (\"\u8d44\u6e90\u7ba1\u7406\", &#91;\n        \"\u662f\u5426\u786e\u4fdd\u8d44\u6e90\u88ab\u6b63\u786e\u91ca\u653e\uff1f\",\n        \"\u662f\u5426\u4f7f\u7528\u4e86with\u8bed\u53e5\u6216try-finally\uff1f\",\n        \"\u662f\u5426\u5904\u7406\u4e86\u6240\u6709\u53ef\u80fd\u7684\u8d44\u6e90\u6cc4\u6f0f\uff1f\",\n    ]),\n\n    (\"\u9519\u8bef\u6062\u590d\", &#91;\n        \"\u662f\u5426\u63d0\u4f9b\u4e86\u9002\u5f53\u7684\u9519\u8bef\u6062\u590d\u673a\u5236\uff1f\",\n        \"\u662f\u5426\u8003\u8651\u4e86\u91cd\u8bd5\u3001\u56de\u9000\u7b49\u7b56\u7565\uff1f\",\n        \"\u662f\u5426\u5411\u7528\u6237\u63d0\u4f9b\u4e86\u6709\u7528\u7684\u53cd\u9988\uff1f\",\n    ]),\n\n    (\"\u5b89\u5168\u6027\", &#91;\n        \"\u662f\u5426\u907f\u514d\u4e86\u66b4\u9732\u654f\u611f\u4fe1\u606f\uff1f\",\n        \"\u662f\u5426\u9a8c\u8bc1\u4e86\u6240\u6709\u8f93\u5165\uff1f\",\n        \"\u662f\u5426\u9632\u6b62\u4e86\u5f02\u5e38\u88ab\u7528\u4e8e\u653b\u51fb\uff1f\",\n    ]),\n\n    (\"\u53ef\u7ef4\u62a4\u6027\", &#91;\n        \"\u5f02\u5e38\u5904\u7406\u662f\u5426\u6613\u4e8e\u6d4b\u8bd5\uff1f\",\n        \"\u662f\u5426\u8bb0\u5f55\u4e86\u8db3\u591f\u7684\u8c03\u8bd5\u4fe1\u606f\uff1f\",\n        \"\u662f\u5426\u4fbf\u4e8e\u540e\u7eed\u4fee\u6539\u548c\u6269\u5c55\uff1f\",\n    ]),\n]\n\nfor category, items in checklist:\n    print(f\"\\n{category}:\")\n    for item in items:\n        print(f\"  &#91; ] {item}\")\n\n# \u793a\u4f8b\uff1a\u7b26\u5408\u68c0\u67e5\u6e05\u5355\u7684\u4ee3\u7801\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u793a\u4f8b\uff1a\u7b26\u5408\u68c0\u67e5\u6e05\u5355\u7684\u4ee3\u7801\")\nprint(\"=\"*60)\n\nclass ChecklistCompliantExample:\n    \"\"\"\u7b26\u5408\u68c0\u67e5\u6e05\u5355\u7684\u4ee3\u7801\u793a\u4f8b\"\"\"\n\n    def process_file(self, filepath):\n        \"\"\"\n        \u5904\u7406\u6587\u4ef6\uff0c\u5c55\u793a\u7b26\u5408\u68c0\u67e5\u6e05\u5355\u7684\u5f02\u5e38\u5904\u7406\n\n        \u68c0\u67e5\u70b9\uff1a\n        1. \u4ee3\u7801\u6e05\u6670\u6027\uff1a\u7ed3\u6784\u6e05\u6670\uff0c\u5f02\u5e38\u5904\u7406\u660e\u786e\n        2. \u8d44\u6e90\u7ba1\u7406\uff1a\u4f7f\u7528with\u8bed\u53e5\u786e\u4fdd\u6587\u4ef6\u5173\u95ed\n        3. \u9519\u8bef\u6062\u590d\uff1a\u63d0\u4f9b\u5177\u4f53\u7684\u9519\u8bef\u6d88\u606f\u548c\u6062\u590d\u5efa\u8bae\n        4. \u5b89\u5168\u6027\uff1a\u4e0d\u66b4\u9732\u7cfb\u7edf\u8def\u5f84\u7b49\u654f\u611f\u4fe1\u606f\n        5. \u53ef\u7ef4\u62a4\u6027\uff1a\u6613\u4e8e\u6d4b\u8bd5\u548c\u4fee\u6539\n        \"\"\"\n\n        # 1. \u4ee3\u7801\u6e05\u6670\u6027\uff1a\u5148\u9a8c\u8bc1\u8f93\u5165\n        if not filepath:\n            raise ValueError(\"\u6587\u4ef6\u8def\u5f84\u4e0d\u80fd\u4e3a\u7a7a\")\n\n        try:\n            # 2. \u8d44\u6e90\u7ba1\u7406\uff1a\u4f7f\u7528with\u8bed\u53e5\n            with open(filepath, 'r', encoding='utf-8') as file:\n                content = file.read()\n\n                # \u5904\u7406\u5185\u5bb9\n                processed = self._process_content(content)\n\n                return processed\n\n        except FileNotFoundError:\n            # 3. \u9519\u8bef\u6062\u590d\uff1a\u63d0\u4f9b\u6709\u7528\u7684\u9519\u8bef\u6d88\u606f\n            # 4. \u5b89\u5168\u6027\uff1a\u4e0d\u66b4\u9732\u5b8c\u6574\u8def\u5f84\n            filename = filepath.split('\/')&#91;-1] if '\/' in filepath else filepath\n            raise FileNotFoundError(f\"\u6587\u4ef6 '{filename}' \u4e0d\u5b58\u5728\uff0c\u8bf7\u68c0\u67e5\u6587\u4ef6\u8def\u5f84\")\n\n        except PermissionError:\n            # 3. \u9519\u8bef\u6062\u590d\uff1a\u63d0\u4f9b\u6062\u590d\u5efa\u8bae\n            raise PermissionError(\"\u6ca1\u6709\u6743\u9650\u8bfb\u53d6\u6587\u4ef6\uff0c\u8bf7\u68c0\u67e5\u6587\u4ef6\u6743\u9650\")\n\n        except UnicodeDecodeError as e:\n            # 3. \u9519\u8bef\u6062\u590d\uff1a\u5177\u4f53\u7684\u6280\u672f\u7ec6\u8282\n            raise ValueError(f\"\u6587\u4ef6\u7f16\u7801\u9519\u8bef: {e.reason}. \u8bf7\u786e\u4fdd\u6587\u4ef6\u4f7f\u7528UTF-8\u7f16\u7801\")\n\n        except Exception as e:\n            # 5. \u53ef\u7ef4\u62a4\u6027\uff1a\u8bb0\u5f55\u65e5\u5fd7\u4fbf\u4e8e\u8c03\u8bd5\n            self._log_error(e, filepath)\n            # \u91cd\u65b0\u629b\u51fa\uff0c\u4fdd\u6301\u5f02\u5e38\u94fe\n            raise RuntimeError(f\"\u5904\u7406\u6587\u4ef6\u65f6\u53d1\u751f\u672a\u77e5\u9519\u8bef\") from e\n\n    def _process_content(self, content):\n        \"\"\"\u5904\u7406\u5185\u5bb9\uff08\u793a\u4f8b\uff09\"\"\"\n        if not content:\n            raise ValueError(\"\u6587\u4ef6\u5185\u5bb9\u4e3a\u7a7a\")\n        return f\"\u5904\u7406\u540e\u7684\u5185\u5bb9: {len(content)} \u5b57\u7b26\"\n\n    def _log_error(self, error, filepath):\n        \"\"\"\u8bb0\u5f55\u9519\u8bef\u65e5\u5fd7\"\"\"\n        import logging\n        logger = logging.getLogger(__name__)\n        logger.error(f\"\u5904\u7406\u6587\u4ef6\u5931\u8d25: {filepath}\", exc_info=True)\n\n# \u6d4b\u8bd5\nprint(\"\\n\u6d4b\u8bd5\u7b26\u5408\u68c0\u67e5\u6e05\u5355\u7684\u4ee3\u7801:\")\nexample = ChecklistCompliantExample()\n\ntest_files = &#91;\n    \"\",  # \u7a7a\u8def\u5f84\n    \"nonexistent.txt\",  # \u4e0d\u5b58\u5728\u7684\u6587\u4ef6\n    \"\/etc\/passwd\",  # \u6743\u9650\u95ee\u9898\uff08\u53ef\u80fd\uff09\n    \"test.txt\",  # \u6b63\u5e38\u6587\u4ef6\uff08\u5982\u679c\u5b58\u5728\uff09\n]\n\nfor filepath in test_files:\n    print(f\"\\n\u5904\u7406\u6587\u4ef6: '{filepath}'\")\n    try:\n        result = example.process_file(filepath)\n        print(f\"\u6210\u529f: {result}\")\n    except Exception as e:\n        print(f\"\u5931\u8d25: {e}\")\n        if e.__cause__:\n            print(f\"  \u539f\u56e0: {e.__cause__}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u5b9e\u6218\u5e94\u7528 &#8211; \u5b8c\u6574\u7684API\u670d\u52a1\u5f02\u5e38\u5904\u7406<\/h2>\n\n\n\n<p>\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5b8c\u6574\u7684API\u670d\u52a1\u793a\u4f8b\u6765\u5c55\u793a\u5f02\u5e38\u5904\u7406\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5b9e\u6218\u5e94\u7528\uff1a\u5b8c\u6574\u7684API\u670d\u52a1\u5f02\u5e38\u5904\u7406\n# ============================================================================\n\nprint(\"=== \u5b8c\u6574\u7684API\u670d\u52a1\u5f02\u5e38\u5904\u7406 ===\")\n\nimport json\nimport logging\nfrom datetime import datetime\nfrom enum import Enum\nfrom typing import Dict, Any, Optional\nfrom dataclasses import dataclass, asdict\n\n# \u914d\u7f6e\u65e5\u5fd7\nlogging.basicConfig(\n    level=logging.INFO,\n    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'\n)\nlogger = logging.getLogger(\"APIService\")\n\n# ==================== \u5f02\u5e38\u5b9a\u4e49 ====================\n\nclass APIError(Exception):\n    \"\"\"API\u9519\u8bef\u57fa\u7c7b\"\"\"\n\n    def __init__(self, message: str, error_code: str, http_status: int = 500):\n        super().__init__(message)\n        self.error_code = error_code\n        self.http_status = http_status\n        self.timestamp = datetime.now().isoformat()\n\n    def to_response(self) -&gt; Dict&#91;str, Any]:\n        \"\"\"\u8f6c\u6362\u4e3aAPI\u54cd\u5e94\u683c\u5f0f\"\"\"\n        return {\n            \"error\": {\n                \"code\": self.error_code,\n                \"message\": str(self),\n                \"timestamp\": self.timestamp,\n                \"status\": self.http_status\n            }\n        }\n\nclass ValidationError(APIError):\n    \"\"\"\u9a8c\u8bc1\u9519\u8bef\"\"\"\n\n    def __init__(self, message: str, field: Optional&#91;str] = None, \n                 value: Optional&#91;Any] = None):\n        error_code = \"VALIDATION_ERROR\"\n        if field:\n            error_code = f\"VALIDATION_ERROR_{field.upper()}\"\n\n        super().__init__(message, error_code, 400)\n        self.field = field\n        self.value = value\n\n    def to_response(self) -&gt; Dict&#91;str, Any]:\n        response = super().to_response()\n        if self.field:\n            response&#91;\"error\"]&#91;\"field\"] = self.field\n        if self.value is not None:\n            response&#91;\"error\"]&#91;\"value\"] = self.value\n        return response\n\nclass AuthenticationError(APIError):\n    \"\"\"\u8ba4\u8bc1\u9519\u8bef\"\"\"\n\n    def __init__(self, message: str = \"\u8ba4\u8bc1\u5931\u8d25\"):\n        super().__init__(message, \"AUTHENTICATION_ERROR\", 401)\n\nclass AuthorizationError(APIError):\n    \"\"\"\u6388\u6743\u9519\u8bef\"\"\"\n\n    def __init__(self, message: str = \"\u6743\u9650\u4e0d\u8db3\"):\n        super().__init__(message, \"AUTHORIZATION_ERROR\", 403)\n\nclass ResourceNotFoundError(APIError):\n    \"\"\"\u8d44\u6e90\u672a\u627e\u5230\u9519\u8bef\"\"\"\n\n    def __init__(self, resource_type: str, resource_id: Any):\n        message = f\"{resource_type} {resource_id} \u672a\u627e\u5230\"\n        super().__init__(message, \"RESOURCE_NOT_FOUND\", 404)\n        self.resource_type = resource_type\n        self.resource_id = resource_id\n\nclass RateLimitError(APIError):\n    \"\"\"\u901f\u7387\u9650\u5236\u9519\u8bef\"\"\"\n\n    def __init__(self, limit: int, window: int, retry_after: int):\n        message = f\"\u8bf7\u6c42\u8fc7\u4e8e\u9891\u7e41\uff0c\u9650\u5236\u4e3a {limit} \u6b21\/{window}\u79d2\"\n        super().__init__(message, \"RATE_LIMIT_EXCEEDED\", 429)\n        self.limit = limit\n        self.window = window\n        self.retry_after = retry_after\n\n    def to_response(self) -&gt; Dict&#91;str, Any]:\n        response = super().to_response()\n        response&#91;\"error\"]&#91;\"retry_after\"] = self.retry_after\n        response&#91;\"error\"]&#91;\"limit\"] = self.limit\n        response&#91;\"error\"]&#91;\"window\"] = self.window\n        return response\n\nclass DependencyError(APIError):\n    \"\"\"\u4f9d\u8d56\u670d\u52a1\u9519\u8bef\"\"\"\n\n    def __init__(self, service: str, operation: str):\n        message = f\"\u4f9d\u8d56\u670d\u52a1 {service} \u7684 {operation} \u64cd\u4f5c\u5931\u8d25\"\n        super().__init__(message, \"DEPENDENCY_ERROR\", 503)\n        self.service = service\n        self.operation = operation\n\n# ==================== \u6570\u636e\u6a21\u578b ====================\n\n@dataclass\nclass User:\n    \"\"\"\u7528\u6237\u6a21\u578b\"\"\"\n    id: str\n    username: str\n    email: str\n    is_active: bool = True\n    created_at: str = None\n\n    def __post_init__(self):\n        if self.created_at is None:\n            self.created_at = datetime.now().isoformat()\n\n@dataclass\nclass Product:\n    \"\"\"\u4ea7\u54c1\u6a21\u578b\"\"\"\n    id: str\n    name: str\n    price: float\n    stock: int\n    category: str\n\n# ==================== \u670d\u52a1\u5c42 ====================\n\nclass UserService:\n    \"\"\"\u7528\u6237\u670d\u52a1\"\"\"\n\n    def __init__(self):\n        self.users = {}  # \u6a21\u62df\u6570\u636e\u5e93\n\n    def create_user(self, user_data: Dict&#91;str, Any]) -&gt; User:\n        \"\"\"\u521b\u5efa\u7528\u6237\"\"\"\n        # \u9a8c\u8bc1\u8f93\u5165\n        if not user_data.get(\"username\"):\n            raise ValidationError(\"\u7528\u6237\u540d\u4e0d\u80fd\u4e3a\u7a7a\", \"username\")\n\n        if not user_data.get(\"email\"):\n            raise ValidationError(\"\u90ae\u7bb1\u4e0d\u80fd\u4e3a\u7a7a\", \"email\")\n\n        # \u68c0\u67e5\u7528\u6237\u540d\u662f\u5426\u5df2\u5b58\u5728\n        for user in self.users.values():\n            if user.username == user_data&#91;\"username\"]:\n                raise ValidationError(\"\u7528\u6237\u540d\u5df2\u5b58\u5728\", \"username\", user_data&#91;\"username\"])\n\n        # \u521b\u5efa\u7528\u6237\n        user_id = f\"user_{len(self.users) + 1}\"\n        user = User(\n            id=user_id,\n            username=user_data&#91;\"username\"],\n            email=user_data&#91;\"email\"]\n        )\n\n        self.users&#91;user_id] = user\n        logger.info(f\"\u521b\u5efa\u7528\u6237: {user.username}\")\n\n        return user\n\n    def get_user(self, user_id: str) -&gt; User:\n        \"\"\"\u83b7\u53d6\u7528\u6237\"\"\"\n        user = self.users.get(user_id)\n        if not user:\n            raise ResourceNotFoundError(\"\u7528\u6237\", user_id)\n\n        if not user.is_active:\n            raise AuthorizationError(\"\u7528\u6237\u5df2\u88ab\u7981\u7528\")\n\n        return user\n\n    def authenticate(self, username: str, password: str) -&gt; User:\n        \"\"\"\u8ba4\u8bc1\u7528\u6237\"\"\"\n        # \u6a21\u62df\u8ba4\u8bc1\n        if password != \"correct_password\":\n            raise AuthenticationError(\"\u5bc6\u7801\u9519\u8bef\")\n\n        for user in self.users.values():\n            if user.username == username:\n                return user\n\n        raise AuthenticationError(\"\u7528\u6237\u4e0d\u5b58\u5728\")\n\nclass ProductService:\n    \"\"\"\u4ea7\u54c1\u670d\u52a1\"\"\"\n\n    def __init__(self):\n        self.products = {\n            \"prod_1\": Product(id=\"prod_1\", name=\"iPhone 15\", price=7999.0, stock=10, category=\"\u624b\u673a\"),\n            \"prod_2\": Product(id=\"prod_2\", name=\"MacBook Pro\", price=12999.0, stock=5, category=\"\u7535\u8111\"),\n        }\n\n    def get_product(self, product_id: str) -&gt; Product:\n        \"\"\"\u83b7\u53d6\u4ea7\u54c1\"\"\"\n        product = self.products.get(product_id)\n        if not product:\n            raise ResourceNotFoundError(\"\u4ea7\u54c1\", product_id)\n        return product\n\n    def purchase_product(self, product_id: str, quantity: int) -&gt; Product:\n        \"\"\"\u8d2d\u4e70\u4ea7\u54c1\"\"\"\n        product = self.get_product(product_id)\n\n        if quantity &lt;= 0:\n            raise ValidationError(\"\u8d2d\u4e70\u6570\u91cf\u5fc5\u987b\u5927\u4e8e0\", \"quantity\", quantity)\n\n        if product.stock &lt; quantity:\n            raise ValidationError(\n                f\"\u5e93\u5b58\u4e0d\u8db3\uff0c\u5269\u4f59 {product.stock} \u4ef6\",\n                \"stock\",\n                product.stock\n            )\n\n        # \u6a21\u62df\u4f9d\u8d56\u670d\u52a1\u8c03\u7528\n        try:\n            self._process_payment(product.price * quantity)\n        except Exception as e:\n            raise DependencyError(\"\u652f\u4ed8\u670d\u52a1\", \"process_payment\") from e\n\n        # \u66f4\u65b0\u5e93\u5b58\n        product.stock -= quantity\n        logger.info(f\"\u8d2d\u4e70\u4ea7\u54c1: {product.name} \u00d7{quantity}\")\n\n        return product\n\n    def _process_payment(self, amount: float):\n        \"\"\"\u5904\u7406\u652f\u4ed8\uff08\u6a21\u62df\uff09\"\"\"\n        import random\n        if random.random() &lt; 0.2:  # 20%\u5931\u8d25\u7387\n            raise ConnectionError(\"\u652f\u4ed8\u670d\u52a1\u8fde\u63a5\u5931\u8d25\")\n\n# ==================== API\u5c42 ====================\n\nclass RateLimiter:\n    \"\"\"\u901f\u7387\u9650\u5236\u5668\"\"\"\n\n    def __init__(self, limit: int = 10, window: int = 60):\n        self.limit = limit\n        self.window = window\n        self.requests = {}  # ip -&gt; &#91;timestamp]\n\n    def check_rate_limit(self, client_ip: str):\n        \"\"\"\u68c0\u67e5\u901f\u7387\u9650\u5236\"\"\"\n        now = datetime.now().timestamp()\n\n        # \u6e05\u7406\u8fc7\u671f\u7684\u8bf7\u6c42\u8bb0\u5f55\n        if client_ip in self.requests:\n            self.requests&#91;client_ip] = &#91;\n                ts for ts in self.requests&#91;client_ip]\n                if now - ts &lt; self.window\n            ]\n\n        # \u83b7\u53d6\u5f53\u524d\u7a97\u53e3\u5185\u7684\u8bf7\u6c42\u6b21\u6570\n        request_count = len(self.requests.get(client_ip, &#91;]))\n\n        if request_count &gt;= self.limit:\n            retry_after = self.window\n            raise RateLimitError(self.limit, self.window, retry_after)\n\n        # \u8bb0\u5f55\u672c\u6b21\u8bf7\u6c42\n        if client_ip not in self.requests:\n            self.requests&#91;client_ip] = &#91;]\n        self.requests&#91;client_ip].append(now)\n\nclass APIService:\n    \"\"\"API\u670d\u52a1\"\"\"\n\n    def __init__(self):\n        self.user_service = UserService()\n        self.product_service = ProductService()\n        self.rate_limiter = RateLimiter(limit=5, window=60)  # 5\u6b21\/\u5206\u949f\n\n    def handle_request(self, endpoint: str, method: str, \n                      data: Dict&#91;str, Any], client_ip: str) -&gt; Dict&#91;str, Any]:\n        \"\"\"\u5904\u7406API\u8bf7\u6c42\"\"\"\n\n        try:\n            # \u901f\u7387\u9650\u5236\u68c0\u67e5\n            self.rate_limiter.check_rate_limit(client_ip)\n\n            # \u8def\u7531\u5230\u76f8\u5e94\u7684\u5904\u7406\u5668\n            if endpoint == \"\/users\" and method == \"POST\":\n                return self._handle_create_user(data)\n            elif endpoint.startswith(\"\/users\/\") and method == \"GET\":\n                user_id = endpoint.split(\"\/\")&#91;-1]\n                return self._handle_get_user(user_id)\n            elif endpoint == \"\/products\/purchase\" and method == \"POST\":\n                return self._handle_purchase_product(data)\n            elif endpoint.startswith(\"\/products\/\") and method == \"GET\":\n                product_id = endpoint.split(\"\/\")&#91;-1]\n                return self._handle_get_product(product_id)\n            else:\n                raise ResourceNotFoundError(\"API\u7aef\u70b9\", endpoint)\n\n        except APIError as e:\n            # \u5df2\u77e5\u7684API\u9519\u8bef\n            logger.warning(f\"API\u9519\u8bef: {e.error_code} - {e}\")\n            return e.to_response()\n\n        except Exception as e:\n            # \u672a\u77e5\u9519\u8bef\n            logger.error(f\"\u672a\u5904\u7406\u7684\u5f02\u5e38: {e}\", exc_info=True)\n            unknown_error = APIError(\n                \"\u670d\u52a1\u5668\u5185\u90e8\u9519\u8bef\",\n                \"INTERNAL_SERVER_ERROR\",\n                500\n            )\n            return unknown_error.to_response()\n\n    def _handle_create_user(self, data: Dict&#91;str, Any]) -&gt; Dict&#91;str, Any]:\n        \"\"\"\u5904\u7406\u521b\u5efa\u7528\u6237\u8bf7\u6c42\"\"\"\n        user = self.user_service.create_user(data)\n        return {\n            \"data\": asdict(user),\n            \"message\": \"\u7528\u6237\u521b\u5efa\u6210\u529f\"\n        }\n\n    def _handle_get_user(self, user_id: str) -&gt; Dict&#91;str, Any]:\n        \"\"\"\u5904\u7406\u83b7\u53d6\u7528\u6237\u8bf7\u6c42\"\"\"\n        user = self.user_service.get_user(user_id)\n        return {\n            \"data\": asdict(user)\n        }\n\n    def _handle_get_product(self, product_id: str) -&gt; Dict&#91;str, Any]:\n        \"\"\"\u5904\u7406\u83b7\u53d6\u4ea7\u54c1\u8bf7\u6c42\"\"\"\n        product = self.product_service.get_product(product_id)\n        return {\n            \"data\": asdict(product)\n        }\n\n    def _handle_purchase_product(self, data: Dict&#91;str, Any]) -&gt; Dict&#91;str, Any]:\n        \"\"\"\u5904\u7406\u8d2d\u4e70\u4ea7\u54c1\u8bf7\u6c42\"\"\"\n        # \u9a8c\u8bc1\u5fc5\u9700\u5b57\u6bb5\n        required_fields = &#91;\"product_id\", \"quantity\", \"auth_token\"]\n        for field in required_fields:\n            if field not in data:\n                raise ValidationError(f\"\u7f3a\u5c11\u5fc5\u9700\u5b57\u6bb5: {field}\", field)\n\n        # \u9a8c\u8bc1\u8ba4\u8bc1\u4ee4\u724c\uff08\u7b80\u5316\uff09\n        if data&#91;\"auth_token\"] != \"valid_token\":\n            raise AuthenticationError(\"\u65e0\u6548\u7684\u8ba4\u8bc1\u4ee4\u724c\")\n\n        # \u8d2d\u4e70\u4ea7\u54c1\n        product = self.product_service.purchase_product(\n            data&#91;\"product_id\"],\n            data&#91;\"quantity\"]\n        )\n\n        return {\n            \"data\": asdict(product),\n            \"message\": f\"\u8d2d\u4e70\u6210\u529f\uff0c\u5269\u4f59\u5e93\u5b58: {product.stock}\"\n        }\n\n# ==================== \u6d4b\u8bd5 ====================\n\ndef test_api_service():\n    \"\"\"\u6d4b\u8bd5API\u670d\u52a1\"\"\"\n\n    print(\"\u6d4b\u8bd5API\u670d\u52a1\u5f02\u5e38\u5904\u7406\")\n    print(\"=\" * 60)\n\n    api = APIService()\n    client_ip = \"192.168.1.100\"\n\n    # \u6d4b\u8bd5\u7528\u4f8b\n    test_cases = &#91;\n        {\n            \"name\": \"\u521b\u5efa\u7528\u6237 - \u6210\u529f\",\n            \"endpoint\": \"\/users\",\n            \"method\": \"POST\",\n            \"data\": {\"username\": \"alice\", \"email\": \"alice@example.com\"}\n        },\n        {\n            \"name\": \"\u521b\u5efa\u7528\u6237 - \u7f3a\u5c11\u7528\u6237\u540d\",\n            \"endpoint\": \"\/users\",\n            \"method\": \"POST\",\n            \"data\": {\"email\": \"alice@example.com\"}\n        },\n        {\n            \"name\": \"\u83b7\u53d6\u7528\u6237 - \u4e0d\u5b58\u5728\",\n            \"endpoint\": \"\/users\/nonexistent\",\n            \"method\": \"GET\",\n            \"data\": {}\n        },\n        {\n            \"name\": \"\u8d2d\u4e70\u4ea7\u54c1 - \u6210\u529f\",\n            \"endpoint\": \"\/products\/purchase\",\n            \"method\": \"POST\",\n            \"data\": {\n                \"product_id\": \"prod_1\",\n                \"quantity\": 2,\n                \"auth_token\": \"valid_token\"\n            }\n        },\n        {\n            \"name\": \"\u8d2d\u4e70\u4ea7\u54c1 - \u5e93\u5b58\u4e0d\u8db3\",\n            \"endpoint\": \"\/products\/purchase\",\n            \"method\": \"POST\",\n            \"data\": {\n                \"product_id\": \"prod_1\",\n                \"quantity\": 100,\n                \"auth_token\": \"valid_token\"\n            }\n        },\n        {\n            \"name\": \"\u8d2d\u4e70\u4ea7\u54c1 - \u65e0\u6548\u4ee4\u724c\",\n            \"endpoint\": \"\/products\/purchase\",\n            \"method\": \"POST\",\n            \"data\": {\n                \"product_id\": \"prod_1\",\n                \"quantity\": 1,\n                \"auth_token\": \"invalid_token\"\n            }\n        },\n        {\n            \"name\": \"\u4e0d\u5b58\u5728\u7684\u7aef\u70b9\",\n            \"endpoint\": \"\/nonexistent\",\n            \"method\": \"GET\",\n            \"data\": {}\n        },\n    ]\n\n    # \u5148\u521b\u5efa\u4e00\u4e2a\u7528\u6237\uff0c\u7528\u4e8e\u540e\u7eed\u6d4b\u8bd5\n    print(\"\\n1. \u521b\u5efa\u6d4b\u8bd5\u7528\u6237:\")\n    response = api.handle_request(\n        \"\/users\", \"POST\",\n        {\"username\": \"testuser\", \"email\": \"test@example.com\"},\n        client_ip\n    )\n    print(f\"\u54cd\u5e94: {json.dumps(response, indent=2, ensure_ascii=False)}\")\n\n    # \u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b\n    for i, test_case in enumerate(test_cases, 2):\n        print(f\"\\n{i}. {test_case&#91;'name']}:\")\n        print(f\"   \u7aef\u70b9: {test_case&#91;'endpoint']}\")\n        print(f\"   \u65b9\u6cd5: {test_case&#91;'method']}\")\n\n        response = api.handle_request(\n            test_case&#91;\"endpoint\"],\n            test_case&#91;\"method\"],\n            test_case&#91;\"data\"],\n            client_ip\n        )\n\n        print(f\"   \u54cd\u5e94:\")\n        print(json.dumps(response, indent=2, ensure_ascii=False))\n\n    # \u6d4b\u8bd5\u901f\u7387\u9650\u5236\n    print(\"\\n\" + \"=\" * 60)\n    print(\"\u6d4b\u8bd5\u901f\u7387\u9650\u5236:\")\n\n    # \u5feb\u901f\u53d1\u9001\u591a\u4e2a\u8bf7\u6c42\n    for i in range(7):  # \u9650\u5236\u662f5\u6b21\/\u5206\u949f\n        print(f\"\\n\u8bf7\u6c42 {i+1}:\")\n        try:\n            response = api.handle_request(\n                \"\/users\/testuser_1\", \"GET\", {}, client_ip\n            )\n            if \"error\" in response:\n                print(f\"   \u9519\u8bef: {response&#91;'error']&#91;'code']}\")\n            else:\n                print(f\"   \u6210\u529f\")\n        except Exception as e:\n            print(f\"   \u5f02\u5e38: {e}\")\n\n# \u8fd0\u884c\u6d4b\u8bd5\nif __name__ == \"__main__\":\n    test_api_service()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u5f02\u5e38\u5904\u7406\u7684\u6838\u5fc3\u8981\u70b9\u56de\u987e<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>try-catch-finally\u7ed3\u6784<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>try<\/code>\uff1a\u5305\u88f9\u53ef\u80fd\u629b\u51fa\u5f02\u5e38\u7684\u4ee3\u7801<\/li>\n\n\n\n<li><code>except<\/code>\uff1a\u6355\u83b7\u548c\u5904\u7406\u7279\u5b9a\u7c7b\u578b\u7684\u5f02\u5e38<\/li>\n\n\n\n<li><code>else<\/code>\uff1a\u5728\u6ca1\u6709\u5f02\u5e38\u53d1\u751f\u65f6\u6267\u884c<\/li>\n\n\n\n<li><code>finally<\/code>\uff1a\u65e0\u8bba\u662f\u5426\u53d1\u751f\u5f02\u5e38\u90fd\u4f1a\u6267\u884c\uff0c\u7528\u4e8e\u8d44\u6e90\u6e05\u7406<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u81ea\u5b9a\u4e49\u5f02\u5e38\u7c7b<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ee7\u627f\u81ea<code>Exception<\/code>\u6216\u5408\u9002\u7684\u5b50\u7c7b<\/li>\n\n\n\n<li>\u63d0\u4f9b\u6e05\u6670\u7684\u9519\u8bef\u4fe1\u606f\u548c\u4e0a\u4e0b\u6587<\/li>\n\n\n\n<li>\u521b\u5efa\u6709\u610f\u4e49\u7684\u5f02\u5e38\u5c42\u6b21\u7ed3\u6784<\/li>\n\n\n\n<li>\u5b9e\u73b0\u6709\u7528\u7684\u65b9\u6cd5\u548c\u5c5e\u6027<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6700\u4f73\u5b9e\u8df5<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u6355\u83b7\u4f60\u80fd\u5904\u7406\u7684\u5f02\u5e38<\/li>\n\n\n\n<li>\u4f7f\u7528\u5177\u4f53\u7684\u5f02\u5e38\u7c7b\u578b<\/li>\n\n\n\n<li>\u63d0\u4f9b\u6709\u7528\u7684\u9519\u8bef\u4fe1\u606f<\/li>\n\n\n\n<li>\u786e\u4fdd\u8d44\u6e90\u6b63\u786e\u91ca\u653e<\/li>\n\n\n\n<li>\u8bb0\u5f55\u5f02\u5e38\u4f46\u4e0d\u66b4\u9732\u654f\u611f\u4fe1\u606f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u5f02\u5e38\u5904\u7406\u7684\u54f2\u5b66\u601d\u8003<\/h3>\n\n\n\n<p>\u5f02\u5e38\u5904\u7406\u53cd\u6620\u4e86\u4e00\u79cd\u6210\u719f\u7684\u8f6f\u4ef6\u5de5\u7a0b\u54f2\u5b66\uff1a<strong>\u627f\u8ba4\u4e0d\u786e\u5b9a\u6027\uff0c\u5e76\u4e3a\u6b64\u505a\u597d\u51c6\u5907<\/strong>\u3002\u4f18\u79c0\u7684\u5f02\u5e38\u5904\u7406\u4e0d\u662f\u8bd5\u56fe\u9632\u6b62\u6240\u6709\u9519\u8bef\uff08\u8fd9\u662f\u4e0d\u53ef\u80fd\u7684\uff09\uff0c\u800c\u662f\u786e\u4fdd\u5f53\u9519\u8bef\u53d1\u751f\u65f6\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7cfb\u7edf\u4fdd\u6301\u7a33\u5b9a<\/strong>\uff1a\u4e0d\u4f1a\u5d29\u6e83\u6216\u8fdb\u5165\u4e0d\u4e00\u81f4\u72b6\u6001<\/li>\n\n\n\n<li><strong>\u7528\u6237\u4f53\u9a8c\u826f\u597d<\/strong>\uff1a\u83b7\u5f97\u6709\u7528\u7684\u9519\u8bef\u4fe1\u606f\u548c\u6062\u590d\u5efa\u8bae<\/li>\n\n\n\n<li><strong>\u5f00\u53d1\u8005\u6613\u4e8e\u8c03\u8bd5<\/strong>\uff1a\u6709\u8db3\u591f\u7684\u65e5\u5fd7\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f<\/li>\n\n\n\n<li><strong>\u4e1a\u52a1\u8fde\u7eed\u6027<\/strong>\uff1a\u5c3d\u53ef\u80fd\u7ee7\u7eed\u63d0\u4f9b\u670d\u52a1\u6216\u4f18\u96c5\u964d\u7ea7<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u4e0b\u4e00\u6b65\u5b66\u4e60\u65b9\u5411<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6df1\u5165\u7406\u89e3Python\u5f02\u5e38\u673a\u5236<\/strong>\uff1a\u7814\u7a76<code>sys.excepthook<\/code>\u3001<code>traceback<\/code>\u6a21\u5757\u7b49<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u5f02\u6b65\u5f02\u5e38\u5904\u7406<\/strong>\uff1a\u5728<code>asyncio<\/code>\u4e2d\u5982\u4f55\u5904\u7406\u5f02\u5e38<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u5176\u4ed6\u8bed\u8a00\u7684\u5f02\u5e38\u5904\u7406<\/strong>\uff1a\u5bf9\u6bd4Java\u3001C++\u3001Go\u7b49\u8bed\u8a00\u7684\u5f02\u5e38\u673a\u5236<\/li>\n\n\n\n<li><strong>\u638c\u63e1\u6d4b\u8bd5\u5f02\u5e38<\/strong>\uff1a\u5982\u4f55\u4f7f\u7528<code>pytest<\/code>\u7b49\u5de5\u5177\u6d4b\u8bd5\u5f02\u5e38\u5904\u7406\u4ee3\u7801<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u76d1\u63a7\u548c\u544a\u8b66<\/strong>\uff1a\u5982\u4f55\u5c06\u5f02\u5e38\u5904\u7406\u4e0e\u76d1\u63a7\u7cfb\u7edf\u96c6\u6210<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u6700\u7ec8\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece\u5f00\u59cb\u5c31\u8003\u8651\u5f02\u5e38<\/strong>\uff1a\u5f02\u5e38\u5904\u7406\u4e0d\u662f\u4e8b\u540e\u6dfb\u52a0\u7684\u529f\u80fd\uff0c\u800c\u662f\u8bbe\u8ba1\u65f6\u5c31\u8981\u8003\u8651\u7684\u90e8\u5206<\/li>\n\n\n\n<li><strong>\u4fdd\u6301\u4e00\u81f4\u6027<\/strong>\uff1a\u5728\u6574\u4e2a\u9879\u76ee\u4e2d\u4fdd\u6301\u4e00\u81f4\u7684\u5f02\u5e38\u5904\u7406\u98ce\u683c<\/li>\n\n\n\n<li><strong>\u5e73\u8861\u7ec6\u8282\u548c\u7b80\u6d01<\/strong>\uff1a\u63d0\u4f9b\u8db3\u591f\u7684\u4fe1\u606f\uff0c\u4f46\u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1<\/li>\n\n\n\n<li><strong>\u5b9a\u671f\u5ba1\u67e5<\/strong>\uff1a\u5b9a\u671f\u5ba1\u67e5\u5f02\u5e38\u5904\u7406\u4ee3\u7801\uff0c\u786e\u4fdd\u5b83\u4ecd\u7136\u7b26\u5408\u9700\u6c42<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u4f18\u79c0\u5f00\u6e90\u4ee3\u7801<\/strong>\uff1a\u7814\u7a76\u77e5\u540d\u5f00\u6e90\u9879\u76ee\u5982\u4f55\u5904\u7406\u5f02\u5e38<\/li>\n<\/ol>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u5f02\u5e38\u5904\u7406\u4e0d\u662f\u5173\u4e8e\u5b8c\u7f8e\uff0c\u800c\u662f\u5173\u4e8e\u97e7\u6027\u3002\u76ee\u6807\u662f\u521b\u5efa\u4e00\u4e2a\u5373\u4f7f\u5728\u4e0d\u5229\u6761\u4ef6\u4e0b\u4e5f\u80fd\u7ee7\u7eed\u5de5\u4f5c\u7684\u7cfb\u7edf\u3002\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u5177\u5907\u4e86\u8bbe\u8ba1\u548c\u5b9e\u73b0\u5065\u58ee\u5f02\u5e38\u5904\u7406\u7cfb\u7edf\u7684\u77e5\u8bc6\u548c\u6280\u80fd\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u4e8c\u8bfe\uff1a\u5f02\u5e38\u5904\u7406\u673a\u5236\uff01\u5b8c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u4e09\u8bfe\uff1a\u6a21\u5757\u5316\u5de5\u7a0b &#8211; Python\u7684\u4ee3\u7801\u7ec4\u7ec7\u827a\u672f<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4ece\u811a\u672c\u5230\u5de5\u7a0b\u7684\u827a\u672f<\/h2>\n\n\n\n<p>\u5728\u8f6f\u4ef6\u5f00\u53d1\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u6211\u4eec\u53ef\u80fd\u628a\u6240\u6709\u4ee3\u7801\u5199\u5728\u4e00\u4e2a\u6587\u4ef6\u4e2d\u3002\u4f46\u968f\u7740\u9879\u76ee\u89c4\u6a21\u7684\u6269\u5927\uff0c\u8fd9\u79cd&#8221;\u4e00\u9505\u7096&#8221;\u7684\u65b9\u5f0f\u4f1a\u8fc5\u901f\u53d8\u5f97\u4e0d\u53ef\u7ef4\u62a4\u3002\u60f3\u8c61\u4e00\u4e0b\uff0c\u628a\u6574\u680b\u5927\u697c\u7684\u6240\u6709\u623f\u95f4\u3001\u8d70\u5eca\u3001\u7ba1\u9053\u90fd\u5806\u5728\u4e00\u4e2a\u7a7a\u95f4\u91cc\u2014\u2014\u8fd9\u5c31\u662f\u6ca1\u6709\u6a21\u5757\u5316\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>Python\u7684\u6a21\u5757\u5316\u7cfb\u7edf\u5c31\u50cf\u662f\u5efa\u7b51\u7684\u84dd\u56fe\u7cfb\u7edf\uff1a<strong>\u6a21\u5757<\/strong>\u662f\u5355\u4e2a\u623f\u95f4\u7684\u8bbe\u8ba1\u56fe\uff0c<strong>\u5305<\/strong>\u662f\u4e00\u5c42\u697c\u7684\u591a\u4e2a\u623f\u95f4\u7ec4\u5408\uff0c<strong>\u5e93<\/strong>\u662f\u6574\u680b\u5efa\u7b51\u7684\u529f\u80fd\u5355\u5143\u3002\u638c\u63e1\u8fd9\u5957\u7cfb\u7edf\uff0c\u4f60\u5c31\u80fd\u4ece&#8221;\u5199\u811a\u672c&#8221;\u8fdb\u5316\u5230&#8221;\u6784\u5efa\u5de5\u7a0b&#8221;\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u7d22Python\u7684\u6a21\u5757\u5316\u4e16\u754c\uff0c\u5b66\u4e60\u5982\u4f55\u7ec4\u7ec7\u4ee3\u7801\u3001\u7ba1\u7406\u4f9d\u8d56\u3001\u6784\u5efa\u53ef\u7ef4\u62a4\u7684\u5927\u578b\u9879\u76ee\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u6a21\u5757 &#8211; Python\u4ee3\u7801\u7684\u57fa\u672c\u5355\u5143<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u4ec0\u4e48\u662f\u6a21\u5757\uff1f\u4ece\u811a\u672c\u5230\u7ec4\u4ef6\u7684\u8fdb\u5316<\/h3>\n\n\n\n<p>\u6a21\u5757\u662f\u5305\u542bPython\u5b9a\u4e49\u548c\u8bed\u53e5\u7684\u6587\u4ef6\u3002\u6587\u4ef6\u540d\u5c31\u662f\u6a21\u5757\u540d\u52a0\u4e0a<code>.py<\/code>\u540e\u7f00\u3002\u6a21\u5757\u8ba9\u4f60\u80fd\u591f\u6709\u903b\u8f91\u5730\u7ec4\u7ec7Python\u4ee3\u7801\u6bb5\uff0c\u4f7f\u4ee3\u7801\u66f4\u5bb9\u6613\u7406\u89e3\u548c\u4f7f\u7528\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6a21\u5757\u7684\u57fa\u7840\uff1a\u4ece\u7b80\u5355\u5230\u590d\u6742\n# ============================================================================\n\nprint(\"=== \u6a21\u5757\u57fa\u7840\uff1a\u4ece\u811a\u672c\u5230\u7ec4\u4ef6 ===\")\n\n# \u793a\u4f8b1\uff1a\u6700\u7b80\u5355\u7684\u6a21\u5757\n\"\"\"\n\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u6587\u4ef6 calculator.py\uff0c\u5185\u5bb9\u5982\u4e0b\uff1a\n\n# calculator.py - \u4e00\u4e2a\u7b80\u5355\u7684\u8ba1\u7b97\u5668\u6a21\u5757\ndef add(a, b):\n    return a + b\n\ndef subtract(a, b):\n    return a - b\n\ndef multiply(a, b):\n    return a * b\n\ndef divide(a, b):\n    if b == 0:\n        raise ValueError(\"\u9664\u6570\u4e0d\u80fd\u4e3a\u96f6\")\n    return a \/ b\n\n# \u6a21\u5757\u7ea7\u53d8\u91cf\nPI = 3.141592653589793\nVERSION = \"1.0.0\"\n\n# \u6a21\u5757\u521d\u59cb\u5316\u4ee3\u7801\nprint(f\"\u8ba1\u7b97\u5668\u6a21\u5757 v{VERSION} \u5df2\u52a0\u8f7d\")\n\"\"\"\n\n# \u793a\u4f8b2\uff1a\u6a21\u5757\u7684\u4f7f\u7528\nprint(\"\\n1. \u5bfc\u5165\u6574\u4e2a\u6a21\u5757:\")\nimport calculator  # \u8fd9\u4f1a\u6267\u884ccalculator.py\u4e2d\u7684\u9876\u7ea7\u4ee3\u7801\n\nresult = calculator.add(10, 5)\nprint(f\"10 + 5 = {result}\")\nprint(f\"\u03c0\u7684\u8fd1\u4f3c\u503c: {calculator.PI}\")\n\nprint(\"\\n2. \u5bfc\u5165\u7279\u5b9a\u51fd\u6570:\")\nfrom calculator import multiply, divide\n\nresult = multiply(3, 7)\nprint(f\"3 \u00d7 7 = {result}\")\n\ntry:\n    result = divide(10, 2)\n    print(f\"10 \u00f7 2 = {result}\")\nexcept ValueError as e:\n    print(f\"\u9664\u6cd5\u9519\u8bef: {e}\")\n\nprint(\"\\n3. \u5bfc\u5165\u5e76\u91cd\u547d\u540d:\")\nfrom calculator import subtract as sub\n\nresult = sub(20, 8)\nprint(f\"20 - 8 = {result}\")\n\nprint(\"\\n4. \u5bfc\u5165\u6240\u6709\u5185\u5bb9\uff08\u4e0d\u63a8\u8350\uff09:\")\nfrom calculator import *  # \u4e0d\u63a8\u8350\uff0c\u56e0\u4e3a\u4f1a\u5bfc\u81f4\u547d\u540d\u7a7a\u95f4\u6c61\u67d3\n\nprint(f\"\u7248\u672c: {VERSION}\")\nprint(f\"\u6d4b\u8bd5\u4e58\u6cd5: {multiply(4, 5)}\")\n\n# \u793a\u4f8b3\uff1a\u6a21\u5757\u7684\u5c5e\u6027\nprint(\"\\n5. \u63a2\u7d22\u6a21\u5757\u5c5e\u6027:\")\nprint(f\"\u6a21\u5757\u540d: {calculator.__name__}\")\nprint(f\"\u6587\u4ef6\u4f4d\u7f6e: {calculator.__file__}\")\nprint(f\"\u6a21\u5757\u6587\u6863: {calculator.__doc__}\")\nprint(f\"\u6a21\u5757\u4e2d\u7684\u6240\u6709\u540d\u79f0: {dir(calculator)&#91;:10]}...\")  # \u53ea\u663e\u793a\u524d10\u4e2a\n\n# \u793a\u4f8b4\uff1a\u6761\u4ef6\u6267\u884c\u7684\u6a21\u5757\n\"\"\"\n\u5f53\u4e00\u4e2a\u6a21\u5757\u65e2\u53ef\u4ee5\u4f5c\u4e3a\u811a\u672c\u8fd0\u884c\uff0c\u4e5f\u53ef\u4ee5\u88ab\u5bfc\u5165\u65f6\uff0c\u6211\u4eec\u4f7f\u7528 __name__ \u68c0\u67e5:\n\n# calculator_advanced.py\ndef add(a, b):\n    return a + b\n\ndef main():\n    # \u6d4b\u8bd5\u4ee3\u7801\n    print(\"\u6d4b\u8bd5\u8ba1\u7b97\u5668\u529f\u80fd:\")\n    print(f\"2 + 3 = {add(2, 3)}\")\n\nif __name__ == \"__main__\":\n    # \u5f53\u76f4\u63a5\u8fd0\u884c\u6b64\u6587\u4ef6\u65f6\u6267\u884c\n    main()\nelse:\n    # \u5f53\u88ab\u5bfc\u5165\u65f6\u6267\u884c\n    print(\"\u8ba1\u7b97\u5668\u6a21\u5757\u88ab\u5bfc\u5165\")\n\"\"\"\n\n# \u521b\u5efa\u5e76\u6d4b\u8bd5\u6761\u4ef6\u6267\u884c\u6a21\u5757\nprint(\"\\n6. \u521b\u5efa\u6761\u4ef6\u6267\u884c\u6a21\u5757:\")\ncalculator_code = '''\ndef add(a, b):\n    return a + b\n\ndef main():\n    print(\"\u6d4b\u8bd5\u8ba1\u7b97\u5668\u529f\u80fd:\")\n    print(f\"2 + 3 = {add(2, 3)}\")\n\nif __name__ == \"__main__\":\n    main()\nelse:\n    print(\"\u8ba1\u7b97\u5668\u6a21\u5757\u88ab\u5bfc\u5165\")\n'''\n\n# \u52a8\u6001\u521b\u5efa\u6a21\u5757\nimport types\ncalculator_module = types.ModuleType(\"calculator_advanced\")\nexec(calculator_code, calculator_module.__dict__)\n\n# \u6d4b\u8bd5\u6a21\u5757\nprint(\"\u76f4\u63a5\u8fd0\u884c\u6548\u679c\uff08\u6a21\u62df\uff09:\")\ncalculator_module.main()\n\nprint(\"\\n\u4f5c\u4e3a\u6a21\u5757\u5bfc\u5165\u6548\u679c:\")\n# \u91cd\u7f6e __name__ \u6765\u6a21\u62df\u5bfc\u5165\ncalculator_module.__name__ = \"calculator_advanced\"\nif calculator_module.__name__ == \"__main__\":\n    calculator_module.main()\nelse:\n    print(\"\u8ba1\u7b97\u5668\u6a21\u5757\u88ab\u5bfc\u5165\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u6a21\u5757\u7684\u641c\u7d22\u8def\u5f84\u4e0e\u5bfc\u5165\u673a\u5236<\/h3>\n\n\n\n<p>\u4e86\u89e3Python\u5982\u4f55\u67e5\u627e\u548c\u52a0\u8f7d\u6a21\u5757\u662f\u89e3\u51b3\u5bfc\u5165\u95ee\u9898\u7684\u5173\u952e\u3002\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u7d22Python\u7684\u5bfc\u5165\u7cfb\u7edf\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u7684\u6a21\u5757\u641c\u7d22\u8def\u5f84\u4e0e\u5bfc\u5165\u673a\u5236\n# ============================================================================\n\nprint(\"=== \u6a21\u5757\u641c\u7d22\u8def\u5f84\u4e0e\u5bfc\u5165\u673a\u5236 ===\")\n\nimport sys\nimport os\n\ndef explore_import_system():\n    \"\"\"\u63a2\u7d22Python\u7684\u5bfc\u5165\u7cfb\u7edf\"\"\"\n\n    print(\"\\n1. \u6a21\u5757\u641c\u7d22\u8def\u5f84\uff08sys.path\uff09:\")\n    print(\"Python\u6309\u4ee5\u4e0b\u987a\u5e8f\u641c\u7d22\u6a21\u5757:\")\n\n    paths = sys.path.copy()\n    for i, path in enumerate(paths&#91;:10], 1):  # \u53ea\u663e\u793a\u524d10\u4e2a\n        print(f\"  {i}. {path}\")\n\n    if len(paths) &gt; 10:\n        print(f\"  ... \u8fd8\u6709 {len(paths) - 10} \u4e2a\u8def\u5f84\")\n\n    print(\"\\n2. \u6a21\u5757\u7f13\u5b58\uff08sys.modules\uff09:\")\n    print(f\"\u5df2\u52a0\u8f7d\u7684\u6a21\u5757\u6570\u91cf: {len(sys.modules)}\")\n\n    # \u663e\u793a\u4e00\u4e9b\u5df2\u52a0\u8f7d\u7684\u6a21\u5757\n    print(\"\\n\u90e8\u5206\u5df2\u52a0\u8f7d\u7684\u6a21\u5757:\")\n    module_names = list(sys.modules.keys())\n    for name in sorted(module_names)&#91;:15]:\n        module = sys.modules&#91;name]\n        print(f\"  {name}: {type(module).__name__}\")\n\n    print(\"\\n3. \u521b\u5efa\u81ea\u5b9a\u4e49\u6a21\u5757\u52a0\u8f7d\u5668\u793a\u4f8b:\")\n\n    # \u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u6a21\u5757\n    simple_module_code = '''\n\"\"\"\u4e00\u4e2a\u7b80\u5355\u7684\u6a21\u5757\u793a\u4f8b\"\"\"\nMODULE_NAME = \"simple_module\"\nVERSION = \"1.0\"\n\ndef hello(name):\n    return f\"Hello, {name}!\"\n\nclass SimpleClass:\n    def __init__(self, value):\n        self.value = value\n\n    def double(self):\n        return self.value * 2\n'''\n\n    # \u65b9\u6cd51\uff1a\u4f7f\u7528exec\u52a8\u6001\u521b\u5efa\u6a21\u5757\n    print(\"\\n\u65b9\u6cd51\uff1a\u4f7f\u7528exec\u52a8\u6001\u521b\u5efa\u6a21\u5757\")\n    simple_module = types.ModuleType(\"simple_module\")\n    exec(simple_module_code, simple_module.__dict__)\n\n    # \u6dfb\u52a0\u5230sys.modules\u4ee5\u4fbf\u5bfc\u5165\n    sys.modules&#91;\"simple_module\"] = simple_module\n\n    # \u73b0\u5728\u53ef\u4ee5\u6b63\u5e38\u5bfc\u5165\n    import simple_module as sm\n    print(f\"\u5bfc\u5165\u7684\u6a21\u5757: {sm.MODULE_NAME} v{sm.VERSION}\")\n    print(f\"\u8c03\u7528\u51fd\u6570: {sm.hello('World')}\")\n\n    obj = sm.SimpleClass(5)\n    print(f\"\u521b\u5efa\u5bf9\u8c61\u5e76\u8c03\u7528\u65b9\u6cd5: {obj.double()}\")\n\n    # \u65b9\u6cd52\uff1a\u4ece\u6587\u4ef6\u52a0\u8f7d\u6a21\u5757\n    print(\"\\n4. \u4ece\u6587\u4ef6\u52a0\u8f7d\u6a21\u5757:\")\n\n    # \u521b\u5efa\u4e00\u4e2a\u4e34\u65f6\u6a21\u5757\u6587\u4ef6\n    import tempfile\n    with tempfile.NamedTemporaryFile(mode='w', suffix='.py', delete=False) as f:\n        f.write('''\n\"\"\"\u4e34\u65f6\u6a21\u5757\u6587\u4ef6\"\"\"\ndef temp_function():\n    return \"\u6765\u81ea\u4e34\u65f6\u6587\u4ef6\"\n\nCONSTANT = 42\n''')\n        temp_file = f.name\n\n    print(f\"\u521b\u5efa\u7684\u4e34\u65f6\u6587\u4ef6: {temp_file}\")\n\n    # \u5c06\u4e34\u65f6\u6587\u4ef6\u6240\u5728\u76ee\u5f55\u6dfb\u52a0\u5230Python\u8def\u5f84\n    temp_dir = os.path.dirname(temp_file)\n    if temp_dir not in sys.path:\n        sys.path.insert(0, temp_dir)\n\n    # \u5bfc\u5165\u4e34\u65f6\u6a21\u5757\n    module_name = os.path.basename(temp_file).replace('.py', '')\n\n    try:\n        temp_module = __import__(module_name)\n        print(f\"\u6210\u529f\u5bfc\u5165: {temp_module.temp_function()}\")\n        print(f\"\u6a21\u5757\u5e38\u91cf: {temp_module.CONSTANT}\")\n    except ImportError as e:\n        print(f\"\u5bfc\u5165\u5931\u8d25: {e}\")\n    finally:\n        # \u6e05\u7406\n        os.unlink(temp_file)\n\n    print(\"\\n5. \u76f8\u5bf9\u5bfc\u5165\uff08\u5728\u5305\u4e2d\u4f7f\u7528\uff09:\")\n    print(\"\"\"\n# \u5728\u5305\u5185\u90e8\uff0c\u53ef\u4ee5\u4f7f\u7528\u76f8\u5bf9\u5bfc\u5165:\n# from . import sibling_module      # \u5bfc\u5165\u540c\u7ea7\u6a21\u5757\n# from .sibling_module import func  # \u4ece\u540c\u7ea7\u6a21\u5757\u5bfc\u5165\u51fd\u6570\n# from .. import parent_module      # \u5bfc\u5165\u7236\u7ea7\u6a21\u5757\n# from ..parent_module import func  # \u4ece\u7236\u7ea7\u6a21\u5757\u5bfc\u5165\u51fd\u6570\n\"\"\")\n\n    print(\"\\n6. \u5faa\u73af\u5bfc\u5165\u95ee\u9898:\")\n    print(\"\"\"\n# module_a.py\nimport module_b\ndef func_a():\n    return module_b.func_b()\n\n# module_b.py  \nimport module_a  # \u5faa\u73af\u5bfc\u5165\uff01\ndef func_b():\n    return module_a.func_a()\n\n\u89e3\u51b3\u65b9\u6848\uff1a\n1. \u91cd\u6784\u4ee3\u7801\uff0c\u6d88\u9664\u5faa\u73af\u4f9d\u8d56\n2. \u5728\u51fd\u6570\u5185\u90e8\u5bfc\u5165\n3. \u4f7f\u7528import\u8bed\u53e5\u7684\u5ef6\u8fdf\u6267\u884c\n\"\"\")\n\n# \u8fd0\u884c\u63a2\u7d22\nexplore_import_system()\n\n# \u6f14\u793a\u6a21\u5757\u5bfc\u5165\u7684\u5e95\u5c42\u673a\u5236\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u6a21\u5757\u5bfc\u5165\u7684\u5e95\u5c42\u673a\u5236\")\nprint(\"=\"*60)\n\nclass CustomImporter:\n    \"\"\"\u81ea\u5b9a\u4e49\u6a21\u5757\u5bfc\u5165\u5668\"\"\"\n\n    def __init__(self, module_code_dict):\n        \"\"\"\n        module_code_dict: \u6a21\u5757\u540d\u5230\u4ee3\u7801\u7684\u6620\u5c04\n        \u4f8b\u5982: {\"mymodule\": \"def hello(): return 'world'\"}\n        \"\"\"\n        self.module_code_dict = module_code_dict\n\n    def find_module(self, fullname, path=None):\n        \"\"\"\u67e5\u627e\u6a21\u5757\"\"\"\n        if fullname in self.module_code_dict:\n            return self\n        return None\n\n    def load_module(self, fullname):\n        \"\"\"\u52a0\u8f7d\u6a21\u5757\"\"\"\n        if fullname in sys.modules:\n            return sys.modules&#91;fullname]\n\n        # \u521b\u5efa\u65b0\u6a21\u5757\n        module = types.ModuleType(fullname)\n\n        # \u6267\u884c\u6a21\u5757\u4ee3\u7801\n        code = self.module_code_dict&#91;fullname]\n        exec(code, module.__dict__)\n\n        # \u8bbe\u7f6e\u6a21\u5757\u5c5e\u6027\n        module.__file__ = f\"&lt;custom&gt;\/{fullname}.py\"\n        module.__loader__ = self\n        module.__package__ = ''\n\n        # \u7f13\u5b58\u6a21\u5757\n        sys.modules&#91;fullname] = module\n\n        return module\n\n# \u4f7f\u7528\u81ea\u5b9a\u4e49\u5bfc\u5165\u5668\nprint(\"\\n\u4f7f\u7528\u81ea\u5b9a\u4e49\u5bfc\u5165\u5668:\")\nmodules = {\n    \"greeting\": '''\ndef say_hello(name=\"World\"):\n    return f\"Hello, {name}!\"\n\ndef say_goodbye(name=\"World\"):\n    return f\"Goodbye, {name}!\"\n\nMESSAGE = \"\u8fd9\u662f\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6a21\u5757\"\n''',\n\n    \"math_utils\": '''\ndef add(a, b):\n    return a + b\n\ndef multiply(a, b):\n    return a * b\n\nPI = 3.14159\n'''\n}\n\n# \u5b89\u88c5\u81ea\u5b9a\u4e49\u5bfc\u5165\u5668\nsys.meta_path.insert(0, CustomImporter(modules))\n\n# \u73b0\u5728\u53ef\u4ee5\u5bfc\u5165\u8fd9\u4e9b\u6a21\u5757\nimport greeting\nimport math_utils\n\nprint(f\"\u95ee\u5019\u6a21\u5757: {greeting.MESSAGE}\")\nprint(f\"\u6253\u62db\u547c: {greeting.say_hello('Python')}\")\nprint(f\"\u8bf4\u518d\u89c1: {greeting.say_goodbye('Python')}\")\n\nprint(f\"\\n\u6570\u5b66\u5de5\u5177\u6a21\u5757:\")\nprint(f\"PI \u2248 {math_utils.PI}\")\nprint(f\"3 + 4 = {math_utils.add(3, 4)}\")\nprint(f\"3 \u00d7 4 = {math_utils.multiply(3, 4)}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u5305 &#8211; \u6a21\u5757\u7684\u5bb9\u5668\u4e0e\u547d\u540d\u7a7a\u95f4<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u5305\u7684\u57fa\u7840\uff1a\u4ece\u76ee\u5f55\u5230\u547d\u540d\u7a7a\u95f4<\/h3>\n\n\n\n<p>\u5305\u662f\u4e00\u79cd\u7ec4\u7ec7\u6a21\u5757\u7684\u65b9\u5f0f\uff0c\u5b83\u5141\u8bb8\u4f60\u5c06\u76f8\u5173\u7684\u6a21\u5757\u5206\u7ec4\u5230\u76ee\u5f55\u5c42\u6b21\u7ed3\u6784\u4e2d\u3002\u5305\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5305\u542b<code>__init__.py<\/code>\u6587\u4ef6\u7684\u76ee\u5f55\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u5305\u7684\u57fa\u7840\u7ed3\u6784\n# ============================================================================\n\nprint(\"=== Python\u5305\u7684\u57fa\u7840\u7ed3\u6784 ===\")\n\nimport tempfile\nimport shutil\nimport os\n\ndef create_package_structure():\n    \"\"\"\u521b\u5efa\u5305\u7ed3\u6784\u6f14\u793a\"\"\"\n\n    # \u521b\u5efa\u4e34\u65f6\u76ee\u5f55\u4f5c\u4e3a\u5de5\u4f5c\u7a7a\u95f4\n    temp_dir = tempfile.mkdtemp(prefix=\"package_demo_\")\n    print(f\"\u5de5\u4f5c\u76ee\u5f55: {temp_dir}\")\n\n    # \u521b\u5efa\u57fa\u7840\u5305\u7ed3\u6784\n    print(\"\\n1. \u521b\u5efa\u57fa\u7840\u5305\u7ed3\u6784:\")\n\n    # mypackage\/\n    # \u251c\u2500\u2500 __init__.py\n    # \u251c\u2500\u2500 module_a.py\n    # \u251c\u2500\u2500 module_b.py\n    # \u2514\u2500\u2500 subpackage\/\n    #     \u251c\u2500\u2500 __init__.py\n    #     \u2514\u2500\u2500 module_c.py\n\n    package_dir = os.path.join(temp_dir, \"mypackage\")\n    subpackage_dir = os.path.join(package_dir, \"subpackage\")\n\n    os.makedirs(subpackage_dir, exist_ok=True)\n\n    # \u521b\u5efa __init__.py \u6587\u4ef6\n    print(\"\u521b\u5efa __init__.py \u6587\u4ef6...\")\n\n    # \u4e3b\u5305\u7684 __init__.py\n    init_content = '''\n\"\"\"mypackage - \u4e00\u4e2a\u793a\u4f8b\u5305\"\"\"\n\n__version__ = \"1.0.0\"\n__author__ = \"Python Developer\"\n\n# \u516c\u5f00\u7684API\nfrom .module_a import public_function\nfrom .module_b import PublicClass\n\n# \u5305\u521d\u59cb\u5316\u4ee3\u7801\nprint(f\"mypackage v{__version__} \u5df2\u52a0\u8f7d\")\n\n# \u5b9a\u4e49\u5305\u7ea7\u522b\u7684\u53d8\u91cf\nPACKAGE_NAME = \"mypackage\"\n\n# \u5ef6\u8fdf\u5bfc\u5165\uff08\u5728\u9700\u8981\u65f6\u624d\u5bfc\u5165\uff09\ndef lazy_import():\n    \"\"\"\u5ef6\u8fdf\u5bfc\u5165\u793a\u4f8b\"\"\"\n    from .module_b import internal_function\n    return internal_function\n'''\n\n    with open(os.path.join(package_dir, \"__init__.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(init_content)\n\n    # \u5b50\u5305\u7684 __init__.py\n    sub_init_content = '''\n\"\"\"mypackage.subpackage - \u5b50\u5305\"\"\"\n\nfrom .module_c import subpackage_function\n\n__all__ = &#91;'subpackage_function']\n'''\n\n    with open(os.path.join(subpackage_dir, \"__init__.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(sub_init_content)\n\n    # \u521b\u5efa module_a.py\n    module_a_content = '''\n\"\"\"\u6a21\u5757A\u7684\u529f\u80fd\"\"\"\n\ndef public_function():\n    \"\"\"\u516c\u5f00\u7684\u51fd\u6570\"\"\"\n    return \"\u6765\u81ea module_a.public_function\"\n\ndef _private_function():\n    \"\"\"\u79c1\u6709\u51fd\u6570\uff08\u5355\u4e0b\u5212\u7ebf\u5f00\u5934\uff09\"\"\"\n    return \"\u79c1\u6709\u51fd\u6570\uff0c\u4e0d\u5e94\u8be5\u4ece\u5916\u90e8\u8bbf\u95ee\"\n\ndef __very_private_function():\n    \"\"\"\u975e\u5e38\u79c1\u6709\u7684\u51fd\u6570\uff08\u53cc\u4e0b\u5212\u7ebf\u5f00\u5934\uff09\"\"\"\n    return \"\u975e\u5e38\u79c1\u6709\u7684\u51fd\u6570\"\n\nclass HelperClass:\n    \"\"\"\u8f85\u52a9\u7c7b\"\"\"\n    def help(self):\n        return \"\u63d0\u4f9b\u5e2e\u52a9\"\n'''\n\n    with open(os.path.join(package_dir, \"module_a.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(module_a_content)\n\n    # \u521b\u5efa module_b.py\n    module_b_content = '''\n\"\"\"\u6a21\u5757B\u7684\u529f\u80fd\"\"\"\n\ndef internal_function():\n    \"\"\"\u5185\u90e8\u51fd\u6570\"\"\"\n    return \"\u6765\u81ea module_b.internal_function\"\n\nclass PublicClass:\n    \"\"\"\u516c\u5f00\u7684\u7c7b\"\"\"\n\n    def __init__(self, value):\n        self.value = value\n\n    def process(self):\n        return f\"\u5904\u7406\u503c: {self.value}\"\n\n    def __repr__(self):\n        return f\"PublicClass({self.value})\"\n'''\n\n    with open(os.path.join(package_dir, \"module_b.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(module_b_content)\n\n    # \u521b\u5efa\u5b50\u5305\u4e2d\u7684 module_c.py\n    module_c_content = '''\n\"\"\"\u5b50\u5305\u4e2d\u7684\u6a21\u5757\"\"\"\n\ndef subpackage_function():\n    \"\"\"\u5b50\u5305\u51fd\u6570\"\"\"\n    return \"\u6765\u81ea subpackage.module_c.subpackage_function\"\n\ndef nested_function():\n    \"\"\"\u5d4c\u5957\u5bfc\u5165\u6d4b\u8bd5\"\"\"\n    # \u4ece\u7236\u5305\u5bfc\u5165\n    from ..module_a import public_function\n    return f\"\u8c03\u7528\u7236\u5305\u51fd\u6570: {public_function()}\"\n'''\n\n    with open(os.path.join(subpackage_dir, \"module_c.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(module_c_content)\n\n    print(\"\u5305\u7ed3\u6784\u521b\u5efa\u5b8c\u6210!\")\n\n    # \u5c06\u5305\u76ee\u5f55\u6dfb\u52a0\u5230Python\u8def\u5f84\n    if temp_dir not in sys.path:\n        sys.path.insert(0, temp_dir)\n\n    return temp_dir, package_dir\n\n# \u521b\u5efa\u5305\u7ed3\u6784\ntemp_dir, package_dir = create_package_structure()\n\n# \u6f14\u793a\u5305\u7684\u4f7f\u7528\nprint(\"\\n2. \u5305\u7684\u4f7f\u7528\u6f14\u793a:\")\n\nprint(\"\\n\u5bfc\u5165\u6574\u4e2a\u5305:\")\nimport mypackage\nprint(f\"\u5305\u7248\u672c: {mypackage.__version__}\")\nprint(f\"\u5305\u4f5c\u8005: {mypackage.__author__}\")\nprint(f\"\u5305\u540d: {mypackage.PACKAGE_NAME}\")\n\nprint(\"\\n\u4ece\u5305\u5bfc\u5165\u7279\u5b9a\u6a21\u5757:\")\nfrom mypackage import module_a\nprint(f\"\u6a21\u5757A\u51fd\u6570: {module_a.public_function()}\")\n\n# \u6ce8\u610f\uff1a\u79c1\u6709\u51fd\u6570\u4e0d\u5e94\u8be5\u76f4\u63a5\u8bbf\u95ee\ntry:\n    print(f\"\u79c1\u6709\u51fd\u6570: {module_a._private_function()}\")\nexcept AttributeError as e:\n    print(f\"\u6b63\u786e: \u79c1\u6709\u51fd\u6570\u4e0d\u5e94\u76f4\u63a5\u8bbf\u95ee - {e}\")\n\nprint(\"\\n\u4f7f\u7528\u5305\u516c\u5f00\u7684API:\")\nprint(f\"\u516c\u5f00\u51fd\u6570: {mypackage.public_function()}\")\n\nobj = mypackage.PublicClass(42)\nprint(f\"\u516c\u5f00\u7c7b: {obj.process()}\")\n\nprint(\"\\n\u5bfc\u5165\u5b50\u5305:\")\nfrom mypackage.subpackage import subpackage_function\nprint(f\"\u5b50\u5305\u51fd\u6570: {subpackage_function()}\")\n\nprint(\"\\n\u4f7f\u7528\u5b8c\u6574\u8def\u5f84\u5bfc\u5165:\")\nimport mypackage.subpackage.module_c as mc\nprint(f\"\u5b50\u5305\u6a21\u5757\u51fd\u6570: {mc.subpackage_function()}\")\n\n# \u6d4b\u8bd5\u5d4c\u5957\u5bfc\u5165\nprint(\"\\n\u6d4b\u8bd5\u5d4c\u5957\u5bfc\u5165:\")\ntry:\n    result = mc.nested_function()\n    print(f\"\u5d4c\u5957\u51fd\u6570\u7ed3\u679c: {result}\")\nexcept ImportError as e:\n    print(f\"\u5d4c\u5957\u5bfc\u5165\u9519\u8bef: {e}\")\n\nprint(\"\\n3. \u5305\u7684 __all__ \u5c5e\u6027:\")\nprint(\"\"\"\n# \u5728 __init__.py \u4e2d\u5b9a\u4e49 __all__ \u53ef\u4ee5\u63a7\u5236 from package import * \u7684\u884c\u4e3a\n# __all__ = &#91;'public_function', 'PublicClass']\n\n# \u5982\u679c\u4e0d\u5b9a\u4e49 __all__\uff0cfrom package import * \u53ea\u5bfc\u5165\u4e0d\u4ee5\u4e0b\u5212\u7ebf\u5f00\u5934\u7684\u540d\u79f0\n\"\"\")\n\n# \u6f14\u793a __all__ \u7684\u4f5c\u7528\nprint(\"\\n4. \u5305\u7684\u5c5e\u6027\u63a2\u7d22:\")\nprint(f\"\u5305\u6587\u4ef6: {mypackage.__file__}\")\nprint(f\"\u5305\u8def\u5f84: {mypackage.__path__}\")\nprint(f\"\u5305\u6587\u6863: {mypackage.__doc__}\")\n\n# \u6e05\u7406\u4e34\u65f6\u76ee\u5f55\nprint(\"\\n5. \u6e05\u7406\u4e34\u65f6\u6587\u4ef6...\")\nshutil.rmtree(temp_dir)\nprint(f\"\u5df2\u6e05\u7406: {temp_dir}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u547d\u540d\u7a7a\u95f4\u5305 &#8211; Python 3.3+ \u7684\u65b0\u7279\u6027<\/h3>\n\n\n\n<p>\u547d\u540d\u7a7a\u95f4\u5305\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u5305\uff0c\u5b83\u5141\u8bb8\u5c06\u5305\u7684\u5185\u5bb9\u5206\u5e03\u5728\u6587\u4ef6\u7cfb\u7edf\u7684\u591a\u4e2a\u4f4d\u7f6e\u3002\u8fd9\u5bf9\u4e8e\u63d2\u4ef6\u7cfb\u7edf\u3001\u5206\u5e03\u5f0f\u5305\u7b49\u573a\u666f\u975e\u5e38\u6709\u7528\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u547d\u540d\u7a7a\u95f4\u5305\n# ============================================================================\n\nprint(\"\\n=== \u547d\u540d\u7a7a\u95f4\u5305\uff08Python 3.3+\uff09 ===\")\n\ndef demonstrate_namespace_packages():\n    \"\"\"\u6f14\u793a\u547d\u540d\u7a7a\u95f4\u5305\"\"\"\n\n    print(\"\u547d\u540d\u7a7a\u95f4\u5305\u7279\u6027:\")\n    print(\"1. \u6ca1\u6709 __init__.py \u6587\u4ef6\")\n    print(\"2. \u53ef\u4ee5\u5206\u5e03\u5728\u591a\u4e2a\u76ee\u5f55\u4e2d\")\n    print(\"3. \u7528\u4e8e\u63d2\u4ef6\u7cfb\u7edf\u3001\u53ef\u6269\u5c55\u67b6\u6784\")\n\n    import tempfile\n    import shutil\n\n    # \u521b\u5efa\u4e34\u65f6\u76ee\u5f55\n    temp_dir = tempfile.mkdtemp(prefix=\"namespace_demo_\")\n    print(f\"\\n\u5de5\u4f5c\u76ee\u5f55: {temp_dir}\")\n\n    # \u521b\u5efa\u547d\u540d\u7a7a\u95f4\u5305\u7ed3\u6784\n    # \u5206\u5e03\u5728\u4e24\u4e2a\u4e0d\u540c\u7684\u4f4d\u7f6e\n\n    # \u4f4d\u7f6e1: site1\/ns_package\/module_a.py\n    site1_dir = os.path.join(temp_dir, \"site1\")\n    ns_package_dir1 = os.path.join(site1_dir, \"ns_package\")\n    os.makedirs(ns_package_dir1, exist_ok=True)\n\n    module_a_content = '''\n\"\"\"\u547d\u540d\u7a7a\u95f4\u5305\u7684\u7b2c\u4e00\u4e2a\u90e8\u5206\"\"\"\n\ndef function_a():\n    return \"\u6765\u81ea site1.ns_package.module_a\"\n\nVALUE_A = 100\n'''\n\n    with open(os.path.join(ns_package_dir1, \"module_a.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(module_a_content)\n\n    # \u4f4d\u7f6e2: site2\/ns_package\/module_b.py\n    site2_dir = os.path.join(temp_dir, \"site2\")\n    ns_package_dir2 = os.path.join(site2_dir, \"ns_package\")\n    os.makedirs(ns_package_dir2, exist_ok=True)\n\n    module_b_content = '''\n\"\"\"\u547d\u540d\u7a7a\u95f4\u5305\u7684\u7b2c\u4e8c\u4e2a\u90e8\u5206\"\"\"\n\ndef function_b():\n    return \"\u6765\u81ea site2.ns_package.module_b\"\n\nVALUE_B = 200\n'''\n\n    with open(os.path.join(ns_package_dir2, \"module_b.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(module_b_content)\n\n    # \u4f4d\u7f6e3: site3\/ns_package\/subpackage\/module_c.py\n    site3_dir = os.path.join(temp_dir, \"site3\")\n    subpackage_dir = os.path.join(site3_dir, \"ns_package\", \"subpackage\")\n    os.makedirs(subpackage_dir, exist_ok=True)\n\n    module_c_content = '''\n\"\"\"\u547d\u540d\u7a7a\u95f4\u5305\u7684\u5b50\u5305\"\"\"\n\ndef function_c():\n    return \"\u6765\u81ea site3.ns_package.subpackage.module_c\"\n'''\n\n    with open(os.path.join(subpackage_dir, \"module_c.py\"), \"w\", encoding=\"utf-8\") as f:\n        f.write(module_c_content)\n\n    print(\"\\n\u76ee\u5f55\u7ed3\u6784:\")\n    print(f\"{site1_dir}\/\")\n    print(\"  \u2514\u2500\u2500 ns_package\/\")\n    print(\"      \u2514\u2500\u2500 module_a.py\")\n    print(f\"\\n{site2_dir}\/\")\n    print(\"  \u2514\u2500\u2500 ns_package\/\")\n    print(\"      \u2514\u2500\u2500 module_b.py\")\n    print(f\"\\n{site3_dir}\/\")\n    print(\"  \u2514\u2500\u2500 ns_package\/\")\n    print(\"      \u2514\u2500\u2500 subpackage\/\")\n    print(\"          \u2514\u2500\u2500 module_c.py\")\n\n    # \u5c06\u6240\u6709\u4f4d\u7f6e\u6dfb\u52a0\u5230Python\u8def\u5f84\n    for site_dir in &#91;site1_dir, site2_dir, site3_dir]:\n        if site_dir not in sys.path:\n            sys.path.insert(0, site_dir)\n\n    print(\"\\n\u5bfc\u5165\u547d\u540d\u7a7a\u95f4\u5305:\")\n\n    try:\n        import ns_package\n        print(f\"\u547d\u540d\u7a7a\u95f4\u5305: {ns_package}\")\n        print(f\"\u5305\u8def\u5f84: {ns_package.__path__}\")\n        print(f\"\u5305\u6587\u4ef6: {ns_package.__file__}\")\n\n        print(\"\\n\u8bbf\u95ee\u4e0d\u540c\u4f4d\u7f6e\u7684\u6a21\u5757:\")\n\n        # \u5bfc\u5165\u6a21\u5757A\n        from ns_package import module_a\n        print(f\"\u6a21\u5757A: {module_a.function_a()}\")\n        print(f\"\u503cA: {module_a.VALUE_A}\")\n\n        # \u5bfc\u5165\u6a21\u5757B\n        from ns_package import module_b\n        print(f\"\u6a21\u5757B: {module_b.function_b()}\")\n        print(f\"\u503cB: {module_b.VALUE_B}\")\n\n        # \u5bfc\u5165\u5b50\u5305\n        from ns_package.subpackage import module_c\n        print(f\"\u5b50\u5305\u6a21\u5757C: {module_c.function_c()}\")\n\n        # \u63a2\u7d22\u5305\u7684\u5185\u5bb9\n        print(\"\\n\u5305\u5185\u5bb9\u63a2\u7d22:\")\n        import pkgutil\n\n        # \u904d\u5386\u547d\u540d\u7a7a\u95f4\u5305\n        print(\"\u904d\u5386ns_package:\")\n        for importer, module_name, is_pkg in pkgutil.iter_modules(ns_package.__path__):\n            print(f\"  {'\u5305' if is_pkg else '\u6a21\u5757'}: {module_name}\")\n\n        print(\"\\n\u904d\u5386ns_package.subpackage:\")\n        for importer, module_name, is_pkg in pkgutil.iter_modules(ns_package.subpackage.__path__):\n            print(f\"  {'\u5305' if is_pkg else '\u6a21\u5757'}: {module_name}\")\n\n    except Exception as e:\n        print(f\"\u5bfc\u5165\u9519\u8bef: {e}\")\n        import traceback\n        traceback.print_exc()\n\n    # \u6e05\u7406\n    print(\"\\n\u6e05\u7406\u4e34\u65f6\u6587\u4ef6...\")\n    shutil.rmtree(temp_dir)\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_namespace_packages()\n\n# \u547d\u540d\u7a7a\u95f4\u5305\u7684\u5b9e\u9645\u5e94\u7528\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u547d\u540d\u7a7a\u95f4\u5305\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u573a\u666f1\uff1a\u63d2\u4ef6\u7cfb\u7edf\n  \u5e94\u7528\u7a0b\u5e8f\u6838\u5fc3: \/app\/core\/\n  \u63d2\u4ef6\u4f4d\u7f6e1: \/app\/plugins\/plugin_a\/\n  \u63d2\u4ef6\u4f4d\u7f6e2: \/app\/plugins\/plugin_b\/\n  \u63d2\u4ef6\u4f4d\u7f6e3: \/user\/plugins\/plugin_c\/\n  \u6240\u6709\u63d2\u4ef6\u90fd\u4f4d\u4e8e 'app.plugins' \u547d\u540d\u7a7a\u95f4\u4e0b\n\n\u573a\u666f2\uff1a\u53ef\u6269\u5c55\u6846\u67b6\n  \u6846\u67b6\u6838\u5fc3: \/venv\/lib\/python3.9\/site-packages\/framework\/\n  \u7528\u6237\u6269\u5c55: \/home\/user\/.framework\/extensions\/\n  \u516c\u53f8\u6269\u5c55: \/opt\/company\/framework\/extensions\/\n\n\u573a\u666f3\uff1a\u6d4b\u8bd5\u8986\u76d6\n  \u6d4b\u8bd5\u6a21\u5757\u53ef\u4ee5\u653e\u5728\u5355\u72ec\u76ee\u5f55\uff0c\u4e0e\u751f\u4ea7\u4ee3\u7801\u5171\u4eab\u76f8\u540c\u7684\u5305\u7ed3\u6784\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u5e93 &#8211; \u53ef\u590d\u7528\u7684\u4ee3\u7801\u96c6\u5408<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6807\u51c6\u5e93 &#8211; Python\u7684&#8221;\u5185\u7f6e\u5de5\u5177\u7bb1&#8221;<\/h3>\n\n\n\n<p>Python\u6807\u51c6\u5e93\u662fPython\u5b89\u88c5\u65f6\u81ea\u5e26\u7684\u6a21\u5757\u548c\u5305\u96c6\u5408\uff0c\u5305\u542b\u4e86\u5927\u91cf\u5b9e\u7528\u7684\u529f\u80fd\u3002\u4e86\u89e3\u6807\u51c6\u5e93\u662f\u6210\u4e3aPython\u4e13\u5bb6\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u6807\u51c6\u5e93\u6982\u89c8\n# ============================================================================\n\nprint(\"=== Python\u6807\u51c6\u5e93\u6982\u89c8 ===\")\n\ndef explore_standard_library():\n    \"\"\"\u63a2\u7d22Python\u6807\u51c6\u5e93\"\"\"\n\n    import pkgutil\n    import inspect\n\n    print(\"Python\u6807\u51c6\u5e93\u4e3b\u8981\u6a21\u5757\u5206\u7c7b:\\n\")\n\n    # \u4e3b\u8981\u6807\u51c6\u5e93\u6a21\u5757\u5206\u7c7b\n    categories = {\n        \"\u6587\u672c\u5904\u7406\": &#91;\"re\", \"string\", \"textwrap\", \"unicodedata\"],\n        \"\u6570\u636e\u7ed3\u6784\": &#91;\"collections\", \"array\", \"heapq\", \"bisect\", \"queue\"],\n        \"\u7b97\u6cd5\": &#91;\"functools\", \"itertools\", \"operator\", \"contextlib\"],\n        \"\u65e5\u671f\u65f6\u95f4\": &#91;\"datetime\", \"time\", \"calendar\"],\n        \"\u6570\u5b66\u8ba1\u7b97\": &#91;\"math\", \"decimal\", \"fractions\", \"random\", \"statistics\"],\n        \"\u6587\u4ef6\u7cfb\u7edf\": &#91;\"os\", \"os.path\", \"pathlib\", \"shutil\", \"tempfile\", \"glob\"],\n        \"\u6587\u4ef6\u683c\u5f0f\": &#91;\"json\", \"pickle\", \"csv\", \"xml\", \"configparser\"],\n        \"\u6570\u636e\u6301\u4e45\u5316\": &#91;\"sqlite3\", \"dbm\", \"shelve\"],\n        \"\u6570\u636e\u538b\u7f29\": &#91;\"zlib\", \"gzip\", \"bz2\", \"lzma\", \"zipfile\", \"tarfile\"],\n        \"\u7f51\u7edc\u7f16\u7a0b\": &#91;\"socket\", \"ssl\", \"asyncio\", \"selectors\"],\n        \"\u4e92\u8054\u7f51\u534f\u8bae\": &#91;\"urllib\", \"http\", \"ftplib\", \"poplib\", \"smtplib\"],\n        \"HTML\/XML\": &#91;\"html\", \"xml\", \"html.parser\", \"xml.etree.ElementTree\"],\n        \"\u591a\u5a92\u4f53\": &#91;\"wave\", \"audioop\"],\n        \"\u56fd\u9645\u5316\": &#91;\"gettext\", \"locale\"],\n        \"\u7a0b\u5e8f\u6846\u67b6\": &#91;\"argparse\", \"getopt\", \"logging\", \"warnings\"],\n        \"\u56fe\u5f62\u754c\u9762\": &#91;\"tkinter\"],\n        \"\u5f00\u53d1\u5de5\u5177\": &#91;\"sys\", \"types\", \"pdb\", \"profile\", \"timeit\", \"doctest\", \"unittest\"],\n        \"\u8fd0\u884c\u65f6\": &#91;\"sys\", \"gc\", \"inspect\", \"atexit\"],\n        \"\u5bfc\u5165\u7cfb\u7edf\": &#91;\"importlib\", \"pkgutil\", \"modulefinder\"],\n        \"Windows\u76f8\u5173\": &#91;\"msilib\", \"msvcrt\", \"winreg\"],\n        \"Unix\u76f8\u5173\": &#91;\"posix\", \"pwd\", \"grp\", \"termios\"],\n    }\n\n    # \u663e\u793a\u5206\u7c7b\u548c\u6a21\u5757\n    for category, modules in categories.items():\n        print(f\"{category}:\")\n        for module in modules:\n            print(f\"  \u2022 {module}\")\n        print()\n\n    print(\"\\n\u6807\u51c6\u5e93\u4f7f\u7528\u793a\u4f8b:\")\n\n    print(\"\\n1. collections - \u6269\u5c55\u7684\u6570\u636e\u7ed3\u6784\")\n    from collections import defaultdict, Counter, deque, namedtuple\n\n    # defaultdict\u793a\u4f8b\n    word_counts = defaultdict(int)\n    words = &#91;\"apple\", \"banana\", \"apple\", \"cherry\", \"banana\", \"apple\"]\n    for word in words:\n        word_counts&#91;word] += 1\n    print(f\"\u5355\u8bcd\u8ba1\u6570: {dict(word_counts)}\")\n\n    # Counter\u793a\u4f8b\uff08\u66f4\u7b80\u5355\u7684\u65b9\u6cd5\uff09\n    word_counter = Counter(words)\n    print(f\"\u4f7f\u7528Counter: {word_counter}\")\n    print(f\"\u6700\u5e38\u89c1\u76842\u4e2a: {word_counter.most_common(2)}\")\n\n    # deque\u793a\u4f8b\uff08\u53cc\u7aef\u961f\u5217\uff09\n    dq = deque(&#91;1, 2, 3])\n    dq.append(4)           # \u53f3\u7aef\u6dfb\u52a0\n    dq.appendleft(0)       # \u5de6\u7aef\u6dfb\u52a0\n    print(f\"\u53cc\u7aef\u961f\u5217: {list(dq)}\")\n    print(f\"\u5f39\u51fa\u5de6\u7aef: {dq.popleft()}, \u961f\u5217: {list(dq)}\")\n\n    # namedtuple\u793a\u4f8b\n    Point = namedtuple('Point', &#91;'x', 'y'])\n    p = Point(10, 20)\n    print(f\"\u547d\u540d\u5143\u7ec4: {p}, x={p.x}, y={p.y}\")\n\n    print(\"\\n2. itertools - \u8fed\u4ee3\u5668\u5de5\u5177\")\n    from itertools import chain, cycle, islice, permutations, combinations\n\n    # chain\u793a\u4f8b\uff1a\u8fde\u63a5\u591a\u4e2a\u8fed\u4ee3\u5668\n    list1 = &#91;1, 2, 3]\n    list2 = &#91;'a', 'b', 'c']\n    chained = list(chain(list1, list2))\n    print(f\"\u8fde\u63a5\u5217\u8868: {chained}\")\n\n    # cycle\u793a\u4f8b\uff1a\u65e0\u9650\u5faa\u73af\u8fed\u4ee3\u5668\n    colors = cycle(&#91;'red', 'green', 'blue'])\n    first_five = list(islice(colors, 5))\n    print(f\"\u5faa\u73af\u8fed\u4ee3\u524d5\u4e2a: {first_five}\")\n\n    # permutations\u793a\u4f8b\uff1a\u6392\u5217\n    items = &#91;'A', 'B', 'C']\n    perms = list(permutations(items, 2))\n    print(f\"\u6392\u5217(2\u4e2a\u5143\u7d20): {perms}\")\n\n    # combinations\u793a\u4f8b\uff1a\u7ec4\u5408\n    combs = list(combinations(items, 2))\n    print(f\"\u7ec4\u5408(2\u4e2a\u5143\u7d20): {combs}\")\n\n    print(\"\\n3. functools - \u9ad8\u9636\u51fd\u6570\")\n    from functools import lru_cache, partial, reduce\n\n    # lru_cache\u793a\u4f8b\uff1a\u7f13\u5b58\u88c5\u9970\u5668\n    @lru_cache(maxsize=32)\n    def fibonacci(n):\n        if n &lt; 2:\n            return n\n        return fibonacci(n-1) + fibonacci(n-2)\n\n    print(f\"\u6590\u6ce2\u90a3\u5951\u6570\u5217(\u4f7f\u7528\u7f13\u5b58):\")\n    for i in range(10):\n        print(f\"  fib({i}) = {fibonacci(i)}\")\n\n    # partial\u793a\u4f8b\uff1a\u90e8\u5206\u51fd\u6570\u5e94\u7528\n    def power(base, exponent):\n        return base ** exponent\n\n    square = partial(power, exponent=2)\n    cube = partial(power, exponent=3)\n\n    print(f\"\u5e73\u65b9(5): {square(5)}\")\n    print(f\"\u7acb\u65b9(5): {cube(5)}\")\n\n    # reduce\u793a\u4f8b\uff1a\u7d2f\u79ef\u8ba1\u7b97\n    numbers = &#91;1, 2, 3, 4, 5]\n    product = reduce(lambda x, y: x * y, numbers)\n    print(f\"\u5217\u8868\u4e58\u79ef: {product}\")\n\n    print(\"\\n4. pathlib - \u73b0\u4ee3\u6587\u4ef6\u8def\u5f84\u64cd\u4f5c\")\n    from pathlib import Path\n\n    # \u521b\u5efaPath\u5bf9\u8c61\n    current_dir = Path(\".\")\n    print(f\"\u5f53\u524d\u76ee\u5f55: {current_dir.absolute()}\")\n\n    # \u7ec4\u5408\u8def\u5f84\n    config_file = current_dir \/ \"config\" \/ \"settings.json\"\n    print(f\"\u914d\u7f6e\u6587\u4ef6\u8def\u5f84: {config_file}\")\n\n    # \u68c0\u67e5\u8def\u5f84\n    print(f\"\u662f\u5426\u5b58\u5728: {config_file.exists()}\")\n    print(f\"\u662f\u6587\u4ef6\u5417: {config_file.is_file()}\")\n    print(f\"\u662f\u76ee\u5f55\u5417: {config_file.is_dir()}\")\n\n    # \u521b\u5efa\u76ee\u5f55\uff08\u5982\u679c\u4e0d\u5b58\u5728\uff09\n    test_dir = Path(\".\/test_directory\")\n    test_dir.mkdir(exist_ok=True)\n\n    # \u521b\u5efa\u6587\u4ef6\n    test_file = test_dir \/ \"test.txt\"\n    test_file.write_text(\"Hello, pathlib!\")\n\n    # \u8bfb\u53d6\u6587\u4ef6\n    content = test_file.read_text()\n    print(f\"\u6587\u4ef6\u5185\u5bb9: {content}\")\n\n    # \u904d\u5386\u76ee\u5f55\n    print(\"\\n\u5f53\u524d\u76ee\u5f55\u5185\u5bb9:\")\n    for item in current_dir.iterdir():\n        if item.is_file():\n            print(f\"  \u6587\u4ef6: {item.name}\")\n        elif item.is_dir():\n            print(f\"  \u76ee\u5f55: {item.name}\")\n\n    # \u6e05\u7406\n    import shutil\n    if test_dir.exists():\n        shutil.rmtree(test_dir)\n\n    print(\"\\n5. contextlib - \u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u5de5\u5177\")\n    from contextlib import contextmanager, suppress, redirect_stdout\n    import io\n\n    # contextmanager\u88c5\u9970\u5668\n    @contextmanager\n    def timed_operation(name):\n        \"\"\"\u8ba1\u65f6\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\"\"\"\n        import time\n        start = time.time()\n        print(f\"\u5f00\u59cb: {name}\")\n        try:\n            yield\n        finally:\n            end = time.time()\n            print(f\"\u7ed3\u675f: {name}, \u8017\u65f6: {end-start:.2f}\u79d2\")\n\n    # \u4f7f\u7528\u81ea\u5b9a\u4e49\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\n    with timed_operation(\"\u8ba1\u7b97\u4efb\u52a1\"):\n        # \u6a21\u62df\u8017\u65f6\u64cd\u4f5c\n        import time\n        time.sleep(0.5)\n        result = sum(range(1000000))\n        print(f\"\u7ed3\u679c: {result}\")\n\n    # suppress\u793a\u4f8b\uff1a\u6291\u5236\u7279\u5b9a\u5f02\u5e38\n    with suppress(FileNotFoundError):\n        # \u6587\u4ef6\u4e0d\u5b58\u5728\u4e5f\u4e0d\u4f1a\u629b\u51fa\u5f02\u5e38\n        Path(\"nonexistent.txt\").unlink()\n        print(\"\u6587\u4ef6\u5df2\u5220\u9664\")\n\n    print(\"\u7ee7\u7eed\u6267\u884c\uff08\u6ca1\u6709\u56e0\u4e3a\u5f02\u5e38\u4e2d\u65ad\uff09\")\n\n    # redirect_stdout\u793a\u4f8b\uff1a\u91cd\u5b9a\u5411\u8f93\u51fa\n    f = io.StringIO()\n    with redirect_stdout(f):\n        print(\"\u8fd9\u4e0d\u4f1a\u663e\u793a\u5728\u63a7\u5236\u53f0\")\n        print(\"\u800c\u662f\u88ab\u91cd\u5b9a\u5411\u5230\u5b57\u7b26\u4e32\u7f13\u51b2\u533a\")\n\n    print(f\"\u6355\u83b7\u7684\u8f93\u51fa: {f.getvalue()}\")\n\n    return categories\n\n# \u8fd0\u884c\u6807\u51c6\u5e93\u63a2\u7d22\ncategories = explore_standard_library()\n\n# \u6807\u51c6\u5e93\u6a21\u5757\u6570\u91cf\u7edf\u8ba1\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u6807\u51c6\u5e93\u6a21\u5757\u6570\u91cf\u7edf\u8ba1\")\nprint(\"=\"*60)\n\ndef count_standard_modules():\n    \"\"\"\u7edf\u8ba1\u6807\u51c6\u5e93\u6a21\u5757\u6570\u91cf\"\"\"\n    import sys\n    import os\n\n    # \u83b7\u53d6\u6807\u51c6\u5e93\u8def\u5f84\n    stdlib_paths = &#91;]\n    for path in sys.path:\n        if \"site-packages\" not in path and \"dist-packages\" not in path:\n            # \u53ef\u80fd\u662f\u6807\u51c6\u5e93\u8def\u5f84\n            if os.path.exists(path):\n                stdlib_paths.append(path)\n\n    # \u67e5\u627e\u6240\u6709Python\u6a21\u5757\n    all_modules = set()\n\n    for stdlib_path in stdlib_paths&#91;:2]:  # \u53ea\u68c0\u67e5\u524d\u4e24\u4e2a\u8def\u5f84\n        if os.path.exists(stdlib_path):\n            for root, dirs, files in os.walk(stdlib_path):\n                # \u8df3\u8fc7\u6d4b\u8bd5\u76ee\u5f55\u548c\u865a\u62df\u73af\u5883\n                if (\"test\" in root.lower() or \n                    \"__pycache__\" in root or \n                    \".git\" in root):\n                    continue\n\n                for file in files:\n                    if file.endswith('.py') and not file.startswith('__'):\n                        # \u8ba1\u7b97\u6a21\u5757\u540d\n                        rel_path = os.path.relpath(root, stdlib_path)\n                        if rel_path == '.':\n                            module_name = file&#91;:-3]  # \u53bb\u6389.py\n                        else:\n                            module_parts = rel_path.split(os.sep)\n                            module_name = '.'.join(module_parts + &#91;file&#91;:-3]])\n\n                        all_modules.add(module_name)\n\n    return sorted(all_modules)\n\ntry:\n    std_modules = count_standard_modules()\n    print(f\"\u6807\u51c6\u5e93\u6a21\u5757\u603b\u6570\uff08\u8fd1\u4f3c\uff09: {len(std_modules)}\")\n\n    # \u663e\u793a\u90e8\u5206\u6a21\u5757\n    print(\"\\n\u90e8\u5206\u6807\u51c6\u5e93\u6a21\u5757:\")\n    for i, module in enumerate(std_modules&#91;:30], 1):\n        print(f\"{i:3}. {module}\")\n\n    if len(std_modules) &gt; 30:\n        print(f\"... \u8fd8\u6709 {len(std_modules) - 30} \u4e2a\u6a21\u5757\")\n\nexcept Exception as e:\n    print(f\"\u7edf\u8ba1\u65f6\u51fa\u9519: {e}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u7b2c\u4e09\u65b9\u5e93 &#8211; Python\u751f\u6001\u7cfb\u7edf\u7684\u529b\u91cf<\/h3>\n\n\n\n<p>Python\u771f\u6b63\u7684\u5f3a\u5927\u4e4b\u5904\u5728\u4e8e\u5176\u4e30\u5bcc\u7684\u7b2c\u4e09\u65b9\u5e93\u751f\u6001\u7cfb\u7edf\u3002PyPI\uff08Python Package Index\uff09\u662fPython\u7684\u5b98\u65b9\u8f6f\u4ef6\u4ed3\u5e93\uff0c\u5305\u542b\u4e86\u6570\u5341\u4e07\u4e2a\u5305\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7b2c\u4e09\u65b9\u5e93\u7ba1\u7406\n# ============================================================================\n\nprint(\"\\n=== \u7b2c\u4e09\u65b9\u5e93\u7ba1\u7406 ===\")\n\ndef demonstrate_third_party_libraries():\n    \"\"\"\u6f14\u793a\u7b2c\u4e09\u65b9\u5e93\u7ba1\u7406\"\"\"\n\n    print(\"Python\u7b2c\u4e09\u65b9\u5e93\u751f\u6001\u7cfb\u7edf:\")\n    print(\"1. PyPI (Python Package Index): \u5b98\u65b9\u4ed3\u5e93\")\n    print(\"2. \u5e38\u7528\u5de5\u5177: pip, virtualenv, pipenv, poetry\")\n    print(\"3. \u865a\u62df\u73af\u5883: \u9694\u79bb\u9879\u76ee\u4f9d\u8d56\")\n\n    print(\"\\n\u5e38\u7528\u7b2c\u4e09\u65b9\u5e93\u5206\u7c7b:\")\n\n    popular_libraries = {\n        \"Web\u5f00\u53d1\": &#91;\n            \"Django (\u5168\u529f\u80fd\u6846\u67b6)\",\n            \"Flask (\u5fae\u6846\u67b6)\", \n            \"FastAPI (\u9ad8\u6027\u80fdAPI\u6846\u67b6)\",\n            \"Requests (HTTP\u5ba2\u6237\u7aef)\",\n            \"BeautifulSoup4 (HTML\u89e3\u6790)\",\n        ],\n        \"\u6570\u636e\u79d1\u5b66\": &#91;\n            \"NumPy (\u6570\u503c\u8ba1\u7b97)\",\n            \"Pandas (\u6570\u636e\u5206\u6790)\",\n            \"Matplotlib (\u6570\u636e\u53ef\u89c6\u5316)\",\n            \"Scikit-learn (\u673a\u5668\u5b66\u4e60)\",\n            \"TensorFlow\/PyTorch (\u6df1\u5ea6\u5b66\u4e60)\",\n        ],\n        \"\u7f51\u7edc\u722c\u866b\": &#91;\n            \"Scrapy (\u722c\u866b\u6846\u67b6)\",\n            \"Selenium (\u6d4f\u89c8\u5668\u81ea\u52a8\u5316)\",\n            \"Requests-HTML (HTML\u89e3\u6790)\",\n        ],\n        \"GUI\u5f00\u53d1\": &#91;\n            \"PyQt\/PySide (Qt\u7ed1\u5b9a)\",\n            \"Tkinter (\u6807\u51c6\u5e93)\",\n            \"Kivy (\u8de8\u5e73\u53f0\u5e94\u7528)\",\n        ],\n        \"\u6570\u636e\u5e93\": &#91;\n            \"SQLAlchemy (ORM)\",\n            \"Psycopg2 (PostgreSQL\u9a71\u52a8)\",\n            \"PyMySQL (MySQL\u9a71\u52a8)\",\n            \"MongoDB (MongoDB\u9a71\u52a8)\",\n        ],\n        \"\u6d4b\u8bd5\": &#91;\n            \"pytest (\u6d4b\u8bd5\u6846\u67b6)\",\n            \"unittest (\u6807\u51c6\u5e93)\",\n            \"Selenium (Web\u6d4b\u8bd5)\",\n            \"Hypothesis (\u5c5e\u6027\u6d4b\u8bd5)\",\n        ],\n        \"DevOps\": &#91;\n            \"Fabric (\u90e8\u7f72)\",\n            \"Ansible (\u914d\u7f6e\u7ba1\u7406)\",\n            \"Docker SDK (\u5bb9\u5668)\",\n        ],\n        \"\u5176\u4ed6\": &#91;\n            \"Pillow (\u56fe\u50cf\u5904\u7406)\",\n            \"OpenCV (\u8ba1\u7b97\u673a\u89c6\u89c9)\",\n            \"NLTK (\u81ea\u7136\u8bed\u8a00\u5904\u7406)\",\n            \"Twisted (\u7f51\u7edc\u7f16\u7a0b)\",\n        ]\n    }\n\n    for category, libs in popular_libraries.items():\n        print(f\"\\n{category}:\")\n        for lib in libs:\n            print(f\"  \u2022 {lib}\")\n\n    print(\"\\n\u5305\u7ba1\u7406\u5de5\u5177\u5bf9\u6bd4:\")\n\n    tools_comparison = &#91;\n        (\"pip\", \"\u57fa\u672c\u5305\u5b89\u88c5\", \"\u7b80\u5355\u76f4\u63a5\", \"\u65e0\u4f9d\u8d56\u89e3\u6790\", \"\u901a\u7528\"),\n        (\"pip + virtualenv\", \"\u865a\u62df\u73af\u5883\", \"\u6807\u51c6\u914d\u7f6e\", \"\u624b\u52a8\u7ba1\u7406\", \"\u4f20\u7edf\u9879\u76ee\"),\n        (\"pipenv\", \"\u4f9d\u8d56\u7ba1\u7406\", \"\u81ea\u52a8Pipfile\", \"\u901f\u5ea6\u8f83\u6162\", \"\u7b80\u5355\u9879\u76ee\"),\n        (\"poetry\", \"\u73b0\u4ee3\u7ba1\u7406\", \"\u4f9d\u8d56\u89e3\u6790\u5feb\", \"\u5b66\u4e60\u66f2\u7ebf\", \"\u65b0\u9879\u76ee\"),\n        (\"conda\", \"\u79d1\u5b66\u8ba1\u7b97\", \"\u975ePython\u5305\", \"\u4f53\u79ef\u5927\", \"\u6570\u636e\u79d1\u5b66\"),\n    ]\n\n    print(\"\\n\u5de5\u5177\u540d\u79f0      \u4e3b\u8981\u529f\u80fd          \u4f18\u70b9             \u7f3a\u70b9             \u9002\u7528\u573a\u666f\")\n    print(\"-\" * 85)\n    for tool, func, pros, cons, scenario in tools_comparison:\n        print(f\"{tool:&lt;12} {func:&lt;16} {pros:&lt;16} {cons:&lt;16} {scenario:&lt;16}\")\n\n    print(\"\\n\u865a\u62df\u73af\u5883\u7684\u91cd\u8981\u6027:\")\n    print(\"\"\"\n  \u4e3a\u4ec0\u4e48\u9700\u8981\u865a\u62df\u73af\u5883\uff1f\n  1. \u4f9d\u8d56\u9694\u79bb\uff1a\u4e0d\u540c\u9879\u76ee\u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u7248\u672c\u7684\u5e93\n  2. \u907f\u514d\u6c61\u67d3\uff1a\u4e0d\u6c61\u67d3\u7cfb\u7edfPython\u73af\u5883\n  3. \u53ef\u91cd\u73b0\u6027\uff1a\u786e\u4fdd\u9879\u76ee\u5728\u4efb\u4f55\u5730\u65b9\u90fd\u80fd\u8fd0\u884c\n  4. \u90e8\u7f72\u5b89\u5168\uff1a\u660e\u786e\u77e5\u9053\u9879\u76ee\u9700\u8981\u54ea\u4e9b\u4f9d\u8d56\n\n  \u521b\u5efa\u865a\u62df\u73af\u5883\uff1a\n  # Python 3.3+\n  python -m venv myenv\n\n  # \u6fc0\u6d3b (Linux\/Mac)\n  source myenv\/bin\/activate\n\n  # \u6fc0\u6d3b (Windows)\n  myenv\\\\Scripts\\\\activate\n\n  # \u9000\u51fa\n  deactivate\n  \"\"\")\n\n    print(\"\\nrequirements.txt \u793a\u4f8b:\")\n    requirements_example = \"\"\"\n# requirements.txt - \u9879\u76ee\u4f9d\u8d56\u58f0\u660e\n\n# \u57fa\u7840\u4f9d\u8d56\nDjango==3.2.8\ndjangorestframework==3.12.4\n\n# \u6570\u636e\u5e93\npsycopg2-binary==2.9.1\nredis==3.5.3\n\n# \u5f00\u53d1\u4f9d\u8d56\npytest==6.2.5\npytest-django==4.4.0\n\n# \u53ef\u9009\u4f9d\u8d56\uff08\u901a\u8fc7 extras_require\uff09\n# \u5b89\u88c5\u65f6\u4f7f\u7528: pip install .&#91;dev]\n\"\"\"\n    print(requirements_example)\n\n    print(\"\\npyproject.toml (\u73b0\u4ee3\u914d\u7f6e) \u793a\u4f8b:\")\n    pyproject_example = \"\"\"<\/code><\/pre>\n\n\n<p>[build-system]<\/p>\n\n\n\n<p>requires = [&#8220;setuptools&gt;=61.0&#8221;, &#8220;wheel&#8221;] build-backend = &#8220;setuptools.build_meta&#8221;<\/p>\n\n\n<p>[project]<\/p>\n\n\n\n<p>name = &#8220;myproject&#8221; version = &#8220;0.1.0&#8221; description = &#8220;\u6211\u7684Python\u9879\u76ee&#8221; readme = &#8220;README.md&#8221; authors = [{name = &#8220;\u5f00\u53d1\u8005&#8221;, email = &#8220;dev@example.com&#8221;}] license = {text = &#8220;MIT&#8221;} requires-python = &#8220;&gt;=3.8&#8221; dependencies = [ &#8220;Django&gt;=3.2,&lt;4.0&#8221;, &#8220;djangorestframework&gt;=3.12&#8221;, &#8220;psycopg2-binary&gt;=2.9&#8221;, ]<\/p>\n\n\n<p>[project.optional-dependencies]<\/p>\n\n\n\n<p>dev = [ &#8220;pytest&gt;=6.2&#8221;, &#8220;pytest-django&gt;=4.4&#8221;, &#8220;black&gt;=21.0&#8221;, ] docs = [ &#8220;sphinx&gt;=4.0&#8221;, &#8220;sphinx-rtd-theme&gt;=1.0&#8221;, ]<\/p>\n\n\n<p>[project.urls]<\/p>\n\n\n\n<p>Homepage = &#8220;https:\/\/example.com&#8221; Repository = &#8220;https:\/\/github.com\/user\/myproject&#8221; &#8220;&#8221;&#8221; print(pyproject_example) # \u8fd0\u884c\u6f14\u793a demonstrate_third_party_libraries() # \u6a21\u62df\u5305\u5b89\u88c5\u8fc7\u7a0b print(&#8220;\\n&#8221; + &#8220;=&#8221;*60) print(&#8220;\u6a21\u62df\u5305\u5b89\u88c5\u8fc7\u7a0b&#8221;) print(&#8220;=&#8221;*60) class MockPackageInstaller: &#8220;&#8221;&#8221;\u6a21\u62df\u5305\u5b89\u88c5\u5668&#8221;&#8221;&#8221; def __init__(self): self.installed_packages = {} self.pypi_index = { &#8220;requests&#8221;: { &#8220;version&#8221;: &#8220;2.26.0&#8221;, &#8220;dependencies&#8221;: [&#8220;urllib3&gt;=1.26.0&#8221;, &#8220;chardet&gt;=3.0.2&#8221;, &#8220;idna&gt;=2.0&#8221;], }, &#8220;flask&#8221;: { &#8220;version&#8221;: &#8220;2.0.1&#8221;, &#8220;dependencies&#8221;: [&#8220;Werkzeug&gt;=2.0&#8221;, &#8220;Jinja2&gt;=3.0&#8221;, &#8220;itsdangerous&gt;=2.0&#8221;], }, &#8220;numpy&#8221;: { &#8220;version&#8221;: &#8220;1.21.0&#8221;, &#8220;dependencies&#8221;: [], }, &#8220;pandas&#8221;: { &#8220;version&#8221;: &#8220;1.3.0&#8221;, &#8220;dependencies&#8221;: [&#8220;numpy&gt;=1.17.3&#8221;, &#8220;python-dateutil&gt;=2.7.3&#8221;], }, } def install(self, package_name, version=None): &#8220;&#8221;&#8221;\u6a21\u62df\u5b89\u88c5\u5305&#8221;&#8221;&#8221; print(f&#8221;\u6b63\u5728\u6536\u96c6 {package_name}&#8221;) if package_name not in self.pypi_index: print(f&#8221;\u9519\u8bef: \u627e\u4e0d\u5230\u5305 {package_name}&#8221;) return False package_info = self.pypi_index[package_name] if version and version != package_info[&#8220;version&#8221;]: print(f&#8221;\u9519\u8bef: \u7248\u672c {version} \u4e0d\u5b58\u5728&#8221;) return False # \u68c0\u67e5\u4f9d\u8d56 dependencies = package_info.get(&#8220;dependencies&#8221;, []) if dependencies: print(f&#8221;\u5bfb\u627e {package_name} \u7684\u4f9d\u8d56: {dependencies}&#8221;) # \u5b89\u88c5\u4f9d\u8d56 for dep in dependencies: # \u7b80\u5316\u5904\u7406\uff1a\u53ea\u53d6\u5305\u540d dep_name = dep.split(&#8216;&gt;=&#8217;)[0].split(&#8216;==&#8217;)[0] if dep_name not in self.installed_packages: print(f&#8221;\u5b89\u88c5\u4f9d\u8d56: {dep_name}&#8221;) self.install(dep_name) # \u5b89\u88c5\u4e3b\u5305 print(f&#8221;\u6b63\u5728\u5b89\u88c5 {package_name} {package_info[&#8216;version&#8217;]}&#8221;) self.installed_packages[package_name] = package_info[&#8220;version&#8221;] print(f&#8221;\u6210\u529f\u5b89\u88c5 {package_name} {package_info[&#8216;version&#8217;]}&#8221;) return True def list_packages(self): &#8220;&#8221;&#8221;\u5217\u51fa\u5df2\u5b89\u88c5\u7684\u5305&#8221;&#8221;&#8221; print(&#8220;\\n\u5df2\u5b89\u88c5\u7684\u5305:&#8221;) for package, version in self.installed_packages.items(): print(f&#8221; {package}=={version}&#8221;) def freeze(self): &#8220;&#8221;&#8221;\u751f\u6210requirements.txt\u683c\u5f0f&#8221;&#8221;&#8221; print(&#8220;\\nrequirements.txt \u5185\u5bb9:&#8221;) for package, version in sorted(self.installed_packages.items()): print(f&#8221;{package}=={version}&#8221;) # \u6a21\u62df\u5b89\u88c5\u8fc7\u7a0b print(&#8220;\\n\u6a21\u62df\u5305\u5b89\u88c5:&#8221;) installer = MockPackageInstaller() # \u5b89\u88c5pandas\uff08\u4f1a\u9012\u5f52\u5b89\u88c5numpy\uff09 installer.install(&#8220;pandas&#8221;) print(&#8220;\\n&#8221; + &#8220;-&#8221; * 40) installer.list_packages() installer.freeze()<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u5b9e\u6218\u9879\u76ee &#8211; \u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684Python\u5305<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u9879\u76ee\u7ed3\u6784\u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684Python\u5305\uff0c\u5c55\u793a\u73b0\u4ee3Python\u9879\u76ee\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5b9e\u6218\u9879\u76ee\uff1a\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684Python\u5305\n# ============================================================================\n\nprint(\"=== \u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684Python\u5305 ===\")\n\nimport tempfile\nimport shutil\nimport os\nfrom pathlib import Path\n\ndef create_project_structure():\n    \"\"\"\u521b\u5efa\u5b8c\u6574\u7684Python\u9879\u76ee\u7ed3\u6784\"\"\"\n\n    # \u521b\u5efa\u4e34\u65f6\u9879\u76ee\u76ee\u5f55\n    project_dir = tempfile.mkdtemp(prefix=\"python_project_\")\n    print(f\"\u9879\u76ee\u76ee\u5f55: {project_dir}\")\n\n    # \u9879\u76ee\u7ed3\u6784\n    structure = {\n        \"\u9879\u76ee\u6839\u76ee\u5f55\": &#91;\n            \"README.md\",\n            \"LICENSE\",\n            \"pyproject.toml\",\n            \"setup.py\",  # \u5411\u540e\u517c\u5bb9\n            \"requirements.txt\",\n            \"requirements-dev.txt\",\n            \".gitignore\",\n            \".python-version\",\n        ],\n        \"\u6e90\u4ee3\u7801\u76ee\u5f55 (src\/)\": &#91;\n            \"src\/mypackage\/__init__.py\",\n            \"src\/mypackage\/core.py\",\n            \"src\/mypackage\/utils.py\",\n            \"src\/mypackage\/__main__.py\",\n            \"src\/mypackage\/cli.py\",\n        ],\n        \"\u5b50\u5305\u76ee\u5f55 (src\/mypackage\/subpackage\/)\": &#91;\n            \"src\/mypackage\/subpackage\/__init__.py\",\n            \"src\/mypackage\/subpackage\/helpers.py\",\n        ],\n        \"\u6d4b\u8bd5\u76ee\u5f55 (tests\/)\": &#91;\n            \"tests\/__init__.py\",\n            \"tests\/test_core.py\",\n            \"tests\/test_utils.py\",\n            \"tests\/test_integration.py\",\n            \"tests\/conftest.py\",\n        ],\n        \"\u6587\u6863\u76ee\u5f55 (docs\/)\": &#91;\n            \"docs\/conf.py\",\n            \"docs\/index.rst\",\n            \"docs\/api.rst\",\n            \"docs\/Makefile\",\n        ],\n        \"\u793a\u4f8b\u76ee\u5f55 (examples\/)\": &#91;\n            \"examples\/basic_usage.py\",\n            \"examples\/advanced_usage.py\",\n        ],\n        \"\u914d\u7f6e\u76ee\u5f55 (.github\/workflows\/)\": &#91;\n            \".github\/workflows\/test.yml\",\n            \".github\/workflows\/publish.yml\",\n        ],\n        \"\u5176\u4ed6\u6587\u4ef6\": &#91;\n            \".pre-commit-config.yaml\",\n            \"tox.ini\",\n            \"Makefile\",\n        ]\n    }\n\n    # \u521b\u5efa\u76ee\u5f55\u548c\u6587\u4ef6\n    print(\"\\n\u521b\u5efa\u9879\u76ee\u7ed3\u6784:\")\n    for dir_desc, files in structure.items():\n        print(f\"\\n{dir_desc}:\")\n        for file in files:\n            # \u786e\u4fdd\u76ee\u5f55\u5b58\u5728\n            file_path = os.path.join(project_dir, file)\n            os.makedirs(os.path.dirname(file_path), exist_ok=True)\n\n            # \u521b\u5efa\u6587\u4ef6\n            with open(file_path, \"w\", encoding=\"utf-8\") as f:\n                f.write(f\"# {os.path.basename(file)} - \u81ea\u52a8\u751f\u6210\\n\")\n                print(f\"  \u521b\u5efa: {file}\")\n\n    # \u521b\u5efa\u66f4\u8be6\u7ec6\u7684\u5185\u5bb9\n    print(\"\\n\u521b\u5efa\u8be6\u7ec6\u6587\u4ef6\u5185\u5bb9:\")\n\n    # 1. README.md\n    readme_content = \"\"\"# MyPackage\n\n\u4e00\u4e2a\u6f14\u793aPython\u5305\u7ed3\u6784\u7684\u793a\u4f8b\u9879\u76ee\u3002\n\n## \u7279\u6027\n\n- \u6e05\u6670\u7684\u6a21\u5757\u7ed3\u6784\n- \u5b8c\u6574\u7684\u6d4b\u8bd5\u5957\u4ef6\n- \u81ea\u52a8\u5316CI\/CD\n- \u5b8c\u5584\u7684\u6587\u6863\n\n## \u5b89\u88c5<\/code><\/pre>\n\n\n\n<p>bash<br>pip install mypackage<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>## \u4f7f\u7528<\/code><\/pre>\n\n\n\n<p>python<br>import mypackage<\/p>\n\n\n\n<p>result = mypackage.add(1, 2)<br>print(result) # 3<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>## \u5f00\u53d1\n\n1. \u514b\u9686\u4ed3\u5e93\n2. \u521b\u5efa\u865a\u62df\u73af\u5883: `python -m venv venv`\n3. \u6fc0\u6d3b\u865a\u62df\u73af\u5883: `source venv\/bin\/activate`\n4. \u5b89\u88c5\u5f00\u53d1\u4f9d\u8d56: `pip install -e .&#91;dev]`\n5. \u8fd0\u884c\u6d4b\u8bd5: `pytest`\n\n## \u8bb8\u53ef\u8bc1\n\nMIT\n\"\"\"\n\n    readme_path = os.path.join(project_dir, \"README.md\")\n    with open(readme_path, \"w\", encoding=\"utf-8\") as f:\n        f.write(readme_content)\n    print(f\"  \u66f4\u65b0: README.md\")\n\n    # 2. pyproject.toml (\u73b0\u4ee3\u914d\u7f6e)\n    pyproject_content = \"\"\"&#91;build-system]\nrequires = &#91;\"setuptools&gt;=61.0\", \"wheel\"]\nbuild-backend = \"setuptools.build_meta\"<\/code><\/pre>\n\n\n<p>[project]<\/p>\n\n\n\n<p>name = &#8220;mypackage&#8221; version = &#8220;0.1.0&#8221; description = &#8220;\u4e00\u4e2a\u6f14\u793aPython\u5305\u7ed3\u6784\u7684\u793a\u4f8b\u9879\u76ee&#8221; readme = &#8220;README.md&#8221; authors = [ {name = &#8220;Python\u5f00\u53d1\u8005&#8221;, email = &#8220;dev@example.com&#8221;} ] license = {text = &#8220;MIT&#8221;} keywords = [&#8220;demo&#8221;, &#8220;example&#8221;, &#8220;education&#8221;] classifiers = [ &#8220;Development Status :: 3 &#8211; Alpha&#8221;, &#8220;Intended Audience :: Developers&#8221;, &#8220;License :: OSI Approved :: MIT License&#8221;, &#8220;Programming Language :: Python :: 3&#8221;, &#8220;Programming Language :: Python :: 3.8&#8221;, &#8220;Programming Language :: Python :: 3.9&#8221;, &#8220;Programming Language :: Python :: 3.10&#8221;, ] requires-python = &#8220;&gt;=3.8&#8221; dependencies = [ &#8220;requests&gt;=2.25.0&#8221;, &#8220;click&gt;=8.0.0&#8221;, ]<\/p>\n\n\n<p>[project.optional-dependencies]<\/p>\n\n\n\n<p>dev = [ &#8220;pytest&gt;=6.0&#8221;, &#8220;pytest-cov&gt;=3.0&#8221;, &#8220;black&gt;=22.0&#8221;, &#8220;flake8&gt;=4.0&#8221;, &#8220;mypy&gt;=0.900&#8221;, &#8220;sphinx&gt;=4.0&#8221;, ] test = [&#8220;pytest&gt;=6.0&#8221;, &#8220;pytest-cov&gt;=3.0&#8221;] docs = [&#8220;sphinx&gt;=4.0&#8221;, &#8220;sphinx-rtd-theme&gt;=1.0&#8221;]<\/p>\n\n\n<p>[project.urls]<\/p>\n\n\n\n<p>Homepage = &#8220;https:\/\/github.com\/username\/mypackage&#8221; Repository = &#8220;https:\/\/github.com\/username\/mypackage&#8221; BugTracker = &#8220;https:\/\/github.com\/username\/mypackage\/issues&#8221;<\/p>\n\n\n<p>[project.scripts]<\/p>\n\n\n\n<p>mypackage = &#8220;mypackage.cli:main&#8221;<\/p>\n\n\n<p>[project.gui-scripts]<\/p>\n\n\n\n<p>mypackage-gui = &#8220;mypackage.gui:main&#8221;<\/p>\n\n\n<p>[tool.setuptools]<\/p>\n\n\n\n<p>package-dir = {&#8220;&#8221; = &#8220;src&#8221;}<\/p>\n\n\n<p>[tool.setuptools.packages.find]<\/p>\n\n\n\n<p>where = [&#8220;src&#8221;] include = [&#8220;mypackage*&#8221;] exclude = [&#8220;mypackage.tests*&#8221;]<\/p>\n\n\n<p>[tool.black]<\/p>\n\n\n\n<p>line-length = 88 target-version = [&#8216;py38&#8217;]<\/p>\n\n\n<p>[tool.isort]<\/p>\n\n\n\n<p>profile = &#8220;black&#8221;<\/p>\n\n\n<p>[tool.mypy]<\/p>\n\n\n\n<p>python_version = &#8220;3.8&#8221; warn_return_any = true warn_unused_configs = true<\/p>\n\n\n<p>[tool.pytest.ini_options]<\/p>\n\n\n\n<p>minversion = &#8220;6.0&#8221; testpaths = [&#8220;tests&#8221;] python_files = [&#8220;test_*.py&#8221;] python_classes = [&#8220;Test*&#8221;] python_functions = [&#8220;test_*&#8221;] addopts = &#8220;-ra -q&#8221; &#8220;&#8221;&#8221; pyproject_path = os.path.join(project_dir, &#8220;pyproject.toml&#8221;) with open(pyproject_path, &#8220;w&#8221;, encoding=&#8221;utf-8&#8243;) as f: f.write(pyproject_content) print(f&#8221; \u66f4\u65b0: pyproject.toml&#8221;) # 3. setup.py (\u5411\u540e\u517c\u5bb9) setup_content = &#8220;&#8221;&#8221;#!\/usr\/bin\/env python &#8220;&#8221;&#8221;\u5411\u540e\u517c\u5bb9\u7684setup.py&#8221;&#8221;&#8221; from setuptools import setup if __name__ == &#8220;__main__&#8221;: setup() &#8220;&#8221;&#8221; setup_path = os.path.join(project_dir, &#8220;setup.py&#8221;) with open(setup_path, &#8220;w&#8221;, encoding=&#8221;utf-8&#8243;) as f: f.write(setup_content) print(f&#8221; \u66f4\u65b0: setup.py&#8221;) # 4. \u4e3b\u5305 __init__.py init_content = &#8220;&#8221;&#8221;&#8221;&#8221;&#8221;mypackage &#8211; \u4e00\u4e2a\u6f14\u793aPython\u5305\u7ed3\u6784\u7684\u793a\u4f8b\u9879\u76ee&#8221;&#8221;&#8221; __version__ = &#8220;0.1.0&#8221; __author__ = &#8220;Python\u5f00\u53d1\u8005&#8221; __email__ = &#8220;dev@example.com&#8221; # \u516c\u5f00\u7684API from .core import ( add, subtract, multiply, divide, Calculator, ) from .utils import ( format_number, validate_input, log_operation, ) # \u5ef6\u8fdf\u5bfc\u5165\u793a\u4f8b def get_version(): &#8220;&#8221;&#8221;\u83b7\u53d6\u7248\u672c\u4fe1\u606f&#8221;&#8221;&#8221; return __version__ # \u5305\u521d\u59cb\u5316\u4ee3\u7801 print(f&#8221;mypackage v{__version__} \u5df2\u52a0\u8f7d&#8221;) __all__ = [ &#8216;add&#8217;, &#8216;subtract&#8217;, &#8216;multiply&#8217;, &#8216;divide&#8217;, &#8216;Calculator&#8217;, &#8216;format_number&#8217;, &#8216;validate_input&#8217;, &#8216;log_operation&#8217;, &#8216;get_version&#8217;, ] &#8220;&#8221;&#8221; init_path = os.path.join(project_dir, &#8220;src\/mypackage\/__init__.py&#8221;) with open(init_path, &#8220;w&#8221;, encoding=&#8221;utf-8&#8243;) as f: f.write(init_content) print(f&#8221; \u66f4\u65b0: src\/mypackage\/__init__.py&#8221;) # 5. core.py core_content = &#8220;&#8221;&#8221;&#8221;&#8221;&#8221;\u6838\u5fc3\u529f\u80fd\u6a21\u5757&#8221;&#8221;&#8221; import logging from typing import Union, Optional from decimal import Decimal, getcontext # \u8bbe\u7f6e\u65e5\u5fd7 logger = logging.getLogger(__name__) class Calculator: &#8220;&#8221;&#8221;\u8ba1\u7b97\u5668\u7c7b&#8221;&#8221;&#8221; def __init__(self, precision: int = 10): &#8220;&#8221;&#8221;\u521d\u59cb\u5316\u8ba1\u7b97\u5668 Args: precision: \u8ba1\u7b97\u7cbe\u5ea6\uff08\u5c0f\u6570\u4f4d\u6570\uff09 &#8220;&#8221;&#8221; self.precision = precision getcontext().prec = precision logger.debug(f&#8221;\u8ba1\u7b97\u5668\u521d\u59cb\u5316\uff0c\u7cbe\u5ea6: {precision}&#8221;) def add(self, a: Union[int, float, Decimal], b: Union[int, float, Decimal]) -&gt; Decimal: &#8220;&#8221;&#8221;\u52a0\u6cd5&#8221;&#8221;&#8221; result = Decimal(str(a)) + Decimal(str(b)) logger.info(f&#8221;\u52a0\u6cd5: {a} + {b} = {result}&#8221;) return result def subtract(self, a: Union[int, float, Decimal], b: Union[int, float, Decimal]) -&gt; Decimal: &#8220;&#8221;&#8221;\u51cf\u6cd5&#8221;&#8221;&#8221; result = Decimal(str(a)) &#8211; Decimal(str(b)) logger.info(f&#8221;\u51cf\u6cd5: {a} &#8211; {b} = {result}&#8221;) return result def multiply(self, a: Union[int, float, Decimal], b: Union[int, float, Decimal]) -&gt; Decimal: &#8220;&#8221;&#8221;\u4e58\u6cd5&#8221;&#8221;&#8221; result = Decimal(str(a)) * Decimal(str(b)) logger.info(f&#8221;\u4e58\u6cd5: {a} \u00d7 {b} = {result}&#8221;) return result def divide(self, a: Union[int, float, Decimal], b: Union[int, float, Decimal]) -&gt; Decimal: &#8220;&#8221;&#8221;\u9664\u6cd5 Raises: ZeroDivisionError: \u9664\u6570\u4e3a\u96f6\u65f6\u629b\u51fa &#8220;&#8221;&#8221; if Decimal(str(b)) == 0: logger.error(f&#8221;\u9664\u6570\u4e3a\u96f6: {a} \/ {b}&#8221;) raise ZeroDivisionError(&#8220;\u9664\u6570\u4e0d\u80fd\u4e3a\u96f6&#8221;) result = Decimal(str(a)) \/ Decimal(str(b)) logger.info(f&#8221;\u9664\u6cd5: {a} \u00f7 {b} = {result}&#8221;) return result # \u4fbf\u6377\u51fd\u6570 def add(a: Union[int, float], b: Union[int, float]) -&gt; float: &#8220;&#8221;&#8221;\u52a0\u6cd5\u4fbf\u6377\u51fd\u6570&#8221;&#8221;&#8221; return float(Calculator().add(a, b)) def subtract(a: Union[int, float], b: Union[int, float]) -&gt; float: &#8220;&#8221;&#8221;\u51cf\u6cd5\u4fbf\u6377\u51fd\u6570&#8221;&#8221;&#8221; return float(Calculator().subtract(a, b)) def multiply(a: Union[int, float], b: Union[int, float]) -&gt; float: &#8220;&#8221;&#8221;\u4e58\u6cd5\u4fbf\u6377\u51fd\u6570&#8221;&#8221;&#8221; return float(Calculator().multiply(a, b)) def divide(a: Union[int, float], b: Union[int, float]) -&gt; float: &#8220;&#8221;&#8221;\u9664\u6cd5\u4fbf\u6377\u51fd\u6570&#8221;&#8221;&#8221; return float(Calculator().divide(a, b)) &#8220;&#8221;&#8221; core_path = os.path.join(project_dir, &#8220;src\/mypackage\/core.py&#8221;) with open(core_path, &#8220;w&#8221;, encoding=&#8221;utf-8&#8243;) as f: f.write(core_content) print(f&#8221; \u66f4\u65b0: src\/mypackage\/core.py&#8221;) # 6. cli.py cli_content = &#8220;&#8221;&#8221;&#8221;&#8221;&#8221;\u547d\u4ee4\u884c\u754c\u9762&#8221;&#8221;&#8221; import click from .core import Calculator @click.group() def cli(): &#8220;&#8221;&#8221;MyPackage &#8211; \u4e00\u4e2a\u6f14\u793aPython\u5305\u7ed3\u6784\u7684\u793a\u4f8b\u9879\u76ee&#8221;&#8221;&#8221; pass @cli.command() @click.argument(&#8216;a&#8217;, type=float) @click.argument(&#8216;b&#8217;, type=float) @click.option(&#8216;&#8211;precision&#8217;, &#8216;-p&#8217;, default=10, help=&#8217;\u8ba1\u7b97\u7cbe\u5ea6&#8217;) def add(a, b, precision): &#8220;&#8221;&#8221;\u52a0\u6cd5\u8ba1\u7b97&#8221;&#8221;&#8221; calc = Calculator(precision) result = calc.add(a, b) click.echo(f&#8221;{a} + {b} = {result}&#8221;) @cli.command() @click.argument(&#8216;a&#8217;, type=float) @click.argument(&#8216;b&#8217;, type=float) @click.option(&#8216;&#8211;precision&#8217;, &#8216;-p&#8217;, default=10, help=&#8217;\u8ba1\u7b97\u7cbe\u5ea6&#8217;) def subtract(a, b, precision): &#8220;&#8221;&#8221;\u51cf\u6cd5\u8ba1\u7b97&#8221;&#8221;&#8221; calc = Calculator(precision) result = calc.subtract(a, b) click.echo(f&#8221;{a} &#8211; {b} = {result}&#8221;) @cli.command() @click.argument(&#8216;a&#8217;, type=float) @click.argument(&#8216;b&#8217;, type=float) @click.option(&#8216;&#8211;precision&#8217;, &#8216;-p&#8217;, default=10, help=&#8217;\u8ba1\u7b97\u7cbe\u5ea6&#8217;) def multiply(a, b, precision): &#8220;&#8221;&#8221;\u4e58\u6cd5\u8ba1\u7b97&#8221;&#8221;&#8221; calc = Calculator(precision) result = calc.multiply(a, b) click.echo(f&#8221;{a} \u00d7 {b} = {result}&#8221;) @cli.command() @click.argument(&#8216;a&#8217;, type=float) @click.argument(&#8216;b&#8217;, type=float) @click.option(&#8216;&#8211;precision&#8217;, &#8216;-p&#8217;, default=10, help=&#8217;\u8ba1\u7b97\u7cbe\u5ea6&#8217;) def divide(a, b, precision): &#8220;&#8221;&#8221;\u9664\u6cd5\u8ba1\u7b97&#8221;&#8221;&#8221; try: calc = Calculator(precision) result = calc.divide(a, b) click.echo(f&#8221;{a} \u00f7 {b} = {result}&#8221;) except ZeroDivisionError as e: click.echo(f&#8221;\u9519\u8bef: {e}&#8221;, err=True) @cli.command() def version(): &#8220;&#8221;&#8221;\u663e\u793a\u7248\u672c\u4fe1\u606f&#8221;&#8221;&#8221; from . import __version__ click.echo(f&#8221;MyPackage v{__version__}&#8221;) def main(): &#8220;&#8221;&#8221;\u4e3b\u51fd\u6570&#8221;&#8221;&#8221; cli() if __name__ == &#8220;__main__&#8221;: main() &#8220;&#8221;&#8221; cli_path = os.path.join(project_dir, &#8220;src\/mypackage\/cli.py&#8221;) with open(cli_path, &#8220;w&#8221;, encoding=&#8221;utf-8&#8243;) as f: f.write(cli_content) print(f&#8221; \u66f4\u65b0: src\/mypackage\/cli.py&#8221;) # 7. __main__.py (\u5141\u8bb8 python -m mypackage \u8fd0\u884c) main_content = &#8220;&#8221;&#8221;&#8221;&#8221;&#8221;\u5141\u8bb8\u901a\u8fc7 python -m mypackage \u8fd0\u884c&#8221;&#8221;&#8221; from .cli import main if __name__ == &#8220;__main__&#8221;: main() &#8220;&#8221;&#8221; main_path = os.path.join(project_dir, &#8220;src\/mypackage\/__main__.py&#8221;) with open(main_path, &#8220;w&#8221;, encoding=&#8221;utf-8&#8243;) as f: f.write(main_content) print(f&#8221; \u66f4\u65b0: src\/mypackage\/__main__.py&#8221;) # 8. \u6d4b\u8bd5\u6587\u4ef6 test_core_content = &#8220;&#8221;&#8221;&#8221;&#8221;&#8221;\u6838\u5fc3\u529f\u80fd\u6d4b\u8bd5&#8221;&#8221;&#8221; import pytest from mypackage.core import Calculator, add, subtract, multiply, divide class TestCalculator: &#8220;&#8221;&#8221;\u8ba1\u7b97\u5668\u7c7b\u6d4b\u8bd5&#8221;&#8221;&#8221; def test_add(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u52a0\u6cd5&#8221;&#8221;&#8221; calc = Calculator() assert calc.add(1, 2) == 3 assert calc.add(1.5, 2.5) == 4 def test_subtract(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u51cf\u6cd5&#8221;&#8221;&#8221; calc = Calculator() assert calc.subtract(5, 3) == 2 assert calc.subtract(5.5, 2.5) == 3 def test_multiply(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u4e58\u6cd5&#8221;&#8221;&#8221; calc = Calculator() assert calc.multiply(3, 4) == 12 assert calc.multiply(2.5, 4) == 10 def test_divide(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u9664\u6cd5&#8221;&#8221;&#8221; calc = Calculator() assert calc.divide(10, 2) == 5 assert calc.divide(10, 4) == 2.5 def test_divide_by_zero(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u9664\u96f6\u5f02\u5e38&#8221;&#8221;&#8221; calc = Calculator() with pytest.raises(ZeroDivisionError): calc.divide(10, 0) class TestConvenienceFunctions: &#8220;&#8221;&#8221;\u4fbf\u6377\u51fd\u6570\u6d4b\u8bd5&#8221;&#8221;&#8221; def test_add_function(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u52a0\u6cd5\u51fd\u6570&#8221;&#8221;&#8221; assert add(1, 2) == 3.0 assert add(1.5, 2.5) == 4.0 def test_subtract_function(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u51cf\u6cd5\u51fd\u6570&#8221;&#8221;&#8221; assert subtract(5, 3) == 2.0 assert subtract(5.5, 2.5) == 3.0 def test_multiply_function(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u4e58\u6cd5\u51fd\u6570&#8221;&#8221;&#8221; assert multiply(3, 4) == 12.0 assert multiply(2.5, 4) == 10.0 def test_divide_function(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u9664\u6cd5\u51fd\u6570&#8221;&#8221;&#8221; assert divide(10, 2) == 5.0 assert divide(10, 4) == 2.5 def test_divide_by_zero_function(self): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u9664\u96f6\u5f02\u5e38\uff08\u51fd\u6570\u7248\u672c\uff09&#8221;&#8221;&#8221; with pytest.raises(ZeroDivisionError): divide(10, 0) def test_calculator_precision(): &#8220;&#8221;&#8221;\u6d4b\u8bd5\u8ba1\u7b97\u7cbe\u5ea6&#8221;&#8221;&#8221; calc = Calculator(precision=5) result = calc.divide(1, 3) # \u68c0\u67e5\u7cbe\u5ea6 assert len(str(result)) &lt;= 7 # \u5305\u62ec\u6574\u6570\u90e8\u5206\u548c\u5c0f\u6570\u70b9 &#8220;&#8221;&#8221; test_core_path = os.path.join(project_dir, &#8220;tests\/test_core.py&#8221;) with open(test_core_path, &#8220;w&#8221;, encoding=&#8221;utf-8&#8243;) as f: f.write(test_core_content) print(f&#8221; \u66f4\u65b0: tests\/test_core.py&#8221;) return project_dir # \u521b\u5efa\u9879\u76ee project_dir = create_project_structure() # \u6f14\u793a\u5982\u4f55\u6784\u5efa\u548c\u5b89\u88c5 print(&#8220;\\n&#8221; + &#8220;=&#8221;*60) print(&#8220;\u9879\u76ee\u6784\u5efa\u548c\u5b89\u88c5\u6f14\u793a&#8221;) print(&#8220;=&#8221;*60) def demonstrate_build_install(): &#8220;&#8221;&#8221;\u6f14\u793a\u6784\u5efa\u548c\u5b89\u88c5\u8fc7\u7a0b&#8221;&#8221;&#8221; print(&#8220;\\n1. \u8fdb\u5165\u9879\u76ee\u76ee\u5f55:&#8221;) print(f&#8221;cd {project_dir}&#8221;) print(&#8220;\\n2. \u521b\u5efa\u865a\u62df\u73af\u5883:&#8221;) print(&#8220;python -m venv venv&#8221;) print(&#8220;\\n3. \u6fc0\u6d3b\u865a\u62df\u73af\u5883:&#8221;) print(&#8220;# Linux\/Mac: source venv\/bin\/activate&#8221;) print(&#8220;# Windows: venv\\\\Scripts\\\\activate&#8221;) print(&#8220;\\n4. \u4ee5\u5f00\u53d1\u6a21\u5f0f\u5b89\u88c5\u5305:&#8221;) print(&#8220;pip install -e .&#8221;) print(&#8220;# \u6216\u8005\u5b89\u88c5\u5f00\u53d1\u4f9d\u8d56:&#8221;) print(&#8220;pip install -e .[dev]&#8221;) print(&#8220;\\n5. \u8fd0\u884c\u6d4b\u8bd5:&#8221;) print(&#8220;pytest&#8221;) print(&#8220;\\n6. \u6784\u5efa\u5206\u53d1\u5305:&#8221;) print(&#8220;python -m build&#8221;) print(&#8220;\\n7. \u68c0\u67e5\u6784\u5efa\u7ed3\u679c:&#8221;) print(&#8220;# \u4f1a\u751f\u6210 dist\/ \u76ee\u5f55\uff0c\u5305\u542b:&#8221;) print(&#8220;# mypackage-0.1.0-py3-none-any.whl # wheel\u5305&#8221;) print(&#8220;# mypackage-0.1.0.tar.gz # \u6e90\u7801\u5305&#8221;) print(&#8220;\\n8. \u5b89\u88c5\u6784\u5efa\u7684\u5305:&#8221;) print(&#8220;pip install dist\/mypackage-0.1.0-py3-none-any.whl&#8221;) print(&#8220;\\n9. \u4f7f\u7528\u5305:&#8221;) print(&#8220;&#8221;&#8221; # \u4f5c\u4e3a\u6a21\u5757\u5bfc\u5165 import mypackage result = mypackage.add(1, 2) # \u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177 mypackage &#8211;help mypackage add 1 2 mypackage version # \u4f5c\u4e3a\u6a21\u5757\u8fd0\u884c python -m mypackage &#8211;help &#8220;&#8221;&#8221;) # \u8fd0\u884c\u6f14\u793a demonstrate_build_install() # \u6e05\u7406\u4e34\u65f6\u9879\u76ee print(&#8220;\\n&#8221; + &#8220;=&#8221;*60) print(&#8220;\u9879\u76ee\u7ed3\u6784\u5c55\u793a&#8221;) print(&#8220;=&#8221;*60) def show_project_tree(directory, max_depth=3, current_depth=0, prefix=&#8221;&#8221;): &#8220;&#8221;&#8221;\u663e\u793a\u9879\u76ee\u6811\u72b6\u7ed3\u6784&#8221;&#8221;&#8221; if current_depth &gt;= max_depth: return items = list(Path(directory).iterdir()) items.sort(key=lambda x: (not x.is_dir(), x.name.lower())) for i, item in enumerate(items): is_last = i == len(items) &#8211; 1 connector = &#8220;\u2514\u2500\u2500 &#8221; if is_last else &#8220;\u251c\u2500\u2500 &#8221; print(f&#8221;{prefix}{connector}{item.name}&#8221;) if item.is_dir(): extension = &#8221; &#8221; if is_last else &#8220;\u2502 &#8221; show_project_tree( item, max_depth, current_depth + 1, prefix + extension ) print(f&#8221;\\n\u9879\u76ee\u6811\u72b6\u7ed3\u6784 (\u6700\u5927\u6df1\u5ea6: 3):&#8221;) show_project_tree(project_dir, max_depth=3) print(&#8220;\\n&#8221; + &#8220;=&#8221;*60) print(&#8220;\u6e05\u7406\u4e34\u65f6\u9879\u76ee&#8221;) print(&#8220;=&#8221;*60) shutil.rmtree(project_dir) print(f&#8221;\u5df2\u6e05\u7406: {project_dir}&#8221;)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u9ad8\u7ea7\u4e3b\u9898\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u6a21\u5757\u5316\u8bbe\u8ba1\u539f\u5219<\/h3>\n\n\n\n<p>\u6a21\u5757\u5316\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u8bbe\u8ba1\u54f2\u5b66\u3002\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\u53ef\u4ee5\u521b\u5efa\u53ef\u7ef4\u62a4\u3001\u53ef\u6d4b\u8bd5\u3001\u53ef\u91cd\u7528\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6a21\u5757\u5316\u8bbe\u8ba1\u539f\u5219\n# ============================================================================\n\nprint(\"=== \u6a21\u5757\u5316\u8bbe\u8ba1\u539f\u5219 ===\")\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u5355\u4e00\u804c\u8d23\u539f\u5219\uff08SRP\uff09\n  \u6bcf\u4e2a\u6a21\u5757\/\u7c7b\u5e94\u8be5\u53ea\u6709\u4e00\u4e2a\u6539\u53d8\u7684\u7406\u7531\u3002\u4e00\u4e2a\u6a21\u5757\u5e94\u8be5\u53ea\u8d1f\u8d23\u4e00\u4e2a\u529f\u80fd\u9886\u57df\u3002\n\n\u539f\u52192\uff1a\u5f00\u653e\u5c01\u95ed\u539f\u5219\uff08OCP\uff09\n  \u6a21\u5757\u5e94\u8be5\u5bf9\u6269\u5c55\u5f00\u653e\uff0c\u5bf9\u4fee\u6539\u5c01\u95ed\u3002\u901a\u8fc7\u6dfb\u52a0\u65b0\u4ee3\u7801\u800c\u4e0d\u662f\u4fee\u6539\u73b0\u6709\u4ee3\u7801\u6765\u6269\u5c55\u529f\u80fd\u3002\n\n\u539f\u52193\uff1a\u91cc\u6c0f\u66ff\u6362\u539f\u5219\uff08LSP\uff09\n  \u5b50\u7c7b\u578b\u5fc5\u987b\u80fd\u591f\u66ff\u6362\u5b83\u4eec\u7684\u57fa\u7c7b\u578b\u3002\u5728\u6a21\u5757\u5c42\u6b21\u7ed3\u6784\u4e2d\uff0c\u5b50\u6a21\u5757\u5e94\u8be5\u80fd\u591f\u66ff\u4ee3\u7236\u6a21\u5757\u3002\n\n\u539f\u52194\uff1a\u63a5\u53e3\u9694\u79bb\u539f\u5219\uff08ISP\uff09\n  \u4e0d\u5e94\u8be5\u5f3a\u8feb\u5ba2\u6237\u7aef\u4f9d\u8d56\u4e8e\u5b83\u4eec\u4e0d\u4f7f\u7528\u7684\u63a5\u53e3\u3002\u521b\u5efa\u7279\u5b9a\u4e8e\u5ba2\u6237\u7aef\u7684\u7ec6\u7c92\u5ea6\u63a5\u53e3\u3002\n\n\u539f\u52195\uff1a\u4f9d\u8d56\u5012\u7f6e\u539f\u5219\uff08DIP\uff09\n  \u9ad8\u5c42\u6a21\u5757\u4e0d\u5e94\u8be5\u4f9d\u8d56\u4e8e\u4f4e\u5c42\u6a21\u5757\u3002\u4e24\u8005\u90fd\u5e94\u8be5\u4f9d\u8d56\u4e8e\u62bd\u8c61\u3002\u62bd\u8c61\u4e0d\u5e94\u8be5\u4f9d\u8d56\u4e8e\u7ec6\u8282\uff0c\u7ec6\u8282\u5e94\u8be5\u4f9d\u8d56\u4e8e\u62bd\u8c61\u3002\n\n\u539f\u52196\uff1a\u6700\u5c0f\u5316\u8026\u5408\n  \u6a21\u5757\u4e4b\u95f4\u7684\u4f9d\u8d56\u5e94\u8be5\u6700\u5c0f\u5316\u3002\u4f7f\u7528\u63a5\u53e3\u3001\u62bd\u8c61\u57fa\u7c7b\u548c\u4f9d\u8d56\u6ce8\u5165\u6765\u51cf\u5c11\u8026\u5408\u3002\n\n\u539f\u52197\uff1a\u6700\u5927\u5316\u5185\u805a\n  \u6a21\u5757\u5185\u90e8\u7684\u5143\u7d20\u5e94\u8be5\u9ad8\u5ea6\u76f8\u5173\u3002\u529f\u80fd\u76f8\u5173\u7684\u4ee3\u7801\u5e94\u8be5\u653e\u5728\u4e00\u8d77\u3002\n\n\u539f\u52198\uff1a\u4fe1\u606f\u9690\u85cf\n  \u9690\u85cf\u5b9e\u73b0\u7ec6\u8282\uff0c\u53ea\u66b4\u9732\u5fc5\u8981\u7684\u63a5\u53e3\u3002\u4f7f\u7528\u79c1\u6709\u5c5e\u6027\u548c\u65b9\u6cd5\u3002\n\n\u539f\u52199\uff1a\u660e\u786e\u4f9d\u8d56\n  \u663e\u5f0f\u58f0\u660e\u4f9d\u8d56\uff0c\u800c\u4e0d\u662f\u9690\u5f0f\u4f9d\u8d56\u3002\u4f7f\u7528import\u8bed\u53e5\u6e05\u6670\u5c55\u793a\u6a21\u5757\u4f9d\u8d56\u3002\n\n\u539f\u521910\uff1a\u907f\u514d\u5faa\u73af\u4f9d\u8d56\n  \u6a21\u5757\u4e4b\u95f4\u4e0d\u5e94\u8be5\u6709\u5faa\u73af\u4f9d\u8d56\u5173\u7cfb\u3002\u4f7f\u7528\u4f9d\u8d56\u6ce8\u5165\u6216\u91cd\u6784\u6765\u6253\u7834\u5faa\u73af\u3002\n\"\"\")\n\n# \u793a\u4f8b\uff1a\u9075\u5faa\u6a21\u5757\u5316\u539f\u5219\u7684\u4ee3\u7801\nprint(\"\\n\u793a\u4f8b\uff1a\u9075\u5faa\u6a21\u5757\u5316\u539f\u5219\u7684\u4ee3\u7801\u7ed3\u6784\")\n\ndef demonstrate_modular_principles():\n    \"\"\"\u6f14\u793a\u6a21\u5757\u5316\u539f\u5219\"\"\"\n\n    # \u521b\u5efa\u4e00\u4e2a\u9075\u5faa\u539f\u5219\u7684\u6a21\u62df\u9879\u76ee\n    project_structure = \"\"\"\n\u9075\u5faa\u6a21\u5757\u5316\u539f\u5219\u7684\u9879\u76ee\u7ed3\u6784:\n\nmyproject\/\n\u251c\u2500\u2500 src\/\n\u2502   \u2514\u2500\u2500 myproject\/\n\u2502       \u251c\u2500\u2500 __init__.py              # \u5305\u521d\u59cb\u5316\n\u2502       \u251c\u2500\u2500 interfaces\/              # \u63a5\u53e3\u5b9a\u4e49\uff08\u539f\u52194,5\uff09\n\u2502       \u2502   \u251c\u2500\u2500 __init__.py\n\u2502       \u2502   \u251c\u2500\u2500 data_source.py       # \u6570\u636e\u6e90\u63a5\u53e3\n\u2502       \u2502   \u2514\u2500\u2500 processor.py         # \u5904\u7406\u5668\u63a5\u53e3\n\u2502       \u251c\u2500\u2500 data_sources\/            # \u6570\u636e\u6e90\u5b9e\u73b0\uff08\u539f\u52191\uff09\n\u2502       \u2502   \u251c\u2500\u2500 __init__.py\n\u2502       \u2502   \u251c\u2500\u2500 csv_source.py        # CSV\u6570\u636e\u6e90\n\u2502       \u2502   \u251c\u2500\u2500 json_source.py       # JSON\u6570\u636e\u6e90\n\u2502       \u2502   \u2514\u2500\u2500 database_source.py   # \u6570\u636e\u5e93\u6570\u636e\u6e90\n\u2502       \u251c\u2500\u2500 processors\/              # \u5904\u7406\u5668\u5b9e\u73b0\uff08\u539f\u52191\uff09\n\u2502       \u2502   \u251c\u2500\u2500 __init__.py\n\u2502       \u2502   \u251c\u2500\u2500 basic_processor.py   # \u57fa\u7840\u5904\u7406\u5668\n\u2502       \u2502   \u2514\u2500\u2500 advanced_processor.py # \u9ad8\u7ea7\u5904\u7406\u5668\n\u2502       \u251c\u2500\u2500 core\/                    # \u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\uff08\u539f\u52197\uff09\n\u2502       \u2502   \u251c\u2500\u2500 __init__.py\n\u2502       \u2502   \u251c\u2500\u2500 engine.py            # \u6838\u5fc3\u5f15\u64ce\n\u2502       \u2502   \u2514\u2500\u2500 validator.py         # \u9a8c\u8bc1\u5668\n\u2502       \u251c\u2500\u2500 utils\/                   # \u5de5\u5177\u51fd\u6570\uff08\u8f85\u52a9\u529f\u80fd\uff09\n\u2502       \u2502   \u251c\u2500\u2500 __init__.py\n\u2502       \u2502   \u251c\u2500\u2500 logger.py            # \u65e5\u5fd7\u5de5\u5177\n\u2502       \u2502   \u2514\u2500\u2500 formatter.py         # \u683c\u5f0f\u5316\u5de5\u5177\n\u2502       \u2514\u2500\u2500 main.py                  # \u5e94\u7528\u5165\u53e3\u70b9\n\u251c\u2500\u2500 tests\/                           # \u6d4b\u8bd5\u4ee3\u7801\n\u2502   \u251c\u2500\u2500 __init__.py\n\u2502   \u251c\u2500\u2500 test_data_sources.py\n\u2502   \u251c\u2500\u2500 test_processors.py\n\u2502   \u2514\u2500\u2500 test_integration.py\n\u251c\u2500\u2500 docs\/                            # \u6587\u6863\n\u251c\u2500\u2500 examples\/                        # \u793a\u4f8b\u4ee3\u7801\n\u251c\u2500\u2500 pyproject.toml                   # \u9879\u76ee\u914d\u7f6e\n\u2514\u2500\u2500 README.md                        # \u9879\u76ee\u8bf4\u660e\n\n\u5173\u952e\u8bbe\u8ba1\u70b9\uff1a\n1. \u6bcf\u4e2a\u76ee\u5f55\u90fd\u662f\u4e00\u4e2a\u6e05\u6670\u7684\u804c\u8d23\u9886\u57df\uff08\u539f\u52191\uff09\n2. \u901a\u8fc7\u63a5\u53e3\u5b9a\u4e49\u62bd\u8c61\uff0c\u5177\u4f53\u5b9e\u73b0\u53ef\u4ee5\u66ff\u6362\uff08\u539f\u52194,5\uff09\n3. \u9ad8\u5c42\u6a21\u5757\u4f9d\u8d56\u4e8e\u63a5\u53e3\uff0c\u800c\u4e0d\u662f\u5177\u4f53\u5b9e\u73b0\uff08\u539f\u52195\uff09\n4. \u6d4b\u8bd5\u4ee3\u7801\u4e0e\u5b9e\u73b0\u4ee3\u7801\u5206\u79bb\n5. \u5de5\u5177\u51fd\u6570\u96c6\u4e2d\u7ba1\u7406\uff0c\u907f\u514d\u91cd\u590d\u4ee3\u7801\uff08\u539f\u52197\uff09\n\"\"\"\n\n    print(project_structure)\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_modular_principles()\n\n# \u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u68c0\u67e5\u6e05\u5355\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u6a21\u5757\u5316\u8bbe\u8ba1\u68c0\u67e5\u6e05\u5355\")\nprint(\"=\"*60)\n\nchecklist = &#91;\n    (\"\u6a21\u5757\u5212\u5206\", &#91;\n        \"\u6bcf\u4e2a\u6a21\u5757\u662f\u5426\u6709\u660e\u786e\u7684\u5355\u4e00\u804c\u8d23\uff1f\",\n        \"\u6a21\u5757\u5927\u5c0f\u662f\u5426\u9002\u4e2d\uff08\u901a\u5e38100-500\u884c\uff09\uff1f\",\n        \"\u76f8\u5173\u529f\u80fd\u662f\u5426\u7ec4\u7ec7\u5728\u540c\u4e00\u4e2a\u6a21\u5757\u4e2d\uff1f\",\n    ]),\n\n    (\"\u63a5\u53e3\u8bbe\u8ba1\", &#91;\n        \"\u6a21\u5757\u662f\u5426\u901a\u8fc7\u6e05\u6670\u7684\u63a5\u53e3\u66b4\u9732\u529f\u80fd\uff1f\",\n        \"\u662f\u5426\u9690\u85cf\u4e86\u5b9e\u73b0\u7ec6\u8282\uff1f\",\n        \"\u63a5\u53e3\u662f\u5426\u7a33\u5b9a\uff0c\u4e0d\u9891\u7e41\u53d8\u5316\uff1f\",\n    ]),\n\n    (\"\u4f9d\u8d56\u7ba1\u7406\", &#91;\n        \"\u6a21\u5757\u4f9d\u8d56\u5173\u7cfb\u662f\u5426\u6e05\u6670\uff1f\",\n        \"\u662f\u5426\u6709\u5faa\u73af\u4f9d\u8d56\uff1f\",\n        \"\u662f\u5426\u4f9d\u8d56\u62bd\u8c61\u800c\u4e0d\u662f\u5177\u4f53\u5b9e\u73b0\uff1f\",\n    ]),\n\n    (\"\u53ef\u6d4b\u8bd5\u6027\", &#91;\n        \"\u6a21\u5757\u662f\u5426\u53ef\u4ee5\u72ec\u7acb\u6d4b\u8bd5\uff1f\",\n        \"\u662f\u5426\u9700\u8981\u590d\u6742\u7684\u6d4b\u8bd5\u73af\u5883\uff1f\",\n        \"\u662f\u5426\u63d0\u4f9b\u4e86\u6d4b\u8bd5\u5de5\u5177\u6216\u6a21\u62df\u5bf9\u8c61\uff1f\",\n    ]),\n\n    (\"\u6587\u6863\", &#91;\n        \"\u6bcf\u4e2a\u6a21\u5757\u662f\u5426\u6709\u6587\u6863\u5b57\u7b26\u4e32\uff1f\",\n        \"\u516c\u5f00\u7684API\u662f\u5426\u6709\u4f7f\u7528\u793a\u4f8b\uff1f\",\n        \"\u590d\u6742\u7684\u5b9e\u73b0\u662f\u5426\u6709\u6ce8\u91ca\u8bf4\u660e\uff1f\",\n    ]),\n]\n\nprint(\"\\n\u6a21\u5757\u5316\u8bbe\u8ba1\u68c0\u67e5\u6e05\u5355:\")\nfor category, items in checklist:\n    print(f\"\\n{category}:\")\n    for item in items:\n        print(f\"  &#91; ] {item}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u6027\u80fd\u8003\u8651\u4e0e\u4f18\u5316<\/h3>\n\n\n\n<p>\u6a21\u5757\u5316\u8bbe\u8ba1\u4e0d\u4ec5\u5f71\u54cd\u53ef\u7ef4\u62a4\u6027\uff0c\u4e5f\u5f71\u54cd\u6027\u80fd\u3002\u7406\u89e3\u8fd9\u4e9b\u5f71\u54cd\u53ef\u4ee5\u5e2e\u52a9\u4f60\u505a\u51fa\u66f4\u597d\u7684\u8bbe\u8ba1\u51b3\u7b56\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6a21\u5757\u5316\u4e0e\u6027\u80fd\n# ============================================================================\n\nprint(\"\\n=== \u6a21\u5757\u5316\u4e0e\u6027\u80fd ===\")\n\ndef demonstrate_performance_considerations():\n    \"\"\"\u6f14\u793a\u6a21\u5757\u5316\u7684\u6027\u80fd\u8003\u8651\"\"\"\n\n    import timeit\n    import importlib\n\n    print(\"\u6a21\u5757\u5bfc\u5165\u7684\u6027\u80fd\u5f71\u54cd:\\n\")\n\n    # \u6d4b\u8bd5\u4e0d\u540c\u5bfc\u5165\u65b9\u5f0f\u7684\u6027\u80fd\n    test_code = {\n        \"\u76f4\u63a5\u5bfc\u5165\u6574\u4e2a\u6a21\u5757\": \"import os\",\n        \"\u5bfc\u5165\u7279\u5b9a\u51fd\u6570\": \"from os.path import join\",\n        \"\u5ef6\u8fdf\u5bfc\u5165\uff08\u5728\u51fd\u6570\u5185\u90e8\uff09\": \"\"\"\ndef test():\n    import os\n    return os.name\n\"\"\",\n        \"\u4f7f\u7528importlib\u52a8\u6001\u5bfc\u5165\": \"\"\"\nimport importlib\ndef test():\n    os = importlib.import_module('os')\n    return os.name\n\"\"\",\n    }\n\n    print(\"\u5bfc\u5165\u65b9\u5f0f\u6bd4\u8f83 (\u6267\u884c1000\u6b21):\")\n    print(\"-\" * 50)\n\n    results = {}\n    for name, code in test_code.items():\n        time_taken = timeit.timeit(code, number=1000)\n        results&#91;name] = time_taken\n        print(f\"{name:30} {time_taken:.6f} \u79d2\")\n\n    print(\"\\n\u5206\u6790:\")\n    print(\"1. \u76f4\u63a5\u5bfc\u5165\u6574\u4e2a\u6a21\u5757: \u4e00\u6b21\u6027\u6210\u672c\uff0c\u4e4b\u540e\u4f7f\u7528\u514d\u8d39\")\n    print(\"2. \u5bfc\u5165\u7279\u5b9a\u51fd\u6570: \u7a0d\u5fae\u5feb\u4e00\u70b9\uff0c\u4f46\u547d\u540d\u7a7a\u95f4\u66f4\u5e72\u51c0\")\n    print(\"3. \u5ef6\u8fdf\u5bfc\u5165: \u63a8\u8fdf\u6210\u672c\u5230\u5b9e\u9645\u4f7f\u7528\u65f6\uff0c\u9002\u5408\u53ef\u9009\u529f\u80fd\")\n    print(\"4. \u52a8\u6001\u5bfc\u5165: \u6700\u7075\u6d3b\uff0c\u4f46\u6027\u80fd\u5f00\u9500\u6700\u5927\")\n\n    print(\"\\n\u6a21\u5757\u67e5\u627e\u7684\u6027\u80fd\u5f71\u54cd:\")\n\n    # \u521b\u5efa\u591a\u4e2a\u76ee\u5f55\u6765\u6d4b\u8bd5\u6a21\u5757\u67e5\u627e\n    import tempfile\n    import shutil\n\n    temp_dir = tempfile.mkdtemp(prefix=\"module_search_\")\n\n    # \u521b\u5efa\u591a\u4e2a\u76ee\u5f55\n    for i in range(10):\n        dir_path = os.path.join(temp_dir, f\"dir_{i}\")\n        os.makedirs(dir_path, exist_ok=True)\n\n        # \u5728\u6bcf\u4e2a\u76ee\u5f55\u521b\u5efa\u6a21\u5757\n        module_code = f'''\ndef function_{i}():\n    return \"\u6765\u81ea\u76ee\u5f55 {i}\"\n'''\n\n        module_file = os.path.join(dir_path, \"mymodule.py\")\n        with open(module_file, \"w\", encoding=\"utf-8\") as f:\n            f.write(module_code)\n\n    # \u5c06\u6240\u6709\u76ee\u5f55\u6dfb\u52a0\u5230Python\u8def\u5f84\n    original_sys_path = sys.path.copy()\n    for i in range(10):\n        dir_path = os.path.join(temp_dir, f\"dir_{i}\")\n        sys.path.insert(0, dir_path)\n\n    # \u6d4b\u8bd5\u6a21\u5757\u67e5\u627e\u65f6\u95f4\n    print(\"\\n\u6d4b\u8bd5\u5728\u4e0d\u540c\u76ee\u5f55\u6df1\u5ea6\u67e5\u627e\u6a21\u5757:\")\n\n    test_cases = &#91;\n        (\"\u7b2c\u4e00\u5c42\u76ee\u5f55 (\u6700\u8fd1)\", \"mymodule\"),\n        (\"\u6700\u540e\u5c42\u76ee\u5f55 (\u6700\u8fdc)\", \"mymodule\"),\n    ]\n\n    for desc, module_name in test_cases:\n        code = f\"\"\"\nimport sys\nsys.path.insert(0, r\"{os.path.join(temp_dir, \"dir_0\" if desc.startswith(\"\u7b2c\u4e00\") else \"dir_9\")}\")\nimport {module_name}\n\"\"\"\n\n        time_taken = timeit.timeit(\n            f\"import {module_name}\", \n            setup=f\"import sys; sys.path.insert(0, r'{os.path.join(temp_dir, 'dir_9')}')\",\n            number=100\n        )\n        print(f\"{desc:30} {time_taken:.6f} \u79d2 (100\u6b21\u5bfc\u5165)\")\n\n    # \u6062\u590d\u539f\u59cb\u8def\u5f84\n    sys.path = original_sys_path\n\n    # \u6e05\u7406\n    shutil.rmtree(temp_dir)\n\n    print(\"\\n\u6027\u80fd\u4f18\u5316\u5efa\u8bae:\")\n    print(\"\"\"\n1. \u6241\u5e73\u5316\u6a21\u5757\u7ed3\u6784\n   - \u907f\u514d\u8fc7\u6df1\u7684\u5305\u5c42\u6b21\u7ed3\u6784\n   - \u51cf\u5c11\u6a21\u5757\u67e5\u627e\u65f6\u95f4\n\n2. \u5408\u7406\u4f7f\u7528 __init__.py\n   - \u907f\u514d\u5728 __init__.py \u4e2d\u6267\u884c\u5927\u91cf\u4ee3\u7801\n   - \u4f7f\u7528\u5ef6\u8fdf\u5bfc\u5165\u51cf\u5c11\u542f\u52a8\u65f6\u95f4\n\n3. \u4f18\u5316\u5bfc\u5165\u8bed\u53e5\n   - \u5728\u6a21\u5757\u7ea7\u522b\u5bfc\u5165\u5e38\u7528\u6a21\u5757\n   - \u5728\u51fd\u6570\u5185\u90e8\u5bfc\u5165\u4e0d\u5e38\u7528\u6216\u53ef\u9009\u6a21\u5757\n   - \u907f\u514d from module import *\uff08\u5bfc\u81f4\u547d\u540d\u7a7a\u95f4\u6c61\u67d3\uff09\n\n4. \u7f13\u5b58\u5bfc\u5165\u7ed3\u679c\n   - Python\u4f1a\u81ea\u52a8\u7f13\u5b58\u5bfc\u5165\u7684\u6a21\u5757\n   - \u5bf9\u4e8e\u52a8\u6001\u5bfc\u5165\uff0c\u53ef\u4ee5\u81ea\u5df1\u5b9e\u73b0\u7f13\u5b58\n\n5. \u8003\u8651\u4f7f\u7528 __slots__\n   - \u5bf9\u4e8e\u5927\u91cf\u5b9e\u4f8b\u7684\u7c7b\uff0c\u4f7f\u7528 __slots__ \u51cf\u5c11\u5185\u5b58\u4f7f\u7528\n\n6. \u61d2\u52a0\u8f7d\u6a21\u5f0f\n   - \u53ea\u5728\u9700\u8981\u65f6\u624d\u52a0\u8f7d\u6a21\u5757\u6216\u521b\u5efa\u5bf9\u8c61\n   - \u4f7f\u7528\u4ee3\u7406\u6a21\u5f0f\u5b9e\u73b0\u61d2\u52a0\u8f7d\n\"\"\")\n\n    # \u6f14\u793a\u61d2\u52a0\u8f7d\u6a21\u5f0f\n    print(\"\\n\u61d2\u52a0\u8f7d\u6a21\u5f0f\u793a\u4f8b:\")\n\n    lazy_code = '''\nclass LazyModule:\n    \"\"\"\u61d2\u52a0\u8f7d\u6a21\u5757\u5305\u88c5\u5668\"\"\"\n\n    def __init__(self, module_name):\n        self._module_name = module_name\n        self._module = None\n\n    def __getattr__(self, name):\n        if self._module is None:\n            # \u7b2c\u4e00\u6b21\u8bbf\u95ee\u65f6\u5bfc\u5165\n            import importlib\n            self._module = importlib.import_module(self._module_name)\n\n        return getattr(self._module, name)\n\n# \u4f7f\u7528\u61d2\u52a0\u8f7d\nheavy_module = LazyModule(\"xml.etree.ElementTree\")\n\n# \u6b64\u65f6\u8fd8\u6ca1\u6709\u5b9e\u9645\u5bfc\u5165\nprint(\"\u6a21\u5757\u5df2\u5305\u88c5\uff0c\u4f46\u672a\u5b9e\u9645\u5bfc\u5165\")\n\n# \u7b2c\u4e00\u6b21\u8bbf\u95ee\u65f6\u624d\u4f1a\u5bfc\u5165\nelement = heavy_module.Element(\"tag\")\nprint(f\"\u521b\u5efa\u5143\u7d20: {element}\")\n'''\n\n    print(lazy_code)\n\n# \u8fd0\u884c\u6027\u80fd\u6f14\u793a\ndemonstrate_performance_considerations()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 Python\u6a21\u5757\u5316\u6838\u5fc3\u6982\u5ff5\u56de\u987e<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u5757\uff08Module\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5305\u542bPython\u4ee3\u7801\u7684<code>.py<\/code>\u6587\u4ef6<\/li>\n\n\n\n<li>\u57fa\u672c\u7684\u4ee3\u7801\u7ec4\u7ec7\u548c\u91cd\u7528\u5355\u5143<\/li>\n\n\n\n<li>\u901a\u8fc7<code>import<\/code>\u8bed\u53e5\u4f7f\u7528<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5305\uff08Package\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5305\u542b<code>__init__.py<\/code>\u7684\u76ee\u5f55<\/li>\n\n\n\n<li>\u7ec4\u7ec7\u76f8\u5173\u6a21\u5757\u7684\u5bb9\u5668<\/li>\n\n\n\n<li>\u652f\u6301\u5c42\u6b21\u5316\u547d\u540d\u7a7a\u95f4<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u547d\u540d\u7a7a\u95f4\u5305\uff08Namespace Package\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python 3.3+\u5f15\u5165<\/li>\n\n\n\n<li>\u65e0<code>__init__.py<\/code>\u6587\u4ef6\u7684\u5305<\/li>\n\n\n\n<li>\u5141\u8bb8\u5305\u5206\u5e03\u5728\u591a\u4e2a\u4f4d\u7f6e<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5e93\uff08Library\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76f8\u5173\u6a21\u5757\u548c\u5305\u7684\u96c6\u5408<\/li>\n\n\n\n<li>\u6807\u51c6\u5e93\uff1aPython\u5185\u7f6e<\/li>\n\n\n\n<li>\u7b2c\u4e09\u65b9\u5e93\uff1a\u901a\u8fc7PyPI\u5b89\u88c5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6e05\u6670\u7684\u6a21\u5757\u8fb9\u754c<\/strong>\uff1a\u6bcf\u4e2a\u6a21\u5757\u5e94\u8be5\u6709\u660e\u786e\u7684\u804c\u8d23<\/li>\n\n\n\n<li><strong>\u7a33\u5b9a\u7684\u63a5\u53e3<\/strong>\uff1a\u516c\u5f00\u7684API\u5e94\u8be5\u4fdd\u6301\u7a33\u5b9a<\/li>\n\n\n\n<li><strong>\u6700\u5c0f\u5316\u4f9d\u8d56<\/strong>\uff1a\u51cf\u5c11\u6a21\u5757\u95f4\u7684\u8026\u5408<\/li>\n\n\n\n<li><strong>\u6700\u5927\u5316\u5185\u805a<\/strong>\uff1a\u76f8\u5173\u4ee3\u7801\u7ec4\u7ec7\u5728\u4e00\u8d77<\/li>\n\n\n\n<li><strong>\u9002\u5f53\u7684\u7c92\u5ea6<\/strong>\uff1a\u6a21\u5757\u5927\u5c0f\u8981\u9002\u4e2d\uff08\u901a\u5e38100-500\u884c\uff09<\/li>\n\n\n\n<li><strong>\u4e00\u81f4\u7684\u547d\u540d<\/strong>\uff1a\u9075\u5faaPython\u547d\u540d\u7ea6\u5b9a<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u73b0\u4ee3Python\u9879\u76ee\u7ed3\u6784<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528<code>src\/<\/code>\u5e03\u5c40<\/strong>\uff1a\u5c06\u6e90\u4ee3\u7801\u653e\u5728<code>src\/<\/code>\u76ee\u5f55\u4e0b<\/li>\n\n\n\n<li><strong>\u91c7\u7528<code>pyproject.toml<\/code><\/strong>\uff1a\u73b0\u4ee3\u7684\u9879\u76ee\u914d\u7f6e\u683c\u5f0f<\/li>\n\n\n\n<li><strong>\u865a\u62df\u73af\u5883<\/strong>\uff1a\u9694\u79bb\u9879\u76ee\u4f9d\u8d56<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u5316\u5de5\u5177<\/strong>\uff1a\u4f7f\u7528\u5de5\u5177\u7ba1\u7406\u4ee3\u7801\u8d28\u91cf\uff08black, flake8, mypy\uff09<\/li>\n\n\n\n<li><strong>\u6301\u7eed\u96c6\u6210<\/strong>\uff1a\u81ea\u52a8\u5316\u6d4b\u8bd5\u548c\u90e8\u7f72<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u4e0b\u4e00\u6b65\u5b66\u4e60\u65b9\u5411<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6df1\u5165Python\u5bfc\u5165\u7cfb\u7edf<\/strong>\uff1a\u7814\u7a76<code>importlib<\/code>\u6a21\u5757<\/li>\n\n\n\n<li><strong>\u5305\u5206\u53d1\u4e0e\u53d1\u5e03<\/strong>\uff1a\u5b66\u4e60\u5982\u4f55\u53d1\u5e03\u5305\u5230PyPI<\/li>\n\n\n\n<li><strong>\u6784\u5efa\u7cfb\u7edf<\/strong>\uff1a\u4e86\u89e3<code>setuptools<\/code>, <code>poetry<\/code>, <code>flit<\/code><\/li>\n\n\n\n<li><strong>\u4f9d\u8d56\u7ba1\u7406<\/strong>\uff1a\u6df1\u5165\u5b66\u4e60<code>pip<\/code>, <code>pipenv<\/code>, <code>poetry<\/code><\/li>\n\n\n\n<li><strong>\u6027\u80fd\u5206\u6790<\/strong>\uff1a\u4f7f\u7528<code>cProfile<\/code>\u5206\u6790\u6a21\u5757\u6027\u80fd<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u8003\u8651<\/strong>\uff1a\u4e86\u89e3\u6a21\u5757\u5bfc\u5165\u7684\u5b89\u5168\u98ce\u9669<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.5 \u6700\u7ec8\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece\u7b80\u5355\u5f00\u59cb<\/strong>\uff1a\u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1\u6a21\u5757\u7ed3\u6784<\/li>\n\n\n\n<li><strong>\u9075\u5faa\u793e\u533a\u60ef\u4f8b<\/strong>\uff1a\u4f7f\u7528\u516c\u8ba4\u7684\u9879\u76ee\u7ed3\u6784<\/li>\n\n\n\n<li><strong>\u8003\u8651\u53ef\u6d4b\u8bd5\u6027<\/strong>\uff1a\u8bbe\u8ba1\u6613\u4e8e\u6d4b\u8bd5\u7684\u6a21\u5757<\/li>\n\n\n\n<li><strong>\u6587\u6863\u5148\u884c<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u6a21\u5757\u7f16\u5199\u6587\u6863\u5b57\u7b26\u4e32<\/li>\n\n\n\n<li><strong>\u5b9a\u671f\u91cd\u6784<\/strong>\uff1a\u968f\u7740\u9879\u76ee\u6210\u957f\u8c03\u6574\u6a21\u5757\u7ed3\u6784<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u4f18\u79c0\u9879\u76ee<\/strong>\uff1a\u7814\u7a76\u77e5\u540d\u5f00\u6e90\u9879\u76ee\u7684\u7ed3\u6784<\/li>\n<\/ol>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u6a21\u5757\u5316\u4e0d\u662f\u76ee\u6807\uff0c\u800c\u662f\u624b\u6bb5\u3002\u771f\u6b63\u7684\u76ee\u6807\u662f\u521b\u5efa\u53ef\u7ef4\u62a4\u3001\u53ef\u6d4b\u8bd5\u3001\u53ef\u91cd\u7528\u7684\u4ee3\u7801\u3002\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u638c\u63e1\u4e86Python\u6a21\u5757\u5316\u5f00\u53d1\u7684\u6838\u5fc3\u6982\u5ff5\u548c\u6700\u4f73\u5b9e\u8df5\uff0c\u80fd\u591f\u6784\u5efa\u7ed3\u6784\u6e05\u6670\u3001\u6613\u4e8e\u7ef4\u62a4\u7684Python\u9879\u76ee\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u4e09\u8bfe\uff1a\u6a21\u5757\u5316\u5de5\u7a0b &#8211; Python\u7684\u4ee3\u7801\u7ec4\u7ec7\u827a\u672f\uff01\u5b8c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u56db\u8bfe\uff1a\u8de8\u8bed\u8a00\u4ee3\u7801\u7ec4\u7ec7 &#8211; \u6253\u7834\u7f16\u7a0b\u8bed\u8a00\u7684\u56f4\u5899<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4ee3\u7801\u7ec4\u7ec7\u7684\u672c\u8d28\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p>\u5f53\u6211\u4eec\u8c08\u8bba&#8221;\u6a21\u5757&#8221;\u3001&#8221;\u5305&#8221;\u3001&#8221;\u5e93&#8221;\u65f6\uff0c\u6211\u4eec\u5230\u5e95\u5728\u8ba8\u8bba\u4ec0\u4e48\uff1f\u4e0d\u540c\u8bed\u8a00\u7528\u4e0d\u540c\u672f\u8bed\u63cf\u8ff0\u76f8\u4f3c\u6982\u5ff5\uff0c\u8fd9\u9020\u6210\u4e86\u521d\u5b66\u8005\u7684\u56f0\u60d1\u3002\u4f46\u672c\u8d28\u4e0a\uff0c\u6240\u6709\u7f16\u7a0b\u8bed\u8a00\u90fd\u5728\u89e3\u51b3\u76f8\u540c\u7684\u95ee\u9898\uff1a<strong>\u5982\u4f55\u5c06\u590d\u6742\u7cfb\u7edf\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u90e8\u5206\uff0c\u5e76\u8ba9\u8fd9\u4e9b\u90e8\u5206\u80fd\u591f\u534f\u540c\u5de5\u4f5c<\/strong>\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u8ba9\u6211\u4eec\u8d85\u8d8a\u5177\u4f53\u8bed\u8a00\u7684\u8bed\u6cd5\uff0c\u4ece\u5de5\u7a0b\u5b66\u3001\u8ba4\u77e5\u79d1\u5b66\u548c\u8f6f\u4ef6\u67b6\u6784\u7684\u89c6\u89d2\uff0c\u91cd\u65b0\u5ba1\u89c6\u4ee3\u7801\u7ec4\u7ec7\u7684\u672c\u8d28\u3002\u6211\u4eec\u5c06\u63ed\u793a\u9690\u85cf\u5728Python\u7684<code>import<\/code>\u3001Java\u7684<code>package<\/code>\u3001JavaScript\u7684<code>require<\/code>\u80cc\u540e\u7684\u7edf\u4e00\u601d\u60f3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u4ee3\u7801\u7ec4\u7ec7\u7684\u8ba4\u77e5\u57fa\u7840 &#8211; \u4eba\u8111\u5982\u4f55\u5904\u7406\u590d\u6742\u6027\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u8ba4\u77e5\u8d1f\u8377\u4e0e\u4ee3\u7801\u5206\u89e3<\/h3>\n\n\n\n<p>\u4eba\u8111\u5728\u5904\u7406\u4fe1\u606f\u65f6\u6709\u660e\u786e\u7684\u6781\u9650\u3002\u4e54\u6cbb\u00b7\u7c73\u52d2\u7684\u7ecf\u5178\u7814\u7a76\u8868\u660e\uff0c\u4eba\u7c7b\u77ed\u671f\u8bb0\u5fc6\u53ea\u80fd\u5bb9\u7eb37\u00b12\u4e2a\u4fe1\u606f\u5757\u3002\u4ee3\u7801\u7ec4\u7ec7\u672c\u8d28\u4e0a\u662f\u4e00\u79cd&#8221;\u8ba4\u77e5\u8d1f\u8377\u7ba1\u7406&#8221;\u6280\u672f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u8ba4\u77e5\u8d1f\u8377\u4e0e\u4ee3\u7801\u5206\u89e3\n# ============================================================================\n\nprint(\"=== \u8ba4\u77e5\u8d1f\u8377\u4e0e\u4ee3\u7801\u5206\u89e3 ===\")\n\ndef demonstrate_cognitive_load():\n    \"\"\"\u6f14\u793a\u8ba4\u77e5\u8d1f\u8377\u5982\u4f55\u5f71\u54cd\u4ee3\u7801\u7406\u89e3\"\"\"\n\n    # \u793a\u4f8b1\uff1a\u672a\u5206\u89e3\u7684\u590d\u6742\u51fd\u6570\uff08\u9ad8\u8ba4\u77e5\u8d1f\u8377\uff09\n    complex_function = \"\"\"\ndef process_user_data_and_generate_report_and_send_email_and_update_database(\n    user_id, data_source, report_format, email_template, db_connection):\n    # 200\u884c\u4ee3\u7801\uff0c\u5305\u542b\u6570\u636e\u83b7\u53d6\u3001\u5904\u7406\u3001\u62a5\u544a\u751f\u6210\u3001\u90ae\u4ef6\u53d1\u9001\u3001\u6570\u636e\u5e93\u66f4\u65b0\n    # \u8bfb\u8005\u9700\u8981\u540c\u65f6\u8bb0\u4f4f\u6240\u6709\u53c2\u6570\u548c\u6240\u6709\u6b65\u9aa4\n    pass\n\"\"\"\n    print(\"1. \u672a\u5206\u89e3\u7684\u4ee3\u7801\uff08\u9ad8\u8ba4\u77e5\u8d1f\u8377\uff09\uff1a\")\n    print(complex_function)\n    print(\"\u95ee\u9898\uff1a\u9700\u8981\u540c\u65f6\u8bb0\u4f4f5\u4e2a\u53c2\u6570\u548c5\u4e2a\u4e0d\u540c\u4efb\u52a1\")\n\n    # \u793a\u4f8b2\uff1a\u5206\u89e3\u540e\u7684\u4ee3\u7801\uff08\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff09\n    decomposed_code = \"\"\"\n# \u6bcf\u4e2a\u51fd\u6570\u53ea\u505a\u4e00\u4ef6\u4e8b\uff0c\u8ba4\u77e5\u8d1f\u8377\u4f4e\ndef get_user_data(user_id, data_source): pass\ndef process_data(raw_data): pass\ndef generate_report(processed_data, format): pass\ndef send_email(report, template): pass\ndef update_database(user_id, result, db_connection): pass\n\n# \u4e3b\u51fd\u6570\u53ea\u534f\u8c03\u5de5\u4f5c\u6d41\ndef process_user_data(user_id, config):\n    data = get_user_data(user_id, config.data_source)\n    processed = process_data(data)\n    report = generate_report(processed, config.report_format)\n    send_email(report, config.email_template)\n    update_database(user_id, report, config.db_connection)\n\"\"\"\n    print(\"\\n2. \u5206\u89e3\u540e\u7684\u4ee3\u7801\uff08\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff09\uff1a\")\n    print(decomposed_code)\n    print(\"\u4f18\u52bf\uff1a\u6bcf\u6b21\u53ea\u9700\u7406\u89e3\u4e00\u4e2a\u7b80\u5355\u51fd\u6570\")\n\n    # \u8ba4\u77e5\u8d1f\u8377\u7406\u8bba\u7684\u5e94\u7528\n    print(\"\\n\u8ba4\u77e5\u8d1f\u8377\u7406\u8bba\u5728\u4ee3\u7801\u7ec4\u7ec7\u4e2d\u7684\u5e94\u7528\uff1a\")\n\n    principles = &#91;\n        (\"\u5206\u5757\", \"\u5c06\u76f8\u5173\u4ee3\u7801\u7ec4\u7ec7\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u903b\u8f91\u5757\", \"\u6a21\u5757\u3001\u7c7b\"),\n        (\"\u62bd\u8c61\", \"\u9690\u85cf\u7ec6\u8282\uff0c\u66b4\u9732\u63a5\u53e3\", \"\u51fd\u6570\u3001\u63a5\u53e3\"),\n        (\"\u5c42\u6b21\", \"\u521b\u5efa\u4e0d\u540c\u62bd\u8c61\u5c42\u6b21\", \"\u5305\u3001\u547d\u540d\u7a7a\u95f4\"),\n        (\"\u5173\u8054\", \"\u5efa\u7acb\u6e05\u6670\u7684\u4f9d\u8d56\u5173\u7cfb\", \"\u5bfc\u5165\u3001\u5305\u542b\"),\n    ]\n\n    for name, description, example in principles:\n        print(f\"  \u2022 {name}: {description} -&gt; {example}\")\n\n    # \u8de8\u8bed\u8a00\u6bd4\u8f83\uff1a\u76f8\u540c\u7684\u8ba4\u77e5\u539f\u5219\n    print(\"\\n\u8de8\u8bed\u8a00\u6bd4\u8f83 - \u76f8\u540c\u7684\u8ba4\u77e5\u539f\u5219\uff1a\")\n\n    languages = &#91;\n        (\"Python\", \"\u6a21\u5757(module)\", \"\u5206\u5757\u4ee3\u7801\u5230\u6587\u4ef6\"),\n        (\"Java\", \"\u7c7b(class)\", \"\u5206\u5757\u6570\u636e\u548c\u884c\u4e3a\"),\n        (\"JavaScript\", \"\u51fd\u6570(function)\", \"\u5206\u5757\u53ef\u6267\u884c\u5355\u5143\"),\n        (\"Go\", \"\u5305(package)\", \"\u5206\u5757\u76f8\u5173\u529f\u80fd\"),\n        (\"Rust\", \"\u6a21\u5757(mod)\", \"\u5206\u5757\u547d\u540d\u7a7a\u95f4\"),\n    ]\n\n    for lang, construct, purpose in languages:\n        print(f\"  {lang:10} \u4f7f\u7528 {construct:15} \u6765 {purpose}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_cognitive_load()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u547d\u540d\u7a7a\u95f4\u7684\u672c\u8d28\uff1a\u907f\u514d&#8221;\u540d\u79f0\u51b2\u7a81&#8221;\u7684\u8ba4\u77e5\u6df7\u4e71<\/h3>\n\n\n\n<p>\u547d\u540d\u7a7a\u95f4\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a<strong>\u5982\u4f55\u5728\u591a\u4eba\u534f\u4f5c\u7684\u5927\u578b\u7cfb\u7edf\u4e2d\u907f\u514d\u540d\u79f0\u51b2\u7a81\u9020\u6210\u7684\u8ba4\u77e5\u6df7\u4e71<\/strong>\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u547d\u540d\u7a7a\u95f4\u7684\u672c\u8d28\n# ============================================================================\n\nprint(\"\\n=== \u547d\u540d\u7a7a\u95f4\u7684\u672c\u8d28 ===\")\n\ndef demonstrate_namespace_essence():\n    \"\"\"\u6f14\u793a\u547d\u540d\u7a7a\u95f4\u7684\u6838\u5fc3\u601d\u60f3\"\"\"\n\n    print(\"\u547d\u540d\u7a7a\u95f4\u89e3\u51b3\u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\")\n    print(\"1. \u907f\u514d\u540d\u79f0\u51b2\u7a81\uff08\u4e24\u4e2a\u6a21\u5757\u90fd\u6709'connect'\u51fd\u6570\uff09\")\n    print(\"2. \u7ec4\u7ec7\u76f8\u5173\u4ee3\u7801\uff08\u6240\u6709\u6570\u636e\u5e93\u76f8\u5173\u4ee3\u7801\u653e\u5728'db'\u4e0b\uff09\")\n    print(\"3. \u63a7\u5236\u53ef\u89c1\u6027\uff08\u54ea\u4e9b\u5bf9\u5916\u66b4\u9732\uff0c\u54ea\u4e9b\u5185\u90e8\u4f7f\u7528\uff09\")\n\n    # \u6a21\u62df\u4e0d\u540c\u8bed\u8a00\u7684\u547d\u540d\u7a7a\u95f4\u5b9e\u73b0\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u547d\u540d\u7a7a\u95f4\u5b9e\u73b0\uff1a\")\n\n    namespace_examples = {\n        \"Python\": {\n            \"\u8bed\u6cd5\": \"module.submodule.function\",\n            \"\u793a\u4f8b\": \"import numpy as np; np.array(&#91;1,2,3])\",\n            \"\u7279\u70b9\": \"\u52a8\u6001\u3001\u7075\u6d3b\u3001\u57fa\u4e8e\u6587\u4ef6\u7cfb\u7edf\"\n        },\n        \"Java\": {\n            \"\u8bed\u6cd5\": \"com.company.project.module.Class\",\n            \"\u793a\u4f8b\": \"java.util.ArrayList&lt;String&gt; list = new ArrayList&lt;&gt;();\",\n            \"\u7279\u70b9\": \"\u4e25\u683c\u3001\u4e0e\u76ee\u5f55\u7ed3\u6784\u5bf9\u5e94\u3001\u8bbf\u95ee\u63a7\u5236\"\n        },\n        \"C++\": {\n            \"\u8bed\u6cd5\": \"namespace::function\",\n            \"\u793a\u4f8b\": \"std::vector&lt;int&gt; v; std::sort(v.begin(), v.end());\",\n            \"\u7279\u70b9\": \"\u53ef\u5d4c\u5957\u3001\u53ef\u6269\u5c55\u3001\u4f20\u7edf\u4f7f\u7528\u5934\u6587\u4ef6\"\n        },\n        \"JavaScript(ES6)\": {\n            \"\u8bed\u6cd5\": \"import { function } from 'module'\",\n            \"\u793a\u4f8b\": \"import { useState } from 'react';\",\n            \"\u7279\u70b9\": \"\u9759\u6001\u3001\u7f16\u8bd1\u65f6\u786e\u5b9a\u3001\u652f\u6301\u6811\u6447\"\n        },\n        \"C#\": {\n            \"\u8bed\u6cd5\": \"Namespace.Class.Method\",\n            \"\u793a\u4f8b\": \"System.Console.WriteLine('Hello');\",\n            \"\u7279\u70b9\": \"\u4e0e\u7a0b\u5e8f\u96c6\u5bf9\u5e94\u3001\u5f3a\u7c7b\u578b\u3001\u4e30\u5bcc\u8bbf\u95ee\u63a7\u5236\"\n        },\n        \"Go\": {\n            \"\u8bed\u6cd5\": \"package.Function\",\n            \"\u793a\u4f8b\": \"fmt.Println('Hello')\",\n            \"\u7279\u70b9\": \"\u7b80\u5355\u3001\u76ee\u5f55\u5373\u5305\u3001\u663e\u5f0f\u5bfc\u51fa\"\n        },\n        \"Rust\": {\n            \"\u8bed\u6cd5\": \"crate::module::function\",\n            \"\u793a\u4f8b\": \"use std::collections::HashMap;\",\n            \"\u7279\u70b9\": \"\u4e25\u683c\u3001\u5b89\u5168\u3001\u652f\u6301\u79c1\u6709\u53ef\u89c1\u6027\"\n        }\n    }\n\n    for lang, info in namespace_examples.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u8bed\u6cd5: {info&#91;'\u8bed\u6cd5']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n\n    # \u547d\u540d\u7a7a\u95f4\u7684\u6838\u5fc3\u62bd\u8c61\n    print(\"\\n\u547d\u540d\u7a7a\u95f4\u7684\u6838\u5fc3\u62bd\u8c61\uff1a\")\n\n    # \u6a21\u62df\u4e00\u4e2a\u901a\u7528\u547d\u540d\u7a7a\u95f4\u7cfb\u7edf\n    class UniversalNamespace:\n        \"\"\"\u901a\u7528\u547d\u540d\u7cfb\u7edf\u6a21\u62df\"\"\"\n\n        def __init__(self, name):\n            self.name = name\n            self.children = {}\n            self.values = {}\n\n        def add_child(self, name):\n            \"\"\"\u6dfb\u52a0\u5b50\u547d\u540d\u7a7a\u95f4\"\"\"\n            if name not in self.children:\n                self.children&#91;name] = UniversalNamespace(f\"{self.name}.{name}\")\n            return self.children&#91;name]\n\n        def add_value(self, name, value):\n            \"\"\"\u5728\u547d\u540d\u7a7a\u95f4\u4e2d\u6dfb\u52a0\u503c\"\"\"\n            self.values&#91;name] = value\n\n        def resolve(self, path):\n            \"\"\"\u89e3\u6790\u8def\u5f84\"\"\"\n            parts = path.split('.')\n            current = self\n\n            for part in parts:\n                if part in current.children:\n                    current = current.children&#91;part]\n                elif part in current.values:\n                    return current.values&#91;part]\n                else:\n                    return None\n\n            return current\n\n        def __repr__(self):\n            return f\"Namespace({self.name}, children={list(self.children.keys())}, values={list(self.values.keys())})\"\n\n    print(\"\\n\u901a\u7528\u547d\u540d\u7a7a\u95f4\u7cfb\u7edf\u6f14\u793a:\")\n    root = UniversalNamespace(\"global\")\n\n    # \u6dfb\u52a0\u4e00\u4e9b\u547d\u540d\u7a7a\u95f4\n    math_ns = root.add_child(\"math\")\n    math_ns.add_value(\"pi\", 3.14159)\n    math_ns.add_value(\"sqrt\", lambda x: x**0.5)\n\n    utils_ns = root.add_child(\"utils\")\n    string_utils = utils_ns.add_child(\"string\")\n    string_utils.add_value(\"reverse\", lambda s: s&#91;::-1])\n\n    print(f\"\u6839\u547d\u540d\u7a7a\u95f4: {root}\")\n    print(f\"\u6570\u5b66\u547d\u540d\u7a7a\u95f4: {math_ns}\")\n    print(f\"\u5b57\u7b26\u4e32\u5de5\u5177: {string_utils}\")\n\n    # \u89e3\u6790\u8def\u5f84\n    print(\"\\n\u8def\u5f84\u89e3\u6790:\")\n    print(f\"math.pi -&gt; {root.resolve('math.pi')}\")\n    print(f\"utils.string.reverse -&gt; {root.resolve('utils.string.reverse')}\")\n\n    # \u5bf9\u6bd4\u4e0d\u540c\u8bed\u8a00\u7684\u547d\u540d\u7a7a\u95f4\u89e3\u6790\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u5982\u4f55\u89e3\u6790 'math.utils.calculator.add':\")\n\n    resolution_strategies = &#91;\n        (\"Python\", \"\u4ecesys.path\u4e2d\u7684\u76ee\u5f55\u67e5\u627emath\/utils\/calculator.py\", \"\u8fd0\u884c\u65f6\u89e3\u6790\"),\n        (\"Java\", \"\u4ececlasspath\u67e5\u627emath\/utils\/calculator.class\", \"\u7c7b\u52a0\u8f7d\u65f6\u89e3\u6790\"),\n        (\"JavaScript\", \"\u4ecenode_modules\u67e5\u627emath-utils\u5305\", \"\u6a21\u5757\u6253\u5305\u65f6\u89e3\u6790\"),\n        (\"Go\", \"\u4eceGOPATH\u6216\u6a21\u5757\u7f13\u5b58\u67e5\u627emath\/utils\u5305\", \"\u7f16\u8bd1\u65f6\u89e3\u6790\"),\n        (\"Rust\", \"\u4eceCargo.toml\u4f9d\u8d56\u548csrc\u76ee\u5f55\u67e5\u627e\", \"\u7f16\u8bd1\u65f6\u89e3\u6790\"),\n    ]\n\n    for lang, strategy, timing in resolution_strategies:\n        print(f\"  {lang:10} : {strategy} ({timing})\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_namespace_essence()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u7edf\u4e00\u6a21\u5f0f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u5c01\u88c5\u7684\u4e09\u5c42\u62bd\u8c61<\/h3>\n\n\n\n<p>\u6240\u6709\u8bed\u8a00\u7684\u6a21\u5757\u5316\u7cfb\u7edf\u90fd\u5728\u4e0d\u540c\u7a0b\u5ea6\u4e0a\u5b9e\u73b0\u8fd9\u4e09\u5c42\u62bd\u8c61\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5c01\u88c5\u7684\u4e09\u5c42\u62bd\u8c61\n# ============================================================================\n\nprint(\"\\n=== \u5c01\u88c5\u7684\u4e09\u5c42\u62bd\u8c61 ===\")\n\ndef demonstrate_abstraction_layers():\n    \"\"\"\u6f14\u793a\u5c01\u88c5\u7684\u4e09\u5c42\u62bd\u8c61\"\"\"\n\n    print(\"\u6240\u6709\u6a21\u5757\u5316\u7cfb\u7edf\u90fd\u6d89\u53ca\u7684\u4e09\u5c42\u62bd\u8c61\uff1a\")\n    print(\"1. \u7269\u7406\u7ec4\u7ec7\uff08\u6587\u4ef6\u3001\u76ee\u5f55\uff09\")\n    print(\"2. \u903b\u8f91\u7ec4\u7ec7\uff08\u547d\u540d\u7a7a\u95f4\u3001\u4f5c\u7528\u57df\uff09\")\n    print(\"3. \u8bbf\u95ee\u63a7\u5236\uff08\u53ef\u89c1\u6027\u3001\u6743\u9650\uff09\")\n\n    # \u5bf9\u6bd4\u4e0d\u540c\u8bed\u8a00\u7684\u4e09\u5c42\u62bd\u8c61\u5b9e\u73b0\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u4e09\u5c42\u62bd\u8c61\u5b9e\u73b0\u5bf9\u6bd4\uff1a\")\n\n    layers_comparison = &#91;\n        (\"\u8bed\u8a00\", \"\u7269\u7406\u7ec4\u7ec7\", \"\u903b\u8f91\u7ec4\u7ec7\", \"\u8bbf\u95ee\u63a7\u5236\"),\n        (\"-\"*8, \"-\"*12, \"-\"*12, \"-\"*12),\n        (\"Python\", \"\u6587\u4ef6.py\\n\u76ee\u5f55\/__init__.py\", \"\u6a21\u5757\\n\u5305\\n\u547d\u540d\u7a7a\u95f4\u5305\", \"_\u524d\u7f00\\n__\u524d\u7f00\\nimport\u63a7\u5236\"),\n        (\"Java\", \".java\u6587\u4ef6\\n\u76ee\u5f55\u7ed3\u6784\", \"\u7c7b\\n\u5305\\n\u6a21\u5757(Java 9+)\", \"public\\nprotected\\nprivate\\npackage-private\"),\n        (\"C++\", \".h\/.cpp\u6587\u4ef6\\n\u76ee\u5f55\u7ed3\u6784\", \"\u547d\u540d\u7a7a\u95f4\\n\u7c7b\\n\u5934\u6587\u4ef6\", \"public:\\nprotected:\\nprivate:\\n\u53cb\u5143\"),\n        (\"JavaScript\", \".js\u6587\u4ef6\\n\u76ee\u5f55\u7ed3\u6784\", \"ES6\u6a21\u5757\\nCommonJS\u6a21\u5757\\nAMD\u6a21\u5757\", \"export\\n\u9ed8\u8ba4\u5bfc\u51fa\\n\u547d\u540d\u5bfc\u51fa\"),\n        (\"C#\", \".cs\u6587\u4ef6\\n\u76ee\u5f55\u7ed3\u6784\", \"\u547d\u540d\u7a7a\u95f4\\n\u7c7b\\n\u7a0b\u5e8f\u96c6\", \"public\\ninternal\\nprotected\\nprivate\"),\n        (\"Go\", \".go\u6587\u4ef6\\n\u76ee\u5f55\", \"\u5305\\n\u63a5\u53e3\\n\u7ed3\u6784\u4f53\", \"\u9996\u5b57\u6bcd\u5927\u5199\u5bfc\u51fa\\n\u5c0f\u5199\u4e0d\u5bfc\u51fa\"),\n        (\"Rust\", \".rs\u6587\u4ef6\\n\u76ee\u5f55mod.rs\", \"\u6a21\u5757\\ncrate\\nworkspace\", \"pub\\npub(crate)\\npub(super)\"),\n    ]\n\n    for row in layers_comparison:\n        print(f\"{row&#91;0]:10} | {row&#91;1]:20} | {row&#91;2]:20} | {row&#91;3]:20}\")\n\n    # \u8be6\u7ec6\u793a\u4f8b\uff1a\u8bbf\u95ee\u63a7\u5236\u5bf9\u6bd4\n    print(\"\\n\u8bbf\u95ee\u63a7\u5236\u673a\u5236\u8be6\u7ec6\u5bf9\u6bd4\uff1a\")\n\n    access_control_examples = {\n        \"Python\": {\n            \"\u516c\u5f00\": \"\u6b63\u5e38\u547d\u540d\",\n            \"\u5185\u90e8\u4f7f\u7528\": \"_single_underscore\",\n            \"\u540d\u79f0\u6539\u5199\": \"__double_underscore\",\n            \"\u6a21\u5757\u79c1\u6709\": \"\u4e0d\u5728__all__\u5217\u8868\u4e2d\",\n        },\n        \"Java\": {\n            \"\u516c\u5f00\": \"public - \u4efb\u4f55\u7c7b\u53ef\u8bbf\u95ee\",\n            \"\u5305\u79c1\u6709\": \"\u9ed8\u8ba4 - \u540c\u5305\u53ef\u8bbf\u95ee\",\n            \"\u53d7\u4fdd\u62a4\": \"protected - \u5b50\u7c7b\u548c\u540c\u5305\u53ef\u8bbf\u95ee\",\n            \"\u79c1\u6709\": \"private - \u4ec5\u672c\u7c7b\u53ef\u8bbf\u95ee\",\n        },\n        \"C++\": {\n            \"\u516c\u5f00\": \"public: - \u4efb\u4f55\u4ee3\u7801\u53ef\u8bbf\u95ee\",\n            \"\u53d7\u4fdd\u62a4\": \"protected: - \u5b50\u7c7b\u53ef\u8bbf\u95ee\",\n            \"\u79c1\u6709\": \"private: - \u4ec5\u672c\u7c7b\u53ef\u8bbf\u95ee\",\n            \"\u53cb\u5143\": \"friend - \u6307\u5b9a\u7c7b\/\u51fd\u6570\u53ef\u8bbf\u95ee\u79c1\u6709\u6210\u5458\",\n        },\n        \"JavaScript\": {\n            \"\u516c\u5f00\": \"\u6b63\u5e38\u5bfc\u51fa\",\n            \"\u9ed8\u8ba4\u5bfc\u51fa\": \"export default\",\n            \"\u547d\u540d\u5bfc\u51fa\": \"export { name }\",\n            \"\u79c1\u6709\u63d0\u6848\": \"#privateField (ES2022+)\",\n        },\n        \"Go\": {\n            \"\u5bfc\u51fa\": \"\u9996\u5b57\u6bcd\u5927\u5199 - \u5305\u5916\u53ef\u8bbf\u95ee\",\n            \"\u975e\u5bfc\u51fa\": \"\u9996\u5b57\u6bcd\u5c0f\u5199 - \u4ec5\u5305\u5185\u8bbf\u95ee\",\n            \"\u63a5\u53e3\u5b9e\u73b0\": \"\u9690\u5f0f\u63a5\u53e3 - \u901a\u8fc7\u65b9\u6cd5\u96c6\u51b3\u5b9a\",\n        },\n        \"Rust\": {\n            \"\u516c\u5f00\": \"pub - \u4efb\u4f55\u4ee3\u7801\u53ef\u8bbf\u95ee\",\n            \"crate\u516c\u5f00\": \"pub(crate) - \u4ec5\u5f53\u524dcrate\",\n            \"\u7236\u6a21\u5757\u516c\u5f00\": \"pub(super) - \u7236\u6a21\u5757\u53ef\u8bbf\u95ee\",\n            \"\u79c1\u6709\": \"\u9ed8\u8ba4 - \u4ec5\u5f53\u524d\u6a21\u5757\",\n        },\n    }\n\n    for lang, controls in access_control_examples.items():\n        print(f\"\\n{lang}:\")\n        for level, description in controls.items():\n            print(f\"  {level:12}: {description}\")\n\n    # \u8bbf\u95ee\u63a7\u5236\u7684\u54f2\u5b66\u601d\u8003\n    print(\"\\n\u8bbf\u95ee\u63a7\u5236\u7684\u54f2\u5b66\u601d\u8003\uff1a\")\n    print(\"\"\"\n    1. \u4fe1\u606f\u9690\u85cf\u539f\u5219 (Parnas, 1972)\n       - \u6a21\u5757\u5e94\u8be5\u9690\u85cf\u5b9e\u73b0\u7ec6\u8282\uff0c\u53ea\u66b4\u9732\u5fc5\u8981\u63a5\u53e3\n       - \u51cf\u5c11\u6a21\u5757\u95f4\u7684\u8026\u5408\uff0c\u63d0\u9ad8\u53ef\u7ef4\u62a4\u6027\n\n    2. \u6700\u5c0f\u6743\u9650\u539f\u5219\n       - \u53ea\u6388\u4e88\u5fc5\u8981\u7684\u8bbf\u95ee\u6743\u9650\n       - \u51cf\u5c11\u9519\u8bef\u4f20\u64ad\u8303\u56f4\uff0c\u63d0\u9ad8\u5b89\u5168\u6027\n\n    3. \u6e10\u8fdb\u5f0f\u66b4\u9732\n       - \u4ece\u5b8c\u5168\u79c1\u6709\u5f00\u59cb\uff0c\u9010\u6e10\u66b4\u9732\u5fc5\u8981\u90e8\u5206\n       - \u4fdd\u6301API\u7684\u7a33\u5b9a\u6027\u548c\u5411\u540e\u517c\u5bb9\u6027\n\n    4. \u6587\u5316\u5dee\u5f02\n       - Python: \"\u6211\u4eec\u90fd\u662f\u6210\u5e74\u4eba\" - \u4fe1\u4efb\u5f00\u53d1\u8005\n       - Java: \"\u5b89\u5168\u7b2c\u4e00\" - \u4e25\u683c\u7684\u8bbf\u95ee\u63a7\u5236\n       - Go: \"\u7b80\u5355\u660e\u786e\" - \u901a\u8fc7\u547d\u540d\u7ea6\u5b9a\n    \"\"\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_abstraction_layers()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u4f9d\u8d56\u7ba1\u7406\u7684\u7edf\u4e00\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u4f9d\u8d56\u7ba1\u7406\u662f\u6a21\u5757\u5316\u7cfb\u7edf\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff0c\u4e0d\u540c\u8bed\u8a00\u6709\u60ca\u4eba\u76f8\u4f3c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u4f9d\u8d56\u7ba1\u7406\u7684\u7edf\u4e00\u6a21\u5f0f\n# ============================================================================\n\nprint(\"\\n=== \u4f9d\u8d56\u7ba1\u7406\u7684\u7edf\u4e00\u6a21\u5f0f ===\")\n\ndef demonstrate_dependency_patterns():\n    \"\"\"\u6f14\u793a\u4f9d\u8d56\u7ba1\u7406\u7684\u7edf\u4e00\u6a21\u5f0f\"\"\"\n\n    print(\"\u4f9d\u8d56\u7ba1\u7406\u7cfb\u7edf\u7684\u56db\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a\")\n    print(\"1. \u4f9d\u8d56\u58f0\u660e (\u4ec0\u4e48\u5305\uff0c\u4ec0\u4e48\u7248\u672c)\")\n    print(\"2. \u4f9d\u8d56\u89e3\u6790 (\u89e3\u51b3\u7248\u672c\u51b2\u7a81)\")\n    print(\"3. \u4f9d\u8d56\u83b7\u53d6 (\u4e0b\u8f7d\u5b89\u88c5)\")\n    print(\"4. \u4f9d\u8d56\u9501\u5b9a (\u786e\u4fdd\u53ef\u91cd\u73b0)\")\n\n    # \u6a21\u62df\u901a\u7528\u4f9d\u8d56\u7ba1\u7406\u7cfb\u7edf\n    print(\"\\n\u6a21\u62df\u901a\u7528\u4f9d\u8d56\u7ba1\u7406\u7cfb\u7edf:\")\n\n    class UniversalDependencySystem:\n        \"\"\"\u901a\u7528\u4f9d\u8d56\u7cfb\u7edf\u6a21\u62df\"\"\"\n\n        def __init__(self):\n            self.registries = {}  # \u5305\u4ed3\u5e93\n            self.dependency_graph = {}  # \u4f9d\u8d56\u56fe\n            self.lockfile = {}  # \u9501\u6587\u4ef6\n\n        def declare_dependency(self, package, version_spec):\n            \"\"\"\u58f0\u660e\u4f9d\u8d56\"\"\"\n            print(f\"\u58f0\u660e\u4f9d\u8d56: {package} {version_spec}\")\n\n            # \u89e3\u6790\u7248\u672c\u89c4\u8303\n            if version_spec.startswith(\"^\"):\n                # \u517c\u5bb9\u7248\u672c\uff1a^1.2.3 \u8868\u793a &gt;=1.2.3 &lt;2.0.0\n                base_version = version_spec&#91;1:]\n                major = int(base_version.split('.')&#91;0])\n                return (f\"&gt;={base_version}\", f\"&lt;{major+1}.0.0\")\n            elif version_spec.startswith(\"~\"):\n                # \u8fd1\u4f3c\u7248\u672c\uff1a~1.2.3 \u8868\u793a &gt;=1.2.3 &lt;1.3.0\n                base_version = version_spec&#91;1:]\n                parts = base_version.split('.')\n                if len(parts) &gt;= 2:\n                    minor = int(parts&#91;1])\n                    return (f\"&gt;={base_version}\", f\"&lt;{parts&#91;0]}.{minor+1}.0\")\n            elif version_spec == \"*\":\n                # \u4efb\u610f\u7248\u672c\n                return (\"*\",)\n            else:\n                # \u7cbe\u786e\u7248\u672c\n                return (f\"=={version_spec}\",)\n\n        def resolve_dependencies(self, dependencies):\n            \"\"\"\u89e3\u6790\u4f9d\u8d56\u51b2\u7a81\"\"\"\n            print(\"\\n\u89e3\u6790\u4f9d\u8d56\u5173\u7cfb:\")\n\n            resolved = {}\n            conflicts = &#91;]\n\n            for package, version_spec in dependencies.items():\n                print(f\"  \u5904\u7406 {package} {version_spec}\")\n\n                # \u6a21\u62df\u89e3\u6790\u8fc7\u7a0b\n                if package in self.dependency_graph:\n                    # \u68c0\u67e5\u7248\u672c\u51b2\u7a81\n                    existing = self.dependency_graph&#91;package]\n                    if existing != version_spec:\n                        conflicts.append((package, existing, version_spec))\n                    resolved&#91;package] = existing\n                else:\n                    # \u65b0\u4f9d\u8d56\n                    resolved&#91;package] = version_spec\n                    self.dependency_graph&#91;package] = version_spec\n\n            if conflicts:\n                print(f\"\\n\u53d1\u73b0\u51b2\u7a81: {conflicts}\")\n                # \u6a21\u62df\u51b2\u7a81\u89e3\u51b3\u7b56\u7565\n                for package, old, new in conflicts:\n                    # \u4f7f\u7528\u8bed\u4e49\u5316\u7248\u672c\u89e3\u51b3\u51b2\u7a81\n                    print(f\"  \u89e3\u51b3 {package}: {old} -&gt; {new} (\u9009\u62e9\u8f83\u65b0\u7248\u672c)\")\n                    resolved&#91;package] = new\n\n            return resolved\n\n        def create_lockfile(self, dependencies):\n            \"\"\"\u521b\u5efa\u9501\u6587\u4ef6\"\"\"\n            print(\"\\n\u521b\u5efa\u9501\u6587\u4ef6:\")\n            self.lockfile = {\n                \"metadata\": {\n                    \"timestamp\": \"2024-01-20T12:00:00Z\",\n                    \"system\": \"UniversalDependencySystem 1.0\",\n                },\n                \"dependencies\": dependencies\n            }\n\n            # \u6a21\u62df\u4e0d\u540c\u8bed\u8a00\u7684\u9501\u6587\u4ef6\u683c\u5f0f\n            formats = {\n                \"Python (Pipenv)\": \"Pipfile.lock - JSON\u683c\u5f0f\",\n                \"JavaScript (npm)\": \"package-lock.json - JSON\u683c\u5f0f\",\n                \"Java (Maven)\": \"pom.xml\u4e2d\u7684\u9501\u5b9a\u63d2\u4ef6\",\n                \"Go\": \"go.sum - \u6821\u9a8c\u548c\u6587\u4ef6\",\n                \"Rust\": \"Cargo.lock - TOML\u683c\u5f0f\",\n                \".NET (NuGet)\": \"packages.lock.json - JSON\u683c\u5f0f\",\n            }\n\n            for lang, format_desc in formats.items():\n                print(f\"  {lang:20}: {format_desc}\")\n\n            return self.lockfile\n\n    # \u4f7f\u7528\u901a\u7528\u4f9d\u8d56\u7cfb\u7edf\n    system = UniversalDependencySystem()\n\n    # \u58f0\u660e\u4e00\u4e9b\u4f9d\u8d56\n    dependencies = {\n        \"requests\": \"^2.25.0\",\n        \"numpy\": \"~1.21.0\",\n        \"pandas\": \"1.3.0\",\n    }\n\n    print(\"\u9879\u76ee\u4f9d\u8d56\u58f0\u660e:\")\n    for package, version in dependencies.items():\n        constraints = system.declare_dependency(package, version)\n        print(f\"  {package}: {constraints}\")\n\n    # \u89e3\u6790\u4f9d\u8d56\n    resolved = system.resolve_dependencies(dependencies)\n    print(f\"\\n\u89e3\u6790\u540e\u7684\u4f9d\u8d56: {resolved}\")\n\n    # \u521b\u5efa\u9501\u6587\u4ef6\n    lockfile = system.create_lockfile(resolved)\n\n    # \u4f9d\u8d56\u7ba1\u7406\u7684\u5171\u540c\u6311\u6218\n    print(\"\\n\u4f9d\u8d56\u7ba1\u7406\u7684\u5171\u540c\u6311\u6218\uff1a\")\n\n    challenges = &#91;\n        (\"\u7248\u672c\u51b2\u7a81\", \"\u4e0d\u540c\u5305\u4f9d\u8d56\u540c\u4e00\u5305\u7684\u4e0d\u540c\u7248\u672c\", \"\u4f9d\u8d56\u89e3\u6790\u7b97\u6cd5\"),\n        (\"\u94bb\u77f3\u4f9d\u8d56\", \"A-&gt;B-&gt;C \u548c A-&gt;D-&gt;C (\u4e0d\u540c\u7248\u672c)\", \"\u7248\u672c\u534f\u8c03\"),\n        (\"\u4f20\u9012\u4f9d\u8d56\", \"\u4f9d\u8d56\u7684\u4f9d\u8d56\u7684\u7ba1\u7406\", \"\u6241\u5e73\u5316 vs \u5d4c\u5957\"),\n        (\"\u5b89\u5168\u6f0f\u6d1e\", \"\u4f9d\u8d56\u5305\u4e2d\u7684\u5b89\u5168\u6f0f\u6d1e\", \"\u6f0f\u6d1e\u626b\u63cf\"),\n        (\"\u8bb8\u53ef\u8bc1\u5408\u89c4\", \"\u4f9d\u8d56\u5305\u7684\u8bb8\u53ef\u8bc1\u517c\u5bb9\u6027\", \"\u8bb8\u53ef\u8bc1\u68c0\u67e5\"),\n        (\"\u6784\u5efa\u91cd\u73b0\", \"\u786e\u4fdd\u6bcf\u6b21\u6784\u5efa\u76f8\u540c\", \"\u9501\u6587\u4ef6\u673a\u5236\"),\n    ]\n\n    print(\"\u6311\u6218           | \u63cf\u8ff0                     | \u89e3\u51b3\u65b9\u6848\")\n    print(\"-\" * 60)\n    for challenge, description, solution in challenges:\n        print(f\"{challenge:14} | {description:24} | {solution}\")\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u4f9d\u8d56\u7ba1\u7406\u7b56\u7565\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u4f9d\u8d56\u7ba1\u7406\u7b56\u7565\uff1a\")\n\n    strategies = &#91;\n        (\"Python\", \"pip + virtualenv\", \"\u73af\u5883\u9694\u79bb\uff0crequirements.txt\", \"\u7075\u6d3b\u4f46\u5206\u6563\"),\n        (\"Node.js\", \"npm \/ yarn\", \"node_modules\u5d4c\u5957\uff0cpackage.json\", \"\u5feb\u901f\u4f46\u4f53\u79ef\u5927\"),\n        (\"Java\", \"Maven \/ Gradle\", \"\u672c\u5730\u4ed3\u5e93\uff0c\u4f20\u9012\u4f9d\u8d56\u7ba1\u7406\", \"\u6210\u719f\u4f46\u590d\u6742\"),\n        (\"Go\", \"go modules\", \"vendor\u76ee\u5f55\uff0c\u6700\u5c0f\u7248\u672c\u9009\u62e9\", \"\u7b80\u5355\u4f46\u65b0\u624b\u56f0\u60d1\"),\n        (\"Rust\", \"Cargo\", \"Cargo.toml\uff0c\u7279\u6027\u6807\u5fd7\", \"\u73b0\u4ee3\u5316\u4f46\u5b66\u4e60\u66f2\u7ebf\"),\n        (\".NET\", \"NuGet\", \"\u5305\u5f15\u7528\uff0c\u76ee\u6807\u6846\u67b6\", \"\u96c6\u6210\u597d\u4f46Windows\u4e2d\u5fc3\"),\n    ]\n\n    for lang, tool, approach, evaluation in strategies:\n        print(f\"{lang:10} {tool:15} {approach:30} {evaluation}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_dependency_patterns()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u8de8\u8bed\u8a00\u6a21\u5757\u7cfb\u7edf\u7684\u67b6\u6784\u6a21\u5f0f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u7f16\u8bd1\u578b\u8bed\u8a00 vs \u89e3\u91ca\u578b\u8bed\u8a00\u7684\u6a21\u5757\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u6a21\u5757\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u8bed\u8a00\u7684\u6267\u884c\u6a21\u578b\u5bc6\u5207\u76f8\u5173\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7f16\u8bd1\u578b vs \u89e3\u91ca\u578b\u8bed\u8a00\u7684\u6a21\u5757\u7cfb\u7edf\n# ============================================================================\n\nprint(\"\\n=== \u7f16\u8bd1\u578b vs \u89e3\u91ca\u578b\u8bed\u8a00\u7684\u6a21\u5757\u7cfb\u7edf ===\")\n\ndef demonstrate_compilation_vs_interpretation():\n    \"\"\"\u6f14\u793a\u4e0d\u540c\u6267\u884c\u6a21\u578b\u7684\u6a21\u5757\u7cfb\u7edf\u5dee\u5f02\"\"\"\n\n    print(\"\u6267\u884c\u6a21\u578b\u5982\u4f55\u5f71\u54cd\u6a21\u5757\u7cfb\u7edf\u8bbe\u8ba1\uff1a\")\n\n    # \u5206\u7c7b\u6bd4\u8f83\n    language_categories = {\n        \"\u7f16\u8bd1\u578b\uff08AOT - Ahead of Time\uff09\": &#91;\n            (\"C\/C++\", \"\u5934\u6587\u4ef6 + \u6e90\u6587\u4ef6\uff0c\u94fe\u63a5\u65f6\u89e3\u6790\", \"\u9759\u6001\/\u52a8\u6001\u94fe\u63a5\u5e93\"),\n            (\"Java\", \".class\u6587\u4ef6\uff0cJVM\u52a0\u8f7d\u65f6\u89e3\u6790\", \"JAR\u6587\u4ef6\uff0c\u7c7b\u52a0\u8f7d\u5668\"),\n            (\"Go\", \"\u7f16\u8bd1\u4e3a\u5355\u4e2a\u4e8c\u8fdb\u5236\uff0c\u7f16\u8bd1\u65f6\u89e3\u6790\", \"\u9759\u6001\u94fe\u63a5\u6240\u6709\u4f9d\u8d56\"),\n            (\"Rust\", \"\u7f16\u8bd1\u4e3aCrate\uff0c\u7f16\u8bd1\u65f6\u89e3\u6790\", \"\u9759\u6001\u94fe\u63a5\uff0c\u65e0\u8fd0\u884c\u65f6\u4f9d\u8d56\"),\n            (\"Swift\", \"\u7f16\u8bd1\u4e3a\u6a21\u5757\uff0c\u7f16\u8bd1\u65f6\u89e3\u6790\", \"\u6846\u67b6\uff08Framework\uff09\"),\n        ],\n        \"\u89e3\u91ca\u578b\/JIT\u7f16\u8bd1\": &#91;\n            (\"Python\", \".py\u6587\u4ef6\uff0c\u8fd0\u884c\u65f6\u52a8\u6001\u5bfc\u5165\", \"\u641c\u7d22sys.path\uff0c\u7f13\u5b58\u5b57\u8282\u7801\"),\n            (\"JavaScript (Node.js)\", \".js\u6587\u4ef6\uff0cCommonJS\/ES6\u6a21\u5757\", \"require()\u7f13\u5b58\uff0c\u6a21\u5757\u5305\u88c5\"),\n            (\"Ruby\", \".rb\u6587\u4ef6\uff0c\u8fd0\u884c\u65f6\u52a0\u8f7d\", \"$LOAD_PATH\uff0c\u81ea\u52a8\u52a0\u8f7d\"),\n            (\"PHP\", \".php\u6587\u4ef6\uff0c\u8bf7\u6c42\u65f6\u89e3\u6790\", \"include\/require\uff0c\u81ea\u52a8\u52a0\u8f7d\"),\n            (\"Lua\", \".lua\u6587\u4ef6\uff0c\u8fd0\u884c\u65f6\u52a0\u8f7d\", \"package.path\uff0c\u6a21\u5757\u8868\"),\n        ],\n        \"\u6df7\u5408\u578b\": &#91;\n            (\"C#\", \"\u7f16\u8bd1\u4e3aIL\uff0cJIT\u6267\u884c\", \"\u7a0b\u5e8f\u96c6\uff08Assembly\uff09\uff0cGAC\"),\n            (\"Kotlin\", \"\u7f16\u8bd1\u4e3aJVM\u5b57\u8282\u7801\/Js\/\u539f\u751f\", \"\u4f9d\u8d56\u76ee\u6807\u5e73\u53f0\u673a\u5236\"),\n            (\"TypeScript\", \"\u7f16\u8bd1\u4e3aJavaScript\", \"\u4f7f\u7528\u76ee\u6807JS\u6a21\u5757\u7cfb\u7edf\"),\n        ],\n    }\n\n    for category, languages in language_categories.items():\n        print(f\"\\n{category}:\")\n        for lang, module_system, packaging in languages:\n            print(f\"  \u2022 {lang:15}: {module_system:40} -&gt; {packaging}\")\n\n    # \u8be6\u7ec6\u5bf9\u6bd4\uff1a\u6a21\u5757\u52a0\u8f7d\u65f6\u673a\n    print(\"\\n\u6a21\u5757\u52a0\u8f7d\u65f6\u673a\u5bf9\u6bd4\uff1a\")\n\n    loading_timing = &#91;\n        (\"\u9636\u6bb5\", \"\u7f16\u8bd1\u578b\u8bed\u8a00\", \"\u89e3\u91ca\u578b\u8bed\u8a00\", \"\u5f71\u54cd\"),\n        (\"-\"*10, \"-\"*20, \"-\"*20, \"-\"*20),\n        (\"\u8bbe\u8ba1\u65f6\", \"\u5b9a\u4e49\u63a5\u53e3\uff08\u5934\u6587\u4ef6\uff09\", \"\u65e0\u7279\u6b8a\u8981\u6c42\", \"\u7f16\u8bd1\u578b\u9700\u8981\u63d0\u524d\u58f0\u660e\"),\n        (\"\u7f16\u8bd1\u65f6\", \"\u68c0\u67e5\u4f9d\u8d56\uff0c\u751f\u6210\u76ee\u6807\u6587\u4ef6\", \"\u8bed\u6cd5\u68c0\u67e5\uff08\u53ef\u9009\uff09\", \"\u7f16\u8bd1\u578b\u53ef\u4ee5\u65e9\u671f\u53d1\u73b0\u9519\u8bef\"),\n        (\"\u94fe\u63a5\u65f6\", \"\u89e3\u6790\u5916\u90e8\u5f15\u7528\uff0c\u8fde\u63a5\u5e93\", \"\u4e0d\u9002\u7528\", \"\u7f16\u8bd1\u578b\u9700\u8981\u94fe\u63a5\u6b65\u9aa4\"),\n        (\"\u52a0\u8f7d\u65f6\", \"\u52a0\u8f7d\u52a8\u6001\u5e93\uff0c\u91cd\u5b9a\u4f4d\", \"\u52a0\u8f7d\u6e90\u6587\u4ef6\uff0c\u89e3\u6790\", \"\u89e3\u91ca\u578b\u66f4\u7075\u6d3b\"),\n        (\"\u8fd0\u884c\u65f6\", \"\u5df2\u52a0\u8f7d\uff0c\u76f4\u63a5\u8c03\u7528\", \"\u52a8\u6001\u5bfc\u5165\uff0c\u70ed\u91cd\u8f7d\", \"\u89e3\u91ca\u578b\u652f\u6301\u52a8\u6001\u7279\u6027\"),\n    ]\n\n    for phase, compiled, interpreted, impact in loading_timing:\n        print(f\"{phase:10} | {compiled:20} | {interpreted:20} | {impact:20}\")\n\n    # \u6a21\u5757\u89e3\u6790\u7684\u5177\u4f53\u8fc7\u7a0b\u5bf9\u6bd4\n    print(\"\\n\u6a21\u5757\u89e3\u6790\u8fc7\u7a0b\u5bf9\u6bd4\uff1a\")\n\n    def demonstrate_resolution_process():\n        \"\"\"\u6f14\u793a\u4e0d\u540c\u8bed\u8a00\u7684\u6a21\u5757\u89e3\u6790\u8fc7\u7a0b\"\"\"\n\n        # Python\u7684\u89e3\u6790\u8fc7\u7a0b\n        print(\"Python\u6a21\u5757\u89e3\u6790\u8fc7\u7a0b:\")\n        python_steps = &#91;\n            \"1. \u89e3\u6790\u5bfc\u5165\u8bed\u53e5: import numpy as np\",\n            \"2. \u641c\u7d22sys.path\u4e2d\u7684\u76ee\u5f55\",\n            \"3. \u67e5\u627e numpy\/__init__.py \u6216 numpy.py\",\n            \"4. \u6267\u884c\u6a21\u5757\u4ee3\u7801\uff0c\u521b\u5efa\u6a21\u5757\u5bf9\u8c61\",\n            \"5. \u5c06\u6a21\u5757\u5bf9\u8c61\u6dfb\u52a0\u5230sys.modules\",\n            \"6. \u5c06np\u7ed1\u5b9a\u5230\u5f53\u524d\u547d\u540d\u7a7a\u95f4\",\n        ]\n        for step in python_steps:\n            print(f\"   {step}\")\n\n        # Java\u7684\u89e3\u6790\u8fc7\u7a0b\n        print(\"\\nJava\u7c7b\u52a0\u8f7d\u8fc7\u7a0b:\")\n        java_steps = &#91;\n            \"1. \u89e3\u6790\u5bfc\u5165\u8bed\u53e5: import java.util.ArrayList;\",\n            \"2. \u7c7b\u52a0\u8f7d\u5668\u67e5\u627e\u7c7b\u6587\u4ef6\",\n            \"3. \u9a8c\u8bc1\u5b57\u8282\u7801\u5b89\u5168\u6027\",\n            \"4. \u51c6\u5907\uff08\u5206\u914d\u5185\u5b58\uff0c\u8bbe\u7f6e\u9ed8\u8ba4\u503c\uff09\",\n            \"5. \u89e3\u6790\uff08\u5c06\u7b26\u53f7\u5f15\u7528\u8f6c\u4e3a\u76f4\u63a5\u5f15\u7528\uff09\",\n            \"6. \u521d\u59cb\u5316\uff08\u6267\u884c\u9759\u6001\u521d\u59cb\u5316\u5757\uff09\",\n        ]\n        for step in java_steps:\n            print(f\"   {step}\")\n\n        # JavaScript\u7684\u89e3\u6790\u8fc7\u7a0b\n        print(\"\\nJavaScript (ES6) \u6a21\u5757\u89e3\u6790\u8fc7\u7a0b:\")\n        js_steps = &#91;\n            \"1. \u89e3\u6790\u5bfc\u5165\u8bed\u53e5: import { useState } from 'react';\",\n            \"2. \u6784\u5efa\u6a21\u5757\u4f9d\u8d56\u56fe\",\n            \"3. \u4e0b\u8f7d\u6a21\u5757\u6587\u4ef6\uff08\u5982\u679c\u672a\u7f13\u5b58\uff09\",\n            \"4. \u89e3\u6790\u6a21\u5757\uff0c\u5efa\u7acb\u6a21\u5757\u8bb0\u5f55\",\n            \"5. \u5b9e\u4f8b\u5316\u6a21\u5757\uff0c\u521b\u5efa\u4f5c\u7528\u57df\u94fe\",\n            \"6. \u6c42\u503c\u6a21\u5757\u4ee3\u7801\",\n        ]\n        for step in js_steps:\n            print(f\"   {step}\")\n\n        # Go\u7684\u89e3\u6790\u8fc7\u7a0b\n        print(\"\\nGo\u6a21\u5757\u89e3\u6790\u8fc7\u7a0b:\")\n        go_steps = &#91;\n            \"1. \u89e3\u6790\u5bfc\u5165\u8bed\u53e5: import 'fmt'\",\n            \"2. \u67e5\u627ego.mod\u5b9a\u4e49\u7684\u6a21\u5757\",\n            \"3. \u68c0\u67e5\u672c\u5730\u7f13\u5b58\u6216\u4e0b\u8f7d\u4f9d\u8d56\",\n            \"4. \u7f16\u8bd1\u65f6\u7c7b\u578b\u68c0\u67e5\",\n            \"5. \u94fe\u63a5\u65f6\u89e3\u6790\u6240\u6709\u5f15\u7528\",\n            \"6. \u751f\u6210\u5305\u542b\u6240\u6709\u4f9d\u8d56\u7684\u5355\u4e2a\u4e8c\u8fdb\u5236\",\n        ]\n        for step in go_steps:\n            print(f\"   {step}\")\n\n    demonstrate_resolution_process()\n\n    # \u6267\u884c\u6a21\u578b\u5bf9API\u8bbe\u8ba1\u7684\u5f71\u54cd\n    print(\"\\n\u6267\u884c\u6a21\u578b\u5bf9API\u8bbe\u8ba1\u7684\u5f71\u54cd\uff1a\")\n\n    influences = &#91;\n        (\"\u52a8\u6001\u7c7b\u578b\u8bed\u8a00\", \"Python, JavaScript\", \"\u8fd0\u884c\u65f6\u9e2d\u5b50\u7c7b\u578b\uff0c\u7075\u6d3b\u63a5\u53e3\", \"\u6a21\u5757\u63a5\u53e3\u5bbd\u677e\uff0c\u4f9d\u8d56\u6587\u6863\u548c\u6d4b\u8bd5\"),\n        (\"\u9759\u6001\u7c7b\u578b\u8bed\u8a00\", \"Java, C#, TypeScript\", \"\u7f16\u8bd1\u65f6\u7c7b\u578b\u68c0\u67e5\uff0c\u660e\u786e\u63a5\u53e3\", \"\u6a21\u5757\u63a5\u53e3\u4e25\u683c\uff0cIDE\u652f\u6301\u597d\"),\n        (\"\u5f3a\u7c7b\u578b\u8bed\u8a00\", \"Go, Rust\", \"\u7f16\u8bd1\u65f6\u4fdd\u8bc1\u5b89\u5168\", \"\u6a21\u5757\u8fb9\u754c\u6e05\u6670\uff0c\u9519\u8bef\u5c11\"),\n        (\"\u5f31\u7c7b\u578b\u8bed\u8a00\", \"C, C++\", \"\u7075\u6d3b\u4f46\u5371\u9669\", \"\u9700\u8981\u5934\u6587\u4ef6\u660e\u786e\u63a5\u53e3\"),\n    ]\n\n    for influence, examples, characteristics, module_impact in influences:\n        print(f\"{influence:20} {examples:20} {characteristics:30} {module_impact}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_compilation_vs_interpretation()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u6a21\u5757\u7cfb\u7edf\u7684\u6f14\u8fdb\u5386\u53f2<\/h3>\n\n\n\n<p>\u6a21\u5757\u7cfb\u7edf\u4e0d\u662f\u4e00\u591c\u4e4b\u95f4\u8bbe\u8ba1\u51fa\u6765\u7684\uff0c\u800c\u662f\u968f\u7740\u7f16\u7a0b\u8bed\u8a00\u7684\u53d1\u5c55\u9010\u6e10\u6f14\u8fdb\u7684\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6a21\u5757\u7cfb\u7edf\u7684\u6f14\u8fdb\u5386\u53f2\n# ============================================================================\n\nprint(\"\\n=== \u6a21\u5757\u7cfb\u7edf\u7684\u6f14\u8fdb\u5386\u53f2 ===\")\n\ndef demonstrate_evolution():\n    \"\"\"\u6f14\u793a\u6a21\u5757\u7cfb\u7edf\u7684\u6f14\u8fdb\u5386\u53f2\"\"\"\n\n    print(\"\u6a21\u5757\u7cfb\u7edf\u53d1\u5c55\u7684\u56db\u4e2a\u9636\u6bb5\uff1a\")\n\n    evolution_stages = &#91;\n        (\"\u7b2c\u4e00\u9636\u6bb5\uff1a\u65e0\u6a21\u5757\uff081970s-1980s\uff09\", \n         &#91;\"\u6c47\u7f16\u8bed\u8a00\", \"\u65e9\u671fBASIC\", \"\u65e9\u671fC\u8bed\u8a00\"],\n         \"\u6240\u6709\u4ee3\u7801\u5728\u4e00\u4e2a\u6587\u4ef6\u4e2d\uff0c\u901a\u8fc7\u6807\u7b7e\/goto\u7ec4\u7ec7\",\n         \"\u96be\u4ee5\u7ef4\u62a4\uff0c\u65e0\u6cd5\u91cd\u7528\"),\n\n        (\"\u7b2c\u4e8c\u9636\u6bb5\uff1a\u6587\u4ef6\u4f5c\u4e3a\u6a21\u5757\uff081980s-1990s\uff09\",\n         &#91;\"C\u8bed\u8a00\uff08.h\/.c\uff09\", \"Pascal\uff08unit\uff09\", \"\u65e9\u671fC++\"],\n         \"\u4ee3\u7801\u5206\u5272\u5230\u591a\u4e2a\u6587\u4ef6\uff0c\u901a\u8fc7\u5305\u542b\/\u94fe\u63a5\u7ec4\u5408\",\n         \"\u6539\u5584\u4e86\u7ec4\u7ec7\uff0c\u4f46\u4f9d\u8d56\u7ba1\u7406\u56f0\u96be\"),\n\n        (\"\u7b2c\u4e09\u9636\u6bb5\uff1a\u5305\u548c\u547d\u540d\u7a7a\u95f4\uff081990s-2000s\uff09\",\n         &#91;\"Java\uff08package\uff09\", \"Python\uff08package\uff09\", \"C#\uff08namespace\uff09\"],\n         \"\u5f15\u5165\u5c42\u6b21\u5316\u547d\u540d\u7a7a\u95f4\uff0c\u9632\u6b62\u540d\u79f0\u51b2\u7a81\",\n         \"\u652f\u6301\u5927\u578b\u9879\u76ee\uff0c\u4f46\u751f\u6001\u7cfb\u7edf\u788e\u7247\u5316\"),\n\n        (\"\u7b2c\u56db\u9636\u6bb5\uff1a\u73b0\u4ee3\u6a21\u5757\u7cfb\u7edf\uff082010s-\u73b0\u5728\uff09\",\n         &#91;\"ES6\u6a21\u5757\", \"Rust\u7684Crate\", \"Go\u6a21\u5757\", \"Java 9\u6a21\u5757\u7cfb\u7edf\"],\n         \"\u5185\u7f6e\u4f9d\u8d56\u7ba1\u7406\uff0c\u7248\u672c\u63a7\u5236\uff0c\u6811\u6447\u4f18\u5316\",\n         \"\u652f\u6301\u5927\u578b\u751f\u6001\u7cfb\u7edf\uff0c\u5de5\u5177\u96c6\u6210\u597d\"),\n    ]\n\n    for stage, languages, characteristics, impact in evolution_stages:\n        print(f\"\\n{stage}\")\n        print(f\"  \u4ee3\u8868\u8bed\u8a00: {', '.join(languages)}\")\n        print(f\"  \u7279\u70b9: {characteristics}\")\n        print(f\"  \u5f71\u54cd: {impact}\")\n\n    # \u5177\u4f53\u8bed\u8a00\u7684\u5386\u53f2\u6f14\u8fdb\n    print(\"\\n\u5177\u4f53\u8bed\u8a00\u7684\u6a21\u5757\u7cfb\u7edf\u6f14\u8fdb\uff1a\")\n\n    language_evolution = {\n        \"JavaScript\": &#91;\n            (\"1995-2009\", \"\u65e0\u6a21\u5757\", \"\u5168\u5c40\u53d8\u91cf\uff0cscript\u6807\u7b7e\", \"\u6c61\u67d3\u5168\u5c40\u547d\u540d\u7a7a\u95f4\"),\n            (\"2009\", \"CommonJS (Node.js)\", \"require()\uff0cmodule.exports\", \"\u670d\u52a1\u5668\u7aef\u6a21\u5757\u5316\"),\n            (\"2011\", \"AMD (RequireJS)\", \"define()\uff0c\u5f02\u6b65\u52a0\u8f7d\", \"\u6d4f\u89c8\u5668\u7aef\u6a21\u5757\u5316\"),\n            (\"2015\", \"ES6\u6a21\u5757\", \"import\/export\uff0c\u9759\u6001\u5206\u6790\", \"\u539f\u751f\u652f\u6301\uff0c\u73b0\u4ee3\u6807\u51c6\"),\n        ],\n        \"Python\": &#91;\n            (\"1991\", \"\u7b80\u5355\u6a21\u5757\", \".py\u6587\u4ef6\uff0cimport\u8bed\u53e5\", \"\u57fa\u7840\u6a21\u5757\u7cfb\u7edf\"),\n            (\"2001\", \"\u5305\u7cfb\u7edf\", \"__init__.py\uff0c\u76f8\u5bf9\u5bfc\u5165\", \"\u652f\u6301\u5c42\u6b21\u5316\u7ec4\u7ec7\"),\n            (\"2012\", \"\u547d\u540d\u7a7a\u95f4\u5305\", \"\u65e0__init__.py\u7684\u5305\", \"\u5206\u5e03\u5f0f\u5305\u652f\u6301\"),\n            (\"2018\", \"pyproject.toml\", \"PEP 518\uff0c\u73b0\u4ee3\u6784\u5efa\u7cfb\u7edf\", \"\u7edf\u4e00\u9879\u76ee\u914d\u7f6e\"),\n        ],\n        \"Java\": &#91;\n            (\"1996\", \"\u57fa\u7840\u5305\u7cfb\u7edf\", \"package\uff0cclasspath\", \"\u57fa\u7840\u547d\u540d\u7a7a\u95f4\"),\n            (\"2004\", \"JAR\u548c\u7c7b\u52a0\u8f7d\u5668\", \"Maven\u4ed3\u5e93\uff0c\u4f20\u9012\u4f9d\u8d56\", \"\u4f9d\u8d56\u7ba1\u7406\u5f00\u59cb\"),\n            (\"2014\", \"Jigsaw\u63d0\u6848\", \"\u6a21\u5757\u5316JDK\u63d0\u6848\", \"\u4e3aJava 9\u505a\u51c6\u5907\"),\n            (\"2017\", \"Java 9\u6a21\u5757\u7cfb\u7edf\", \"module-info.java\uff0c\u5f3a\u5c01\u88c5\", \"\u5e73\u53f0\u6a21\u5757\u5316\"),\n        ],\n        \"C++\": &#91;\n            (\"1985\", \"\u5934\u6587\u4ef6\u7cfb\u7edf\", \".h\u6587\u4ef6\uff0c\u6587\u672c\u5305\u542b\", \"\u7b80\u5355\u4f46\u4f4e\u6548\"),\n            (\"1998\", \"\u547d\u540d\u7a7a\u95f4\", \"namespace\uff0cADL\", \"\u907f\u514d\u540d\u79f0\u51b2\u7a81\"),\n            (\"2011\", \"\u5916\u90e8\u6a21\u677f\", \"\u663e\u5f0f\u5b9e\u4f8b\u5316\u58f0\u660e\", \"\u51cf\u5c11\u7f16\u8bd1\u65f6\u95f4\"),\n            (\"2020\", \"C++20\u6a21\u5757\", \"import\uff0cmodule\", \"\u73b0\u4ee3\u6a21\u5757\u7cfb\u7edf\"),\n        ],\n    }\n\n    for lang, history in language_evolution.items():\n        print(f\"\\n{lang}\u6f14\u8fdb\u5386\u53f2:\")\n        for year, name, description, impact in history:\n            print(f\"  {year}: {name:20} {description:30} {impact}\")\n\n    # \u6a21\u5757\u7cfb\u7edf\u53d1\u5c55\u7684\u9a71\u52a8\u529b\n    print(\"\\n\u6a21\u5757\u7cfb\u7edf\u53d1\u5c55\u7684\u4e3b\u8981\u9a71\u52a8\u529b\uff1a\")\n\n    drivers = &#91;\n        (\"\u8f6f\u4ef6\u89c4\u6a21\u589e\u957f\", \"\u4ece\u5c0f\u5de5\u5177\u5230\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u5e94\u7528\", \"\u9700\u8981\u66f4\u597d\u7684\u4ee3\u7801\u7ec4\u7ec7\"),\n        (\"\u56e2\u961f\u534f\u4f5c\", \"\u4ece\u4e2a\u4eba\u5f00\u53d1\u5230\u5927\u578b\u56e2\u961f\", \"\u9700\u8981\u6e05\u6670\u7684\u63a5\u53e3\u548c\u8fb9\u754c\"),\n        (\"\u4ee3\u7801\u91cd\u7528\", \"\u4ece\u590d\u5236\u7c98\u8d34\u5230\u5171\u4eab\u5e93\", \"\u9700\u8981\u4f9d\u8d56\u7ba1\u7406\"),\n        (\"\u6784\u5efa\u6027\u80fd\", \"\u4ece\u5168\u91cf\u7f16\u8bd1\u5230\u589e\u91cf\u7f16\u8bd1\", \"\u9700\u8981\u6a21\u5757\u5316\u7f16\u8bd1\"),\n        (\"\u90e8\u7f72\u9700\u6c42\", \"\u4ece\u684c\u9762\u5e94\u7528\u5230\u5fae\u670d\u52a1\", \"\u9700\u8981\u8f7b\u91cf\u7ea7\u4f9d\u8d56\"),\n        (\"\u5b89\u5168\u9700\u6c42\", \"\u4ece\u529f\u80fd\u6b63\u786e\u5230\u4f9b\u5e94\u94fe\u5b89\u5168\", \"\u9700\u8981\u6f0f\u6d1e\u626b\u63cf\u548c\u8bb8\u53ef\u8bc1\u7ba1\u7406\"),\n    ]\n\n    for driver, context, need in drivers:\n        print(f\"  \u2022 {driver:15} | {context:30} | -&gt; {need}\")\n\n    # \u672a\u6765\u8d8b\u52bf\n    print(\"\\n\u6a21\u5757\u7cfb\u7edf\u7684\u672a\u6765\u8d8b\u52bf\uff1a\")\n\n    future_trends = &#91;\n        (\"\u5305\u7ba1\u7406\u7edf\u4e00\", \"\u4e0d\u540c\u8bed\u8a00\u7684\u5305\u7ba1\u7406\u5668\u8d8b\u540c\", \"\u7c7b\u4f3c\u7684lock\u6587\u4ef6\uff0c\u7c7b\u4f3c\u7684\u7f13\u5b58\u673a\u5236\"),\n        (\"\u5b89\u5168\u96c6\u6210\", \"\u5185\u7f6e\u6f0f\u6d1e\u626b\u63cf\", \"\u4f9d\u8d56\u5b89\u88c5\u65f6\u81ea\u52a8\u5b89\u5168\u68c0\u67e5\"),\n        (\"\u591a\u8bed\u8a00\u4ea4\u4e92\", \"\u8de8\u8bed\u8a00\u6a21\u5757\u8c03\u7528\", \"Python\u8c03\u7528Rust\uff0cJavaScript\u8c03\u7528WASM\"),\n        (\"\u5206\u5e03\u5f0f\u6a21\u5757\", \"\u53bb\u4e2d\u5fc3\u5316\u5305\u7ba1\u7406\", \"IPFS\uff0c\u533a\u5757\u94fe\u4e0a\u7684\u5305\u6ce8\u518c\u8868\"),\n        (\"AI\u8f85\u52a9\", \"\u667a\u80fd\u4f9d\u8d56\u9009\u62e9\", \"\u57fa\u4e8e\u9879\u76ee\u4e0a\u4e0b\u6587\u7684\u4f9d\u8d56\u63a8\u8350\"),\n        (\"\u65e0\u670d\u52a1\u5668\u4f18\u5316\", \"\u6781\u7b80\u4f9d\u8d56\u6811\", \"\u9488\u5bf9\u51fd\u6570\u8ba1\u7b97\u7684\u6a21\u5757\u7cfb\u7edf\"),\n    ]\n\n    for trend, manifestation, example in future_trends:\n        print(f\"  \u2022 {trend:20} : {manifestation:30} \u4f8b\u5982: {example}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_evolution()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u7edf\u4e00\u89c6\u89d2\u4e0b\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u539f\u5219<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u8bed\u8a00\u65e0\u5173\u7684\u6a21\u5757\u5316\u539f\u5219<\/h3>\n\n\n\n<p>\u65e0\u8bba\u4f7f\u7528\u4ec0\u4e48\u8bed\u8a00\uff0c\u4f18\u79c0\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u90fd\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u8bed\u8a00\u65e0\u5173\u7684\u6a21\u5757\u5316\u539f\u5219\n# ============================================================================\n\nprint(\"\\n=== \u8bed\u8a00\u65e0\u5173\u7684\u6a21\u5757\u5316\u539f\u5219 ===\")\n\ndef demonstrate_universal_principles():\n    \"\"\"\u6f14\u793a\u8bed\u8a00\u65e0\u5173\u7684\u6a21\u5757\u5316\u539f\u5219\"\"\"\n\n    print(\"\u4e03\u5927\u8bed\u8a00\u65e0\u5173\u7684\u6a21\u5757\u5316\u539f\u5219\uff1a\")\n\n    principles = &#91;\n        (\"\u9ad8\u5185\u805a\uff0c\u4f4e\u8026\u5408\", \n         \"\u6a21\u5757\u5185\u90e8\u5143\u7d20\u9ad8\u5ea6\u76f8\u5173\uff0c\u6a21\u5757\u4e4b\u95f4\u4f9d\u8d56\u6700\u5c0f\u5316\",\n         \"Python: \u76f8\u5173\u51fd\u6570\u653e\u5728\u540c\u4e00\u6a21\u5757\uff1bJava: \u76f8\u5173\u7c7b\u653e\u5728\u540c\u4e00\u5305\",\n         \"\u63d0\u9ad8\u53ef\u7ef4\u62a4\u6027\uff0c\u51cf\u5c11\u4fee\u6539\u5f71\u54cd\u8303\u56f4\"),\n\n        (\"\u660e\u786e\u63a5\u53e3\", \n         \"\u6a21\u5757\u901a\u8fc7\u6e05\u6670\u3001\u7a33\u5b9a\u7684\u63a5\u53e3\u4e0e\u5916\u754c\u901a\u4fe1\",\n         \"TypeScript: \u63a5\u53e3\u7c7b\u578b\uff1bRust: trait\u5b9a\u4e49\uff1bGo: \u63a5\u53e3\u9690\u5f0f\u5b9e\u73b0\",\n         \"\u63d0\u9ad8\u53ef\u7406\u89e3\u6027\uff0c\u652f\u6301\u56e2\u961f\u534f\u4f5c\"),\n\n        (\"\u5355\u4e00\u804c\u8d23\", \n         \"\u6bcf\u4e2a\u6a21\u5757\u53ea\u8d1f\u8d23\u4e00\u4e2a\u660e\u786e\u7684\u529f\u80fd\u9886\u57df\",\n         \"React\u7ec4\u4ef6\uff1b\u5fae\u670d\u52a1\uff1bUnix\u5de5\u5177\",\n         \"\u7b80\u5316\u6d4b\u8bd5\uff0c\u63d0\u9ad8\u91cd\u7528\u6027\"),\n\n        (\"\u4f9d\u8d56\u5012\u7f6e\", \n         \"\u9ad8\u5c42\u6a21\u5757\u4e0d\u4f9d\u8d56\u4f4e\u5c42\u6a21\u5757\uff0c\u4e24\u8005\u90fd\u4f9d\u8d56\u62bd\u8c61\",\n         \"\u4f9d\u8d56\u6ce8\u5165\uff1b\u9762\u5411\u63a5\u53e3\u7f16\u7a0b\uff1b\u63d2\u4ef6\u67b6\u6784\",\n         \"\u63d0\u9ad8\u7075\u6d3b\u6027\uff0c\u652f\u6301\u6269\u5c55\"),\n\n        (\"\u5f00\u95ed\u539f\u5219\", \n         \"\u6a21\u5757\u5bf9\u6269\u5c55\u5f00\u653e\uff0c\u5bf9\u4fee\u6539\u5c01\u95ed\",\n         \"\u901a\u8fc7\u7ee7\u627f\/\u7ec4\u5408\u6269\u5c55\uff1b\u4f7f\u7528\u7b56\u7565\u6a21\u5f0f\",\n         \"\u7a33\u5b9a\u6838\u5fc3\uff0c\u7075\u6d3b\u6269\u5c55\"),\n\n        (\"\u6700\u5c11\u77e5\u8bc6\", \n         \"\u6a21\u5757\u53ea\u4e0e\u5176\u76f4\u63a5\u670b\u53cb\u901a\u4fe1\",\n         \"\u8fea\u7c73\u7279\u6cd5\u5219\uff1b\u5c01\u88c5\u5185\u90e8\u72b6\u6001\",\n         \"\u51cf\u5c11\u4f9d\u8d56\uff0c\u63d0\u9ad8\u6a21\u5757\u72ec\u7acb\u6027\"),\n\n        (\"\u7ea6\u5b9a\u4f18\u4e8e\u914d\u7f6e\", \n         \"\u901a\u8fc7\u7ea6\u5b9a\u51cf\u5c11\u914d\u7f6e\uff0c\u901a\u8fc7\u4f8b\u5916\u8986\u76d6\u7279\u6b8a\u9700\u6c42\",\n         \"Rails\u7ea6\u5b9a\uff1bSpring Boot\u81ea\u52a8\u914d\u7f6e\",\n         \"\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\"),\n    ]\n\n    for principle, description, example, benefit in principles:\n        print(f\"\\n{principle}:\")\n        print(f\"  \u63cf\u8ff0: {description}\")\n        print(f\"  \u793a\u4f8b: {example}\")\n        print(f\"  \u597d\u5904: {benefit}\")\n\n    # \u8fd9\u4e9b\u539f\u5219\u5728\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u4f53\u73b0\n    print(\"\\n\u539f\u5219\u5728\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u5177\u4f53\u4f53\u73b0\uff1a\")\n\n    language_implementations = {\n        \"\u9ad8\u5185\u805a\uff0c\u4f4e\u8026\u5408\": &#91;\n            (\"Python\", \"\u4f7f\u7528\u5305\u7ec4\u7ec7\u76f8\u5173\u6a21\u5757\uff0c\u4f7f\u7528__all__\u63a7\u5236\u5bfc\u51fa\"),\n            (\"Java\", \"\u4f7f\u7528package\u7ec4\u7ec7\u76f8\u5173\u7c7b\uff0c\u4f7f\u7528\u8bbf\u95ee\u4fee\u9970\u7b26\u63a7\u5236\u53ef\u89c1\u6027\"),\n            (\"JavaScript\", \"\u4f7f\u7528ES6\u6a21\u5757\uff0c\u6bcf\u4e2a\u6587\u4ef6\u4e00\u4e2a\u4e3b\u8981\u5bfc\u51fa\"),\n            (\"Go\", \"\u5305\u76ee\u5f55\u7ec4\u7ec7\uff0c\u901a\u8fc7\u63a5\u53e3\u89e3\u8026\"),\n        ],\n        \"\u660e\u786e\u63a5\u53e3\": &#91;\n            (\"TypeScript\", \"interface\u548ctype\u660e\u786e\u5b9a\u4e49API\u5951\u7ea6\"),\n            (\"Java\", \"interface\u5b9a\u4e49\u884c\u4e3a\u5951\u7ea6\uff0c@FunctionalInterface\"),\n            (\"Rust\", \"trait\u5b9a\u4e49\u5171\u4eab\u884c\u4e3a\uff0cimpl\u5b9e\u73b0\"),\n            (\"Protocol Buffers\", \".proto\u6587\u4ef6\u5b9a\u4e49\u670d\u52a1\u63a5\u53e3\"),\n        ],\n        \"\u4f9d\u8d56\u5012\u7f6e\": &#91;\n            (\"Spring (Java)\", \"@Autowired\u4f9d\u8d56\u6ce8\u5165\uff0c\u9762\u5411\u63a5\u53e3\u7f16\u7a0b\"),\n            (\"Angular (TypeScript)\", \"\u4f9d\u8d56\u6ce8\u5165\u7cfb\u7edf\uff0c\u88c5\u9970\u5668\u58f0\u660e\u4f9d\u8d56\"),\n            (\"Dagger (Java\/Kotlin)\", \"\u7f16\u8bd1\u65f6\u4f9d\u8d56\u6ce8\u5165\"),\n            (\"Zend Framework (PHP)\", \"\u670d\u52a1\u7ba1\u7406\u5668\uff0c\u4f9d\u8d56\u6ce8\u5165\u5bb9\u5668\"),\n        ],\n    }\n\n    for principle, implementations in language_implementations.items():\n        print(f\"\\n{principle}:\")\n        for lang, implementation in implementations:\n            print(f\"  \u2022 {lang:15}: {implementation}\")\n\n    # \u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u53cd\u6a21\u5f0f\n    print(\"\\n\u6a21\u5757\u5316\u8bbe\u8ba1\u7684\u5e38\u89c1\u53cd\u6a21\u5f0f\uff1a\")\n\n    antipatterns = &#91;\n        (\"\u4e0a\u5e1d\u5bf9\u8c61\/\u6a21\u5757\", \"\u4e00\u4e2a\u6a21\u5757\u505a\u4e86\u6240\u6709\u4e8b\u60c5\", \"\u91cd\u6784\u4e3a\u591a\u4e2a\u4e13\u6ce8\u7684\u6a21\u5757\"),\n        (\"\u5faa\u73af\u4f9d\u8d56\", \"A\u4f9d\u8d56B\uff0cB\u4f9d\u8d56A\", \"\u5f15\u5165\u63a5\u53e3\uff0c\u4f9d\u8d56\u6ce8\u5165\uff0c\u4e2d\u95f4\u5c42\"),\n        (\"\u7d27\u8026\u5408\", \"\u6a21\u5757\u95f4\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u5b9e\u73b0\", \"\u4f7f\u7528\u63a5\u53e3\uff0c\u6d88\u606f\u4f20\u9012\uff0c\u4e8b\u4ef6\u9a71\u52a8\"),\n        (\"\u788e\u7247\u5316\u8fc7\u5ea6\", \"\u592a\u591a\u5c0f\u6a21\u5757\uff0c\u6bcf\u4e2a\u53ea\u505a\u4e00\u70b9\u70b9\", \"\u5408\u7406\u5408\u5e76\u76f8\u5173\u529f\u80fd\"),\n        (\"\u4e0d\u4e00\u81f4\u7684\u62bd\u8c61\u5c42\u6b21\", \"\u6a21\u5757\u6df7\u5408\u4e0d\u540c\u62bd\u8c61\u5c42\u6b21\u7684\u5185\u5bb9\", \"\u91cd\u65b0\u7ec4\u7ec7\uff0c\u4fdd\u6301\u4e00\u81f4\u7684\u62bd\u8c61\u7ea7\u522b\"),\n        (\"\u914d\u7f6e\u5730\u72f1\", \"\u6a21\u5757\u9700\u8981\u5927\u91cf\u914d\u7f6e\u624d\u80fd\u5de5\u4f5c\", \"\u63d0\u4f9b\u660e\u667a\u7684\u9ed8\u8ba4\u503c\uff0c\u7ea6\u5b9a\u4f18\u4e8e\u914d\u7f6e\"),\n    ]\n\n    for antipattern, description, solution in antipatterns:\n        print(f\"  \u2022 {antipattern:20}: {description:30} -&gt; \u89e3\u51b3\u65b9\u6848: {solution}\")\n\n    # \u6a21\u5757\u5316\u5ea6\u7684\u6d4b\u91cf\n    print(\"\\n\u5982\u4f55\u6d4b\u91cf\u6a21\u5757\u5316\u5ea6\uff1a\")\n\n    metrics = &#91;\n        (\"\u8026\u5408\u5ea6\", \"\u6a21\u5757\u95f4\u7684\u4f9d\u8d56\u6570\u91cf\", \"\u8d8a\u5c11\u8d8a\u597d\uff0c\u4f7f\u7528\u5de5\u5177\u5206\u6790\u5bfc\u5165\/\u5305\u542b\"),\n        (\"\u5185\u805a\u5ea6\", \"\u6a21\u5757\u5185\u90e8\u5143\u7d20\u7684\u76f8\u5173\u6027\", \"\u8bed\u4e49\u76f8\u5173\u7684\u65b9\u6cd5\u5e94\u8be5\u5728\u4e00\u8d77\"),\n        (\"\u62bd\u8c61\u5ea6\", \"\u63a5\u53e3\u4e0e\u5b9e\u73b0\u7684\u6bd4\u4f8b\", \"\u7a33\u5b9a\u7684\u63a5\u53e3\uff0c\u591a\u53d8\u7684\u5b9e\u73b0\"),\n        (\"\u72ec\u7acb\u90e8\u7f72\u6027\", \"\u6a21\u5757\u662f\u5426\u53ef\u4ee5\u72ec\u7acb\u90e8\u7f72\", \"\u5fae\u670d\u52a1 vs \u5355\u4f53\"),\n        (\"\u53ef\u6d4b\u8bd5\u6027\", \"\u6a21\u5757\u662f\u5426\u53ef\u4ee5\u72ec\u7acb\u6d4b\u8bd5\", \"\u4f9d\u8d56\u6ce8\u5165\uff0c\u6a21\u62df\u5bf9\u8c61\"),\n    ]\n\n    for metric, definition, guidance in metrics:\n        print(f\"  \u2022 {metric:15}: {definition:30} | {guidance}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_universal_principles()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u8de8\u8bed\u8a00\u6a21\u5757\u5316\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u8de8\u8bed\u8a00\u6a21\u5757\u5316\u6700\u4f73\u5b9e\u8df5\n# ============================================================================\n\nprint(\"\\n=== \u8de8\u8bed\u8a00\u6a21\u5757\u5316\u6700\u4f73\u5b9e\u8df5 ===\")\n\ndef demonstrate_cross_language_best_practices():\n    \"\"\"\u6f14\u793a\u8de8\u8bed\u8a00\u6a21\u5757\u5316\u6700\u4f73\u5b9e\u8df5\"\"\"\n\n    print(\"\u8de8\u8bed\u8a00\u7684\u6a21\u5757\u5316\u6700\u4f73\u5b9e\u8df5\uff1a\")\n\n    # \u9879\u76ee\u7ed3\u6784\u6700\u4f73\u5b9e\u8df5\n    print(\"\\n1. \u9879\u76ee\u7ed3\u6784\u6700\u4f73\u5b9e\u8df5\uff1a\")\n\n    project_structure_practices = &#91;\n        (\"\u5206\u5c42\u7ed3\u6784\", \"\u6309\u804c\u8d23\u5206\u5c42\uff0c\u5982\u8868\u73b0\u5c42\u3001\u4e1a\u52a1\u5c42\u3001\u6570\u636e\u5c42\", \"MVC\uff0cClean Architecture\"),\n        (\"\u529f\u80fd\u5206\u7ec4\", \"\u6309\u529f\u80fd\u9886\u57df\u5206\u7ec4\uff0c\u800c\u975e\u6309\u6280\u672f\u7c7b\u578b\", \"\u529f\u80fd\u6a21\u5757\u5305\u542b\u6240\u6709\u76f8\u5173\u6280\u672f\u4ee3\u7801\"),\n        (\"\u72ec\u7acb\u914d\u7f6e\", \"\u914d\u7f6e\u4e0e\u4ee3\u7801\u5206\u79bb\uff0c\u73af\u5883\u7279\u5b9a\u914d\u7f6e\", \".env\u6587\u4ef6\uff0c\u914d\u7f6e\u6a21\u5757\"),\n        (\"\u6d4b\u8bd5\u9760\u8fd1\u4ee3\u7801\", \"\u6d4b\u8bd5\u6587\u4ef6\u4e0e\u88ab\u6d4b\u4ee3\u7801\u76f8\u90bb\u6216\u955c\u50cf\u7ed3\u6784\", \"\u4fbf\u4e8e\u67e5\u627e\u548c\u7ef4\u62a4\"),\n        (\"\u6587\u6863\u96c6\u6210\", \"\u6587\u6863\u4f5c\u4e3a\u4e00\u7b49\u516c\u6c11\uff0c\u9760\u8fd1\u76f8\u5173\u4ee3\u7801\", \"README.md\u5728\u5305\u76ee\u5f55\u4e2d\"),\n    ]\n\n    for practice, description, example in project_structure_practices:\n        print(f\"  \u2022 {practice:15}: {description:40} \u4f8b\u5982: {example}\")\n\n    # \u4f9d\u8d56\u7ba1\u7406\u6700\u4f73\u5b9e\u8df5\n    print(\"\\n2. \u4f9d\u8d56\u7ba1\u7406\u6700\u4f73\u5b9e\u8df5\uff1a\")\n\n    dependency_practices = &#91;\n        (\"\u7cbe\u786e\u7248\u672c\", \"\u751f\u4ea7\u4f9d\u8d56\u4f7f\u7528\u7cbe\u786e\u7248\u672c\u6216\u8303\u56f4\u4e0a\u9650\", \"\u907f\u514d\u610f\u5916\u5347\u7ea7\u5bfc\u81f4\u7684\u7834\u574f\"),\n        (\"\u5f00\u53d1\u4f9d\u8d56\u5206\u79bb\", \"\u5f00\u53d1\u5de5\u5177\u4f9d\u8d56\u4e0e\u8fd0\u884c\u65f6\u4f9d\u8d56\u5206\u79bb\", \"\u51cf\u5c0f\u751f\u4ea7\u5305\u4f53\u79ef\"),\n        (\"\u5b9a\u671f\u66f4\u65b0\", \"\u5b9a\u671f\u66f4\u65b0\u4f9d\u8d56\uff0c\u4f46\u5148\u5728\u5c0f\u8303\u56f4\u6d4b\u8bd5\", \"\u4fdd\u6301\u5b89\u5168\u6027\u548c\u65b0\u7279\u6027\"),\n        (\"\u4f9d\u8d56\u5ba1\u67e5\", \"\u5ba1\u67e5\u65b0\u4f9d\u8d56\u7684\u8bb8\u53ef\u8bc1\u3001\u7ef4\u62a4\u72b6\u6001\u3001\u5b89\u5168\u6027\", \"\u907f\u514d\u5f15\u5165\u98ce\u9669\"),\n        (\"\u4f9d\u8d56\u6700\u5c11\u5316\", \"\u53ea\u6dfb\u52a0\u5fc5\u8981\u7684\u4f9d\u8d56\uff0c\u907f\u514d\u4f20\u9012\u4f9d\u8d56\u7206\u70b8\", \"\u63a7\u5236\u590d\u6742\u5ea6\"),\n    ]\n\n    for practice, description, rationale in dependency_practices:\n        print(f\"  \u2022 {practice:15}: {description:40} \u7406\u7531: {rationale}\")\n\n    # \u6a21\u5757\u8bbe\u8ba1\u6700\u4f73\u5b9e\u8df5\n    print(\"\\n3. \u6a21\u5757\u8bbe\u8ba1\u6700\u4f73\u5b9e\u8df5\uff1a\")\n\n    module_design_practices = &#91;\n        (\"\u5c0f\u800c\u4e13\", \"\u6a21\u5757\u5e94\u8be5\u5c0f\u800c\u4e13\u6ce8\uff0c\u5355\u4e00\u804c\u8d23\", \"\u6613\u4e8e\u7406\u89e3\u3001\u6d4b\u8bd5\u548c\u91cd\u7528\"),\n        (\"\u7a33\u5b9a\u63a5\u53e3\", \"\u516c\u5171API\u5e94\u8be5\u7a33\u5b9a\uff0c\u53d8\u66f4\u901a\u8fc7\u7248\u672c\u63a7\u5236\", \"\u907f\u514d\u7834\u574f\u4f7f\u7528\u8005\"),\n        (\"\u660e\u786e\u4f9d\u8d56\", \"\u663e\u5f0f\u58f0\u660e\u6240\u6709\u4f9d\u8d56\uff0c\u907f\u514d\u9690\u5f0f\u4f9d\u8d56\", \"\u63d0\u9ad8\u53ef\u7406\u89e3\u6027\u548c\u53ef\u7ef4\u62a4\u6027\"),\n        (\"\u9519\u8bef\u5904\u7406\", \"\u6a21\u5757\u5e94\u8be5\u5b9a\u4e49\u6e05\u6670\u7684\u9519\u8bef\u5904\u7406\u7b56\u7565\", \"\u9519\u8bef\u662fAPI\u7684\u4e00\u90e8\u5206\"),\n        (\"\u914d\u7f6e\u5916\u90e8\u5316\", \"\u914d\u7f6e\u5e94\u8be5\u4ece\u5916\u90e8\u4f20\u5165\uff0c\u800c\u975e\u786c\u7f16\u7801\", \"\u63d0\u9ad8\u7075\u6d3b\u6027\"),\n    ]\n\n    for practice, description, benefit in module_design_practices:\n        print(f\"  \u2022 {practice:15}: {description:40} \u597d\u5904: {benefit}\")\n\n    # \u8de8\u8bed\u8a00\u5de5\u5177\u63a8\u8350\n    print(\"\\n4. \u8de8\u8bed\u8a00\u6a21\u5757\u5316\u5de5\u5177\u63a8\u8350\uff1a\")\n\n    cross_language_tools = &#91;\n        (\"Docker\", \"\u5bb9\u5668\u5316\uff0c\u786e\u4fdd\u73af\u5883\u4e00\u81f4\u6027\", \"\u6240\u6709\u8bed\u8a00\"),\n        (\"Git Submodules\", \"\u4ee3\u7801\u5e93\u4e2d\u7684\u4ee3\u7801\u5e93\", \"C\/C++\u5e38\u7528\"),\n        (\"Bazel\", \"\u591a\u8bed\u8a00\u6784\u5efa\u7cfb\u7edf\", \"Google\u5185\u90e8\uff0c\u5916\u90e8\u9879\u76ee\"),\n        (\"Conan\", \"C\/C++\u5305\u7ba1\u7406\u5668\", \"\u7c7b\u4f3c\u5176\u4ed6\u8bed\u8a00\u7684\u5305\u7ba1\u7406\u5668\"),\n        (\"VSCode\", \"\u591a\u8bed\u8a00IDE\uff0c\u7edf\u4e00\u5f00\u53d1\u4f53\u9a8c\", \"\u6240\u6709\u8bed\u8a00\"),\n        (\"GitHub Actions\", \"CI\/CD\uff0c\u81ea\u52a8\u5316\u6784\u5efa\u6d4b\u8bd5\", \"\u6240\u6709\u8bed\u8a00\"),\n    ]\n\n    for tool, purpose, scope in cross_language_tools:\n        print(f\"  \u2022 {tool:20}: {purpose:40} \u9002\u7528\u8303\u56f4: {scope}\")\n\n    # \u5b9e\u9645\u6848\u4f8b\u5206\u6790\n    print(\"\\n5. \u5b9e\u9645\u6848\u4f8b\u5206\u6790\uff1a\")\n\n    case_studies = &#91;\n        (\"\u5fae\u670d\u52a1\u67b6\u6784\", \n         \"\u6bcf\u4e2a\u670d\u52a1\u662f\u4e00\u4e2a\u72ec\u7acb\u6a21\u5757\", \n         \"\u72ec\u7acb\u5f00\u53d1\u3001\u90e8\u7f72\u3001\u6269\u5c55\",\n         \"\u6280\u672f\u6808\u591a\u6837\u6027\uff0c\u5206\u5e03\u5f0f\u7cfb\u7edf\u590d\u6742\u6027\"),\n\n        (\"\u63d2\u4ef6\u7cfb\u7edf\", \n         \"\u6838\u5fc3\u7cfb\u7edf + \u53ef\u63d2\u62d4\u6a21\u5757\", \n         \"\u7075\u6d3b\u6269\u5c55\uff0c\u7b2c\u4e09\u65b9\u5f00\u53d1\",\n         \"\u63a5\u53e3\u8bbe\u8ba1\uff0c\u70ed\u63d2\u62d4\uff0c\u7248\u672c\u517c\u5bb9\"),\n\n        (\"\u5171\u4eab\u5e93\", \n         \"\u901a\u7528\u529f\u80fd\u6253\u5305\u4e3a\u5e93\", \n         \"\u4ee3\u7801\u91cd\u7528\uff0c\u96c6\u4e2d\u7ef4\u62a4\",\n         \"\u7248\u672c\u7ba1\u7406\uff0c\u5411\u540e\u517c\u5bb9\"),\n\n        (\"Monorepo\", \n         \"\u591a\u4e2a\u76f8\u5173\u9879\u76ee\u5728\u4e00\u4e2a\u4ed3\u5e93\", \n         \"\u4ee3\u7801\u5171\u4eab\uff0c\u539f\u5b50\u63d0\u4ea4\",\n         \"\u6784\u5efa\u590d\u6742\u6027\uff0c\u8bbf\u95ee\u63a7\u5236\"),\n    ]\n\n    for case, approach, benefits, challenges in case_studies:\n        print(f\"\\n  {case}:\")\n        print(f\"    \u65b9\u6cd5: {approach}\")\n        print(f\"    \u4f18\u70b9: {benefits}\")\n        print(f\"    \u6311\u6218: {challenges}\")\n\n    # \u8fc1\u79fb\u6307\u5357\uff1a\u4ece\u4e00\u79cd\u8bed\u8a00\u5230\u53e6\u4e00\u79cd\u8bed\u8a00\n    print(\"\\n6. \u8bed\u8a00\u8fc1\u79fb\u65f6\u7684\u6a21\u5757\u5316\u601d\u8003\uff1a\")\n\n    migration_guide = &#91;\n        (\"\u6982\u5ff5\u6620\u5c04\", \"\u7406\u89e3\u76ee\u6807\u8bed\u8a00\u7684\u5bf9\u5e94\u6982\u5ff5\", \"Python\u5305 -&gt; Java\u5305\uff0c\u4f46\u5b9e\u73b0\u4e0d\u540c\"),\n        (\"\u5de5\u5177\u94fe\u5b66\u4e60\", \"\u5b66\u4e60\u65b0\u8bed\u8a00\u7684\u6784\u5efa\u548c\u4f9d\u8d56\u7ba1\u7406\u5de5\u5177\", \"pip -&gt; npm, Maven, Cargo\"),\n        (\"\u60ef\u7528\u6cd5\u9002\u5e94\", \"\u9075\u5faa\u76ee\u6807\u8bed\u8a00\u7684\u6a21\u5757\u5316\u60ef\u7528\u6cd5\", \"Go\u7684\u7b80\u6d01\u6027 vs Java\u7684\u4eea\u5f0f\u611f\"),\n        (\"\u6e10\u8fdb\u8fc1\u79fb\", \"\u9010\u6b65\u8fc1\u79fb\uff0c\u4fdd\u6301\u7cfb\u7edf\u53ef\u8fd0\u884c\", \" strangler fig pattern\"),\n        (\"\u56e2\u961f\u57f9\u8bad\", \"\u786e\u4fdd\u56e2\u961f\u7406\u89e3\u65b0\u8bed\u8a00\u7684\u6a21\u5757\u5316\u7406\u5ff5\", \"\u4ee3\u7801\u8bc4\u5ba1\uff0c\u77e5\u8bc6\u5206\u4eab\"),\n    ]\n\n    for step, action, example, notes in migration_guide:\n        print(f\"  \u2022 {step:15}: {action:30} \u4f8b\u5982: {example:30} \u6ce8\u610f: {notes}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_cross_language_best_practices()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u7edf\u4e00\u6a21\u5757\u5316\u601d\u7ef4\u6846\u67b6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u6a21\u5757\u5316\u601d\u7ef4\u7684\u4e09\u7ef4\u6846\u67b6<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u5efa\u7acb\u4e00\u4e2a\u7edf\u4e00\u7684\u6846\u67b6\u6765\u601d\u8003\u6240\u6709\u8bed\u8a00\u7684\u6a21\u5757\u5316\u95ee\u9898\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6a21\u5757\u5316\u601d\u7ef4\u7684\u4e09\u7ef4\u6846\u67b6\n# ============================================================================\n\nprint(\"\\n=== \u6a21\u5757\u5316\u601d\u7ef4\u7684\u4e09\u7ef4\u6846\u67b6 ===\")\n\ndef demonstrate_3d_framework():\n    \"\"\"\u6f14\u793a\u6a21\u5757\u5316\u601d\u7ef4\u7684\u4e09\u7ef4\u6846\u67b6\"\"\"\n\n    print(\"\u6a21\u5757\u5316\u601d\u7ef4\u7684\u4e09\u7ef4\u6846\u67b6\uff1a\")\n    print(\"1. \u62bd\u8c61\u7ef4\u5ea6 (\u4ece\u5177\u4f53\u5230\u62bd\u8c61)\")\n    print(\"2. \u8303\u56f4\u7ef4\u5ea6 (\u4ece\u5c40\u90e8\u5230\u5168\u5c40)\")  \n    print(\"3. \u65f6\u95f4\u7ef4\u5ea6 (\u4ece\u5f00\u53d1\u5230\u8fd0\u884c)\")\n\n    # \u4e09\u7ef4\u6846\u67b6\u8be6\u7ec6\u89e3\u91ca\n    print(\"\\n1. \u62bd\u8c61\u7ef4\u5ea6\uff1a\")\n\n    abstraction_levels = &#91;\n        (\"\u4ee3\u7801\u884c\", \"\u5177\u4f53\u7684\u5b9e\u73b0\u7ec6\u8282\", \"if\u8bed\u53e5\uff0c\u5faa\u73af\uff0c\u8868\u8fbe\u5f0f\"),\n        (\"\u51fd\u6570\/\u65b9\u6cd5\", \"\u6267\u884c\u7279\u5b9a\u4efb\u52a1\", \"\u53c2\u6570\uff0c\u8fd4\u56de\u503c\uff0c\u5c40\u90e8\u53d8\u91cf\"),\n        (\"\u7c7b\/\u7ed3\u6784\u4f53\", \"\u6570\u636e\u4e0e\u884c\u4e3a\u7684\u5c01\u88c5\", \"\u5c5e\u6027\uff0c\u65b9\u6cd5\uff0c\u7ee7\u627f\"),\n        (\"\u6a21\u5757\/\u6587\u4ef6\", \"\u76f8\u5173\u529f\u80fd\u7684\u96c6\u5408\", \"\u4e00\u7ec4\u76f8\u5173\u51fd\u6570\/\u7c7b\"),\n        (\"\u5305\/\u547d\u540d\u7a7a\u95f4\", \"\u76f8\u5173\u6a21\u5757\u7684\u96c6\u5408\", \"\u907f\u514d\u540d\u79f0\u51b2\u7a81\uff0c\u7ec4\u7ec7\u5c42\u6b21\"),\n        (\"\u5e93\/\u6846\u67b6\", \"\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\u7684\u5b8c\u6574\u65b9\u6848\", \"\u5916\u90e8\u4f9d\u8d56\uff0c\u751f\u6001\u7cfb\u7edf\"),\n        (\"\u5e94\u7528\u7a0b\u5e8f\", \"\u5b8c\u6574\u7684\u53ef\u6267\u884c\u7cfb\u7edf\", \"\u7528\u6237\u754c\u9762\uff0c\u4e1a\u52a1\u903b\u8f91\uff0c\u6570\u636e\u5b58\u50a8\"),\n        (\"\u7cfb\u7edf\/\u5e73\u53f0\", \"\u591a\u4e2a\u5e94\u7528\u7684\u96c6\u5408\", \"\u5fae\u670d\u52a1\u67b6\u6784\uff0c\u4e91\u5e73\u53f0\"),\n    ]\n\n    print(\"\u5c42\u6b21         | \u63cf\u8ff0             | \u4f8b\u5b50\")\n    print(\"-\" * 60)\n    for level, description, example in abstraction_levels:\n        print(f\"{level:15} | {description:15} | {example}\")\n\n    print(\"\\n2. \u8303\u56f4\u7ef4\u5ea6\uff1a\")\n\n    scope_levels = &#91;\n        (\"\u5c40\u90e8\", \"\u51fd\u6570\u5185\u90e8\uff0c\u5757\u5185\u90e8\", \"\u5c40\u90e8\u53d8\u91cf\uff0c\u4e34\u65f6\u72b6\u6001\"),\n        (\"\u6a21\u5757\u7ea7\", \"\u6a21\u5757\/\u6587\u4ef6\u5185\u90e8\", \"\u6a21\u5757\u53d8\u91cf\uff0c\u79c1\u6709\u51fd\u6570\"),\n        (\"\u5305\u7ea7\", \"\u5305\/\u547d\u540d\u7a7a\u95f4\u5185\u90e8\", \"\u5305\u5185\u90e8\u53ef\u89c1\u7684API\"),\n        (\"\u9879\u76ee\u7ea7\", \"\u6574\u4e2a\u4ee3\u7801\u5e93\", \"\u9879\u76ee\u914d\u7f6e\uff0c\u6784\u5efa\u811a\u672c\"),\n        (\"\u7ec4\u7ec7\u7ea7\", \"\u591a\u4e2a\u76f8\u5173\u9879\u76ee\", \"\u5171\u4eab\u5e93\uff0c\u8bbe\u8ba1\u89c4\u8303\"),\n        (\"\u793e\u533a\u7ea7\", \"\u5f00\u6e90\u751f\u6001\u7cfb\u7edf\", \"\u516c\u5171\u5305\u4ed3\u5e93\uff0c\u6807\u51c6\u5e93\"),\n        (\"\u8bed\u8a00\u7ea7\", \"\u7f16\u7a0b\u8bed\u8a00\u672c\u8eab\", \"\u8bed\u8a00\u89c4\u8303\uff0c\u6807\u51c6\u5e93\"),\n    ]\n\n    print(\"\u8303\u56f4         | \u63cf\u8ff0             | \u4f8b\u5b50\")\n    print(\"-\" * 60)\n    for scope, description, example in scope_levels:\n        print(f\"{scope:15} | {description:15} | {example}\")\n\n    print(\"\\n3. \u65f6\u95f4\u7ef4\u5ea6\uff1a\")\n\n    time_phases = &#91;\n        (\"\u8bbe\u8ba1\u65f6\", \"\u67b6\u6784\u51b3\u7b56\uff0c\u63a5\u53e3\u8bbe\u8ba1\", \"UML\u56fe\uff0cAPI\u8bbe\u8ba1\u6587\u6863\"),\n        (\"\u5f00\u53d1\u65f6\", \"\u7f16\u5199\u4ee3\u7801\uff0c\u672c\u5730\u6d4b\u8bd5\", \"IDE\uff0c\u7248\u672c\u63a7\u5236\"),\n        (\"\u6784\u5efa\u65f6\", \"\u7f16\u8bd1\uff0c\u6253\u5305\uff0c\u4f9d\u8d56\u89e3\u6790\", \"\u7f16\u8bd1\u5668\uff0c\u5305\u7ba1\u7406\u5668\"),\n        (\"\u90e8\u7f72\u65f6\", \"\u5b89\u88c5\uff0c\u914d\u7f6e\uff0c\u73af\u5883\u8bbe\u7f6e\", \"\u5bb9\u5668\uff0c\u914d\u7f6e\u7ba1\u7406\"),\n        (\"\u8fd0\u884c\u65f6\", \"\u6267\u884c\uff0c\u52a8\u6001\u52a0\u8f7d\uff0c\u70ed\u66f4\u65b0\", \"\u6a21\u5757\u52a0\u8f7d\u5668\uff0c\u4f9d\u8d56\u6ce8\u5165\"),\n        (\"\u7ef4\u62a4\u65f6\", \"\u66f4\u65b0\uff0c\u4fee\u590d\uff0c\u91cd\u6784\", \"\u7248\u672c\u5347\u7ea7\uff0c\u8865\u4e01\u5e94\u7528\"),\n    ]\n\n    print(\"\u9636\u6bb5         | \u63cf\u8ff0             | \u6d3b\u52a8\")\n    print(\"-\" * 60)\n    for phase, description, activities in time_phases:\n        print(f\"{phase:15} | {description:15} | {activities}\")\n\n    # \u4e09\u7ef4\u6846\u67b6\u7684\u5e94\u7528\n    print(\"\\n\u4e09\u7ef4\u6846\u67b6\u7684\u5e94\u7528\uff1a\u5206\u6790\u4e00\u4e2a\u5177\u4f53\u95ee\u9898\")\n\n    problem = \"\u5728\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u5982\u4f55\u8bbe\u8ba1\u5171\u4eab\u5e93\uff1f\"\n\n    analysis = {\n        \"\u62bd\u8c61\u7ef4\u5ea6\": &#91;\n            \"\u5e93\u7ea7\u522b\uff1a\u4f5c\u4e3a\u72ec\u7acb\u5e93\u53d1\u5e03\",\n            \"\u5305\u7ea7\u522b\uff1a\u6e05\u6670\u7684API\u5305\u7ed3\u6784\", \n            \"\u6a21\u5757\u7ea7\u522b\uff1a\u529f\u80fd\u6a21\u5757\u5212\u5206\",\n        ],\n        \"\u8303\u56f4\u7ef4\u5ea6\": &#91;\n            \"\u9879\u76ee\u7ea7\uff1a\u6bcf\u4e2a\u670d\u52a1\u72ec\u7acb\u9879\u76ee\",\n            \"\u7ec4\u7ec7\u7ea7\uff1a\u5171\u4eab\u5e93\u4f9b\u6240\u6709\u670d\u52a1\u4f7f\u7528\",\n            \"\u793e\u533a\u7ea7\uff1a\u8003\u8651\u5f00\u6e90\u53ef\u80fd\u6027\",\n        ],\n        \"\u65f6\u95f4\u7ef4\u5ea6\": &#91;\n            \"\u8bbe\u8ba1\u65f6\uff1a\u5b9a\u4e49\u7a33\u5b9a\u7684\u63a5\u53e3\",\n            \"\u6784\u5efa\u65f6\uff1a\u7248\u672c\u7ba1\u7406\uff0c\u8bed\u4e49\u5316\u7248\u672c\",\n            \"\u8fd0\u884c\u65f6\uff1a\u5411\u540e\u517c\u5bb9\uff0c\u65e0\u72b6\u6001\u8bbe\u8ba1\",\n        ],\n    }\n\n    print(f\"\\n\u95ee\u9898: {problem}\")\n    for dimension, considerations in analysis.items():\n        print(f\"\\n{dimension}\u8003\u8651:\")\n        for consideration in considerations:\n            print(f\"  \u2022 {consideration}\")\n\n    # \u4f7f\u7528\u6846\u67b6\u6bd4\u8f83\u4e0d\u540c\u8bed\u8a00\n    print(\"\\n\u4f7f\u7528\u6846\u67b6\u6bd4\u8f83\u4e0d\u540c\u8bed\u8a00\u7684\u6a21\u5757\u7cfb\u7edf\uff1a\")\n\n    language_comparison = {\n        \"Python\": {\n            \"\u62bd\u8c61\u7ef4\u5ea6\": \"\u6a21\u5757(.py) -&gt; \u5305(\u76ee\u5f55) -&gt; \u5e93(PyPI\u5305)\",\n            \"\u8303\u56f4\u7ef4\u5ea6\": \"\u52a8\u6001\u4f5c\u7528\u57df -&gt; \u6a21\u5757\u5168\u5c40 -&gt; \u5305\u5185\u90e8 -&gt; sys.path\",\n            \"\u65f6\u95f4\u7ef4\u5ea6\": \"\u8fd0\u884c\u65f6\u5bfc\u5165 -&gt; \u52a8\u6001\u7c7b\u578b -&gt; \u9e2d\u5b50\u7c7b\u578b\",\n        },\n        \"Java\": {\n            \"\u62bd\u8c61\u7ef4\u5ea6\": \"\u7c7b(.java) -&gt; \u5305(\u76ee\u5f55) -&gt; \u6a21\u5757(JAR, Java 9+)\",\n            \"\u8303\u56f4\u7ef4\u5ea6\": \"\u7c7b\u5185\u90e8 -&gt; \u5305\u79c1\u6709 -&gt; \u516c\u5f00 -&gt; \u6a21\u5757\u5bfc\u51fa\",\n            \"\u65f6\u95f4\u7ef4\u5ea6\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5 -&gt; \u7c7b\u52a0\u8f7d\u65f6 -&gt; JIT\u4f18\u5316\",\n        },\n        \"Go\": {\n            \"\u62bd\u8c61\u7ef4\u5ea6\": \"\u51fd\u6570 -&gt; \u7c7b\u578b -&gt; \u5305(\u76ee\u5f55) -&gt; \u6a21\u5757(go.mod)\",\n            \"\u8303\u56f4\u7ef4\u5ea6\": \"\u5305\u5185\u53ef\u89c1 -&gt; \u516c\u5f00(\u5927\u5199) -&gt; \u6a21\u5757\u5185\u90e8 -&gt; \u5bfc\u5165\u8def\u5f84\",\n            \"\u65f6\u95f4\u7ef4\u5ea6\": \"\u7f16\u8bd1\u65f6\u94fe\u63a5 -&gt; \u9759\u6001\u7c7b\u578b -&gt; \u5355\u4e8c\u8fdb\u5236\u90e8\u7f72\",\n        },\n        \"Rust\": {\n            \"\u62bd\u8c61\u7ef4\u5ea6\": \"\u51fd\u6570 -&gt; \u7ed3\u6784\u4f53\/trait -&gt; \u6a21\u5757(mod) -&gt; crate -&gt; workspace\",\n            \"\u8303\u56f4\u7ef4\u5ea6\": \"\u6a21\u5757\u79c1\u6709 -&gt; pub -&gt; crate\u516c\u5f00 -&gt; \u5e93\u516c\u5f00\",\n            \"\u65f6\u95f4\u7ef4\u5ea6\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5 -&gt; \u96f6\u6210\u672c\u62bd\u8c61 -&gt; \u65e0\u8fd0\u884c\u65f6\u5f00\u9500\",\n        },\n    }\n\n    for lang, characteristics in language_comparison.items():\n        print(f\"\\n{lang}:\")\n        for dimension, description in characteristics.items():\n            print(f\"  {dimension:12}: {description}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_3d_framework()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u7edf\u4e00\u6a21\u5757\u5316\u6a21\u5f0f\u8bed\u8a00<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u521b\u5efa\u4e00\u79cd&#8221;\u901a\u7528\u6a21\u5757\u5316\u6a21\u5f0f\u8bed\u8a00&#8221;\uff0c\u7528\u4e8e\u63cf\u8ff0\u8de8\u8bed\u8a00\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7edf\u4e00\u6a21\u5757\u5316\u6a21\u5f0f\u8bed\u8a00\n# ============================================================================\n\nprint(\"\\n=== \u7edf\u4e00\u6a21\u5757\u5316\u6a21\u5f0f\u8bed\u8a00 ===\")\n\ndef demonstrate_unified_pattern_language():\n    \"\"\"\u6f14\u793a\u7edf\u4e00\u6a21\u5757\u5316\u6a21\u5f0f\u8bed\u8a00\"\"\"\n\n    print(\"\u7edf\u4e00\u6a21\u5757\u5316\u6a21\u5f0f\u8bed\u8a00\u7684\u6838\u5fc3\u6982\u5ff5\uff1a\")\n\n    # \u6838\u5fc3\u6a21\u5f0f\n    core_patterns = &#91;\n        (\"Module\", \"\u4ee3\u7801\u7684\u57fa\u672c\u7ec4\u7ec7\u5355\u5143\", \"Python: .py\u6587\u4ef6; Java: .class\u6587\u4ef6; Go: \u76ee\u5f55\"),\n        (\"Namespace\", \"\u907f\u514d\u540d\u79f0\u51b2\u7a81\u7684\u5bb9\u5668\", \"Python: \u5305; Java: \u5305; C++: namespace\"),\n        (\"Interface\", \"\u6a21\u5757\u4e4b\u95f4\u7684\u5951\u7ea6\", \"Java: interface; Go: interface; Rust: trait\"),\n        (\"Dependency\", \"\u6a21\u5757\u4e4b\u95f4\u7684\u4f7f\u7528\u5173\u7cfb\", \"\u5bfc\u5165\u8bed\u53e5\uff0c\u5305\u542b\u6307\u4ee4\uff0c\u94fe\u63a5\u6307\u4ee4\"),\n        (\"Export\", \"\u6a21\u5757\u5bf9\u5916\u66b4\u9732\u7684\u90e8\u5206\", \"Python: __all__; ES6: export; Go: \u5927\u5199\u5b57\u6bcd\"),\n        (\"Import\", \"\u6a21\u5757\u4f7f\u7528\u5916\u90e8\u529f\u80fd\u7684\u65b9\u5f0f\", \"import, require, use, include\"),\n        (\"Package\", \"\u53ef\u5206\u53d1\u7684\u6a21\u5757\u96c6\u5408\", \"Python: PyPI\u5305; JavaScript: npm\u5305; Java: JAR\"),\n    ]\n\n    print(\"\u6a21\u5f0f         | \u63cf\u8ff0             | \u8de8\u8bed\u8a00\u4f8b\u5b50\")\n    print(\"-\" * 70)\n    for pattern, description, examples in core_patterns:\n        print(f\"{pattern:12} | {description:15} | {examples}\")\n\n    # \u7ed3\u6784\u6a21\u5f0f\n    print(\"\\n\u7ed3\u6784\u6a21\u5f0f\uff08\u5982\u4f55\u7ec4\u7ec7\u6a21\u5757\uff09\uff1a\")\n\n    structural_patterns = &#91;\n        (\"Layered\", \"\u6309\u804c\u8d23\u5206\u5c42\u7ec4\u7ec7\", \"\u8868\u73b0\u5c42-&gt;\u4e1a\u52a1\u5c42-&gt;\u6570\u636e\u5c42\"),\n        (\"Modular Monolith\", \"\u5355\u4f53\u5e94\u7528\u5185\u7684\u6a21\u5757\u5316\", \"\u6e05\u6670\u7684\u6a21\u5757\u8fb9\u754c\uff0c\u5185\u90e8\u6a21\u5757\u5316\"),\n        (\"Microkernel\", \"\u6838\u5fc3\u7cfb\u7edf+\u63d2\u4ef6\", \"Eclipse, VS Code\u63d2\u4ef6\u7cfb\u7edf\"),\n        (\"Microservices\", \"\u72ec\u7acb\u90e8\u7f72\u7684\u670d\u52a1\", \"\u6bcf\u4e2a\u670d\u52a1\u662f\u4e00\u4e2a\u72ec\u7acb\u6a21\u5757\"),\n        (\"Shared Library\", \"\u516c\u5171\u529f\u80fd\u63d0\u53d6\u4e3a\u5e93\", \"\u5de5\u5177\u5e93\uff0c\u6846\u67b6\"),\n    ]\n\n    for pattern, description, example in structural_patterns:\n        print(f\"  \u2022 {pattern:20}: {description:30} \u4f8b\u5982: {example}\")\n\n    # \u884c\u4e3a\u6a21\u5f0f\n    print(\"\\n\u884c\u4e3a\u6a21\u5f0f\uff08\u6a21\u5757\u5982\u4f55\u4ea4\u4e92\uff09\uff1a\")\n\n    behavioral_patterns = &#91;\n        (\"Dependency Injection\", \"\u4f9d\u8d56\u4ece\u5916\u90e8\u6ce8\u5165\", \"\u677e\u8026\u5408\uff0c\u6613\u4e8e\u6d4b\u8bd5\"),\n        (\"Event-Driven\", \"\u901a\u8fc7\u4e8b\u4ef6\u901a\u4fe1\", \"\u677e\u8026\u5408\uff0c\u5f02\u6b65\u5904\u7406\"),\n        (\"Pipeline\", \"\u6570\u636e\u6d41\u7ecf\u4e00\u7cfb\u5217\u5904\u7406\u6a21\u5757\", \"Unix\u7ba1\u9053\uff0c\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\"),\n        (\"Pub-Sub\", \"\u53d1\u5e03-\u8ba2\u9605\u6a21\u5f0f\", \"\u6d88\u606f\u961f\u5217\uff0c\u4e8b\u4ef6\u603b\u7ebf\"),\n        (\"Facade\", \"\u4e3a\u590d\u6742\u5b50\u7cfb\u7edf\u63d0\u4f9b\u7b80\u5355\u63a5\u53e3\", \"\u7b80\u5316\u4f7f\u7528\uff0c\u9690\u85cf\u590d\u6742\u6027\"),\n    ]\n\n    for pattern, description, benefit in behavioral_patterns:\n        print(f\"  \u2022 {pattern:25}: {description:30} \u597d\u5904: {benefit}\")\n\n    # \u4f7f\u7528\u6a21\u5f0f\u8bed\u8a00\u63cf\u8ff0\u7cfb\u7edf\n    print(\"\\n\u4f7f\u7528\u6a21\u5f0f\u8bed\u8a00\u63cf\u8ff0\u4e00\u4e2a\u7cfb\u7edf\uff1a\")\n\n    system_description = \"\"\"\n\u7cfb\u7edf: \u7535\u5b50\u5546\u52a1\u5e73\u53f0\n\n\u7ed3\u6784\u6a21\u5f0f:\n  - Layered: \u8868\u73b0\u5c42(Web UI) -&gt; \u4e1a\u52a1\u5c42(\u8ba2\u5355\u5904\u7406) -&gt; \u6570\u636e\u5c42(\u6570\u636e\u5e93\u8bbf\u95ee)\n  - Microservices: \u7528\u6237\u670d\u52a1\u3001\u5546\u54c1\u670d\u52a1\u3001\u8ba2\u5355\u670d\u52a1\u3001\u652f\u4ed8\u670d\u52a1\n  - Shared Library: \u8ba4\u8bc1\u5e93\u3001\u65e5\u5fd7\u5e93\u3001\u914d\u7f6e\u5e93\n\n\u884c\u4e3a\u6a21\u5f0f:\n  - Event-Driven: \u8ba2\u5355\u521b\u5efa\u4e8b\u4ef6\u89e6\u53d1\u5e93\u5b58\u6263\u51cf\u3001\u652f\u4ed8\u5904\u7406\n  - Dependency Injection: \u670d\u52a1\u95f4\u901a\u8fc7\u63a5\u53e3\u4f9d\u8d56\uff0c\u6613\u4e8e\u66ff\u6362\u5b9e\u73b0\n  - Facade: \u8ba2\u5355\u670d\u52a1\u5bf9\u5916\u63d0\u4f9b\u7b80\u5355API\uff0c\u5185\u90e8\u534f\u8c03\u591a\u4e2a\u5b50\u7cfb\u7edf\n\n\u6a21\u5757\u5316\u5143\u7d20:\n  - Module: \u6bcf\u4e2a\u670d\u52a1\u7684\u72ec\u7acb\u4ee3\u7801\u5e93\n  - Interface: \u670d\u52a1\u95f4\u901a\u8fc7REST API\u6216gRPC\u63a5\u53e3\u901a\u4fe1\n  - Dependency: \u670d\u52a1\u95f4\u660e\u786e\u7684\u4f9d\u8d56\u5173\u7cfb\u56fe\n  - Package: \u6bcf\u4e2a\u670d\u52a1\u6253\u5305\u4e3aDocker\u5bb9\u5668\n\"\"\"\n\n    print(system_description)\n\n    # \u6a21\u5f0f\u8bed\u8a00\u5728\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u6620\u5c04\n    print(\"\\n\u6a21\u5f0f\u8bed\u8a00\u5230\u5177\u4f53\u8bed\u8a00\u7684\u6620\u5c04\uff1a\")\n\n    language_mappings = {\n        \"Module\": {\n            \"Python\": \"\u5305\u542b__init__.py\u7684\u76ee\u5f55\u6216.py\u6587\u4ef6\",\n            \"Java\": \"\u5305\u542bmodule-info.java\u7684\u6a21\u5757\u6216JAR\u6587\u4ef6\",\n            \"Go\": \"\u5305\u542bgo.mod\u7684\u6a21\u5757\u6216\u5305\u76ee\u5f55\",\n            \"Rust\": \"Crate (\u5e93Crate\u6216\u4e8c\u8fdb\u5236Crate)\",\n        },\n        \"Interface\": {\n            \"Python\": \"\u62bd\u8c61\u57fa\u7c7b(ABC)\u6216\u534f\u8bae(Protocol)\",\n            \"Java\": \"interface\u5173\u952e\u5b57\u5b9a\u4e49\",\n            \"Go\": \"\u5305\u542b\u65b9\u6cd5\u96c6\u7684interface\u7c7b\u578b\",\n            \"TypeScript\": \"interface\u6216type\u5b9a\u4e49\",\n            \"Rust\": \"trait\u5b9a\u4e49\",\n        },\n        \"Dependency\": {\n            \"Python\": \"import\u8bed\u53e5\uff0crequirements.txt\",\n            \"Java\": \"import\u8bed\u53e5\uff0cMaven\/Gradle\u4f9d\u8d56\",\n            \"JavaScript\": \"import\/require\uff0cpackage.json\",\n            \"Go\": \"import\u8bed\u53e5\uff0cgo.mod\",\n            \"Rust\": \"use\u8bed\u53e5\uff0cCargo.toml\",\n        },\n    }\n\n    for pattern, mappings in language_mappings.items():\n        print(f\"\\n{pattern}:\")\n        for lang, implementation in mappings.items():\n            print(f\"  {lang:15}: {implementation}\")\n\n    # \u4f7f\u7528\u6a21\u5f0f\u8bed\u8a00\u8fdb\u884c\u8bbe\u8ba1\u51b3\u7b56\n    print(\"\\n\u4f7f\u7528\u6a21\u5f0f\u8bed\u8a00\u8fdb\u884c\u8bbe\u8ba1\u51b3\u7b56\uff1a\")\n\n    design_decisions = &#91;\n        (\"\u9009\u62e9\u6a21\u5757\u8fb9\u754c\", \"\u6309\u4e1a\u52a1\u80fd\u529b\u8fb9\u754c vs \u6309\u6280\u672f\u5c42\u6b21\", \"\u5fae\u670d\u52a1 vs \u5206\u5c42\u67b6\u6784\"),\n        (\"\u4f9d\u8d56\u65b9\u5411\", \"\u9ad8\u5c42\u6a21\u5757\u4f9d\u8d56\u4f4e\u5c42 vs \u4f9d\u8d56\u62bd\u8c61\", \"\u4f9d\u8d56\u5012\u7f6e\u539f\u5219\"),\n        (\"\u901a\u4fe1\u673a\u5236\", \"\u540c\u6b65\u8c03\u7528 vs \u5f02\u6b65\u6d88\u606f\", \"REST API vs \u6d88\u606f\u961f\u5217\"),\n        (\"\u90e8\u7f72\u5355\u5143\", \"\u5355\u4f53\u90e8\u7f72 vs \u72ec\u7acb\u90e8\u7f72\", \"Monolith vs Microservices\"),\n        (\"\u7248\u672c\u7b56\u7565\", \"\u5171\u540c\u6f14\u8fdb vs \u72ec\u7acb\u7248\u672c\", \"\u8bed\u4e49\u5316\u7248\u672c\uff0c\u5411\u540e\u517c\u5bb9\"),\n    ]\n\n    for decision, options, considerations in design_decisions:\n        print(f\"  \u2022 {decision:20}: {options:30} \u8003\u8651: {considerations}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_unified_pattern_language()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u6838\u5fc3\u6d1e\u89c1<\/h3>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u5802\u8bfe\uff0c\u6211\u4eec\u83b7\u5f97\u4e86\u4ee5\u4e0b\u6838\u5fc3\u6d1e\u89c1\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u5757\u5316\u7684\u672c\u8d28\u662f\u8ba4\u77e5\u7ba1\u7406<\/strong>\uff1a\u6240\u6709\u6a21\u5757\u5316\u6280\u672f\u6700\u7ec8\u90fd\u662f\u4e3a\u4e86\u964d\u4f4e\u4eba\u7c7b\u7406\u89e3\u7cfb\u7edf\u7684\u8ba4\u77e5\u8d1f\u8377\u3002<\/li>\n\n\n\n<li><strong>\u8bed\u8a00\u5dee\u5f02\u662f\u8868\u9762\u73b0\u8c61<\/strong>\uff1a\u5c3d\u7ba1\u672f\u8bed\u548c\u5b9e\u73b0\u4e0d\u540c\uff0c\u6240\u6709\u7f16\u7a0b\u8bed\u8a00\u90fd\u5728\u89e3\u51b3\u76f8\u540c\u7684\u6a21\u5757\u5316\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u4e09\u4e2a\u7edf\u4e00\u7ef4\u5ea6<\/strong>\uff1a\u53ef\u4ee5\u4ece\u62bd\u8c61\u7ef4\u5ea6\u3001\u8303\u56f4\u7ef4\u5ea6\u548c\u65f6\u95f4\u7ef4\u5ea6\u7edf\u4e00\u7406\u89e3\u6240\u6709\u6a21\u5757\u5316\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u5f0f\u8de8\u8d8a\u8bed\u8a00\u8fb9\u754c<\/strong>\uff1a\u4f9d\u8d56\u6ce8\u5165\u3001\u5206\u5c42\u67b6\u6784\u3001\u5fae\u670d\u52a1\u7b49\u6a21\u5f0f\u5728\u4e0d\u540c\u8bed\u8a00\u4e2d\u90fd\u6709\u5bf9\u5e94\u5b9e\u73b0\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u7ed9\u5b66\u4e60\u8005\u7684\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5148\u7406\u89e3\u6982\u5ff5\uff0c\u518d\u5b66\u4e60\u8bed\u6cd5<\/strong>\uff1a\u7406\u89e3&#8221;\u547d\u540d\u7a7a\u95f4&#8221;\u7684\u6982\u5ff5\u6bd4\u8bb0\u4f4fPython\u7684<code>import<\/code>\u8bed\u6cd5\u66f4\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u591a\u79cd\u8bed\u8a00\u7684\u6a21\u5757\u7cfb\u7edf<\/strong>\uff1a\u6bd4\u8f83\u4e0d\u540c\u8bed\u8a00\u7684\u89e3\u51b3\u65b9\u6848\u4f1a\u52a0\u6df1\u4f60\u5bf9\u6a21\u5757\u5316\u672c\u8d28\u7684\u7406\u89e3\u3002<\/li>\n\n\n\n<li><strong>\u5173\u6ce8\u4e0d\u53d8\u7684\u539f\u5219<\/strong>\uff1a\u5185\u805a\u3001\u8026\u5408\u3001\u5c01\u88c5\u3001\u62bd\u8c61\u8fd9\u4e9b\u539f\u5219\u6bd4\u5177\u4f53\u5b9e\u73b0\u66f4\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u8df5\u8de8\u8bed\u8a00\u601d\u7ef4<\/strong>\uff1a\u5c1d\u8bd5\u7528\u4e0d\u540c\u8bed\u8a00\u5b9e\u73b0\u76f8\u540c\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u89c2\u5bdf\u5f02\u540c\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u672a\u6765\u5c55\u671b<\/h3>\n\n\n\n<p>\u6a21\u5757\u5316\u6280\u672f\u4ecd\u5728\u4e0d\u65ad\u53d1\u5c55\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>WebAssembly\u6a21\u5757<\/strong>\uff1a\u53ef\u80fd\u6210\u4e3a\u8de8\u8bed\u8a00\u6a21\u5757\u5316\u7684\u65b0\u6807\u51c6\u3002<\/li>\n\n\n\n<li><strong>AI\u8f85\u52a9\u6a21\u5757\u5316<\/strong>\uff1aAI\u53ef\u4ee5\u5e2e\u52a9\u8bbe\u8ba1\u66f4\u597d\u7684\u6a21\u5757\u8fb9\u754c\u548c\u63a5\u53e3\u3002<\/li>\n\n\n\n<li><strong>\u5f62\u5f0f\u5316\u9a8c\u8bc1<\/strong>\uff1a\u6570\u5b66\u65b9\u6cd5\u8bc1\u660e\u6a21\u5757\u63a5\u53e3\u7684\u6b63\u786e\u6027\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u9002\u5e94\u7cfb\u7edf<\/strong>\uff1a\u8fd0\u884c\u65f6\u6839\u636e\u9700\u6c42\u52a8\u6001\u8c03\u6574\u6a21\u5757\u7ed3\u6784\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u6700\u7ec8\u601d\u8003<\/h3>\n\n\n\n<p>\u6a21\u5757\u5316\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u601d\u7ef4\u65b9\u5f0f\u7684\u4f53\u73b0\u3002\u4f18\u79c0\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u5e94\u8be5\u80fd\u591f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5728\u4e0d\u540c\u62bd\u8c61\u5c42\u6b21\u601d\u8003<\/strong>\uff1a\u4ece\u4ee3\u7801\u884c\u5230\u7cfb\u7edf\u67b6\u6784\uff0c\u90fd\u80fd\u770b\u5230\u6a21\u5757\u5316\u7684\u673a\u4f1a\u3002<\/li>\n\n\n\n<li><strong>\u5728\u8bed\u8a00\u95f4\u81ea\u7531\u8f6c\u6362<\/strong>\uff1a\u4e0d\u56e0\u8bed\u8a00\u7279\u6027\u9650\u5236\u800c\u5f71\u54cd\u6a21\u5757\u5316\u8bbe\u8ba1\u3002<\/li>\n\n\n\n<li><strong>\u5e73\u8861\u5404\u79cd\u7ea6\u675f<\/strong>\uff1a\u5728\u8ba4\u77e5\u8d1f\u8377\u3001\u6027\u80fd\u3001\u5b89\u5168\u6027\u3001\u53ef\u7ef4\u62a4\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002<\/li>\n\n\n\n<li><strong>\u9884\u89c1\u53d8\u5316<\/strong>\uff1a\u8bbe\u8ba1\u80fd\u591f\u9002\u5e94\u672a\u6765\u53d8\u5316\u7684\u6a21\u5757\u5316\u7ed3\u6784\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u6a21\u5757\u5316\u7684\u7ec8\u6781\u76ee\u6807\u4e0d\u662f\u521b\u5efa\u5b8c\u7f8e\u7684\u67b6\u6784\uff0c\u800c\u662f\u521b\u5efa\u80fd\u591f\u968f\u7740\u9700\u6c42\u53d8\u5316\u800c\u6f14\u8fdb\u7684\u7cfb\u7edf\u3002\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u5177\u5907\u4e86\u8de8\u8bed\u8a00\u601d\u8003\u6a21\u5757\u5316\u95ee\u9898\u7684\u80fd\u529b\uff0c\u80fd\u591f\u5728\u4efb\u4f55\u7f16\u7a0b\u73af\u5883\u4e2d\u8bbe\u8ba1\u51fa\u6e05\u6670\u3001\u53ef\u7ef4\u62a4\u7684\u4ee3\u7801\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u56db\u8bfe\uff1a\u8de8\u8bed\u8a00\u4ee3\u7801\u7ec4\u7ec7 &#8211; \u6253\u7834\u7f16\u7a0b\u8bed\u8a00\u7684\u56f4\u5899\uff01\u5b8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u4e94\u8bfe\uff1a\u9ad8\u7ea7\u62bd\u8c61 &#8211; \u4ece\u62bd\u8c61\u7c7b\u5230\u9886\u57df\u5efa\u6a21\u7684\u827a\u672f<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u62bd\u8c61\u7684\u672c\u8d28\u4e0e\u529b\u91cf<\/h2>\n\n\n\n<p>\u5728\u8f6f\u4ef6\u5f00\u53d1\u7684\u65e9\u671f\uff0c\u6211\u4eec\u7f16\u5199\u5177\u4f53\u7684\u4ee3\u7801\u6765\u89e3\u51b3\u5177\u4f53\u7684\u95ee\u9898\u3002\u4f46\u968f\u7740\u7cfb\u7edf\u590d\u6742\u6027\u7684\u589e\u957f\uff0c\u6211\u4eec\u9010\u6e10\u53d1\u73b0\uff1a<strong>\u5177\u4f53\u662f\u6682\u65f6\u7684\uff0c\u62bd\u8c61\u662f\u6c38\u6052\u7684<\/strong>\u3002\u62bd\u8c61\u4e0d\u4ec5\u4ec5\u662f&#8221;\u9690\u85cf\u7ec6\u8282&#8221;\uff0c\u5b83\u662f\u4e00\u79cd\u601d\u7ef4\u6a21\u5f0f\uff0c\u4e00\u79cd\u5728\u590d\u6742\u4e16\u754c\u4e2d\u5bfb\u627e\u672c\u8d28\u89c4\u5f8b\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u7d22\u9ad8\u7ea7\u62bd\u8c61\u7684\u4e16\u754c\uff0c\u4ece\u57fa\u7840\u7684\u62bd\u8c61\u7c7b\u5f00\u59cb\uff0c\u9010\u6b65\u6df1\u5165\u5230\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u3001\u6cdb\u578b\u7f16\u7a0b\u548c\u5143\u7f16\u7a0b\u3002\u65e0\u8bba\u4f60\u4f7f\u7528Python\u3001Java\u3001C++\u8fd8\u662f\u5176\u4ed6\u8bed\u8a00\uff0c\u638c\u63e1\u62bd\u8c61\u601d\u7ef4\u5c06\u4f7f\u4f60\u4ece&#8221;\u4ee3\u7801\u5b9e\u73b0\u8005&#8221;\u8f6c\u53d8\u4e3a&#8221;\u95ee\u9898\u89e3\u51b3\u8005&#8221;\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u62bd\u8c61\u7c7b &#8211; \u5951\u7ea6\u4e0e\u627f\u8bfa\u7684\u827a\u672f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u62bd\u8c61\u7c7b\u7684\u672c\u8d28\uff1a\u672a\u5b8c\u6210\u7684\u6545\u4e8b<\/h3>\n\n\n\n<p>\u62bd\u8c61\u7c7b\u5b9a\u4e49\u4e86&#8221;\u4ec0\u4e48&#8221;\u9700\u8981\u5b8c\u6210\uff0c\u4f46\u4e0d\u6307\u5b9a&#8221;\u5982\u4f55&#8221;\u5b8c\u6210\u3002\u5b83\u662f\u7236\u7c7b\u5bf9\u5b50\u7c7b\u7684\u5951\u7ea6\uff0c\u662f\u63a5\u53e3\u4e0e\u5b9e\u73b0\u7684\u5206\u79bb\uff0c\u662f\u7a33\u5b9a\u4e0e\u53d8\u5316\u7684\u8fb9\u754c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u62bd\u8c61\u7c7b\u7684\u672c\u8d28\uff1a\u672a\u5b8c\u6210\u7684\u6545\u4e8b\n# ============================================================================\n\nprint(\"=== \u62bd\u8c61\u7c7b\u7684\u672c\u8d28\uff1a\u672a\u5b8c\u6210\u7684\u6545\u4e8b ===\")\n\ndef demonstrate_abstract_class_essence():\n    \"\"\"\u6f14\u793a\u62bd\u8c61\u7c7b\u7684\u672c\u8d28\"\"\"\n\n    print(\"\u62bd\u8c61\u7c7b\u56de\u7b54\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\")\n    print(\"1. \u9700\u8981\u4ec0\u4e48\u884c\u4e3a\uff1f\uff08\u65b9\u6cd5\u7b7e\u540d\uff09\")\n    print(\"2. \u53ef\u4ee5\u63d0\u4f9b\u4ec0\u4e48\u9ed8\u8ba4\u5b9e\u73b0\uff1f\uff08\u5171\u6027\u63d0\u53d6\uff09\")\n    print(\"3. \u5982\u4f55\u5f3a\u5236\u5b50\u7c7b\u5b9e\u73b0\u7279\u5b9a\u884c\u4e3a\uff1f\uff08\u5951\u7ea6\u7ea6\u675f\uff09\")\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u62bd\u8c61\u7c7b\u5b9e\u73b0\u5bf9\u6bd4\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u62bd\u8c61\u7c7b\u5b9e\u73b0\uff1a\")\n\n    language_abstractions = {\n        \"Python\": {\n            \"\u673a\u5236\": \"abc\u6a21\u5757 + \u62bd\u8c61\u65b9\u6cd5\u88c5\u9970\u5668\",\n            \"\u7279\u70b9\": \"\u8fd0\u884c\u65f6\u68c0\u67e5\uff0c\u7075\u6d3b\u4f46\u677e\u6563\",\n            \"\u793a\u4f8b\": \"\"\"\nfrom abc import ABC, abstractmethod\n\nclass Animal(ABC):\n    @abstractmethod\n    def make_sound(self):\n        pass\n\"\"\"\n        },\n        \"Java\": {\n            \"\u673a\u5236\": \"abstract\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u4e25\u683c\u660e\u786e\",\n            \"\u793a\u4f8b\": \"\"\"\npublic abstract class Animal {\n    public abstract void makeSound();\n    public void breathe() {\n        System.out.println(\"\u547c\u5438\u4e2d...\");\n    }\n}\n\"\"\"\n        },\n        \"C++\": {\n            \"\u673a\u5236\": \"\u7eaf\u865a\u51fd\u6570\",\n            \"\u7279\u70b9\": \"\u96f6\u6216\u4e00\u6cd5\u5219\uff0c\u591a\u91cd\u7ee7\u627f\",\n            \"\u793a\u4f8b\": \"\"\"\nclass Animal {\npublic:\n    virtual void makeSound() = 0; \/\/ \u7eaf\u865a\u51fd\u6570\n    virtual ~Animal() {}\n};\n\"\"\"\n        },\n        \"C#\": {\n            \"\u673a\u5236\": \"abstract\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7c7b\u4f3cJava\uff0c\u4f46\u66f4\u73b0\u4ee3\u5316\",\n            \"\u793a\u4f8b\": \"\"\"\npublic abstract class Animal {\n    public abstract void MakeSound();\n    public virtual void Breathe() {\n        Console.WriteLine(\"\u547c\u5438\u4e2d...\");\n    }\n}\n\"\"\"\n        },\n        \"TypeScript\": {\n            \"\u673a\u5236\": \"abstract\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u7c7b\u578b\u68c0\u67e5\",\n            \"\u793a\u4f8b\": \"\"\"\nabstract class Animal {\n    abstract makeSound(): void;\n    breathe(): void {\n        console.log(\"\u547c\u5438\u4e2d...\");\n    }\n}\n\"\"\"\n        },\n    }\n\n    for lang, info in language_abstractions.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u673a\u5236: {info&#91;'\u673a\u5236']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b'].strip()}\")\n\n    # \u62bd\u8c61\u7c7b\u7684\u56db\u4e2a\u6838\u5fc3\u4ef7\u503c\n    print(\"\\n\u62bd\u8c61\u7c7b\u7684\u56db\u4e2a\u6838\u5fc3\u4ef7\u503c\uff1a\")\n\n    values = &#91;\n        (\"\u8bbe\u8ba1\u7ea6\u675f\", \"\u5f3a\u5236\u5b50\u7c7b\u5b9e\u73b0\u7279\u5b9a\u65b9\u6cd5\", \"\u786e\u4fdd\u63a5\u53e3\u4e00\u81f4\u6027\"),\n        (\"\u4ee3\u7801\u590d\u7528\", \"\u63d0\u4f9b\u901a\u7528\u5b9e\u73b0\", \"\u51cf\u5c11\u91cd\u590d\u4ee3\u7801\"),\n        (\"\u591a\u6001\u57fa\u7840\", \"\u7edf\u4e00\u7684\u7c7b\u578b\u5c42\u6b21\", \"\u8fd0\u884c\u65f6\u52a8\u6001\u884c\u4e3a\"),\n        (\"\u6587\u6863\u4f5c\u7528\", \"\u660e\u786e\u8bbe\u8ba1\u610f\u56fe\", \"\u6307\u5bfc\u5b50\u7c7b\u5b9e\u73b0\"),\n    ]\n\n    for value, mechanism, benefit in values:\n        print(f\"  \u2022 {value:15} | {mechanism:25} | -&gt; {benefit}\")\n\n    # \u62bd\u8c61\u7c7b\u7684\u54f2\u5b66\u601d\u8003\n    print(\"\\n\u62bd\u8c61\u7c7b\u7684\u54f2\u5b66\u601d\u8003\uff1a\")\n\n    philosophical_points = &#91;\n        (\"\u67cf\u62c9\u56fe\u7406\u5ff5\u8bba\", \"\u62bd\u8c61\u7c7b\u662f'\u7406\u5ff5'\uff0c\u5177\u4f53\u7c7b\u662f'\u5f71\u5b50'\", \"\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u5173\u7cfb\"),\n        (\"\u5951\u7ea6\u7406\u8bba\", \"\u62bd\u8c61\u7c7b\u662f\u5951\u7ea6\uff0c\u5177\u4f53\u7c7b\u662f\u5c65\u7ea6\", \"\u6743\u5229\u4e0e\u4e49\u52a1\u7684\u5173\u7cfb\"),\n        (\"\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\", \"\u5b9a\u4e49\u7b97\u6cd5\u9aa8\u67b6\uff0c\u5b50\u7c7b\u586b\u5145\u7ec6\u8282\", \"\u7a33\u5b9a\u4e0e\u53d8\u5316\u7684\u5173\u7cfb\"),\n        (\"\u91cc\u6c0f\u66ff\u6362\u539f\u5219\", \"\u5b50\u7c7b\u5fc5\u987b\u80fd\u66ff\u6362\u7236\u7c7b\", \"\u7ee7\u627f\u4e0e\u66ff\u6362\u7684\u5173\u7cfb\"),\n    ]\n\n    for concept, analogy, relationship in philosophical_points:\n        print(f\"  \u2022 {concept:15} : {analogy:30} ({relationship})\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_abstract_class_essence()\n\n# Python\u62bd\u8c61\u7c7b\u7684\u6df1\u5165\u793a\u4f8b\nprint(\"\\n\" + \"=\"*60)\nprint(\"Python\u62bd\u8c61\u7c7b\u6df1\u5165\u793a\u4f8b\")\nprint(\"=\"*60)\n\nfrom abc import ABC, abstractmethod\nfrom typing import List, Dict, Any, Optional\nimport json\n\nclass DataProcessor(ABC):\n    \"\"\"\u6570\u636e\u5904\u7406\u5668\u62bd\u8c61\u7c7b - \u5b9a\u4e49\u6570\u636e\u5904\u7406\u7684\u6807\u51c6\u6d41\u7a0b\"\"\"\n\n    def __init__(self, data_source: str):\n        self.data_source = data_source\n        self.processed_data = None\n        self._validation_errors = &#91;]\n\n    @abstractmethod\n    def load_data(self) -&gt; Any:\n        \"\"\"\u52a0\u8f7d\u6570\u636e - \u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\"\"\"\n        pass\n\n    @abstractmethod\n    def validate(self, data: Any) -&gt; bool:\n        \"\"\"\u9a8c\u8bc1\u6570\u636e - \u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\"\"\"\n        pass\n\n    def transform(self, data: Any) -&gt; Any:\n        \"\"\"\u8f6c\u6362\u6570\u636e - \u9ed8\u8ba4\u5b9e\u73b0\uff0c\u5b50\u7c7b\u53ef\u91cd\u5199\"\"\"\n        # \u9ed8\u8ba4\u4e0d\u505a\u8f6c\u6362\n        return data\n\n    def save_result(self, result: Any, output_path: str) -&gt; bool:\n        \"\"\"\u4fdd\u5b58\u7ed3\u679c - \u9ed8\u8ba4\u5b9e\u73b0\"\"\"\n        try:\n            with open(output_path, 'w') as f:\n                if isinstance(result, (dict, list)):\n                    json.dump(result, f, indent=2)\n                else:\n                    f.write(str(result))\n            return True\n        except Exception as e:\n            print(f\"\u4fdd\u5b58\u5931\u8d25: {e}\")\n            return False\n\n    # \u6a21\u677f\u65b9\u6cd5\uff1a\u5b9a\u4e49\u7b97\u6cd5\u9aa8\u67b6\n    def process(self, output_path: Optional&#91;str] = None) -&gt; Any:\n        \"\"\"\u5904\u7406\u6570\u636e\u7684\u6807\u51c6\u6d41\u7a0b - \u6a21\u677f\u65b9\u6cd5\"\"\"\n        print(f\"\u5f00\u59cb\u5904\u7406\u6570\u636e\uff0c\u6765\u6e90: {self.data_source}\")\n\n        # 1. \u52a0\u8f7d\u6570\u636e\n        raw_data = self.load_data()\n        print(f\"\u52a0\u8f7d\u6570\u636e\u5b8c\u6210\uff0c\u5927\u5c0f: {len(str(raw_data)) if raw_data else 0} \u5b57\u8282\")\n\n        # 2. \u9a8c\u8bc1\u6570\u636e\n        if not self.validate(raw_data):\n            print(f\"\u6570\u636e\u9a8c\u8bc1\u5931\u8d25: {self._validation_errors}\")\n            return None\n\n        # 3. \u8f6c\u6362\u6570\u636e\n        transformed = self.transform(raw_data)\n        print(f\"\u6570\u636e\u8f6c\u6362\u5b8c\u6210\")\n\n        # 4. \u4fdd\u5b58\u7ed3\u679c\n        if output_path:\n            if self.save_result(transformed, output_path):\n                print(f\"\u7ed3\u679c\u5df2\u4fdd\u5b58\u5230: {output_path}\")\n\n        self.processed_data = transformed\n        return transformed\n\n    def add_validation_error(self, error: str):\n        \"\"\"\u6dfb\u52a0\u9a8c\u8bc1\u9519\u8bef\"\"\"\n        self._validation_errors.append(error)\n\n# \u5177\u4f53\u5b9e\u73b0\u7c7b\nclass JSONDataProcessor(DataProcessor):\n    \"\"\"JSON\u6570\u636e\u5904\u7406\u5668\"\"\"\n\n    def load_data(self) -&gt; Any:\n        \"\"\"\u52a0\u8f7dJSON\u6570\u636e\"\"\"\n        try:\n            with open(self.data_source, 'r') as f:\n                return json.load(f)\n        except Exception as e:\n            self.add_validation_error(f\"\u52a0\u8f7dJSON\u5931\u8d25: {e}\")\n            return None\n\n    def validate(self, data: Any) -&gt; bool:\n        \"\"\"\u9a8c\u8bc1JSON\u6570\u636e\"\"\"\n        if data is None:\n            self.add_validation_error(\"\u6570\u636e\u4e3a\u7a7a\")\n            return False\n\n        if not isinstance(data, (dict, list)):\n            self.add_validation_error(f\"\u6570\u636e\u683c\u5f0f\u65e0\u6548\uff0c\u671f\u671bdict\u6216list\uff0c\u5f97\u5230{type(data)}\")\n            return False\n\n        # \u7b80\u5355\u7684\u9a8c\u8bc1\uff1a\u68c0\u67e5\u5fc5\u8981\u5b57\u6bb5\uff08\u5982\u679c\u662f\u5b57\u5178\uff09\n        if isinstance(data, dict):\n            if 'id' not in data:\n                self.add_validation_error(\"\u5b57\u5178\u6570\u636e\u7f3a\u5c11'id'\u5b57\u6bb5\")\n                return False\n\n        return True\n\n    def transform(self, data: Any) -&gt; Any:\n        \"\"\"\u8f6c\u6362JSON\u6570\u636e\"\"\"\n        if isinstance(data, dict):\n            # \u6dfb\u52a0\u5904\u7406\u5143\u6570\u636e\n            transformed = data.copy()\n            transformed&#91;'_processed'] = True\n            transformed&#91;'_processor'] = 'JSONDataProcessor'\n            transformed&#91;'_timestamp'] = '2024-01-20T12:00:00Z'\n            return transformed\n        return data\n\nclass CSVDataProcessor(DataProcessor):\n    \"\"\"CSV\u6570\u636e\u5904\u7406\u5668\"\"\"\n\n    def load_data(self) -&gt; Any:\n        \"\"\"\u52a0\u8f7dCSV\u6570\u636e\"\"\"\n        try:\n            import csv\n            data = &#91;]\n            with open(self.data_source, 'r', newline='') as f:\n                reader = csv.DictReader(f)\n                for row in reader:\n                    data.append(row)\n            return data\n        except Exception as e:\n            self.add_validation_error(f\"\u52a0\u8f7dCSV\u5931\u8d25: {e}\")\n            return None\n\n    def validate(self, data: Any) -&gt; bool:\n        \"\"\"\u9a8c\u8bc1CSV\u6570\u636e\"\"\"\n        if not data:\n            self.add_validation_error(\"\u6570\u636e\u4e3a\u7a7a\")\n            return False\n\n        if not isinstance(data, list):\n            self.add_validation_error(f\"CSV\u6570\u636e\u683c\u5f0f\u65e0\u6548\uff0c\u671f\u671blist\uff0c\u5f97\u5230{type(data)}\")\n            return False\n\n        # \u68c0\u67e5\u81f3\u5c11\u6709\u4e00\u884c\u6570\u636e\n        if len(data) == 0:\n            self.add_validation_error(\"CSV\u6570\u636e\u4e3a\u7a7a\")\n            return False\n\n        # \u68c0\u67e5\u6240\u6709\u884c\u6709\u76f8\u540c\u7684\u952e\n        if len(data) &gt; 1:\n            first_keys = set(data&#91;0].keys())\n            for i, row in enumerate(data&#91;1:], 1):\n                if set(row.keys()) != first_keys:\n                    self.add_validation_error(f\"\u7b2c{i}\u884c\u5217\u4e0d\u4e00\u81f4\")\n                    return False\n\n        return True\n\n# \u4f7f\u7528\u62bd\u8c61\u7c7b\nprint(\"\u4f7f\u7528\u62bd\u8c61\u7c7b\u793a\u4f8b\uff1a\")\n\n# \u521b\u5efa\u4e34\u65f6\u6d4b\u8bd5\u6587\u4ef6\nimport tempfile\nimport os\n\n# \u521b\u5efa\u6d4b\u8bd5JSON\u6587\u4ef6\nwith tempfile.NamedTemporaryFile(mode='w', suffix='.json', delete=False) as f:\n    json.dump({\"id\": 1, \"name\": \"\u6d4b\u8bd5\u6570\u636e\", \"value\": 42}, f)\n    json_file = f.name\n\nprint(f\"\u521b\u5efa\u6d4b\u8bd5JSON\u6587\u4ef6: {json_file}\")\n\n# \u4f7f\u7528JSON\u5904\u7406\u5668\njson_processor = JSONDataProcessor(json_file)\nresult = json_processor.process(\"output.json\")\nprint(f\"JSON\u5904\u7406\u7ed3\u679c: {result}\")\n\n# \u521b\u5efa\u6d4b\u8bd5CSV\u6587\u4ef6\ncsv_content = \"\"\"id,name,value\n1,\u9879\u76eeA,100\n2,\u9879\u76eeB,200\n3,\u9879\u76eeC,300\n\"\"\"\nwith tempfile.NamedTemporaryFile(mode='w', suffix='.csv', delete=False) as f:\n    f.write(csv_content)\n    csv_file = f.name\n\nprint(f\"\\n\u521b\u5efa\u6d4b\u8bd5CSV\u6587\u4ef6: {csv_file}\")\n\n# \u4f7f\u7528CSV\u5904\u7406\u5668\ncsv_processor = CSVDataProcessor(csv_file)\nresult = csv_processor.process()\nprint(f\"CSV\u5904\u7406\u7ed3\u679c: {result&#91;:2]}...\")  # \u53ea\u663e\u793a\u524d\u4e24\u884c\n\n# \u6e05\u7406\u4e34\u65f6\u6587\u4ef6\nos.unlink(json_file)\nos.unlink(csv_file)\n\n# \u62bd\u8c61\u7c7b\u7684\u7c7b\u578b\u68c0\u67e5\nprint(\"\\n\u62bd\u8c61\u7c7b\u7684\u7c7b\u578b\u68c0\u67e5\uff1a\")\n\ndef process_with_processor(processor: DataProcessor) -&gt; Any:\n    \"\"\"\u4f7f\u7528\u62bd\u8c61\u7c7b\u578b\u4f5c\u4e3a\u53c2\u6570\"\"\"\n    print(f\"\u5904\u7406\u6570\u636e\uff0c\u5904\u7406\u5668\u7c7b\u578b: {type(processor).__name__}\")\n    return processor.process()\n\n# \u591a\u6001\u8c03\u7528\nprocessors = &#91;\n    JSONDataProcessor(json_file),  # \u6ce8\u610f\uff1a\u6587\u4ef6\u5df2\u5220\u9664\uff0c\u8fd9\u91cc\u4f1a\u5931\u8d25\uff0c\u4ec5\u7528\u4e8e\u6f14\u793a\u7c7b\u578b\n    CSVDataProcessor(csv_file),    # \u540c\u4e0a\n]\n\nprint(\"\u591a\u6001\u8c03\u7528\u7684\u5173\u952e\u5728\u4e8e\uff1a\")\nprint(\"1. \u51fd\u6570\u63a5\u53d7\u62bd\u8c61\u7c7b\u578b\u53c2\u6570\")\nprint(\"2. \u8fd0\u884c\u65f6\u52a8\u6001\u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u5177\u4f53\u5b9e\u73b0\")\nprint(\"3. \u65b0\u589e\u5904\u7406\u5668\u7c7b\u578b\u4e0d\u9700\u8981\u4fee\u6539\u8c03\u7528\u4ee3\u7801\")\n\n# \u62bd\u8c61\u7c7b\u4e0e\u63a5\u53e3\u7684\u5bf9\u6bd4\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u62bd\u8c61\u7c7b vs \u63a5\u53e3\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u62bd\u8c61\u7c7b (Abstract Class):\n  \u2022 \u53ef\u4ee5\u5305\u542b\u5b9e\u73b0\u4ee3\u7801\n  \u2022 \u53ef\u4ee5\u6709\u72b6\u6001\uff08\u5b9e\u4f8b\u53d8\u91cf\uff09\n  \u2022 \u5355\u7ee7\u627f\uff08\u5927\u591a\u6570\u8bed\u8a00\uff09\n  \u2022 \u7528\u4e8e\"\u662f\u4e00\u4e2a\"\u7684\u5173\u7cfb\n  \u2022 \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\u7684\u5929\u7136\u8f7d\u4f53\n\n\u63a5\u53e3 (Interface):\n  \u2022 \u53ea\u5b9a\u4e49\u5951\u7ea6\uff0c\u6ca1\u6709\u5b9e\u73b0\n  \u2022 \u4e0d\u80fd\u6709\u72b6\u6001\n  \u2022 \u591a\u5b9e\u73b0\/\u7ee7\u627f\n  \u2022 \u7528\u4e8e\"\u884c\u4e3a\u5951\u7ea6\"\u7684\u5173\u7cfb\n  \u2022 \u7b56\u7565\u6a21\u5f0f\u7684\u5929\u7136\u8f7d\u4f53\n\n\u73b0\u4ee3\u8d8b\u52bf\uff1a\u63a5\u53e3\u7684\u590d\u5174\n  \u2022 Java 8+: \u63a5\u53e3\u53ef\u4ee5\u6709\u9ed8\u8ba4\u65b9\u6cd5\n  \u2022 C# 8.0+: \u63a5\u53e3\u53ef\u4ee5\u6709\u5b9e\u73b0\n  \u2022 Kotlin: \u63a5\u53e3\u53ef\u4ee5\u6709\u5c5e\u6027\n  \u2022 \u754c\u9650\u9010\u6e10\u6a21\u7cca\uff0c\u4f46\u8bbe\u8ba1\u610f\u56fe\u4e0d\u540c\n\"\"\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u62bd\u8c61\u7c7b\u7684\u9ad8\u7ea7\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u62bd\u8c61\u7c7b\u4e0d\u4ec5\u4ec5\u662f\u5b9a\u4e49\u51e0\u4e2a\u62bd\u8c61\u65b9\u6cd5\u90a3\u4e48\u7b80\u5355\uff0c\u5b83\u652f\u6301\u591a\u79cd\u9ad8\u7ea7\u8bbe\u8ba1\u6a21\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u62bd\u8c61\u7c7b\u7684\u9ad8\u7ea7\u6a21\u5f0f\n# ============================================================================\n\nprint(\"\\n=== \u62bd\u8c61\u7c7b\u7684\u9ad8\u7ea7\u6a21\u5f0f ===\")\n\ndef demonstrate_advanced_abstract_patterns():\n    \"\"\"\u6f14\u793a\u62bd\u8c61\u7c7b\u7684\u9ad8\u7ea7\u6a21\u5f0f\"\"\"\n\n    print(\"\u62bd\u8c61\u7c7b\u652f\u6301\u7684\u56db\u79cd\u9ad8\u7ea7\u6a21\u5f0f\uff1a\")\n\n    # 1. \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\n    print(\"\\n1. \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f (Template Method):\")\n    print(\"   - \u5728\u62bd\u8c61\u7c7b\u4e2d\u5b9a\u4e49\u7b97\u6cd5\u9aa8\u67b6\")\n    print(\"   - \u5177\u4f53\u6b65\u9aa4\u7531\u5b50\u7c7b\u5b9e\u73b0\")\n    print(\"   - \u63a7\u5236\u5b50\u7c7b\u6269\u5c55\u70b9\")\n\n    class DocumentProcessor(ABC):\n        \"\"\"\u6587\u6863\u5904\u7406\u5668 - \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\u793a\u4f8b\"\"\"\n\n        def process_document(self, file_path: str) -&gt; dict:\n            \"\"\"\u5904\u7406\u6587\u6863\u7684\u6a21\u677f\u65b9\u6cd5\"\"\"\n            print(f\"\\n\u5f00\u59cb\u5904\u7406\u6587\u6863: {file_path}\")\n\n            # \u56fa\u5b9a\u6b65\u9aa41: \u52a0\u8f7d\n            content = self._load_document(file_path)\n\n            # \u56fa\u5b9a\u6b65\u9aa42: \u9a8c\u8bc1\n            if not self._validate_document(content):\n                raise ValueError(\"\u6587\u6863\u9a8c\u8bc1\u5931\u8d25\")\n\n            # \u56fa\u5b9a\u6b65\u9aa43: \u89e3\u6790\n            parsed = self._parse_document(content)\n\n            # \u56fa\u5b9a\u6b65\u9aa44: \u8f6c\u6362\uff08\u53ef\u9009\u7684\u94a9\u5b50\u65b9\u6cd5\uff09\n            if self._should_transform():\n                parsed = self._transform_document(parsed)\n\n            # \u56fa\u5b9a\u6b65\u9aa45: \u4fdd\u5b58\n            result = self._save_document(parsed)\n\n            print(f\"\u6587\u6863\u5904\u7406\u5b8c\u6210\")\n            return result\n\n        @abstractmethod\n        def _load_document(self, file_path: str) -&gt; str:\n            \"\"\"\u52a0\u8f7d\u6587\u6863 - \u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\"\"\"\n            pass\n\n        @abstractmethod\n        def _validate_document(self, content: str) -&gt; bool:\n            \"\"\"\u9a8c\u8bc1\u6587\u6863 - \u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\"\"\"\n            pass\n\n        @abstractmethod\n        def _parse_document(self, content: str) -&gt; dict:\n            \"\"\"\u89e3\u6790\u6587\u6863 - \u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\"\"\"\n            pass\n\n        def _transform_document(self, parsed: dict) -&gt; dict:\n            \"\"\"\u8f6c\u6362\u6587\u6863 - \u94a9\u5b50\u65b9\u6cd5\uff0c\u5b50\u7c7b\u53ef\u9009\u91cd\u5199\"\"\"\n            # \u9ed8\u8ba4\u4e0d\u505a\u8f6c\u6362\n            return parsed\n\n        def _should_transform(self) -&gt; bool:\n            \"\"\"\u662f\u5426\u5e94\u8be5\u8f6c\u6362 - \u94a9\u5b50\u65b9\u6cd5\uff0c\u5b50\u7c7b\u53ef\u9009\u91cd\u5199\"\"\"\n            # \u9ed8\u8ba4\u4e0d\u8f6c\u6362\n            return False\n\n        @abstractmethod\n        def _save_document(self, parsed: dict) -&gt; dict:\n            \"\"\"\u4fdd\u5b58\u6587\u6863 - \u5b50\u7c7b\u5fc5\u987b\u5b9e\u73b0\"\"\"\n            pass\n\n    # 2. \u5de5\u5382\u65b9\u6cd5\u6a21\u5f0f\n    print(\"\\n2. \u5de5\u5382\u65b9\u6cd5\u6a21\u5f0f (Factory Method):\")\n    print(\"   - \u62bd\u8c61\u7c7b\u5b9a\u4e49\u521b\u5efa\u63a5\u53e3\")\n    print(\"   - \u5b50\u7c7b\u51b3\u5b9a\u521b\u5efa\u4ec0\u4e48\u5bf9\u8c61\")\n    print(\"   - \u5c06\u5b9e\u4f8b\u5316\u5ef6\u8fdf\u5230\u5b50\u7c7b\")\n\n    class DatabaseConnection(ABC):\n        \"\"\"\u6570\u636e\u5e93\u8fde\u63a5\u5de5\u5382\"\"\"\n\n        def execute_query(self, query: str):\n            \"\"\"\u6267\u884c\u67e5\u8be2\uff08\u4f7f\u7528\u5de5\u5382\u521b\u5efa\u7684\u4ea7\u54c1\uff09\"\"\"\n            connection = self._create_connection()\n            cursor = connection.cursor()\n\n            print(f\"\u6267\u884c\u67e5\u8be2: {query}\")\n            result = cursor.execute(query)\n\n            connection.close()\n            return result\n\n        @abstractmethod\n        def _create_connection(self):\n            \"\"\"\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5 - \u5de5\u5382\u65b9\u6cd5\"\"\"\n            pass\n\n    class MySQLConnection(DatabaseConnection):\n        def _create_connection(self):\n            print(\"\u521b\u5efaMySQL\u8fde\u63a5\")\n            # \u5b9e\u9645\u8fd4\u56deMySQL\u8fde\u63a5\u5bf9\u8c61\n            return type('MySQLConn', (), {'cursor': lambda: type('Cursor', (), {'execute': lambda self, query: f\"MySQL\u7ed3\u679c: {query}\"})()})()\n\n    class PostgreSQLConnection(DatabaseConnection):\n        def _create_connection(self):\n            print(\"\u521b\u5efaPostgreSQL\u8fde\u63a5\")\n            # \u5b9e\u9645\u8fd4\u56dePostgreSQL\u8fde\u63a5\u5bf9\u8c61\n            return type('PGConn', (), {'cursor': lambda: type('Cursor', (), {'execute': lambda self, query: f\"PG\u7ed3\u679c: {query}\"})()})()\n\n    # 3. \u7b56\u7565\u6a21\u5f0f\u4e0e\u62bd\u8c61\u7c7b\u7684\u7ed3\u5408\n    print(\"\\n3. \u7b56\u7565\u6a21\u5f0f\u7684\u62bd\u8c61\u5b9e\u73b0:\")\n    print(\"   - \u62bd\u8c61\u7c7b\u5b9a\u4e49\u7b56\u7565\u63a5\u53e3\")\n    print(\"   - \u5177\u4f53\u7b56\u7565\u5b9e\u73b0\u7b97\u6cd5\")\n    print(\"   - \u4e0a\u4e0b\u6587\u7c7b\u4f7f\u7528\u62bd\u8c61\u7b56\u7565\")\n\n    class CompressionStrategy(ABC):\n        \"\"\"\u538b\u7f29\u7b56\u7565\u62bd\u8c61\u7c7b\"\"\"\n\n        @abstractmethod\n        def compress(self, data: bytes) -&gt; bytes:\n            pass\n\n        @abstractmethod\n        def decompress(self, data: bytes) -&gt; bytes:\n            pass\n\n        def get_compression_ratio(self, original: bytes, compressed: bytes) -&gt; float:\n            \"\"\"\u8ba1\u7b97\u538b\u7f29\u7387 - \u901a\u7528\u65b9\u6cd5\"\"\"\n            if len(original) == 0:\n                return 0.0\n            return len(compressed) \/ len(original)\n\n    class GzipCompression(CompressionStrategy):\n        def compress(self, data: bytes) -&gt; bytes:\n            print(\"\u4f7f\u7528Gzip\u538b\u7f29\")\n            import gzip\n            return gzip.compress(data)\n\n        def decompress(self, data: bytes) -&gt; bytes:\n            print(\"\u4f7f\u7528Gzip\u89e3\u538b\")\n            import gzip\n            return gzip.decompress(data)\n\n    class ZlibCompression(CompressionStrategy):\n        def compress(self, data: bytes) -&gt; bytes:\n            print(\"\u4f7f\u7528Zlib\u538b\u7f29\")\n            import zlib\n            return zlib.compress(data)\n\n        def decompress(self, data: bytes) -&gt; bytes:\n            print(\"\u4f7f\u7528Zlib\u89e3\u538b\")\n            import zlib\n            return zlib.decompress(data)\n\n    # 4. \u6784\u5efa\u5668\u6a21\u5f0f\n    print(\"\\n4. \u6784\u5efa\u5668\u6a21\u5f0f (Builder):\")\n    print(\"   - \u62bd\u8c61\u6784\u5efa\u5668\u5b9a\u4e49\u6784\u5efa\u6b65\u9aa4\")\n    print(\"   - \u5177\u4f53\u6784\u5efa\u5668\u5b9e\u73b0\u6784\u5efa\u7ec6\u8282\")\n    print(\"   - \u6307\u5bfc\u8005\u63a7\u5236\u6784\u5efa\u8fc7\u7a0b\")\n\n    class QueryBuilder(ABC):\n        \"\"\"SQL\u67e5\u8be2\u6784\u5efa\u5668\"\"\"\n\n        def __init__(self):\n            self._query = \"\"\n\n        def build(self) -&gt; str:\n            \"\"\"\u6784\u5efa\u67e5\u8be2\"\"\"\n            self._reset()\n            self._select()\n            self._from_table()\n            self._where()\n            self._order_by()\n            return self._query\n\n        def _reset(self):\n            \"\"\"\u91cd\u7f6e\u67e5\u8be2\"\"\"\n            self._query = \"\"\n\n        @abstractmethod\n        def _select(self):\n            \"\"\"SELECT\u5b50\u53e5\"\"\"\n            pass\n\n        @abstractmethod\n        def _from_table(self):\n            \"\"\"FROM\u5b50\u53e5\"\"\"\n            pass\n\n        def _where(self):\n            \"\"\"WHERE\u5b50\u53e5 - \u94a9\u5b50\u65b9\u6cd5\uff0c\u9ed8\u8ba4\u7a7a\"\"\"\n            pass\n\n        def _order_by(self):\n            \"\"\"ORDER BY\u5b50\u53e5 - \u94a9\u5b50\u65b9\u6cd5\uff0c\u9ed8\u8ba4\u7a7a\"\"\"\n            pass\n\n    class UserQueryBuilder(QueryBuilder):\n        def _select(self):\n            self._query += \"SELECT id, username, email \"\n\n        def _from_table(self):\n            self._query += \"FROM users \"\n\n        def _where(self):\n            self._query += \"WHERE active = true \"\n\n        def _order_by(self):\n            self._query += \"ORDER BY created_at DESC\"\n\n    # \u6f14\u793a\u8fd9\u4e9b\u6a21\u5f0f\n    print(\"\\n\u6a21\u5f0f\u6f14\u793a:\")\n\n    # \u6a21\u677f\u65b9\u6cd5\u6f14\u793a\n    print(\"\\n\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\u6f14\u793a:\")\n    class PDFProcessor(DocumentProcessor):\n        def _load_document(self, file_path: str) -&gt; str:\n            return f\"PDF\u5185\u5bb9: {file_path}\"\n\n        def _validate_document(self, content: str) -&gt; bool:\n            return content.startswith(\"PDF\u5185\u5bb9:\")\n\n        def _parse_document(self, content: str) -&gt; dict:\n            return {\"type\": \"PDF\", \"content\": content}\n\n        def _save_document(self, parsed: dict) -&gt; dict:\n            return {\"saved\": True, \"data\": parsed}\n\n        def _should_transform(self) -&gt; bool:\n            return True\n\n        def _transform_document(self, parsed: dict) -&gt; dict:\n            parsed&#91;\"transformed\"] = True\n            return parsed\n\n    pdf_processor = PDFProcessor()\n    result = pdf_processor.process_document(\"test.pdf\")\n    print(f\"\u5904\u7406\u7ed3\u679c: {result}\")\n\n    # \u5de5\u5382\u65b9\u6cd5\u6f14\u793a\n    print(\"\\n\u5de5\u5382\u65b9\u6cd5\u6a21\u5f0f\u6f14\u793a:\")\n    mysql_db = MySQLConnection()\n    mysql_result = mysql_db.execute_query(\"SELECT * FROM users\")\n    print(f\"MySQL\u7ed3\u679c: {mysql_result}\")\n\n    pg_db = PostgreSQLConnection()\n    pg_result = pg_db.execute_query(\"SELECT * FROM users\")\n    print(f\"PostgreSQL\u7ed3\u679c: {pg_result}\")\n\n    # \u7b56\u7565\u6a21\u5f0f\u6f14\u793a\n    print(\"\\n\u7b56\u7565\u6a21\u5f0f\u6f14\u793a:\")\n    test_data = b\"Hello, World! \" * 100\n\n    gzip_strategy = GzipCompression()\n    compressed = gzip_strategy.compress(test_data)\n    ratio = gzip_strategy.get_compression_ratio(test_data, compressed)\n    print(f\"Gzip\u538b\u7f29\u7387: {ratio:.2%}\")\n\n    zlib_strategy = ZlibCompression()\n    compressed = zlib_strategy.compress(test_data)\n    ratio = zlib_strategy.get_compression_ratio(test_data, compressed)\n    print(f\"Zlib\u538b\u7f29\u7387: {ratio:.2%}\")\n\n    # \u6784\u5efa\u5668\u6a21\u5f0f\u6f14\u793a\n    print(\"\\n\u6784\u5efa\u5668\u6a21\u5f0f\u6f14\u793a:\")\n    user_builder = UserQueryBuilder()\n    query = user_builder.build()\n    print(f\"\u6784\u5efa\u7684\u67e5\u8be2: {query}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_advanced_abstract_patterns()\n\n# \u62bd\u8c61\u7c7b\u7684\u8bbe\u8ba1\u539f\u5219\u603b\u7ed3\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u62bd\u8c61\u7c7b\u8bbe\u8ba1\u539f\u5219\u603b\u7ed3\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u6700\u5c0f\u62bd\u8c61\u65b9\u6cd5\u539f\u5219\n  \u2022 \u53ea\u62bd\u8c61\u771f\u6b63\u9700\u8981\u53d8\u5316\u7684\u90e8\u5206\n  \u2022 \u8fc7\u591a\u7684\u62bd\u8c61\u65b9\u6cd5\u4f1a\u589e\u52a0\u5b50\u7c7b\u8d1f\u62c5\n  \u2022 \u4f8b\u5b50\uff1a\u62bd\u8c61\u7c7b\u67093\u4e2a\u62bd\u8c61\u65b9\u6cd5 vs 10\u4e2a\u62bd\u8c61\u65b9\u6cd5\n\n\u539f\u52192\uff1a\u63d0\u4f9b\u5408\u7406\u7684\u9ed8\u8ba4\u5b9e\u73b0\n  \u2022 \u4e3a\u5171\u6027\u884c\u4e3a\u63d0\u4f9b\u9ed8\u8ba4\u5b9e\u73b0\n  \u2022 \u51cf\u5c11\u5b50\u7c7b\u91cd\u590d\u4ee3\u7801\n  \u2022 \u4f46\u4e0d\u8981\u8fc7\u5ea6\u63d0\u4f9b\u9ed8\u8ba4\u5b9e\u73b0\n\n\u539f\u52193\uff1a\u94a9\u5b50\u65b9\u6cd5\u8bbe\u8ba1\n  \u2022 \u63d0\u4f9b\u94a9\u5b50\u65b9\u6cd5\u63a7\u5236\u6269\u5c55\u70b9\n  \u2022 \u94a9\u5b50\u65b9\u6cd5\u5e94\u8be5\u6709\u5408\u7406\u7684\u9ed8\u8ba4\u884c\u4e3a\n  \u2022 \u547d\u540d\u6e05\u6670\uff0c\u5982should_do_something()\n\n\u539f\u52194\uff1a\u6a21\u677f\u65b9\u6cd5\u7a33\u5b9a\u6027\n  \u2022 \u6a21\u677f\u65b9\u6cd5\u5b9a\u4e49\u7b97\u6cd5\u9aa8\u67b6\n  \u2022 \u4e00\u65e6\u53d1\u5e03\uff0c\u5c3d\u91cf\u907f\u514d\u4fee\u6539\n  \u2022 \u901a\u8fc7\u94a9\u5b50\u65b9\u6cd5\u63d0\u4f9b\u6269\u5c55\u6027\n\n\u539f\u52195\uff1a\u62bd\u8c61\u5c42\u6b21\u4e00\u81f4\u6027\n  \u2022 \u6240\u6709\u62bd\u8c61\u65b9\u6cd5\u5e94\u8be5\u5728\u540c\u4e00\u4e2a\u62bd\u8c61\u5c42\u6b21\n  \u2022 \u4e0d\u8981\u6df7\u5408\u4e0d\u540c\u7ea7\u522b\u7684\u62bd\u8c61\n  \u2022 \u4f8b\u5b50\uff1a\u4e0d\u8981\u540c\u65f6\u6709\"\u4fdd\u5b58\u6587\u4ef6\"\u548c\"\u8fde\u63a5\u6570\u636e\u5e93\"\u8fd9\u6837\u7684\u62bd\u8c61\n\n\u539f\u52196\uff1a\u9075\u5faa\u91cc\u6c0f\u66ff\u6362\u539f\u5219\n  \u2022 \u5b50\u7c7b\u5fc5\u987b\u80fd\u591f\u66ff\u6362\u7236\u7c7b\n  \u2022 \u5b50\u7c7b\u4e0d\u5e94\u8be5\u7834\u574f\u7236\u7c7b\u7684\u5951\u7ea6\n  \u2022 \u5b50\u7c7b\u53ef\u4ee5\u6269\u5c55\uff0c\u4f46\u4e0d\u80fd\u6539\u53d8\u6838\u5fc3\u884c\u4e3a\n\n\u539f\u52197\uff1a\u907f\u514d\u62bd\u8c61\u7c7b\u81a8\u80c0\n  \u2022 \u62bd\u8c61\u7c7b\u4e0d\u5e94\u8be5\u592a\u5927\n  \u2022 \u8003\u8651\u62c6\u5206\u4e3a\u591a\u4e2a\u534f\u4f5c\u7684\u62bd\u8c61\u7c7b\n  \u2022 \u9075\u5faa\u5355\u4e00\u804c\u8d23\u539f\u5219\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u63a5\u53e3\u62bd\u8c61 &#8211; \u8d85\u8d8a\u5b9e\u73b0\u7684\u884c\u4e3a\u5951\u7ea6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u63a5\u53e3\u7684\u672c\u8d28\uff1a\u7eaf\u7cb9\u7684\u884c\u4e3a\u89c4\u8303<\/h3>\n\n\n\n<p>\u63a5\u53e3\u5b9a\u4e49\u4e86\u4e00\u4e2a\u7c7b\u578b\u5e94\u8be5\u5177\u6709\u7684\u884c\u4e3a\uff0c\u800c\u4e0d\u5173\u5fc3\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e9b\u884c\u4e3a\u3002\u5b83\u662f\u9762\u5411\u5bf9\u8c61\u8bbe\u8ba1\u4e2d&#8221;\u9488\u5bf9\u63a5\u53e3\u7f16\u7a0b\uff0c\u800c\u4e0d\u662f\u9488\u5bf9\u5b9e\u73b0\u7f16\u7a0b&#8221;\u539f\u5219\u7684\u6838\u5fc3\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u7684\u672c\u8d28\uff1a\u7eaf\u7cb9\u7684\u884c\u4e3a\u89c4\u8303\n# ============================================================================\n\nprint(\"\\n=== \u63a5\u53e3\u7684\u672c\u8d28\uff1a\u7eaf\u7cb9\u7684\u884c\u4e3a\u89c4\u8303 ===\")\n\ndef demonstrate_interface_essence():\n    \"\"\"\u6f14\u793a\u63a5\u53e3\u7684\u672c\u8d28\"\"\"\n\n    print(\"\u63a5\u53e3\u7684\u56db\u4e2a\u6838\u5fc3\u7279\u6027\uff1a\")\n    print(\"1. \u7eaf\u7cb9\u7684\u884c\u4e3a\u89c4\u8303\uff08\u6ca1\u6709\u72b6\u6001\uff09\")\n    print(\"2. \u591a\u91cd\u5b9e\u73b0\u80fd\u529b\")\n    print(\"3. \u89e3\u8026\u7684\u5173\u952e\u5de5\u5177\")\n    print(\"4. \u6d4b\u8bd5\u53cb\u597d\u7684\u8bbe\u8ba1\")\n\n    # Python\u4e2d\u7684\u63a5\u53e3\u5b9e\u73b0\u65b9\u5f0f\n    print(\"\\nPython\u4e2d\u7684\u63a5\u53e3\u5b9e\u73b0\u65b9\u5f0f\uff1a\")\n\n    # \u65b9\u6cd51\uff1a\u4f7f\u7528ABC\u548c\u62bd\u8c61\u65b9\u6cd5\n    from abc import ABC, abstractmethod\n\n    print(\"\\n\u65b9\u6cd51\uff1a\u4f7f\u7528ABC\uff08\u6700\u63a5\u8fd1\u4f20\u7edf\u63a5\u53e3\uff09\")\n\n    class PaymentGateway(ABC):\n        \"\"\"\u652f\u4ed8\u7f51\u5173\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def authorize(self, amount: float, card_info: dict) -&gt; str:\n            \"\"\"\u6388\u6743\u652f\u4ed8\"\"\"\n            pass\n\n        @abstractmethod\n        def capture(self, transaction_id: str, amount: float) -&gt; bool:\n            \"\"\"\u6355\u83b7\u652f\u4ed8\"\"\"\n            pass\n\n        @abstractmethod\n        def refund(self, transaction_id: str, amount: float) -&gt; bool:\n            \"\"\"\u9000\u6b3e\"\"\"\n            pass\n\n    # \u65b9\u6cd52\uff1a\u4f7f\u7528Protocol\uff08Python 3.8+\uff09\n    print(\"\\n\u65b9\u6cd52\uff1a\u4f7f\u7528Protocol\uff08\u7ed3\u6784\u5316\u5b50\u7c7b\u578b\uff09\")\n\n    from typing import Protocol, runtime_checkable\n\n    @runtime_checkable\n    class Loggable(Protocol):\n        \"\"\"\u53ef\u65e5\u5fd7\u5316\u63a5\u53e3\"\"\"\n\n        def log(self, message: str, level: str) -&gt; None:\n            \"\"\"\u8bb0\u5f55\u65e5\u5fd7\"\"\"\n            ...\n\n        def get_logs(self, level: str = \"INFO\") -&gt; list:\n            \"\"\"\u83b7\u53d6\u65e5\u5fd7\"\"\"\n            ...\n\n    # \u65b9\u6cd53\uff1a\u4f7f\u7528zope.interface\uff08\u7b2c\u4e09\u65b9\u5e93\uff09\n    print(\"\\n\u65b9\u6cd53\uff1a\u4f7f\u7528zope.interface\uff08\u663e\u5f0f\u63a5\u53e3\u58f0\u660e\uff09\")\n\n    try:\n        from zope.interface import Interface, implementer\n\n        class IDataStorage(Interface):\n            \"\"\"\u6570\u636e\u5b58\u50a8\u63a5\u53e3\"\"\"\n\n            def save(self, key: str, value: any) -&gt; bool:\n                \"\"\"\u4fdd\u5b58\u6570\u636e\"\"\"\n\n            def load(self, key: str) -&gt; any:\n                \"\"\"\u52a0\u8f7d\u6570\u636e\"\"\"\n\n            def delete(self, key: str) -&gt; bool:\n                \"\"\"\u5220\u9664\u6570\u636e\"\"\"\n\n        @implementer(IDataStorage)\n        class DictStorage:\n            \"\"\"\u5b57\u5178\u5b58\u50a8\u5b9e\u73b0\"\"\"\n\n            def __init__(self):\n                self._data = {}\n\n            def save(self, key: str, value: any) -&gt; bool:\n                self._data&#91;key] = value\n                return True\n\n            def load(self, key: str) -&gt; any:\n                return self._data.get(key)\n\n            def delete(self, key: str) -&gt; bool:\n                if key in self._data:\n                    del self._data&#91;key]\n                    return True\n                return False\n\n        print(\"  \u4f7f\u7528zope.interface\u53ef\u4ee5\u663e\u5f0f\u58f0\u660e\u548c\u9a8c\u8bc1\u63a5\u53e3\u5b9e\u73b0\")\n    except ImportError:\n        print(\"  zope.interface\u672a\u5b89\u88c5\uff0c\u8df3\u8fc7\u793a\u4f8b\")\n\n    # \u65b9\u6cd54\uff1a\u4f7f\u7528\u62bd\u8c61\u57fa\u7c7b\u6ce8\u518c\n    print(\"\\n\u65b9\u6cd54\uff1a\u4f7f\u7528\u62bd\u8c61\u57fa\u7c7b\u6ce8\u518c\uff08\u8fd0\u884c\u65f6\u6ce8\u518c\uff09\")\n\n    class Serializable(ABC):\n        \"\"\"\u53ef\u5e8f\u5217\u5316\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def to_dict(self) -&gt; dict:\n            pass\n\n        @classmethod\n        def __subclasshook__(cls, subclass):\n            \"\"\"\u68c0\u67e5\u7c7b\u662f\u5426\u5b9e\u73b0\u4e86\u63a5\u53e3\"\"\"\n            if cls is Serializable:\n                # \u68c0\u67e5\u662f\u5426\u6709to_dict\u65b9\u6cd5\n                if any(\"to_dict\" in B.__dict__ for B in subclass.__mro__):\n                    return True\n            return NotImplemented\n\n    # \u6f14\u793a\u5404\u79cd\u63a5\u53e3\u7684\u4f7f\u7528\n    print(\"\\n\u63a5\u53e3\u4f7f\u7528\u6f14\u793a\uff1a\")\n\n    # \u5b9e\u73b0PaymentGateway\n    class StripeGateway(PaymentGateway):\n        def authorize(self, amount: float, card_info: dict) -&gt; str:\n            print(f\"Stripe\u6388\u6743: ${amount}\")\n            return f\"stripe_txn_{amount}\"\n\n        def capture(self, transaction_id: str, amount: float) -&gt; bool:\n            print(f\"Stripe\u6355\u83b7: {transaction_id}\")\n            return True\n\n        def refund(self, transaction_id: str, amount: float) -&gt; bool:\n            print(f\"Stripe\u9000\u6b3e: {transaction_id}\")\n            return True\n\n    class PayPalGateway(PaymentGateway):\n        def authorize(self, amount: float, card_info: dict) -&gt; str:\n            print(f\"PayPal\u6388\u6743: ${amount}\")\n            return f\"paypal_txn_{amount}\"\n\n        def capture(self, transaction_id: str, amount: float) -&gt; bool:\n            print(f\"PayPal\u6355\u83b7: {transaction_id}\")\n            return True\n\n        def refund(self, transaction_id: str, amount: float) -&gt; bool:\n            print(f\"PayPal\u9000\u6b3e: {transaction_id}\")\n            return True\n\n    # \u591a\u6001\u4f7f\u7528\u63a5\u53e3\n    def process_payment(gateway: PaymentGateway, amount: float):\n        \"\"\"\u5904\u7406\u652f\u4ed8 - \u63a5\u53d7\u4efb\u4f55\u652f\u4ed8\u7f51\u5173\"\"\"\n        print(f\"\\n\u4f7f\u7528 {gateway.__class__.__name__} \u5904\u7406\u652f\u4ed8\")\n        txn_id = gateway.authorize(amount, {\"card\": \"1234\"})\n        gateway.capture(txn_id, amount)\n        return txn_id\n\n    # \u6d4b\u8bd5\u4e0d\u540c\u5b9e\u73b0\n    stripe = StripeGateway()\n    paypal = PayPalGateway()\n\n    process_payment(stripe, 100.0)\n    process_payment(paypal, 200.0)\n\n    # Protocol\u63a5\u53e3\u6f14\u793a\n    print(\"\\nProtocol\u63a5\u53e3\u6f14\u793a\uff1a\")\n\n    class FileLogger:\n        def log(self, message: str, level: str = \"INFO\") -&gt; None:\n            print(f\"&#91;{level}] \u6587\u4ef6\u65e5\u5fd7: {message}\")\n\n        def get_logs(self, level: str = \"INFO\") -&gt; list:\n            return &#91;f\"\u65e5\u5fd7\u6761\u76ee: {level}\"]\n\n    class DatabaseLogger:\n        def log(self, message: str, level: str = \"INFO\") -&gt; None:\n            print(f\"&#91;{level}] \u6570\u636e\u5e93\u65e5\u5fd7: {message}\")\n\n        def get_logs(self, level: str = \"INFO\") -&gt; list:\n            return &#91;{\"message\": f\"\u65e5\u5fd7\u6761\u76ee\", \"level\": level}]\n\n    def log_message(logger: Loggable, message: str):\n        \"\"\"\u8bb0\u5f55\u6d88\u606f - \u63a5\u53d7\u4efb\u4f55Loggable\u5bf9\u8c61\"\"\"\n        logger.log(message, \"INFO\")\n\n    file_logger = FileLogger()\n    db_logger = DatabaseLogger()\n\n    log_message(file_logger, \"\u7cfb\u7edf\u542f\u52a8\")\n    log_message(db_logger, \"\u7528\u6237\u767b\u5f55\")\n\n    # \u68c0\u67e5\u662f\u5426\u662fProtocol\u5b9e\u4f8b\n    print(f\"\\nFileLogger\u662fLoggable\u5417? {isinstance(file_logger, Loggable)}\")\n    print(f\"DatabaseLogger\u662fLoggable\u5417? {isinstance(db_logger, Loggable)}\")\n\n    # \u63a5\u53e3\u5728\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u5b9e\u73b0\u5bf9\u6bd4\n    print(\"\\n\u63a5\u53e3\u5728\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u5b9e\u73b0\u5bf9\u6bd4\uff1a\")\n\n    interface_comparison = {\n        \"Java\": {\n            \"\u8bed\u6cd5\": \"interface\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u591a\u7ee7\u627f\uff0cJava 8+\u6709\u9ed8\u8ba4\u65b9\u6cd5\",\n            \"\u793a\u4f8b\": \"\"\"\npublic interface PaymentGateway {\n    String authorize(double amount, CardInfo card);\n    boolean capture(String txnId, double amount);\n}\n\"\"\"\n        },\n        \"C#\": {\n            \"\u8bed\u6cd5\": \"interface\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u591a\u7ee7\u627f\uff0cC# 8.0+\u6709\u9ed8\u8ba4\u5b9e\u73b0\",\n            \"\u793a\u4f8b\": \"\"\"\npublic interface IPaymentGateway {\n    string Authorize(double amount, CardInfo card);\n    bool Capture(string txnId, double amount);\n}\n\"\"\"\n        },\n        \"Go\": {\n            \"\u8bed\u6cd5\": \"\u9690\u5f0f\u63a5\u53e3\",\n            \"\u7279\u70b9\": \"\u9e2d\u5b50\u7c7b\u578b\uff0c\u65e0\u9700\u663e\u5f0f\u58f0\u660e\u5b9e\u73b0\",\n            \"\u793a\u4f8b\": \"\"\"\ntype PaymentGateway interface {\n    Authorize(amount float64, card CardInfo) string\n    Capture(txnId string, amount float64) bool\n}\n\"\"\"\n        },\n        \"TypeScript\": {\n            \"\u8bed\u6cd5\": \"interface\u6216type\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u7c7b\u578b\u68c0\u67e5\uff0c\u7ed3\u6784\u5316\u7c7b\u578b\",\n            \"\u793a\u4f8b\": \"\"\"\ninterface PaymentGateway {\n    authorize(amount: number, card: CardInfo): string;\n    capture(txnId: string, amount: number): boolean;\n}\n\"\"\"\n        },\n        \"Rust\": {\n            \"\u8bed\u6cd5\": \"trait\",\n            \"\u7279\u70b9\": \"\u96f6\u6210\u672c\u62bd\u8c61\uff0c\u53ef\u4ee5\u6709\u5173\u8054\u7c7b\u578b\",\n            \"\u793a\u4f8b\": \"\"\"\ntrait PaymentGateway {\n    fn authorize(&amp;self, amount: f64, card: CardInfo) -&gt; String;\n    fn capture(&amp;self, txn_id: &amp;str, amount: f64) -&gt; bool;\n}\n\"\"\"\n        },\n    }\n\n    for lang, info in interface_comparison.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u8bed\u6cd5: {info&#91;'\u8bed\u6cd5']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b'].strip()}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_interface_essence()\n\n# \u63a5\u53e3\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u63a5\u53e3\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u5355\u4e00\u804c\u8d23\u63a5\u53e3\n  \u2022 \u6bcf\u4e2a\u63a5\u53e3\u5e94\u8be5\u53ea\u5b9a\u4e49\u4e00\u4e2a\u89d2\u8272\n  \u2022 \u907f\u514d\"\u4e0a\u5e1d\u63a5\u53e3\"\n  \u2022 \u4f8b\u5b50\uff1aSeparate IReader, IWriter from IReaderWriter\n\n\u539f\u52192\uff1a\u63a5\u53e3\u9694\u79bb\u539f\u5219\n  \u2022 \u5ba2\u6237\u7aef\u4e0d\u5e94\u8be5\u4f9d\u8d56\u5b83\u4e0d\u9700\u8981\u7684\u63a5\u53e3\n  \u2022 \u5c06\u5927\u63a5\u53e3\u62c6\u5206\u4e3a\u5c0f\u63a5\u53e3\n  \u2022 \u4f8b\u5b50\uff1a\u5927\u578b\u62a5\u8868\u63a5\u53e3\u62c6\u5206\u4e3a\u6570\u636e\u83b7\u53d6\u3001\u683c\u5f0f\u5316\u3001\u5bfc\u51fa\n\n\u539f\u52193\uff1a\u660e\u786e\u5951\u7ea6\n  \u2022 \u63a5\u53e3\u65b9\u6cd5\u5e94\u8be5\u6709\u660e\u786e\u7684\u5148\u51b3\u6761\u4ef6\u548c\u540e\u7f6e\u6761\u4ef6\n  \u2022 \u4f7f\u7528\u6587\u6863\u5b57\u7b26\u4e32\u6216\u6ce8\u91ca\u8bf4\u660e\u5951\u7ea6\n  \u2022 \u8003\u8651\u4f7f\u7528\u5951\u7ea6\u8bbe\u8ba1\uff08Design by Contract\uff09\n\n\u539f\u52194\uff1a\u4f18\u5148\u4f7f\u7528\u7ec4\u5408\n  \u2022 \u901a\u8fc7\u63a5\u53e3\u7ec4\u5408\u5b9e\u73b0\u590d\u6742\u884c\u4e3a\n  \u2022 \u907f\u514d\u8fc7\u6df1\u7684\u7ee7\u627f\u5c42\u6b21\n  \u2022 \u4f8b\u5b50\uff1a\u7c7b\u5b9e\u73b0\u591a\u4e2a\u5c0f\u63a5\u53e3\n\n\u539f\u52195\uff1a\u4e3a\u6269\u5c55\u800c\u8bbe\u8ba1\n  \u2022 \u63a5\u53e3\u4e00\u65e6\u53d1\u5e03\uff0c\u5f88\u96be\u66f4\u6539\n  \u2022 \u8003\u8651\u672a\u6765\u53ef\u80fd\u7684\u9700\u6c42\n  \u2022 \u4f46\u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1\n\n\u539f\u52196\uff1a\u6d4b\u8bd5\u9a71\u52a8\u63a5\u53e3\u8bbe\u8ba1\n  \u2022 \u5148\u5199\u6d4b\u8bd5\uff0c\u518d\u5199\u63a5\u53e3\n  \u2022 \u786e\u4fdd\u63a5\u53e3\u6613\u4e8e\u6d4b\u8bd5\n  \u2022 \u4f7f\u7528\u6a21\u62df\u5bf9\u8c61\u6d4b\u8bd5\u63a5\u53e3\u5b9e\u73b0\n\n\u539f\u52197\uff1a\u547d\u540d\u7ea6\u5b9a\n  \u2022 \u4f7f\u7528\u660e\u786e\u7684\u524d\u7f00\u6216\u540e\u7f00\n  \u2022 \u4e0d\u540c\u8bed\u8a00\u6709\u4e0d\u540c\u7684\u7ea6\u5b9a\n  \u2022 \u4f8b\u5b50\uff1aI\u524d\u7f00\uff08C#\uff09\uff0cable\u540e\u7f00\uff08Java\uff09\n\"\"\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u63a5\u53e3\u7684\u9ad8\u7ea7\u5e94\u7528\uff1a\u4f9d\u8d56\u6ce8\u5165\u4e0e\u6d4b\u8bd5<\/h3>\n\n\n\n<p>\u63a5\u53e3\u662f\u5b9e\u73b0\u4f9d\u8d56\u6ce8\u5165\u548c\u53ef\u6d4b\u8bd5\u4ee3\u7801\u7684\u5173\u952e\u5de5\u5177\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u7684\u9ad8\u7ea7\u5e94\u7528\uff1a\u4f9d\u8d56\u6ce8\u5165\u4e0e\u6d4b\u8bd5\n# ============================================================================\n\nprint(\"\\n=== \u63a5\u53e3\u7684\u9ad8\u7ea7\u5e94\u7528\uff1a\u4f9d\u8d56\u6ce8\u5165\u4e0e\u6d4b\u8bd5 ===\")\n\ndef demonstrate_interface_advanced_usage():\n    \"\"\"\u6f14\u793a\u63a5\u53e3\u7684\u9ad8\u7ea7\u5e94\u7528\"\"\"\n\n    # \u4f9d\u8d56\u6ce8\u5165\u793a\u4f8b\n    print(\"1. \u4f9d\u8d56\u6ce8\u5165 (Dependency Injection):\")\n\n    from abc import ABC, abstractmethod\n    from typing import List, Optional\n    from datetime import datetime\n\n    # \u5b9a\u4e49\u63a5\u53e3\n    class IUserRepository(ABC):\n        \"\"\"\u7528\u6237\u5b58\u50a8\u5e93\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def get_by_id(self, user_id: int) -&gt; Optional&#91;dict]:\n            pass\n\n        @abstractmethod\n        def save(self, user: dict) -&gt; bool:\n            pass\n\n        @abstractmethod\n        def find_by_email(self, email: str) -&gt; Optional&#91;dict]:\n            pass\n\n    class IEmailService(ABC):\n        \"\"\"\u90ae\u4ef6\u670d\u52a1\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def send(self, to_email: str, subject: str, body: str) -&gt; bool:\n            pass\n\n    class ILogger(ABC):\n        \"\"\"\u65e5\u5fd7\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def info(self, message: str):\n            pass\n\n        @abstractmethod\n        def error(self, message: str, exception: Exception = None):\n            pass\n\n    # \u5177\u4f53\u5b9e\u73b0\n    class DatabaseUserRepository(IUserRepository):\n        \"\"\"\u6570\u636e\u5e93\u7528\u6237\u5b58\u50a8\u5e93\"\"\"\n\n        def __init__(self, connection_string: str):\n            self.connection_string = connection_string\n            # \u5b9e\u9645\u4f1a\u8fde\u63a5\u6570\u636e\u5e93\n            print(f\"\u6570\u636e\u5e93\u5b58\u50a8\u5e93\u521d\u59cb\u5316: {connection_string}\")\n\n        def get_by_id(self, user_id: int) -&gt; Optional&#91;dict]:\n            print(f\"\u4ece\u6570\u636e\u5e93\u83b7\u53d6\u7528\u6237 {user_id}\")\n            # \u6a21\u62df\u6570\u636e\u5e93\u67e5\u8be2\n            return {\"id\": user_id, \"name\": \"\u5f20\u4e09\", \"email\": \"zhangsan@example.com\"}\n\n        def save(self, user: dict) -&gt; bool:\n            print(f\"\u4fdd\u5b58\u7528\u6237\u5230\u6570\u636e\u5e93: {user}\")\n            return True\n\n        def find_by_email(self, email: str) -&gt; Optional&#91;dict]:\n            print(f\"\u901a\u8fc7\u90ae\u7bb1\u67e5\u627e\u7528\u6237: {email}\")\n            return {\"id\": 1, \"name\": \"\u5f20\u4e09\", \"email\": email}\n\n    class MockUserRepository(IUserRepository):\n        \"\"\"\u6a21\u62df\u7528\u6237\u5b58\u50a8\u5e93 - \u7528\u4e8e\u6d4b\u8bd5\"\"\"\n\n        def __init__(self):\n            self.users = {}\n            self.call_log = &#91;]\n\n        def get_by_id(self, user_id: int) -&gt; Optional&#91;dict]:\n            self.call_log.append(f\"get_by_id({user_id})\")\n            return self.users.get(user_id)\n\n        def save(self, user: dict) -&gt; bool:\n            self.call_log.append(f\"save({user})\")\n            user_id = user.get('id', len(self.users) + 1)\n            self.users&#91;user_id] = user\n            return True\n\n        def find_by_email(self, email: str) -&gt; Optional&#91;dict]:\n            self.call_log.append(f\"find_by_email({email})\")\n            for user in self.users.values():\n                if user.get('email') == email:\n                    return user\n            return None\n\n        def get_call_log(self) -&gt; List&#91;str]:\n            return self.call_log\n\n    class SMTPEmailService(IEmailService):\n        \"\"\"SMTP\u90ae\u4ef6\u670d\u52a1\"\"\"\n\n        def __init__(self, smtp_server: str, port: int):\n            self.smtp_server = smtp_server\n            self.port = port\n\n        def send(self, to_email: str, subject: str, body: str) -&gt; bool:\n            print(f\"\u901a\u8fc7SMTP\u53d1\u9001\u90ae\u4ef6\u5230 {to_email}: {subject}\")\n            # \u5b9e\u9645\u4f1a\u8fde\u63a5SMTP\u670d\u52a1\u5668\n            return True\n\n    class ConsoleLogger(ILogger):\n        \"\"\"\u63a7\u5236\u53f0\u65e5\u5fd7\"\"\"\n\n        def info(self, message: str):\n            print(f\"&#91;INFO] {datetime.now()}: {message}\")\n\n        def error(self, message: str, exception: Exception = None):\n            print(f\"&#91;ERROR] {datetime.now()}: {message}\")\n            if exception:\n                print(f\"\u5f02\u5e38: {exception}\")\n\n    # \u4e1a\u52a1\u670d\u52a1 - \u4f9d\u8d56\u6ce8\u5165\n    class UserService:\n        \"\"\"\u7528\u6237\u670d\u52a1 - \u901a\u8fc7\u6784\u9020\u51fd\u6570\u6ce8\u5165\u4f9d\u8d56\"\"\"\n\n        def __init__(self, \n                    user_repo: IUserRepository,\n                    email_service: IEmailService,\n                    logger: ILogger):\n            self.user_repo = user_repo\n            self.email_service = email_service\n            self.logger = logger\n\n        def register_user(self, name: str, email: str, password: str) -&gt; dict:\n            \"\"\"\u6ce8\u518c\u7528\u6237\"\"\"\n            self.logger.info(f\"\u5f00\u59cb\u6ce8\u518c\u7528\u6237: {email}\")\n\n            # \u68c0\u67e5\u7528\u6237\u662f\u5426\u5df2\u5b58\u5728\n            existing_user = self.user_repo.find_by_email(email)\n            if existing_user:\n                self.logger.error(f\"\u7528\u6237\u5df2\u5b58\u5728: {email}\")\n                raise ValueError(f\"\u90ae\u7bb1 {email} \u5df2\u88ab\u6ce8\u518c\")\n\n            # \u521b\u5efa\u7528\u6237\n            user = {\n                \"id\": None,\n                \"name\": name,\n                \"email\": email,\n                \"password\": password,  # \u5b9e\u9645\u5e94\u8be5\u54c8\u5e0c\u5bc6\u7801\n                \"created_at\": datetime.now().isoformat(),\n                \"active\": True\n            }\n\n            # \u4fdd\u5b58\u7528\u6237\n            success = self.user_repo.save(user)\n            if not success:\n                self.logger.error(f\"\u4fdd\u5b58\u7528\u6237\u5931\u8d25: {email}\")\n                raise RuntimeError(\"\u4fdd\u5b58\u7528\u6237\u5931\u8d25\")\n\n            # \u53d1\u9001\u6b22\u8fce\u90ae\u4ef6\n            self.email_service.send(\n                email,\n                \"\u6b22\u8fce\u6ce8\u518c\",\n                f\"\u4eb2\u7231\u7684 {name}, \u6b22\u8fce\u52a0\u5165\u6211\u4eec\uff01\"\n            )\n\n            self.logger.info(f\"\u7528\u6237\u6ce8\u518c\u6210\u529f: {email}\")\n            return user\n\n        def get_user(self, user_id: int) -&gt; Optional&#91;dict]:\n            \"\"\"\u83b7\u53d6\u7528\u6237\"\"\"\n            self.logger.info(f\"\u83b7\u53d6\u7528\u6237: {user_id}\")\n            return self.user_repo.get_by_id(user_id)\n\n    # \u4f7f\u7528\u4f9d\u8d56\u6ce8\u5165\n    print(\"\\n\u751f\u4ea7\u73af\u5883\u914d\u7f6e\uff1a\")\n    user_repo = DatabaseUserRepository(\"mysql:\/\/localhost:3306\/mydb\")\n    email_service = SMTPEmailService(\"smtp.example.com\", 587)\n    logger = ConsoleLogger()\n\n    user_service = UserService(user_repo, email_service, logger)\n\n    # \u6ce8\u518c\u7528\u6237\n    try:\n        user = user_service.register_user(\"\u674e\u56db\", \"lisi@example.com\", \"password123\")\n        print(f\"\u6ce8\u518c\u6210\u529f: {user}\")\n    except Exception as e:\n        print(f\"\u6ce8\u518c\u5931\u8d25: {e}\")\n\n    # \u6d4b\u8bd5\u73af\u5883\u914d\u7f6e\n    print(\"\\n\u6d4b\u8bd5\u73af\u5883\u914d\u7f6e\uff1a\")\n    mock_repo = MockUserRepository()\n    # \u5bf9\u4e8e\u6d4b\u8bd5\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u6a21\u62df\u7684\u90ae\u4ef6\u670d\u52a1\u548c\u65e5\u5fd7\n    class MockEmailService(IEmailService):\n        def send(self, to_email: str, subject: str, body: str) -&gt; bool:\n            print(f\"&#91;\u6a21\u62df] \u53d1\u9001\u90ae\u4ef6\u5230 {to_email}: {subject}\")\n            return True\n\n    class MockLogger(ILogger):\n        def info(self, message: str):\n            pass  # \u6d4b\u8bd5\u4e2d\u901a\u5e38\u4e0d\u8bb0\u5f55\u65e5\u5fd7\n        def error(self, message: str, exception: Exception = None):\n            pass\n\n    test_user_service = UserService(mock_repo, MockEmailService(), MockLogger())\n\n    # \u6d4b\u8bd5\u6ce8\u518c\n    test_user = test_user_service.register_user(\"\u738b\u4e94\", \"wangwu@test.com\", \"test123\")\n    print(f\"\u6d4b\u8bd5\u6ce8\u518c\u6210\u529f: {test_user}\")\n    print(f\"\u6a21\u62df\u5b58\u50a8\u5e93\u8c03\u7528\u8bb0\u5f55: {mock_repo.get_call_log()}\")\n\n    # \u4f9d\u8d56\u6ce8\u5165\u5bb9\u5668\uff08\u7b80\u5316\u7248\uff09\n    print(\"\\n2. \u4f9d\u8d56\u6ce8\u5165\u5bb9\u5668 (Dependency Injection Container):\")\n\n    class DIContainer:\n        \"\"\"\u7b80\u5355\u7684\u4f9d\u8d56\u6ce8\u5165\u5bb9\u5668\"\"\"\n\n        def __init__(self):\n            self._services = {}\n            self._instances = {}\n\n        def register(self, service_type, implementation=None, instance=None):\n            \"\"\"\u6ce8\u518c\u670d\u52a1\"\"\"\n            if instance:\n                self._instances&#91;service_type] = instance\n            elif implementation:\n                self._services&#91;service_type] = implementation\n            else:\n                self._services&#91;service_type] = service_type\n\n        def resolve(self, service_type):\n            \"\"\"\u89e3\u6790\u670d\u52a1\"\"\"\n            # \u68c0\u67e5\u662f\u5426\u6709\u5355\u4f8b\u5b9e\u4f8b\n            if service_type in self._instances:\n                return self._instances&#91;service_type]\n\n            # \u68c0\u67e5\u662f\u5426\u6709\u6ce8\u518c\u7684\u5b9e\u73b0\n            if service_type in self._services:\n                impl = self._services&#91;service_type]\n                # \u5982\u679c\u662f\u7c7b\uff0c\u521b\u5efa\u5b9e\u4f8b\n                if isinstance(impl, type):\n                    # \u68c0\u67e5\u6784\u9020\u51fd\u6570\u7684\u4f9d\u8d56\n                    import inspect\n                    init_signature = inspect.signature(impl.__init__)\n                    params = list(init_signature.parameters.keys())&#91;1:]  # \u8df3\u8fc7self\n\n                    dependencies = &#91;]\n                    for param in params:\n                        # \u8fd9\u91cc\u7b80\u5316\u5904\u7406\uff0c\u5b9e\u9645\u9700\u8981\u66f4\u590d\u6742\u7684\u7c7b\u578b\u63a8\u65ad\n                        dep_type = None\n                        # \u5c1d\u8bd5\u4ece\u7c7b\u578b\u6ce8\u89e3\u83b7\u53d6\n                        if hasattr(impl.__init__, '__annotations__'):\n                            dep_type = impl.__init__.__annotations__.get(param)\n\n                        if dep_type:\n                            dependencies.append(self.resolve(dep_type))\n                        else:\n                            dependencies.append(None)\n\n                    return impl(*dependencies)\n                else:\n                    # \u5df2\u7ecf\u662f\u5b9e\u4f8b\u6216\u5de5\u5382\u51fd\u6570\n                    return impl if not callable(impl) else impl()\n\n            # \u9ed8\u8ba4\u5c1d\u8bd5\u521b\u5efa\u5b9e\u4f8b\n            try:\n                return service_type()\n            except:\n                raise ValueError(f\"\u65e0\u6cd5\u89e3\u6790\u670d\u52a1: {service_type}\")\n\n    # \u4f7f\u7528\u4f9d\u8d56\u6ce8\u5165\u5bb9\u5668\n    print(\"\\n\u4f7f\u7528\u4f9d\u8d56\u6ce8\u5165\u5bb9\u5668\uff1a\")\n\n    container = DIContainer()\n\n    # \u6ce8\u518c\u670d\u52a1\n    container.register(IUserRepository, DatabaseUserRepository)\n    container.register(IEmailService, lambda: SMTPEmailService(\"smtp.example.com\", 587))\n    container.register(ILogger, ConsoleLogger)\n\n    # \u6ce8\u518c\u9700\u8981\u53c2\u6570\u7684\u5b9e\u73b0\n    def create_user_repo():\n        return DatabaseUserRepository(\"mysql:\/\/localhost:3306\/mydb\")\n\n    container.register(IUserRepository, create_user_repo)\n\n    # \u89e3\u6790\u5e76\u521b\u5efaUserService\n    # \u6ce8\u610f\uff1a\u8fd9\u91cc\u7b80\u5316\u4e86\uff0c\u5b9e\u9645\u9700\u8981\u66f4\u590d\u6742\u7684\u4f9d\u8d56\u89e3\u6790\n    print(\"\u521b\u5efa\u4f9d\u8d56\u6ce8\u5165\u7684UserService...\")\n\n    # \u63a5\u53e3\u4e0e\u6d4b\u8bd5\n    print(\"\\n3. \u63a5\u53e3\u4e0e\u5355\u5143\u6d4b\u8bd5\uff1a\")\n\n    import unittest\n    from unittest.mock import Mock, MagicMock\n\n    # \u5355\u5143\u6d4b\u8bd5\u793a\u4f8b\n    class TestUserService(unittest.TestCase):\n        def test_register_user_success(self):\n            \"\"\"\u6d4b\u8bd5\u6210\u529f\u6ce8\u518c\u7528\u6237\"\"\"\n            # \u521b\u5efa\u6a21\u62df\u5bf9\u8c61\n            mock_repo = Mock(spec=IUserRepository)\n            mock_email = Mock(spec=IEmailService)\n            mock_logger = Mock(spec=ILogger)\n\n            # \u8bbe\u7f6e\u6a21\u62df\u884c\u4e3a\n            mock_repo.find_by_email.return_value = None  # \u7528\u6237\u4e0d\u5b58\u5728\n            mock_repo.save.return_value = True  # \u4fdd\u5b58\u6210\u529f\n            mock_email.send.return_value = True  # \u53d1\u9001\u6210\u529f\n\n            # \u521b\u5efa\u670d\u52a1\n            service = UserService(mock_repo, mock_email, mock_logger)\n\n            # \u6267\u884c\u6d4b\u8bd5\n            user = service.register_user(\"\u6d4b\u8bd5\u7528\u6237\", \"test@example.com\", \"password\")\n\n            # \u9a8c\u8bc1\u7ed3\u679c\n            self.assertIsNotNone(user)\n            self.assertEqual(user&#91;'email'], \"test@example.com\")\n\n            # \u9a8c\u8bc1\u6a21\u62df\u8c03\u7528\n            mock_repo.find_by_email.assert_called_once_with(\"test@example.com\")\n            mock_repo.save.assert_called_once()\n            mock_email.send.assert_called_once()\n\n            # \u9a8c\u8bc1\u65e5\u5fd7\u8c03\u7528\n            self.assertTrue(mock_logger.info.called)\n\n        def test_register_user_duplicate_email(self):\n            \"\"\"\u6d4b\u8bd5\u91cd\u590d\u90ae\u7bb1\u6ce8\u518c\"\"\"\n            mock_repo = Mock(spec=IUserRepository)\n            mock_repo.find_by_email.return_value = {\"id\": 1, \"email\": \"test@example.com\"}\n\n            service = UserService(mock_repo, Mock(), Mock())\n\n            with self.assertRaises(ValueError):\n                service.register_user(\"\u6d4b\u8bd5\u7528\u6237\", \"test@example.com\", \"password\")\n\n            mock_repo.find_by_email.assert_called_once_with(\"test@example.com\")\n            mock_repo.save.assert_not_called()\n\n    # \u8fd0\u884c\u6d4b\u8bd5\n    print(\"\u8fd0\u884c\u5355\u5143\u6d4b\u8bd5...\")\n    # \u521b\u5efa\u6d4b\u8bd5\u5957\u4ef6\n    suite = unittest.TestLoader().loadTestsFromTestCase(TestUserService)\n\n    # \u8fd0\u884c\u6d4b\u8bd5\n    runner = unittest.TextTestRunner(verbosity=2)\n    result = runner.run(suite)\n\n    # \u63a5\u53e3\u4e0e\u67b6\u6784\n    print(\"\\n4. \u63a5\u53e3\u5728\u67b6\u6784\u4e2d\u7684\u89d2\u8272\uff1a\")\n\n    architecture_roles = &#91;\n        (\"\u5206\u5c42\u67b6\u6784\", \"\u5c42\u95f4\u901a\u4fe1\u7684\u5951\u7ea6\", \"\u8868\u73b0\u5c42-&gt;\u4e1a\u52a1\u5c42-&gt;\u6570\u636e\u5c42\u63a5\u53e3\"),\n        (\"\u516d\u8fb9\u5f62\u67b6\u6784\", \"\u7aef\u53e3\u4e0e\u9002\u914d\u5668\", \"\u6838\u5fc3\u4e1a\u52a1\u901a\u8fc7\u7aef\u53e3\u4e0e\u5916\u754c\u901a\u4fe1\"),\n        (\"\u6e05\u6d01\u67b6\u6784\", \"\u4f9d\u8d56\u89c4\u5219\", \"\u5916\u5c42\u4f9d\u8d56\u5185\u5c42\u63a5\u53e3\"),\n        (\"CQRS\", \"\u547d\u4ee4\u4e0e\u67e5\u8be2\u5206\u79bb\", \"ICommandHandler, IQueryHandler\u63a5\u53e3\"),\n        (\"\u4e8b\u4ef6\u9a71\u52a8\", \"\u4e8b\u4ef6\u751f\u4ea7\u8005\u4e0e\u6d88\u8d39\u8005\", \"IEventProducer, IEventHandler\u63a5\u53e3\"),\n    ]\n\n    for architecture, role, examples in architecture_roles:\n        print(f\"  \u2022 {architecture:15}: {role:20} \u4f8b\u5982: {examples}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_interface_advanced_usage()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u6cdb\u578b\u62bd\u8c61 &#8211; \u7c7b\u578b\u53c2\u6570\u7684\u5a01\u529b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6cdb\u578b\u7684\u672c\u8d28\uff1a\u53c2\u6570\u5316\u7c7b\u578b<\/h3>\n\n\n\n<p>\u6cdb\u578b\u5141\u8bb8\u6211\u4eec\u7f16\u5199\u53ef\u4ee5\u5904\u7406\u591a\u79cd\u7c7b\u578b\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u4fdd\u6301\u7c7b\u578b\u5b89\u5168\u3002\u5b83\u662f&#8221;\u7f16\u5199\u4e00\u6b21\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u7c7b\u578b&#8221;\u7684\u62bd\u8c61\u6280\u672f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6cdb\u578b\u7684\u672c\u8d28\uff1a\u53c2\u6570\u5316\u7c7b\u578b\n# ============================================================================\n\nprint(\"\\n=== \u6cdb\u578b\u7684\u672c\u8d28\uff1a\u53c2\u6570\u5316\u7c7b\u578b ===\")\n\ndef demonstrate_generic_essence():\n    \"\"\"\u6f14\u793a\u6cdb\u578b\u7684\u672c\u8d28\"\"\"\n\n    print(\"\u6cdb\u578b\u89e3\u51b3\u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\")\n    print(\"1. \u7c7b\u578b\u5b89\u5168\u4e0e\u4ee3\u7801\u91cd\u7528\u4e4b\u95f4\u7684\u51b2\u7a81\")\n    print(\"2. \u5bb9\u5668\u7c7b\u7684\u901a\u7528\u6027\u9700\u6c42\")\n    print(\"3. \u7b97\u6cd5\u4e0e\u6570\u636e\u7c7b\u578b\u7684\u89e3\u8026\")\n\n    # Python\u4e2d\u7684\u6cdb\u578b\u5b9e\u73b0\n    print(\"\\nPython\u4e2d\u7684\u6cdb\u578b\u5b9e\u73b0\uff1a\")\n\n    from typing import TypeVar, Generic, List, Dict, Optional, Callable, Any\n\n    # 1. \u7c7b\u578b\u53d8\u91cf\n    print(\"\\n1. \u7c7b\u578b\u53d8\u91cf (TypeVar):\")\n\n    T = TypeVar('T')  # \u4efb\u610f\u7c7b\u578b\n    U = TypeVar('U')  # \u53e6\u4e00\u4e2a\u4efb\u610f\u7c7b\u578b\n    Num = TypeVar('Num', int, float, complex)  # \u53d7\u9650\u7c7b\u578b\n\n    # 2. \u6cdb\u578b\u51fd\u6570\n    print(\"\\n2. \u6cdb\u578b\u51fd\u6570:\")\n\n    def first_item(items: List&#91;T]) -&gt; Optional&#91;T]:\n        \"\"\"\u83b7\u53d6\u5217\u8868\u7684\u7b2c\u4e00\u4e2a\u5143\u7d20 - \u6cdb\u578b\u51fd\u6570\"\"\"\n        return items&#91;0] if items else None\n\n    def swap_pair(pair: tuple&#91;T, U]) -&gt; tuple&#91;U, T]:\n        \"\"\"\u4ea4\u6362\u5143\u7ec4\u4e2d\u7684\u5143\u7d20 - \u591a\u4e2a\u7c7b\u578b\u53c2\u6570\"\"\"\n        a, b = pair\n        return (b, a)\n\n    # \u4f7f\u7528\u6cdb\u578b\u51fd\u6570\n    numbers = &#91;1, 2, 3]\n    strings = &#91;\"a\", \"b\", \"c\"]\n\n    print(f\"\u7b2c\u4e00\u4e2a\u6570\u5b57: {first_item(numbers)}\")  # \u63a8\u65adT\u4e3aint\n    print(f\"\u7b2c\u4e00\u4e2a\u5b57\u7b26\u4e32: {first_item(strings)}\")  # \u63a8\u65adT\u4e3astr\n\n    pair = (42, \"hello\")\n    swapped = swap_pair(pair)\n    print(f\"\u4ea4\u6362\u524d: {pair}, \u4ea4\u6362\u540e: {swapped}\")\n\n    # 3. \u6cdb\u578b\u7c7b\n    print(\"\\n3. \u6cdb\u578b\u7c7b:\")\n\n    class Box(Generic&#91;T]):\n        \"\"\"\u6cdb\u578b\u76d2\u5b50 - \u53ef\u4ee5\u5b58\u653e\u4efb\u4f55\u7c7b\u578b\u7684\u503c\"\"\"\n\n        def __init__(self, value: T):\n            self.value = value\n\n        def get(self) -&gt; T:\n            return self.value\n\n        def set(self, value: T) -&gt; None:\n            self.value = value\n\n        def map(self, func: Callable&#91;&#91;T], U]) -&gt; 'Box&#91;U]':\n            \"\"\"\u5e94\u7528\u51fd\u6570\u5e76\u8fd4\u56de\u65b0\u7684Box\"\"\"\n            return Box(func(self.value))\n\n        def __repr__(self):\n            return f\"Box({self.value!r})\"\n\n    # \u4f7f\u7528\u6cdb\u578b\u7c7b\n    int_box = Box(42)\n    str_box = Box(\"hello\")\n\n    print(f\"\u6574\u6570\u76d2\u5b50: {int_box}, \u503c: {int_box.get()}\")\n    print(f\"\u5b57\u7b26\u4e32\u76d2\u5b50: {str_box}, \u503c: {str_box.get()}\")\n\n    # \u6620\u5c04\u64cd\u4f5c\n    doubled_box = int_box.map(lambda x: x * 2)\n    length_box = str_box.map(len)\n\n    print(f\"\u7ffb\u500d\u76d2\u5b50: {doubled_box}\")\n    print(f\"\u957f\u5ea6\u76d2\u5b50: {length_box}\")\n\n    # 4. \u6cdb\u578b\u5bb9\u5668\n    print(\"\\n4. \u6cdb\u578b\u5bb9\u5668\u7c7b:\")\n\n    class Stack(Generic&#91;T]):\n        \"\"\"\u6cdb\u578b\u6808\"\"\"\n\n        def __init__(self):\n            self._items: List&#91;T] = &#91;]\n\n        def push(self, item: T) -&gt; None:\n            self._items.append(item)\n\n        def pop(self) -&gt; T:\n            if not self._items:\n                raise IndexError(\"\u4ece\u7a7a\u6808\u5f39\u51fa\")\n            return self._items.pop()\n\n        def peek(self) -&gt; T:\n            if not self._items:\n                raise IndexError(\"\u67e5\u770b\u7a7a\u6808\")\n            return self._items&#91;-1]\n\n        def is_empty(self) -&gt; bool:\n            return len(self._items) == 0\n\n        def size(self) -&gt; int:\n            return len(self._items)\n\n        def __repr__(self):\n            return f\"Stack({self._items})\"\n\n    class TreeNode(Generic&#91;T]):\n        \"\"\"\u6cdb\u578b\u4e8c\u53c9\u6811\u8282\u70b9\"\"\"\n\n        def __init__(self, value: T):\n            self.value = value\n            self.left: Optional&#91;'TreeNode&#91;T]'] = None\n            self.right: Optional&#91;'TreeNode&#91;T]'] = None\n\n        def insert(self, value: T) -&gt; None:\n            \"\"\"\u63d2\u5165\u503c\"\"\"\n            if value &lt; self.value:\n                if self.left is None:\n                    self.left = TreeNode(value)\n                else:\n                    self.left.insert(value)\n            else:\n                if self.right is None:\n                    self.right = TreeNode(value)\n                else:\n                    self.right.insert(value)\n\n        def in_order(self) -&gt; List&#91;T]:\n            \"\"\"\u4e2d\u5e8f\u904d\u5386\"\"\"\n            result = &#91;]\n            if self.left:\n                result.extend(self.left.in_order())\n            result.append(self.value)\n            if self.right:\n                result.extend(self.right.in_order())\n            return result\n\n    # \u4f7f\u7528\u6cdb\u578b\u5bb9\u5668\n    print(\"\\n\u4f7f\u7528\u6cdb\u578b\u6808:\")\n    stack = Stack&#91;int]()  # \u663e\u5f0f\u6307\u5b9a\u7c7b\u578b\n    stack.push(1)\n    stack.push(2)\n    stack.push(3)\n\n    print(f\"\u6808: {stack}\")\n    print(f\"\u5f39\u51fa: {stack.pop()}\")\n    print(f\"\u6808\u9876: {stack.peek()}\")\n\n    print(\"\\n\u4f7f\u7528\u6cdb\u578b\u4e8c\u53c9\u6811:\")\n    tree = TreeNode(5)\n    tree.insert(3)\n    tree.insert(7)\n    tree.insert(2)\n    tree.insert(4)\n\n    print(f\"\u4e2d\u5e8f\u904d\u5386: {tree.in_order()}\")\n\n    # 5. \u6cdb\u578b\u7ea6\u675f\n    print(\"\\n5. \u6cdb\u578b\u7ea6\u675f:\")\n\n    from typing import Protocol\n\n    class Comparable(Protocol):\n        \"\"\"\u53ef\u6bd4\u8f83\u534f\u8bae\"\"\"\n\n        def __lt__(self, other: Any) -&gt; bool: ...\n        def __gt__(self, other: Any) -&gt; bool: ...\n\n    C = TypeVar('C', bound=Comparable)\n\n    def max_value(a: C, b: C) -&gt; C:\n        \"\"\"\u8fd4\u56de\u6700\u5927\u503c - \u8981\u6c42\u53c2\u6570\u53ef\u6bd4\u8f83\"\"\"\n        return a if a &gt; b else b\n\n    print(f\"\u6700\u5927\u503c(5, 10): {max_value(5, 10)}\")\n    print(f\"\u6700\u5927\u503c('a', 'z'): {max_value('a', 'z')}\")\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u6cdb\u578b\u5b9e\u73b0\u5bf9\u6bd4\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u6cdb\u578b\u5b9e\u73b0\u5bf9\u6bd4\uff1a\")\n\n    generics_comparison = {\n        \"Java\": {\n            \"\u8bed\u6cd5\": \"\u7c7b\u578b\u53c2\u6570&lt;T&gt;\uff0c\u7c7b\u578b\u64e6\u9664\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u8fd0\u884c\u65f6\u7c7b\u578b\u64e6\u9664\uff0c\u901a\u914d\u7b26\",\n            \"\u793a\u4f8b\": \"\"\"\npublic class Box&lt;T&gt; {\n    private T value;\n    public T get() { return value; }\n    public void set(T value) { this.value = value; }\n}\n\"\"\"\n        },\n        \"C#\": {\n            \"\u8bed\u6cd5\": \"\u7c7b\u578b\u53c2\u6570&lt;T&gt;\uff0c\u8fd0\u884c\u65f6\u4fdd\u7559\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u548c\u8fd0\u884c\u65f6\u90fd\u652f\u6301\uff0c\u503c\u7c7b\u578b\u7279\u5316\",\n            \"\u793a\u4f8b\": \"\"\"\npublic class Box&lt;T&gt; {\n    private T value;\n    public T Get() { return value; }\n    public void Set(T value) { this.value = value; }\n}\n\"\"\"\n        },\n        \"C++\": {\n            \"\u8bed\u6cd5\": \"\u6a21\u677f template&lt;typename T&gt;\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u5b9e\u4f8b\u5316\uff0c\u96f6\u6210\u672c\u62bd\u8c61\uff0c\u56fe\u7075\u5b8c\u5907\",\n            \"\u793a\u4f8b\": \"\"\"\ntemplate&lt;typename T&gt;\nclass Box {\n    T value;\npublic:\n    T get() { return value; }\n    void set(T value) { this.value = value; }\n};\n\"\"\"\n        },\n        \"TypeScript\": {\n            \"\u8bed\u6cd5\": \"\u7c7b\u578b\u53c2\u6570&lt;T&gt;\uff0c\u7ed3\u6784\u7c7b\u578b\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u7c7b\u578b\u63a8\u65ad\uff0c\u6761\u4ef6\u7c7b\u578b\",\n            \"\u793a\u4f8b\": \"\"\"\nclass Box&lt;T&gt; {\n    private value: T;\n    get(): T { return this.value; }\n    set(value: T): void { this.value = value; }\n}\n\"\"\"\n        },\n        \"Rust\": {\n            \"\u8bed\u6cd5\": \"\u7c7b\u578b\u53c2\u6570&lt;T&gt;\uff0c\u5355\u6001\u5316\",\n            \"\u7279\u70b9\": \"\u96f6\u6210\u672c\u62bd\u8c61\uff0c\u7f16\u8bd1\u65f6\u5b9e\u4f8b\u5316\uff0ctrait\u7ea6\u675f\",\n            \"\u793a\u4f8b\": \"\"\"\nstruct Box&lt;T&gt; {\n    value: T,\n}\nimpl&lt;T&gt; Box&lt;T&gt; {\n    fn get(&amp;self) -&gt; &amp;T { &amp;self.value }\n    fn set(&amp;mut self, value: T) { self.value = value; }\n}\n\"\"\"\n        },\n        \"Go\": {\n            \"\u8bed\u6cd5\": \"\u7c7b\u578b\u53c2\u6570&#91;T any] (Go 1.18+)\",\n            \"\u7279\u70b9\": \"\u7c7b\u578b\u63a8\u65ad\uff0c\u63a5\u53e3\u7ea6\u675f\uff0c\u76f8\u5bf9\u7b80\u5355\",\n            \"\u793a\u4f8b\": \"\"\"\ntype Box&#91;T any] struct {\n    value T\n}\nfunc (b *Box&#91;T]) Get() T { return b.value }\nfunc (b *Box&#91;T]) Set(value T) { b.value = value }\n\"\"\"\n        },\n    }\n\n    for lang, info in generics_comparison.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u8bed\u6cd5: {info&#91;'\u8bed\u6cd5']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b'].strip()}\")\n\n    # \u6cdb\u578b\u7684\u54f2\u5b66\u610f\u4e49\n    print(\"\\n\u6cdb\u578b\u7684\u54f2\u5b66\u610f\u4e49\uff1a\")\n\n    philosophical_aspects = &#91;\n        (\"\u62bd\u8c61\u5c42\u6b21\u63d0\u5347\", \"\u4ece\u5177\u4f53\u7c7b\u578b\u62bd\u8c61\u5230\u7c7b\u578b\u6a21\u5f0f\", \"List&lt;T&gt;\u6bd4ListOfString\u66f4\u901a\u7528\"),\n        (\"\u7c7b\u578b\u5b89\u5168\u4e0e\u7075\u6d3b\u6027\u7684\u7edf\u4e00\", \"\u7f16\u8bd1\u65f6\u68c0\u67e5 + \u4ee3\u7801\u91cd\u7528\", \"\u907f\u514d\u5f3a\u5236\u7c7b\u578b\u8f6c\u6362\"),\n        (\"\u6570\u5b66\u4e2d\u7684\u6cdb\u578b\", \"\u96c6\u5408\u8bba\u3001\u8303\u7574\u8bba\", \"Monad, Functor\u7b49\u6982\u5ff5\"),\n        (\"\u8bbe\u8ba1\u6a21\u5f0f\u901a\u7528\u5316\", \"\u7b56\u7565\u6a21\u5f0f\u3001\u5de5\u5382\u65b9\u6cd5\u7b49\", \"\u901a\u8fc7\u6cdb\u578b\u5b9e\u73b0\u7c7b\u578b\u5b89\u5168\u7684\u6a21\u5f0f\"),\n    ]\n\n    for aspect, description, example in philosophical_aspects:\n        print(f\"  \u2022 {aspect:20}: {description:30} \u4f8b\u5982: {example}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_generic_essence()\n\n# \u6cdb\u578b\u7684\u9ad8\u7ea7\u5e94\u7528\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u6cdb\u578b\u7684\u9ad8\u7ea7\u5e94\u7528\")\nprint(\"=\"*60)\n\ndef demonstrate_advanced_generics():\n    \"\"\"\u6f14\u793a\u6cdb\u578b\u7684\u9ad8\u7ea7\u5e94\u7528\"\"\"\n\n    from typing import TypeVar, Generic, List, Optional, Callable, Any, Union\n    from abc import ABC, abstractmethod\n    import json\n\n    # 1. \u6cdb\u578b\u63a5\u53e3\/\u62bd\u8c61\u7c7b\n    print(\"1. \u6cdb\u578b\u63a5\u53e3\/\u62bd\u8c61\u7c7b:\")\n\n    T = TypeVar('T')\n    R = TypeVar('R')\n\n    class Repository(Generic&#91;T], ABC):\n        \"\"\"\u6cdb\u578b\u5b58\u50a8\u5e93\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def get_by_id(self, id: int) -&gt; Optional&#91;T]:\n            pass\n\n        @abstractmethod\n        def save(self, entity: T) -&gt; T:\n            pass\n\n        @abstractmethod\n        def delete(self, id: int) -&gt; bool:\n            pass\n\n        @abstractmethod\n        def find_all(self) -&gt; List&#91;T]:\n            pass\n\n    class Mapper(Generic&#91;T, R], ABC):\n        \"\"\"\u6cdb\u578b\u6620\u5c04\u5668\uff1aT -&gt; R\"\"\"\n\n        @abstractmethod\n        def map(self, source: T) -&gt; R:\n            pass\n\n        @abstractmethod\n        def map_list(self, sources: List&#91;T]) -&gt; List&#91;R]:\n            pass\n\n    # 2. \u6cdb\u578b\u88c5\u9970\u5668\n    print(\"\\n2. \u6cdb\u578b\u88c5\u9970\u5668:\")\n\n    def type_validator(expected_type: type):\n        \"\"\"\u7c7b\u578b\u9a8c\u8bc1\u88c5\u9970\u5668 - \u6cdb\u578b\u88c5\u9970\u5668\"\"\"\n        def decorator(func: Callable) -&gt; Callable:\n            def wrapper(*args, **kwargs):\n                # \u9a8c\u8bc1\u53c2\u6570\u7c7b\u578b\n                for i, arg in enumerate(args):\n                    if not isinstance(arg, expected_type):\n                        raise TypeError(\n                            f\"\u53c2\u6570 {i} \u7c7b\u578b\u9519\u8bef: \u671f\u671b {expected_type.__name__}, \"\n                            f\"\u5f97\u5230 {type(arg).__name__}\"\n                        )\n\n                # \u9a8c\u8bc1\u5173\u952e\u5b57\u53c2\u6570\u7c7b\u578b\n                for key, value in kwargs.items():\n                    if not isinstance(value, expected_type):\n                        raise TypeError(\n                            f\"\u53c2\u6570 {key} \u7c7b\u578b\u9519\u8bef: \u671f\u671b {expected_type.__name__}, \"\n                            f\"\u5f97\u5230 {type(value).__name__}\"\n                        )\n\n                return func(*args, **kwargs)\n            return wrapper\n        return decorator\n\n    # \u4f7f\u7528\u6cdb\u578b\u88c5\u9970\u5668\n    @type_validator(int)\n    def add_numbers(a: int, b: int) -&gt; int:\n        return a + b\n\n    print(f\"add_numbers(5, 3): {add_numbers(5, 3)}\")\n\n    try:\n        add_numbers(5, \"3\")  # \u8fd9\u4f1a\u629b\u51faTypeError\n    except TypeError as e:\n        print(f\"\u7c7b\u578b\u9a8c\u8bc1\u9519\u8bef: {e}\")\n\n    # 3. \u6cdb\u578b\u7b56\u7565\u6a21\u5f0f\n    print(\"\\n3. \u6cdb\u578b\u7b56\u7565\u6a21\u5f0f:\")\n\n    class SerializationStrategy(Generic&#91;T], ABC):\n        \"\"\"\u5e8f\u5217\u5316\u7b56\u7565\u6cdb\u578b\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def serialize(self, obj: T) -&gt; bytes:\n            pass\n\n        @abstractmethod\n        def deserialize(self, data: bytes) -&gt; T:\n            pass\n\n    class JSONSerializationStrategy(SerializationStrategy&#91;dict]):\n        \"\"\"JSON\u5e8f\u5217\u5316\u7b56\u7565\"\"\"\n\n        def serialize(self, obj: dict) -&gt; bytes:\n            return json.dumps(obj).encode('utf-8')\n\n        def deserialize(self, data: bytes) -&gt; dict:\n            return json.loads(data.decode('utf-8'))\n\n    class StringSerializationStrategy(SerializationStrategy&#91;str]):\n        \"\"\"\u5b57\u7b26\u4e32\u5e8f\u5217\u5316\u7b56\u7565\"\"\"\n\n        def serialize(self, obj: str) -&gt; bytes:\n            return obj.encode('utf-8')\n\n        def deserialize(self, data: bytes) -&gt; str:\n            return data.decode('utf-8')\n\n    # 4. \u6cdb\u578b\u5de5\u5382\n    print(\"\\n4. \u6cdb\u578b\u5de5\u5382:\")\n\n    class Factory(Generic&#91;T], ABC):\n        \"\"\"\u6cdb\u578b\u5de5\u5382\"\"\"\n\n        @abstractmethod\n        def create(self, *args, **kwargs) -&gt; T:\n            pass\n\n    class ProductFactory(Factory&#91;str]):\n        \"\"\"\u5b57\u7b26\u4e32\u4ea7\u54c1\u5de5\u5382\"\"\"\n\n        def create(self, prefix: str = \"Product_\", *args, **kwargs) -&gt; str:\n            import uuid\n            return f\"{prefix}{uuid.uuid4().hex&#91;:8]}\"\n\n    # 5. \u6cdb\u578b\u7ec4\u5408\u6a21\u5f0f\n    print(\"\\n5. \u6cdb\u578b\u7ec4\u5408\u6a21\u5f0f:\")\n\n    class Component(Generic&#91;T], ABC):\n        \"\"\"\u6cdb\u578b\u7ec4\u4ef6\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def operation(self) -&gt; T:\n            pass\n\n    class Leaf(Component&#91;str]):\n        \"\"\"\u53f6\u5b50\u7ec4\u4ef6\"\"\"\n\n        def __init__(self, value: str):\n            self.value = value\n\n        def operation(self) -&gt; str:\n            return f\"Leaf({self.value})\"\n\n    class Composite(Component&#91;str]):\n        \"\"\"\u7ec4\u5408\u7ec4\u4ef6\"\"\"\n\n        def __init__(self):\n            self.children: List&#91;Component&#91;str]] = &#91;]\n\n        def add(self, component: Component&#91;str]):\n            self.children.append(component)\n\n        def operation(self) -&gt; str:\n            results = &#91;child.operation() for child in self.children]\n            return f\"Composite&#91;{', '.join(results)}]\"\n\n    # 6. \u6cdb\u578b\u8bbf\u95ee\u8005\u6a21\u5f0f\n    print(\"\\n6. \u6cdb\u578b\u8bbf\u95ee\u8005\u6a21\u5f0f:\")\n\n    class Visitable(Generic&#91;T], ABC):\n        \"\"\"\u53ef\u8bbf\u95ee\u5143\u7d20\"\"\"\n\n        @abstractmethod\n        def accept(self, visitor: 'Visitor&#91;T]') -&gt; T:\n            pass\n\n    class Visitor(Generic&#91;T], ABC):\n        \"\"\"\u8bbf\u95ee\u8005\"\"\"\n\n        @abstractmethod\n        def visit_number(self, element: 'NumberElement') -&gt; T:\n            pass\n\n        @abstractmethod\n        def visit_string(self, element: 'StringElement') -&gt; T:\n            pass\n\n    class NumberElement(Visitable&#91;int]):\n        def __init__(self, value: int):\n            self.value = value\n\n        def accept(self, visitor: Visitor&#91;int]) -&gt; int:\n            return visitor.visit_number(self)\n\n    class StringElement(Visitable&#91;str]):\n        def __init__(self, value: str):\n            self.value = value\n\n        def accept(self, visitor: Visitor&#91;str]) -&gt; str:\n            return visitor.visit_string(self)\n\n    class ToStringVisitor(Visitor&#91;str]):\n        \"\"\"\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\u7684\u8bbf\u95ee\u8005\"\"\"\n\n        def visit_number(self, element: NumberElement) -&gt; str:\n            return f\"Number({element.value})\"\n\n        def visit_string(self, element: StringElement) -&gt; str:\n            return f\"String({element.value})\"\n\n    # \u6f14\u793a\u8fd9\u4e9b\u9ad8\u7ea7\u6cdb\u578b\u6a21\u5f0f\n    print(\"\\n\u9ad8\u7ea7\u6cdb\u578b\u6a21\u5f0f\u6f14\u793a:\")\n\n    # \u6cdb\u578b\u7b56\u7565\u6f14\u793a\n    print(\"\\n\u6cdb\u578b\u7b56\u7565\u6f14\u793a:\")\n    json_strategy = JSONSerializationStrategy()\n    data = {\"name\": \"Alice\", \"age\": 30}\n    serialized = json_strategy.serialize(data)\n    deserialized = json_strategy.deserialize(serialized)\n    print(f\"JSON\u5e8f\u5217\u5316: {data} -&gt; {serialized&#91;:20]}... -&gt; {deserialized}\")\n\n    # \u6cdb\u578b\u5de5\u5382\u6f14\u793a\n    print(\"\\n\u6cdb\u578b\u5de5\u5382\u6f14\u793a:\")\n    factory = ProductFactory()\n    product1 = factory.create()\n    product2 = factory.create(\"Item_\")\n    print(f\"\u4ea7\u54c11: {product1}\")\n    print(f\"\u4ea7\u54c12: {product2}\")\n\n    # \u6cdb\u578b\u7ec4\u5408\u6f14\u793a\n    print(\"\\n\u6cdb\u578b\u7ec4\u5408\u6f14\u793a:\")\n    leaf1 = Leaf(\"A\")\n    leaf2 = Leaf(\"B\")\n    composite = Composite()\n    composite.add(leaf1)\n    composite.add(leaf2)\n    print(f\"\u53f6\u5b501: {leaf1.operation()}\")\n    print(f\"\u7ec4\u5408: {composite.operation()}\")\n\n    # \u6cdb\u578b\u8bbf\u95ee\u8005\u6f14\u793a\n    print(\"\\n\u6cdb\u578b\u8bbf\u95ee\u8005\u6f14\u793a:\")\n    number_elem = NumberElement(42)\n    string_elem = StringElement(\"Hello\")\n    visitor = ToStringVisitor()\n\n    print(f\"\u6570\u5b57\u5143\u7d20\u8bbf\u95ee: {number_elem.accept(visitor)}\")\n    print(f\"\u5b57\u7b26\u4e32\u5143\u7d20\u8bbf\u95ee: {string_elem.accept(visitor)}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_advanced_generics()\n\n# \u6cdb\u578b\u7684\u8bbe\u8ba1\u539f\u5219\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u6cdb\u578b\u8bbe\u8ba1\u539f\u5219\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u6700\u5c0f\u5316\u7c7b\u578b\u53c2\u6570\n  \u2022 \u53ea\u6dfb\u52a0\u5fc5\u8981\u7684\u7c7b\u578b\u53c2\u6570\n  \u2022 \u8fc7\u591a\u7684\u7c7b\u578b\u53c2\u6570\u4f1a\u589e\u52a0\u590d\u6742\u6027\n  \u2022 \u4f8b\u5b50\uff1aPair&lt;T,U&gt;\u5408\u7406\uff0c\u4f46Processor&lt;T,U,V,W&gt;\u53ef\u80fd\u8fc7\u5ea6\n\n\u539f\u52192\uff1a\u63d0\u4f9b\u5408\u7406\u7684\u9ed8\u8ba4\u7c7b\u578b\n  \u2022 \u4e3a\u7c7b\u578b\u53c2\u6570\u63d0\u4f9b\u9ed8\u8ba4\u503c\uff08\u5982\u679c\u8bed\u8a00\u652f\u6301\uff09\n  \u2022 \u7b80\u5316\u5e38\u89c1\u7528\u4f8b\n  \u2022 \u4f8b\u5b50\uff1aList&lt;T = any&gt;\uff08\u67d0\u4e9b\u8bed\u8a00\uff09\n\n\u539f\u52193\uff1a\u4f7f\u7528\u7ea6\u675f\u660e\u786e\u610f\u56fe\n  \u2022 \u4f7f\u7528\u7c7b\u578b\u7ea6\u675f\u9650\u5236\u53ef\u80fd\u7684\u7c7b\u578b\n  \u2022 \u63d0\u9ad8\u7c7b\u578b\u5b89\u5168\u6027\u548c\u4ee3\u7801\u6e05\u6670\u5ea6\n  \u2022 \u4f8b\u5b50\uff1aT\u5fc5\u987b\u662fComparable\n\n\u539f\u52194\uff1a\u907f\u514d\u6cdb\u578b\u6ee5\u7528\n  \u2022 \u4e0d\u662f\u6240\u6709\u4e1c\u897f\u90fd\u9700\u8981\u6cdb\u578b\n  \u2022 \u8fc7\u5ea6\u6cdb\u5316\u4f1a\u589e\u52a0\u8ba4\u77e5\u8d1f\u8377\n  \u2022 \u53ea\u5728\u771f\u6b63\u9700\u8981\u901a\u7528\u6027\u65f6\u4f7f\u7528\n\n\u539f\u52195\uff1a\u8003\u8651\u6027\u80fd\u5f71\u54cd\n  \u2022 \u67d0\u4e9b\u8bed\u8a00\u7684\u6cdb\u578b\u6709\u8fd0\u884c\u65f6\u5f00\u9500\n  \u2022 \u4e86\u89e3\u5177\u4f53\u8bed\u8a00\u7684\u5b9e\u73b0\u673a\u5236\n  \u2022 \u4f8b\u5b50\uff1aJava\u7684\u7c7b\u578b\u64e6\u9664 vs C++\u7684\u6a21\u677f\u5b9e\u4f8b\u5316\n\n\u539f\u52196\uff1a\u4fdd\u6301\u53ef\u8bfb\u6027\n  \u2022 \u4f7f\u7528\u6709\u610f\u4e49\u7684\u7c7b\u578b\u53c2\u6570\u540d\n  \u2022 \u907f\u514d\u6df1\u5c42\u7684\u5d4c\u5957\u6cdb\u578b\n  \u2022 \u4f8b\u5b50\uff1aMap&lt;K,V&gt;\u6bd4Map&lt;T1,T2&gt;\u66f4\u597d\u7406\u89e3\n\n\u539f\u52197\uff1a\u6d4b\u8bd5\u6cdb\u578b\u4ee3\u7801\n  \u2022 \u7528\u591a\u79cd\u7c7b\u578b\u6d4b\u8bd5\u6cdb\u578b\u4ee3\u7801\n  \u2022 \u7279\u522b\u6d4b\u8bd5\u8fb9\u754c\u60c5\u51b5\n  \u2022 \u786e\u4fdd\u7c7b\u578b\u5b89\u5168\u4e0d\u4f1a\u5728\u8fd0\u884c\u65f6\u5931\u6548\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u5143\u7f16\u7a0b\u4e0e\u8fd0\u884c\u65f6\u62bd\u8c61<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u5143\u7f16\u7a0b\uff1a\u7f16\u5199\u7f16\u5199\u4ee3\u7801\u7684\u4ee3\u7801<\/h3>\n\n\n\n<p>\u5143\u7f16\u7a0b\u5141\u8bb8\u7a0b\u5e8f\u5728\u8fd0\u884c\u65f6\u68c0\u67e5\u3001\u4fee\u6539\u751a\u81f3\u751f\u6210\u4ee3\u7801\u3002\u8fd9\u662f\u62bd\u8c61\u7684\u6700\u9ad8\u5f62\u5f0f\u4e4b\u4e00\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5143\u7f16\u7a0b\uff1a\u7f16\u5199\u7f16\u5199\u4ee3\u7801\u7684\u4ee3\u7801\n# ============================================================================\n\nprint(\"\\n=== \u5143\u7f16\u7a0b\uff1a\u7f16\u5199\u7f16\u5199\u4ee3\u7801\u7684\u4ee3\u7801 ===\")\n\ndef demonstrate_metaprogramming():\n    \"\"\"\u6f14\u793a\u5143\u7f16\u7a0b\"\"\"\n\n    print(\"\u5143\u7f16\u7a0b\u7684\u4e09\u79cd\u4e3b\u8981\u5f62\u5f0f\uff1a\")\n    print(\"1. \u5185\u7701 (Introspection)\uff1a\u8fd0\u884c\u65f6\u68c0\u67e5\u4ee3\u7801\u7ed3\u6784\")\n    print(\"2. \u53cd\u5c04 (Reflection)\uff1a\u8fd0\u884c\u65f6\u4fee\u6539\u4ee3\u7801\u7ed3\u6784\")\n    print(\"3. \u4ee3\u7801\u751f\u6210 (Code Generation)\uff1a\u8fd0\u884c\u65f6\u751f\u6210\u65b0\u4ee3\u7801\")\n\n    # 1. \u5185\u7701\uff1a\u4e86\u89e3\u81ea\u8eab\u7ed3\u6784\n    print(\"\\n1. \u5185\u7701 (Introspection):\")\n\n    class ExampleClass:\n        \"\"\"\u793a\u4f8b\u7c7b\uff0c\u7528\u4e8e\u6f14\u793a\u5185\u7701\"\"\"\n\n        class_var = \"\u7c7b\u53d8\u91cf\"\n\n        def __init__(self, value):\n            self.instance_var = value\n\n        def instance_method(self):\n            return f\"\u5b9e\u4f8b\u65b9\u6cd5: {self.instance_var}\"\n\n        @classmethod\n        def class_method(cls):\n            return f\"\u7c7b\u65b9\u6cd5: {cls.class_var}\"\n\n        @staticmethod\n        def static_method():\n            return \"\u9759\u6001\u65b9\u6cd5\"\n\n    obj = ExampleClass(\"\u6d4b\u8bd5\u503c\")\n\n    print(f\"\u5bf9\u8c61\u7c7b\u578b: {type(obj)}\")\n    print(f\"\u7c7b\u540d: {obj.__class__.__name__}\")\n    print(f\"\u6a21\u5757: {obj.__class__.__module__}\")\n    print(f\"\u6587\u6863: {obj.__class__.__doc__}\")\n\n    print(\"\\n\u5bf9\u8c61\u5c5e\u6027:\")\n    for attr_name in dir(obj):\n        if not attr_name.startswith('__'):\n            attr = getattr(obj, attr_name)\n            print(f\"  {attr_name:20}: {type(attr).__name__:15} = {attr}\")\n\n    print(\"\\n\u7c7b\u5c42\u6b21\u7ed3\u6784:\")\n    for base in obj.__class__.__bases__:\n        print(f\"  \u57fa\u7c7b: {base.__name__}\")\n\n    # 2. \u53cd\u5c04\uff1a\u52a8\u6001\u4fee\u6539\n    print(\"\\n2. \u53cd\u5c04 (Reflection):\")\n\n    # \u52a8\u6001\u6dfb\u52a0\u65b9\u6cd5\n    def dynamic_method(self):\n        return f\"\u52a8\u6001\u6dfb\u52a0\u7684\u65b9\u6cd5\uff0c\u5b9e\u4f8b\u53d8\u91cf: {self.instance_var}\"\n\n    # \u5c06\u65b9\u6cd5\u6dfb\u52a0\u5230\u7c7b\n    ExampleClass.dynamic_method = dynamic_method\n\n    print(f\"\u8c03\u7528\u52a8\u6001\u65b9\u6cd5: {obj.dynamic_method()}\")\n\n    # \u52a8\u6001\u6dfb\u52a0\u5c5e\u6027\n    obj.new_attribute = \"\u52a8\u6001\u6dfb\u52a0\u7684\u5c5e\u6027\"\n    print(f\"\u65b0\u5c5e\u6027: {obj.new_attribute}\")\n\n    # \u52a8\u6001\u521b\u5efa\u7c7b\n    print(\"\\n\u52a8\u6001\u521b\u5efa\u7c7b:\")\n\n    # \u4f7f\u7528type()\u52a8\u6001\u521b\u5efa\u7c7b\n    DynamicClass = type(\n        'DynamicClass',  # \u7c7b\u540d\n        (object,),       # \u57fa\u7c7b\n        {                # \u5c5e\u6027\u5b57\u5178\n            'x': 10,\n            'get_x': lambda self: self.x,\n            'set_x': lambda self, value: setattr(self, 'x', value)\n        }\n    )\n\n    dyn_obj = DynamicClass()\n    print(f\"\u52a8\u6001\u7c7b\u5b9e\u4f8b: {dyn_obj}\")\n    print(f\"\u52a8\u6001\u7c7b\u5c5e\u6027x: {dyn_obj.x}\")\n    print(f\"\u8c03\u7528\u52a8\u6001\u65b9\u6cd5: {dyn_obj.get_x()}\")\n\n    # 3. \u88c5\u9970\u5668\u4f5c\u4e3a\u5143\u7f16\u7a0b\n    print(\"\\n3. \u88c5\u9970\u5668\u4f5c\u4e3a\u5143\u7f16\u7a0b:\")\n\n    def log_calls(func):\n        \"\"\"\u8bb0\u5f55\u51fd\u6570\u8c03\u7528\u7684\u88c5\u9970\u5668\"\"\"\n        def wrapper(*args, **kwargs):\n            print(f\"\u8c03\u7528 {func.__name__}\uff0c\u53c2\u6570: {args}, {kwargs}\")\n            result = func(*args, **kwargs)\n            print(f\"{func.__name__} \u8fd4\u56de: {result}\")\n            return result\n        return wrapper\n\n    @log_calls\n    def add(a, b):\n        return a + b\n\n    @log_calls\n    def greet(name):\n        return f\"Hello, {name}!\"\n\n    print(\"\u4f7f\u7528\u88c5\u9970\u5668:\")\n    result = add(5, 3)\n    print(f\"\u52a0\u6cd5\u7ed3\u679c: {result}\")\n\n    result = greet(\"Alice\")\n    print(f\"\u95ee\u5019\u7ed3\u679c: {result}\")\n\n    # 4. \u5143\u7c7b\uff1a\u7c7b\u7684\u7c7b\n    print(\"\\n4. \u5143\u7c7b (Metaclass):\")\n\n    class SingletonMeta(type):\n        \"\"\"\u5355\u4f8b\u5143\u7c7b\"\"\"\n\n        _instances = {}\n\n        def __call__(cls, *args, **kwargs):\n            if cls not in cls._instances:\n                cls._instances&#91;cls] = super().__call__(*args, **kwargs)\n            return cls._instances&#91;cls]\n\n    class SingletonClass(metaclass=SingletonMeta):\n        \"\"\"\u4f7f\u7528\u5355\u4f8b\u5143\u7c7b\u7684\u7c7b\"\"\"\n\n        def __init__(self, value):\n            self.value = value\n\n        def get_value(self):\n            return self.value\n\n    print(\"\u5355\u4f8b\u6a21\u5f0f\u6f14\u793a:\")\n    s1 = SingletonClass(\"\u7b2c\u4e00\u4e2a\")\n    s2 = SingletonClass(\"\u7b2c\u4e8c\u4e2a\")  # \u5e94\u8be5\u8fd4\u56de\u540c\u4e00\u4e2a\u5b9e\u4f8b\n\n    print(f\"s1 is s2: {s1 is s2}\")\n    print(f\"s1.value: {s1.value}\")\n    print(f\"s2.value: {s2.value}\")  # \u6ce8\u610f\uff1avalue\u4ecd\u7136\u662f\"\u7b2c\u4e00\u4e2a\"\n\n    # 5. \u63cf\u8ff0\u7b26\u534f\u8bae\n    print(\"\\n5. \u63cf\u8ff0\u7b26\u534f\u8bae:\")\n\n    class ValidatedAttribute:\n        \"\"\"\u9a8c\u8bc1\u63cf\u8ff0\u7b26\"\"\"\n\n        def __init__(self, validator):\n            self.validator = validator\n            self.name = None\n\n        def __set_name__(self, owner, name):\n            self.name = name\n\n        def __get__(self, obj, objtype=None):\n            if obj is None:\n                return self\n            return obj.__dict__.get(self.name)\n\n        def __set__(self, obj, value):\n            if not self.validator(value):\n                raise ValueError(f\"\u65e0\u6548\u503c: {value}\")\n            obj.__dict__&#91;self.name] = value\n\n    def is_positive(value):\n        return isinstance(value, (int, float)) and value &gt; 0\n\n    class Product:\n        price = ValidatedAttribute(is_positive)\n        quantity = ValidatedAttribute(is_positive)\n\n        def __init__(self, name, price, quantity):\n            self.name = name\n            self.price = price  # \u901a\u8fc7\u63cf\u8ff0\u7b26\u9a8c\u8bc1\n            self.quantity = quantity  # \u901a\u8fc7\u63cf\u8ff0\u7b26\u9a8c\u8bc1\n\n    print(\"\u63cf\u8ff0\u7b26\u9a8c\u8bc1\u6f14\u793a:\")\n    try:\n        product = Product(\"\u5546\u54c1\", 100, 5)\n        print(f\"\u5546\u54c1\u521b\u5efa\u6210\u529f: {product.name}, \u4ef7\u683c: {product.price}\")\n\n        # \u5c1d\u8bd5\u8bbe\u7f6e\u65e0\u6548\u503c\n        product.price = -10  # \u5e94\u8be5\u629b\u51faValueError\n    except ValueError as e:\n        print(f\"\u9a8c\u8bc1\u9519\u8bef: {e}\")\n\n    # 6. \u52a8\u6001\u4ee3\u7801\u751f\u6210\n    print(\"\\n6. \u52a8\u6001\u4ee3\u7801\u751f\u6210:\")\n\n    def create_adder_function(n):\n        \"\"\"\u52a8\u6001\u521b\u5efa\u52a0\u6cd5\u51fd\u6570\"\"\"\n        code = f\"\"\"\ndef add_{n}(x):\n    return x + {n}\n\"\"\"\n        # \u6267\u884c\u4ee3\u7801\u5b57\u7b26\u4e32\n        exec(code, globals())\n\n        # \u8fd4\u56de\u521b\u5efa\u7684\u51fd\u6570\n        return globals()&#91;f'add_{n}']\n\n    # \u52a8\u6001\u521b\u5efa\u51fd\u6570\n    add_5 = create_adder_function(5)\n    add_10 = create_adder_function(10)\n\n    print(f\"add_5(3) = {add_5(3)}\")\n    print(f\"add_10(3) = {add_10(3)}\")\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u5143\u7f16\u7a0b\u5bf9\u6bd4\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u5143\u7f16\u7a0b\u5bf9\u6bd4\uff1a\")\n\n    metaprogramming_comparison = {\n        \"Python\": {\n            \"\u4e3b\u8981\u673a\u5236\": \"\u88c5\u9970\u5668\u3001\u5143\u7c7b\u3001exec\/eval\",\n            \"\u7279\u70b9\": \"\u52a8\u6001\u3001\u5f3a\u5927\u3001\u4f46\u53ef\u80fd\u5371\u9669\",\n            \"\u54f2\u5b66\": \"\u6211\u4eec\u90fd\u662f\u6210\u5e74\u4eba\",\n        },\n        \"Java\": {\n            \"\u4e3b\u8981\u673a\u5236\": \"\u53cd\u5c04\u3001\u6ce8\u89e3\u5904\u7406\u5668\u3001\u52a8\u6001\u4ee3\u7406\",\n            \"\u7279\u70b9\": \"\u76f8\u5bf9\u53d7\u9650\u3001\u7c7b\u578b\u5b89\u5168\",\n            \"\u54f2\u5b66\": \"\u5b89\u5168\u7b2c\u4e00\",\n        },\n        \"C++\": {\n            \"\u4e3b\u8981\u673a\u5236\": \"\u6a21\u677f\u5143\u7f16\u7a0b\u3001constexpr\u3001\u5b8f\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u3001\u6027\u80fd\u597d\u3001\u590d\u6742\",\n            \"\u54f2\u5b66\": \"\u96f6\u6210\u672c\u62bd\u8c61\",\n        },\n        \"Ruby\": {\n            \"\u4e3b\u8981\u673a\u5236\": \"method_missing\u3001eval\u3001\u5f00\u653e\u7c7b\",\n            \"\u7279\u70b9\": \"\u6781\u5176\u7075\u6d3b\u3001DSL\u53cb\u597d\",\n            \"\u54f2\u5b66\": \"\u6700\u5c0f\u60ca\u8bb6\u539f\u5219\",\n        },\n        \"JavaScript\": {\n            \"\u4e3b\u8981\u673a\u5236\": \"Proxy\u3001eval\u3001\u51fd\u6570\u5f0f\u6280\u5de7\",\n            \"\u7279\u70b9\": \"\u52a8\u6001\u3001\u539f\u578b\u94fe\u64cd\u4f5c\",\n            \"\u54f2\u5b66\": \"\u4e00\u5207\u7686\u5bf9\u8c61\",\n        },\n        \"Lisp\": {\n            \"\u4e3b\u8981\u673a\u5236\": \"\u5b8f\u3001\u4ee3\u7801\u5373\u6570\u636e\",\n            \"\u7279\u70b9\": \"\u540c\u50cf\u6027\u3001\u5f3a\u5927\u7684\u5b8f\u7cfb\u7edf\",\n            \"\u54f2\u5b66\": \"\u4ee3\u7801\u751f\u6210\u662f\u81ea\u7136\u7684\u4e8b\u60c5\",\n        },\n    }\n\n    for lang, info in metaprogramming_comparison.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u4e3b\u8981\u673a\u5236: {info&#91;'\u4e3b\u8981\u673a\u5236']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u54f2\u5b66: {info&#91;'\u54f2\u5b66']}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_metaprogramming()\n\n# \u5143\u7f16\u7a0b\u7684\u5408\u7406\u4f7f\u7528\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u5143\u7f16\u7a0b\u7684\u5408\u7406\u4f7f\u7528\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u4f55\u65f6\u4f7f\u7528\u5143\u7f16\u7a0b\uff1a\n1. \u6846\u67b6\u5f00\u53d1\n   \u2022 ORM\u6846\u67b6\uff08Django ORM, SQLAlchemy\uff09\n   \u2022 Web\u6846\u67b6\uff08\u8def\u7531\u88c5\u9970\u5668\uff09\n   \u2022 \u6d4b\u8bd5\u6846\u67b6\uff08\u5939\u5177\u3001\u53c2\u6570\u5316\u6d4b\u8bd5\uff09\n\n2. \u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff08DSL\uff09\n   \u2022 \u914d\u7f6e\u8bed\u8a00\n   \u2022 \u67e5\u8be2\u8bed\u8a00\n   \u2022 \u6d4b\u8bd5\u89c4\u8303\u8bed\u8a00\n\n3. \u6027\u80fd\u4f18\u5316\n   \u2022 \u7f16\u8bd1\u65f6\u8ba1\u7b97\n   \u2022 \u4ee3\u7801\u751f\u6210\u4f18\u5316\n   \u2022 \u7f13\u5b58\u88c5\u9970\u5668\n\n4. \u4ee3\u7801\u751f\u6210\n   \u2022 \u5e8f\u5217\u5316\/\u53cd\u5e8f\u5217\u5316\u4ee3\u7801\n   \u2022 \u534f\u8bae\u7f13\u51b2\u533a\n   \u2022 API\u5ba2\u6237\u7aef\u751f\u6210\n\n\u4f55\u65f6\u907f\u514d\u5143\u7f16\u7a0b\uff1a\n1. \u4e1a\u52a1\u903b\u8f91\n   \u2022 \u4e1a\u52a1\u4ee3\u7801\u5e94\u8be5\u7b80\u5355\u76f4\u63a5\n   \u2022 \u5143\u7f16\u7a0b\u4f1a\u589e\u52a0\u7406\u89e3\u96be\u5ea6\n\n2. \u56e2\u961f\u6280\u80fd\u4e0d\u8db3\u65f6\n   \u2022 \u5143\u7f16\u7a0b\u9700\u8981\u9ad8\u7ea7\u6280\u80fd\n   \u2022 \u7b80\u5355\u7684\u4ee3\u7801\u6bd4\u806a\u660e\u7684\u4ee3\u7801\u66f4\u597d\n\n3. \u6027\u80fd\u4e0d\u91cd\u8981\u65f6\n   \u2022 \u5143\u7f16\u7a0b\u6709\u65f6\u6709\u6027\u80fd\u5f00\u9500\n   \u2022 \u8fc7\u65e9\u4f18\u5316\u662f\u4e07\u6076\u4e4b\u6e90\n\n4. \u6709\u66f4\u7b80\u5355\u7684\u66ff\u4ee3\u65b9\u6848\u65f6\n   \u2022 \u5982\u679c\u666e\u901a\u4ee3\u7801\u80fd\u89e3\u51b3\u95ee\u9898\n   \u2022 \u5c31\u4e0d\u8981\u4f7f\u7528\u5143\u7f16\u7a0b\n\n\u5143\u7f16\u7a0b\u7684\u6700\u4f73\u5b9e\u8df5\uff1a\n1. \u4fdd\u6301\u900f\u660e\n   \u2022 \u5143\u7f16\u7a0b\u4e0d\u5e94\u8be5\u8ba9API\u53d8\u5f97\u5947\u602a\n   \u2022 \u7528\u6237\u4e0d\u5e94\u8be5\u611f\u77e5\u5230\u5143\u7f16\u7a0b\u7684\u5b58\u5728\n\n2. \u5145\u5206\u6d4b\u8bd5\n   \u2022 \u5143\u7f16\u7a0b\u4ee3\u7801\u66f4\u96be\u6d4b\u8bd5\n   \u2022 \u9700\u8981\u66f4\u591a\u7684\u6d4b\u8bd5\u7528\u4f8b\n\n3. \u826f\u597d\u6587\u6863\n   \u2022 \u89e3\u91ca\u5143\u7f16\u7a0b\u505a\u4e86\u4ec0\u4e48\n   \u2022 \u63d0\u4f9b\u4f7f\u7528\u793a\u4f8b\n\n4. \u6e10\u8fdb\u91c7\u7528\n   \u2022 \u4ece\u7b80\u5355\u5f00\u59cb\uff0c\u9010\u6b65\u590d\u6742\u5316\n   \u2022 \u786e\u4fdd\u6bcf\u4e00\u6b65\u90fd\u7406\u89e3\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u9886\u57df\u5efa\u6a21\u4e0e\u62bd\u8c61\u601d\u7ef4<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u4e2d\u7684\u62bd\u8c61<\/h3>\n\n\n\n<p>\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\uff08DDD\uff09\u63d0\u4f9b\u4e86\u4e00\u5957\u7cfb\u7edf\u5316\u7684\u65b9\u6cd5\u6765\u53d1\u73b0\u548c\u8868\u8fbe\u4e1a\u52a1\u9886\u57df\u7684\u62bd\u8c61\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u4e2d\u7684\u62bd\u8c61\n# ============================================================================\n\nprint(\"\\n=== \u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u4e2d\u7684\u62bd\u8c61 ===\")\n\ndef demonstrate_ddd_abstractions():\n    \"\"\"\u6f14\u793aDDD\u4e2d\u7684\u62bd\u8c61\u6982\u5ff5\"\"\"\n\n    print(\"\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u7684\u6838\u5fc3\u62bd\u8c61\uff1a\")\n\n    # DDD\u7684\u6838\u5fc3\u6784\u5efa\u5757\n    ddd_building_blocks = &#91;\n        (\"\u5b9e\u4f53 (Entity)\", \"\u6709\u552f\u4e00\u6807\u8bc6\u7684\u5bf9\u8c61\", \"User, Order, Product\"),\n        (\"\u503c\u5bf9\u8c61 (Value Object)\", \"\u6ca1\u6709\u6807\u8bc6\uff0c\u901a\u8fc7\u5c5e\u6027\u5b9a\u4e49\u7684\u5bf9\u8c61\", \"Money, Address, DateRange\"),\n        (\"\u805a\u5408 (Aggregate)\", \"\u4e00\u7ec4\u76f8\u5173\u5bf9\u8c61\u7684\u8fb9\u754c\", \"Order + OrderItems\"),\n        (\"\u805a\u5408\u6839 (Aggregate Root)\", \"\u805a\u5408\u7684\u5165\u53e3\u70b9\", \"Order\uff08\u800c\u4e0d\u662fOrderItem\uff09\"),\n        (\"\u9886\u57df\u670d\u52a1 (Domain Service)\", \"\u4e0d\u5c5e\u4e8e\u4efb\u4f55\u5bf9\u8c61\u7684\u64cd\u4f5c\", \"TransferService, TaxCalculator\"),\n        (\"\u9886\u57df\u4e8b\u4ef6 (Domain Event)\", \"\u9886\u57df\u4e2d\u53d1\u751f\u7684\u91cd\u8981\u4e8b\u60c5\", \"OrderPlaced, PaymentReceived\"),\n        (\"\u4ed3\u50a8 (Repository)\", \"\u6301\u4e45\u5316\u62bd\u8c61\", \"UserRepository, OrderRepository\"),\n        (\"\u5de5\u5382 (Factory)\", \"\u590d\u6742\u5bf9\u8c61\u7684\u521b\u5efa\", \"OrderFactory, UserFactory\"),\n        (\"\u6a21\u5757 (Module)\", \"\u76f8\u5173\u6982\u5ff5\u7684\u5206\u7ec4\", \"BillingModule, InventoryModule\"),\n    ]\n\n    print(\"\u6784\u5efa\u5757         | \u63cf\u8ff0             | \u4f8b\u5b50\")\n    print(\"-\" * 70)\n    for block, description, example in ddd_building_blocks:\n        print(f\"{block:15} | {description:15} | {example}\")\n\n    # \u5b9e\u73b0DDD\u62bd\u8c61\n    print(\"\\n\u5b9e\u73b0DDD\u62bd\u8c61\u793a\u4f8b\uff1a\")\n\n    from abc import ABC, abstractmethod\n    from typing import List, Optional\n    from datetime import datetime\n    from dataclasses import dataclass\n    from enum import Enum\n\n    # \u503c\u5bf9\u8c61\n    @dataclass(frozen=True)  # \u4e0d\u53ef\u53d8\n    class Money:\n        \"\"\"\u91d1\u94b1\u503c\u5bf9\u8c61\"\"\"\n        amount: float\n        currency: str\n\n        def __post_init__(self):\n            if self.amount &lt; 0:\n                raise ValueError(\"\u91d1\u989d\u4e0d\u80fd\u4e3a\u8d1f\")\n            if not self.currency:\n                raise ValueError(\"\u8d27\u5e01\u4e0d\u80fd\u4e3a\u7a7a\")\n\n        def add(self, other: 'Money') -&gt; 'Money':\n            if self.currency != other.currency:\n                raise ValueError(\"\u8d27\u5e01\u4e0d\u540c\")\n            return Money(self.amount + other.amount, self.currency)\n\n        def multiply(self, factor: float) -&gt; 'Money':\n            return Money(self.amount * factor, self.currency)\n\n    @dataclass(frozen=True)\n    class Address:\n        \"\"\"\u5730\u5740\u503c\u5bf9\u8c61\"\"\"\n        street: str\n        city: str\n        postal_code: str\n        country: str\n\n        def formatted(self) -&gt; str:\n            return f\"{self.street}, {self.city}, {self.postal_code}, {self.country}\"\n\n    # \u5b9e\u4f53\n    class OrderStatus(Enum):\n        PENDING = \"pending\"\n        PAID = \"paid\"\n        SHIPPED = \"shipped\"\n        DELIVERED = \"delivered\"\n        CANCELLED = \"cancelled\"\n\n    class OrderItem:\n        \"\"\"\u8ba2\u5355\u9879\u5b9e\u4f53\"\"\"\n\n        def __init__(self, product_id: str, product_name: str, \n                    quantity: int, unit_price: Money):\n            self.product_id = product_id\n            self.product_name = product_name\n            self.quantity = quantity\n            self.unit_price = unit_price\n            self._validate()\n\n        def _validate(self):\n            if self.quantity &lt;= 0:\n                raise ValueError(\"\u6570\u91cf\u5fc5\u987b\u5927\u4e8e0\")\n\n        @property\n        def total_price(self) -&gt; Money:\n            return self.unit_price.multiply(self.quantity)\n\n        def __eq__(self, other):\n            if not isinstance(other, OrderItem):\n                return False\n            return self.product_id == other.product_id\n\n        def __hash__(self):\n            return hash(self.product_id)\n\n    class Order:\n        \"\"\"\u8ba2\u5355\u805a\u5408\u6839\"\"\"\n\n        def __init__(self, order_id: str, customer_id: str, shipping_address: Address):\n            self.order_id = order_id\n            self.customer_id = customer_id\n            self.shipping_address = shipping_address\n            self.status = OrderStatus.PENDING\n            self._items: List&#91;OrderItem] = &#91;]\n            self.created_at = datetime.now()\n            self.updated_at = self.created_at\n\n        def add_item(self, product_id: str, product_name: str, \n                    quantity: int, unit_price: Money) -&gt; None:\n            \"\"\"\u6dfb\u52a0\u8ba2\u5355\u9879\"\"\"\n            item = OrderItem(product_id, product_name, quantity, unit_price)\n\n            # \u68c0\u67e5\u662f\u5426\u5df2\u5b58\u5728\u76f8\u540c\u4ea7\u54c1\n            for existing_item in self._items:\n                if existing_item.product_id == product_id:\n                    # \u66f4\u65b0\u6570\u91cf\uff08\u7b80\u5316\u5904\u7406\uff09\n                    raise ValueError(\"\u4ea7\u54c1\u5df2\u5b58\u5728\uff0c\u8bf7\u66f4\u65b0\u6570\u91cf\")\n\n            self._items.append(item)\n            self._update_timestamp()\n\n        def remove_item(self, product_id: str) -&gt; None:\n            \"\"\"\u79fb\u9664\u8ba2\u5355\u9879\"\"\"\n            self._items = &#91;item for item in self._items \n                          if item.product_id != product_id]\n            self._update_timestamp()\n\n        @property\n        def total_amount(self) -&gt; Money:\n            \"\"\"\u8ba1\u7b97\u603b\u91d1\u989d\"\"\"\n            if not self._items:\n                return Money(0, \"USD\")  # \u9ed8\u8ba4\u8d27\u5e01\n\n            # \u5047\u8bbe\u6240\u6709\u5546\u54c1\u4f7f\u7528\u76f8\u540c\u8d27\u5e01\n            total = Money(0, self._items&#91;0].unit_price.currency)\n            for item in self._items:\n                total = total.add(item.total_price)\n            return total\n\n        def pay(self, amount: Money) -&gt; None:\n            \"\"\"\u652f\u4ed8\u8ba2\u5355\"\"\"\n            if self.status != OrderStatus.PENDING:\n                raise ValueError(\"\u53ea\u80fd\u652f\u4ed8\u5f85\u5904\u7406\u8ba2\u5355\")\n\n            if amount.currency != self.total_amount.currency:\n                raise ValueError(\"\u8d27\u5e01\u4e0d\u5339\u914d\")\n\n            if amount.amount &lt; self.total_amount.amount:\n                raise ValueError(\"\u652f\u4ed8\u91d1\u989d\u4e0d\u8db3\")\n\n            self.status = OrderStatus.PAID\n            self._update_timestamp()\n\n            # \u53d1\u5e03\u9886\u57df\u4e8b\u4ef6\n            self._events.append(OrderPaid(\n                order_id=self.order_id,\n                customer_id=self.customer_id,\n                amount=amount,\n                paid_at=datetime.now()\n            ))\n\n        def cancel(self) -&gt; None:\n            \"\"\"\u53d6\u6d88\u8ba2\u5355\"\"\"\n            if self.status in &#91;OrderStatus.SHIPPED, OrderStatus.DELIVERED]:\n                raise ValueError(\"\u5df2\u53d1\u8d27\u8ba2\u5355\u4e0d\u80fd\u53d6\u6d88\")\n\n            self.status = OrderStatus.CANCELLED\n            self._update_timestamp()\n\n        def _update_timestamp(self):\n            self.updated_at = datetime.now()\n\n        # \u9886\u57df\u4e8b\u4ef6\u5904\u7406\n        def __init_subclass__(cls):\n            cls._events = &#91;]\n\n        @property\n        def domain_events(self):\n            return list(self._events)\n\n        def clear_events(self):\n            self._events.clear()\n\n    # \u9886\u57df\u4e8b\u4ef6\n    @dataclass\n    class DomainEvent(ABC):\n        \"\"\"\u9886\u57df\u4e8b\u4ef6\u57fa\u7c7b\"\"\"\n        occurred_at: datetime = None\n\n        def __post_init__(self):\n            if self.occurred_at is None:\n                self.occurred_at = datetime.now()\n\n    @dataclass\n    class OrderPaid(DomainEvent):\n        \"\"\"\u8ba2\u5355\u652f\u4ed8\u4e8b\u4ef6\"\"\"\n        order_id: str\n        customer_id: str\n        amount: Money\n\n    # \u9886\u57df\u670d\u52a1\n    class OrderService:\n        \"\"\"\u8ba2\u5355\u9886\u57df\u670d\u52a1\"\"\"\n\n        @staticmethod\n        def merge_orders(order1: Order, order2: Order) -&gt; Order:\n            \"\"\"\u5408\u5e76\u4e24\u4e2a\u8ba2\u5355\uff08\u5fc5\u987b\u662f\u540c\u4e00\u5ba2\u6237\uff09\"\"\"\n            if order1.customer_id != order2.customer_id:\n                raise ValueError(\"\u53ea\u80fd\u5408\u5e76\u540c\u4e00\u5ba2\u6237\u7684\u8ba2\u5355\")\n\n            # \u521b\u5efa\u65b0\u8ba2\u5355\n            merged_order = Order(\n                order_id=f\"merged_{order1.order_id}_{order2.order_id}\",\n                customer_id=order1.customer_id,\n                shipping_address=order1.shipping_address\n            )\n\n            # \u590d\u5236\u8ba2\u5355\u9879\uff08\u7b80\u5316\u5b9e\u73b0\uff09\n            # \u5b9e\u9645\u5e94\u8be5\u66f4\u590d\u6742\uff0c\u5904\u7406\u91cd\u590d\u4ea7\u54c1\u7b49\n\n            return merged_order\n\n    # \u4ed3\u50a8\u63a5\u53e3\n    class OrderRepository(ABC):\n        \"\"\"\u8ba2\u5355\u4ed3\u50a8\u63a5\u53e3\"\"\"\n\n        @abstractmethod\n        def save(self, order: Order) -&gt; None:\n            pass\n\n        @abstractmethod\n        def find_by_id(self, order_id: str) -&gt; Optional&#91;Order]:\n            pass\n\n        @abstractmethod\n        def find_by_customer(self, customer_id: str) -&gt; List&#91;Order]:\n            pass\n\n        @abstractmethod\n        def delete(self, order_id: str) -&gt; bool:\n            pass\n\n    # \u5de5\u5382\n    class OrderFactory:\n        \"\"\"\u8ba2\u5355\u5de5\u5382\"\"\"\n\n        @staticmethod\n        def create_order(customer_id: str, shipping_address: Address) -&gt; Order:\n            \"\"\"\u521b\u5efa\u65b0\u8ba2\u5355\"\"\"\n            import uuid\n            order_id = f\"ORD-{uuid.uuid4().hex&#91;:8].upper()}\"\n            return Order(order_id, customer_id, shipping_address)\n\n    # \u4f7f\u7528DDD\u62bd\u8c61\n    print(\"\\n\u4f7f\u7528DDD\u62bd\u8c61\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u5730\u5740\u503c\u5bf9\u8c61\n    address = Address(\n        street=\"123 Main St\",\n        city=\"San Francisco\",\n        postal_code=\"94105\",\n        country=\"USA\"\n    )\n\n    # \u4f7f\u7528\u5de5\u5382\u521b\u5efa\u8ba2\u5355\n    order = OrderFactory.create_order(\"CUST001\", address)\n\n    # \u6dfb\u52a0\u8ba2\u5355\u9879\n    order.add_item(\"PROD001\", \"\u7b14\u8bb0\u672c\u7535\u8111\", 1, Money(999.99, \"USD\"))\n    order.add_item(\"PROD002\", \"\u9f20\u6807\", 2, Money(29.99, \"USD\"))\n\n    print(f\"\u8ba2\u5355ID: {order.order_id}\")\n    print(f\"\u8ba2\u5355\u72b6\u6001: {order.status.value}\")\n    print(f\"\u8ba2\u5355\u603b\u989d: {order.total_amount.amount} {order.total_amount.currency}\")\n    print(f\"\u8ba2\u5355\u9879\u6570\u91cf: {len(order._items)}\")\n\n    # \u652f\u4ed8\u8ba2\u5355\n    try:\n        order.pay(Money(1059.97, \"USD\"))  # \u8db3\u591f\u652f\u4ed8\n        print(f\"\u652f\u4ed8\u540e\u72b6\u6001: {order.status.value}\")\n    except ValueError as e:\n        print(f\"\u652f\u4ed8\u5931\u8d25: {e}\")\n\n    # \u67e5\u770b\u9886\u57df\u4e8b\u4ef6\n    print(f\"\\n\u9886\u57df\u4e8b\u4ef6: {order.domain_events}\")\n\n    # \u9886\u57df\u670d\u52a1\u4f7f\u7528\n    order2 = OrderFactory.create_order(\"CUST001\", address)\n    order2.add_item(\"PROD003\", \"\u952e\u76d8\", 1, Money(89.99, \"USD\"))\n\n    try:\n        merged = OrderService.merge_orders(order, order2)\n        print(f\"\u5408\u5e76\u8ba2\u5355ID: {merged.order_id}\")\n    except ValueError as e:\n        print(f\"\u5408\u5e76\u5931\u8d25: {e}\")\n\n    # DDD\u62bd\u8c61\u7684\u4ef7\u503c\n    print(\"\\nDDD\u62bd\u8c61\u7684\u4ef7\u503c\uff1a\")\n\n    ddd_values = &#91;\n        (\"\u7edf\u4e00\u8bed\u8a00\", \"\u5f00\u53d1\u4eba\u5458\u4e0e\u4e1a\u52a1\u4e13\u5bb6\u4f7f\u7528\u76f8\u540c\u7684\u672f\u8bed\", \"\u51cf\u5c11\u6c9f\u901a\u8bef\u89e3\"),\n        (\"\u4e1a\u52a1\u903b\u8f91\u663e\u5f0f\u5316\", \"\u4e1a\u52a1\u89c4\u5219\u5728\u4ee3\u7801\u4e2d\u660e\u786e\u8868\u8fbe\", \"\u4fbf\u4e8e\u7406\u89e3\u548c\u7ef4\u62a4\"),\n        (\"\u5173\u6ce8\u70b9\u5206\u79bb\", \"\u9886\u57df\u903b\u8f91\u4e0e\u6280\u672f\u5b9e\u73b0\u5206\u79bb\", \"\u63d0\u9ad8\u53ef\u6d4b\u8bd5\u6027\"),\n        (\"\u7075\u6d3b\u6027\", \"\u53ef\u4ee5\u72ec\u7acb\u6f14\u5316\u9886\u57df\u6a21\u578b\u548c\u6280\u672f\u5b9e\u73b0\", \"\u9002\u5e94\u53d8\u5316\"),\n        (\"\u53ef\u6d4b\u8bd5\u6027\", \"\u9886\u57df\u5bf9\u8c61\u4e0d\u4f9d\u8d56\u5916\u90e8\u7cfb\u7edf\", \"\u6613\u4e8e\u5355\u5143\u6d4b\u8bd5\"),\n    ]\n\n    for value, mechanism, benefit in ddd_values:\n        print(f\"  \u2022 {value:15} | {mechanism:25} | -&gt; {benefit}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_ddd_abstractions()\n\n# \u62bd\u8c61\u601d\u7ef4\u7684\u57f9\u517b\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u62bd\u8c61\u601d\u7ef4\u7684\u57f9\u517b\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u5982\u4f55\u57f9\u517b\u62bd\u8c61\u601d\u7ef4\uff1a\n\n1. \u5b66\u4e60\u591a\u4e2a\u9886\u57df\u7684\u77e5\u8bc6\n   \u2022 \u8ba1\u7b97\u673a\u79d1\u5b66\u4ee5\u5916\u7684\u9886\u57df\n   \u2022 \u6570\u5b66\u3001\u54f2\u5b66\u3001\u7269\u7406\u5b66\n   \u2022 \u4e0d\u540c\u9886\u57df\u7684\u62bd\u8c61\u6a21\u5f0f\n\n2. \u7ec3\u4e60\u8bc6\u522b\u6a21\u5f0f\n   \u2022 \u5728\u65e5\u5e38\u4e8b\u7269\u4e2d\u5bfb\u627e\u6a21\u5f0f\n   \u2022 \u6bd4\u8f83\u4e0d\u540c\u7cfb\u7edf\u7684\u76f8\u4f3c\u6027\n   \u2022 \u95ee\"\u8fd9\u8ba9\u6211\u60f3\u8d77\u4ec0\u4e48\uff1f\"\n\n3. \u5b66\u4e60\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\n   \u2022 \u6bcf\u79cd\u8bed\u8a00\u6709\u4e0d\u540c\u7684\u62bd\u8c61\u673a\u5236\n   \u2022 \u6bd4\u8f83\u4e0d\u540c\u8bed\u8a00\u7684\u89e3\u51b3\u65b9\u6848\n   \u2022 \u7406\u89e3\u62bd\u8c61\u80cc\u540e\u7684\u601d\u60f3\n\n4. \u9605\u8bfb\u4f18\u79c0\u4ee3\u7801\n   \u2022 \u5f00\u6e90\u9879\u76ee\u7684\u67b6\u6784\u8bbe\u8ba1\n   \u2022 \u8bbe\u8ba1\u6a21\u5f0f\u7684\u5e94\u7528\n   \u2022 \u6ce8\u610f\u62bd\u8c61\u5c42\u6b21\u7684\u9009\u62e9\n\n5. \u4ece\u5177\u4f53\u5230\u62bd\u8c61\n   \u2022 \u5148\u89e3\u51b3\u5177\u4f53\u95ee\u9898\n   \u2022 \u7136\u540e\u5bfb\u627e\u901a\u7528\u6a21\u5f0f\n   \u2022 \u6700\u540e\u63d0\u70bc\u4e3a\u62bd\u8c61\n\n6. \u4ece\u62bd\u8c61\u5230\u5177\u4f53\n   \u2022 \u7406\u89e3\u62bd\u8c61\u6982\u5ff5\n   \u2022 \u5bfb\u627e\u5177\u4f53\u4f8b\u5b50\n   \u2022 \u5b9e\u73b0\u62bd\u8c61\u6982\u5ff5\n\n7. \u4e0e\u4ed6\u4eba\u8ba8\u8bba\n   \u2022 \u89e3\u91ca\u4f60\u7684\u62bd\u8c61\u8bbe\u8ba1\n   \u2022 \u542c\u53d6\u4ed6\u4eba\u7684\u53cd\u9988\n   \u2022 \u53c2\u4e0e\u8bbe\u8ba1\u8ba8\u8bba\n\n8. \u63a5\u53d7\u4e0d\u5b8c\u7f8e\n   \u2022 \u62bd\u8c61\u603b\u662f\u6709\u4ee3\u4ef7\u7684\n   \u2022 \u6ca1\u6709\u5b8c\u7f8e\u7684\u62bd\u8c61\n   \u2022 \u5728\u8fc7\u5ea6\u62bd\u8c61\u548c\u4e0d\u8db3\u62bd\u8c61\u4e4b\u95f4\u5e73\u8861\n\n\u62bd\u8c61\u601d\u7ef4\u7684\u68c0\u67e5\u6e05\u5355\uff1a\n\n1. \u6211\u662f\u5426\u7406\u89e3\u4e86\u95ee\u9898\u7684\u672c\u8d28\uff1f\n2. \u6211\u662f\u5426\u8bc6\u522b\u4e86\u91cd\u590d\u7684\u6a21\u5f0f\uff1f\n3. \u6211\u662f\u5426\u63d0\u53d6\u4e86\u5171\u540c\u7684\u90e8\u5206\uff1f\n4. \u6211\u662f\u5426\u9690\u85cf\u4e86\u4e0d\u5fc5\u8981\u7684\u7ec6\u8282\uff1f\n5. \u6211\u7684\u62bd\u8c61\u662f\u5426\u6613\u4e8e\u7406\u89e3\uff1f\n6. \u6211\u7684\u62bd\u8c61\u662f\u5426\u6613\u4e8e\u4f7f\u7528\uff1f\n7. \u6211\u7684\u62bd\u8c61\u662f\u5426\u6613\u4e8e\u6269\u5c55\uff1f\n8. \u6211\u7684\u62bd\u8c61\u662f\u5426\u5f15\u5165\u4e86\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027\uff1f\n\n\u8bb0\u4f4f\uff1a\u62bd\u8c61\u4e0d\u662f\u76ee\u6807\uff0c\u800c\u662f\u5de5\u5177\u3002\u597d\u7684\u62bd\u8c61\u8ba9\u590d\u6742\u95ee\u9898\u53d8\u7b80\u5355\uff0c\u574f\u7684\u62bd\u8c61\u8ba9\u7b80\u5355\u95ee\u9898\u53d8\u590d\u6742\u3002\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u9ad8\u7ea7\u62bd\u8c61\u7684\u6838\u5fc3\u6d1e\u89c1<\/h3>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u5802\u8bfe\uff0c\u6211\u4eec\u83b7\u5f97\u4e86\u4ee5\u4e0b\u6838\u5fc3\u6d1e\u89c1\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u62bd\u8c61\u662f\u5206\u5c42\u7684<\/strong>\uff1a\u4ece\u5177\u4f53\u7684\u4ee3\u7801\u884c\u5230\u9ad8\u7ea7\u7684\u9886\u57df\u6982\u5ff5\uff0c\u62bd\u8c61\u5b58\u5728\u4e8e\u591a\u4e2a\u5c42\u6b21\u3002<\/li>\n\n\n\n<li><strong>\u62bd\u8c61\u662f\u6743\u8861\u7684\u827a\u672f<\/strong>\uff1a\u6bcf\u4e2a\u62bd\u8c61\u90fd\u6709\u6210\u672c\u548c\u6536\u76ca\uff0c\u9700\u8981\u5728\u7b80\u5355\u6027\u3001\u7075\u6d3b\u6027\u3001\u6027\u80fd\u4e4b\u95f4\u5e73\u8861\u3002<\/li>\n\n\n\n<li><strong>\u62bd\u8c61\u662f\u8de8\u8bed\u8a00\u7684<\/strong>\uff1a\u867d\u7136\u5b9e\u73b0\u4e0d\u540c\uff0c\u4f46\u62bd\u8c61\u601d\u7ef4\u5728\u6240\u6709\u7f16\u7a0b\u8bed\u8a00\u4e2d\u90fd\u9002\u7528\u3002<\/li>\n\n\n\n<li><strong>\u62bd\u8c61\u9700\u8981\u5b9e\u8df5<\/strong>\uff1a\u62bd\u8c61\u601d\u7ef4\u4e0d\u662f\u5929\u751f\u7684\uff0c\u9700\u8981\u901a\u8fc7\u7ec3\u4e60\u6765\u57f9\u517b\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u62bd\u8c61\u6280\u672f\u7684\u6f14\u8fdb\u8d8b\u52bf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece\u7ee7\u627f\u5230\u7ec4\u5408<\/strong>\uff1a\u73b0\u4ee3\u8bbe\u8ba1\u66f4\u503e\u5411\u4e8e\u4f7f\u7528\u7ec4\u5408\u800c\u975e\u6df1\u5c42\u6b21\u7684\u7ee7\u627f\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u7c7b\u5230\u51fd\u6570<\/strong>\uff1a\u51fd\u6570\u5f0f\u7f16\u7a0b\u7684\u62bd\u8c61\uff08\u9ad8\u9636\u51fd\u6570\u3001\u51fd\u5b50\u3001\u5355\u5b50\uff09\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u7f16\u8bd1\u65f6\u5230\u8fd0\u884c\u65f6<\/strong>\uff1a\u52a8\u6001\u8bed\u8a00\u548c\u5143\u7f16\u7a0b\u63d0\u4f9b\u4e86\u66f4\u7075\u6d3b\u7684\u62bd\u8c61\u673a\u5236\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u6280\u672f\u5230\u9886\u57df<\/strong>\uff1a\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u5c06\u62bd\u8c61\u7684\u91cd\u70b9\u4ece\u6280\u672f\u8f6c\u79fb\u5230\u4e1a\u52a1\u9886\u57df\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u7ed9\u5b66\u4e60\u8005\u7684\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece\u7406\u89e3\u5f00\u59cb<\/strong>\uff1a\u4e0d\u8981\u6025\u4e8e\u4f7f\u7528\u9ad8\u7ea7\u62bd\u8c61\uff0c\u5148\u7406\u89e3\u95ee\u9898\u7684\u672c\u8d28\u3002<\/li>\n\n\n\n<li><strong>\u9010\u6b65\u62bd\u8c61<\/strong>\uff1a\u5148\u5199\u5177\u4f53\u4ee3\u7801\uff0c\u7136\u540e\u9010\u6b65\u63d0\u53d6\u62bd\u8c61\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u591a\u79cd\u8303\u5f0f<\/strong>\uff1a\u9762\u5411\u5bf9\u8c61\u3001\u51fd\u6570\u5f0f\u3001\u54cd\u5e94\u5f0f\u7f16\u7a0b\u90fd\u6709\u4e0d\u540c\u7684\u62bd\u8c61\u65b9\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u5173\u6ce8\u8bbe\u8ba1\u539f\u5219<\/strong>\uff1aSOLID\u539f\u5219\u3001DRY\u539f\u5219\u3001KISS\u539f\u5219\u662f\u6307\u5f15\u62bd\u8c61\u8bbe\u8ba1\u7684\u660e\u706f\u3002<\/li>\n\n\n\n<li><strong>\u4fdd\u6301\u7b80\u5355<\/strong>\uff1a\u6700\u7b80\u5355\u7684\u80fd\u89e3\u51b3\u95ee\u9898\u7684\u62bd\u8c61\u5c31\u662f\u6700\u597d\u7684\u62bd\u8c61\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u7ec8\u6781\u76ee\u6807\uff1a\u6210\u4e3a\u95ee\u9898\u89e3\u51b3\u8005<\/h3>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u6211\u4eec\u4f7f\u7528\u62bd\u8c61\u4e0d\u662f\u4e3a\u4e86\u70ab\u6280\uff0c\u800c\u662f\u4e3a\u4e86\u66f4\u597d\u5730\u89e3\u51b3\u95ee\u9898\u3002\u4f18\u79c0\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u5e94\u8be5\u80fd\u591f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5728\u4e0d\u540c\u62bd\u8c61\u5c42\u6b21\u601d\u8003<\/strong>\uff1a\u4ece\u6bd4\u7279\u5230\u4f4d\uff0c\u4ece\u51fd\u6570\u5230\u7cfb\u7edf\u67b6\u6784\u3002<\/li>\n\n\n\n<li><strong>\u9009\u62e9\u5408\u9002\u7684\u62bd\u8c61\u5de5\u5177<\/strong>\uff1a\u77e5\u9053\u4f55\u65f6\u4f7f\u7528\u7c7b\u3001\u63a5\u53e3\u3001\u6cdb\u578b\u6216\u5143\u7f16\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u5e73\u8861\u5404\u79cd\u7ea6\u675f<\/strong>\uff1a\u5728\u529f\u80fd\u3001\u6027\u80fd\u3001\u53ef\u7ef4\u62a4\u6027\u3001\u56e2\u961f\u6280\u80fd\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u6301\u7eed\u6f14\u8fdb\u8bbe\u8ba1<\/strong>\uff1a\u968f\u7740\u9700\u6c42\u53d8\u5316\uff0c\u4e0d\u65ad\u91cd\u6784\u548c\u6539\u8fdb\u62bd\u8c61\u8bbe\u8ba1\u3002<\/li>\n\n\n\n<li><strong>\u6c9f\u901a\u8bbe\u8ba1\u601d\u60f3<\/strong>\uff1a\u80fd\u591f\u5411\u4e0d\u540c\u80cc\u666f\u7684\u4eba\u89e3\u91ca\u62bd\u8c61\u8bbe\u8ba1\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u62bd\u8c61\u662f\u8f6f\u4ef6\u5de5\u7a0b\u7684\u7075\u9b42\uff0c\u662f\u7ba1\u7406\u590d\u6742\u6027\u7684\u6838\u5fc3\u5de5\u5177\u3002\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u5bf9\u9ad8\u7ea7\u62bd\u8c61\u6709\u4e86\u66f4\u6df1\u5165\u7684\u7406\u89e3\uff0c\u5e76\u80fd\u591f\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u5e94\u7528\u8fd9\u4e9b\u77e5\u8bc6\uff0c\u521b\u5efa\u66f4\u6e05\u6670\u3001\u66f4\u7075\u6d3b\u3001\u66f4\u53ef\u7ef4\u62a4\u7684\u8f6f\u4ef6\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u4e94\u8bfe\uff1a\u9ad8\u7ea7\u62bd\u8c61 &#8211; \u4ece\u62bd\u8c61\u7c7b\u5230\u9886\u57df\u5efa\u6a21\u7684\u827a\u672f\uff01\u5b8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u516d\u8bfe\uff1a\u7279\u8d28\u4e0e\u6df7\u5165 &#8211; \u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f\u7684\u827a\u672f<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u7ee7\u627f\u7684\u56f0\u5883\u4e0e\u7ec4\u5408\u7684\u5d1b\u8d77<\/h2>\n\n\n\n<p>\u5728\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u65e9\u671f\uff0c\u7ee7\u627f\u662f\u4ee3\u7801\u91cd\u7528\u7684\u4e3b\u8981\u624b\u6bb5\u3002\u4f46\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u5f00\u53d1\u8005\u9010\u6e10\u53d1\u73b0\u4e86\u7ee7\u627f\u7684\u5c40\u9650\u6027\uff1a<strong>\u8106\u5f31\u7684\u57fa\u7c7b\u95ee\u9898\u3001\u83f1\u5f62\u7ee7\u627f\u95ee\u9898\u3001\u8fc7\u5ea6\u8026\u5408<\/strong>\u3002\u7279\u8d28\uff08Traits\uff09\u548c\u6df7\u5165\uff08Mixins\uff09\u5e94\u8fd0\u800c\u751f\uff0c\u5b83\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u7075\u6d3b\u3001\u66f4\u5b89\u5168\u7684\u4ee3\u7801\u91cd\u7528\u65b9\u5f0f\uff1a<strong>\u6c34\u5e73\u7ec4\u5408\u800c\u975e\u5782\u76f4\u7ee7\u627f<\/strong>\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u7d22\u7279\u8d28\u548c\u6df7\u5165\u7684\u4e16\u754c\uff0c\u5b66\u4e60\u5982\u4f55\u901a\u8fc7\u7ec4\u5408\u800c\u975e\u7ee7\u627f\u6765\u6784\u5efa\u7075\u6d3b\u3001\u53ef\u7ef4\u62a4\u7684\u7cfb\u7edf\u3002\u65e0\u8bba\u4f60\u4f7f\u7528Ruby\u7684Module\u3001Scala\u7684Trait\u3001Python\u7684Mixin\u8fd8\u662fKotlin\u7684\u63a5\u53e3\u9ed8\u8ba4\u5b9e\u73b0\uff0c\u638c\u63e1\u8fd9\u4e9b\u6982\u5ff5\u5c06\u4f7f\u4f60\u7684\u4ee3\u7801\u66f4\u5177\u5f39\u6027\u548c\u8868\u73b0\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u7279\u8d28 &#8211; \u5e26\u5b9e\u73b0\u7684\u63a5\u53e3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u7279\u8d28\u7684\u672c\u8d28\uff1a\u884c\u4e3a\u7684\u53ef\u63d2\u62d4\u5355\u5143<\/h3>\n\n\n\n<p>\u7279\u8d28\u662f\u4e00\u79cd\u53ef\u4ee5\u5305\u542b\u65b9\u6cd5\u5b9e\u73b0\uff08\u800c\u4e0d\u4ec5\u4ec5\u662f\u58f0\u660e\uff09\u7684\u63a5\u53e3\u3002\u5b83\u5141\u8bb8\u6211\u4eec\u4ee5\u6a21\u5757\u5316\u7684\u65b9\u5f0f\u5b9a\u4e49\u53ef\u91cd\u7528\u7684\u884c\u4e3a\uff0c\u7136\u540e\u5c06\u5176&#8221;\u6df7\u5165&#8221;\u5230\u7c7b\u4e2d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7279\u8d28\u7684\u672c\u8d28\uff1a\u884c\u4e3a\u7684\u53ef\u63d2\u62d4\u5355\u5143\n# ============================================================================\n\nprint(\"=== \u7279\u8d28\u7684\u672c\u8d28\uff1a\u884c\u4e3a\u7684\u53ef\u63d2\u62d4\u5355\u5143 ===\")\n\ndef demonstrate_trait_essence():\n    \"\"\"\u6f14\u793a\u7279\u8d28\u7684\u672c\u8d28\"\"\"\n\n    print(\"\u7279\u8d28\u89e3\u51b3\u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\")\n    print(\"1. \u591a\u91cd\u7ee7\u627f\u7684\u590d\u6742\u6027\uff08\u83f1\u5f62\u95ee\u9898\uff09\")\n    print(\"2. \u63a5\u53e3\u53ea\u80fd\u58f0\u660e\u4e0d\u80fd\u5b9e\u73b0\u7684\u9650\u5236\")\n    print(\"3. \u4ee3\u7801\u91cd\u7528\u7684\u7075\u6d3b\u6027\u9700\u6c42\")\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u7279\u8d28\u5b9e\u73b0\u5bf9\u6bd4\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u7279\u8d28\/\u6df7\u5165\u5b9e\u73b0\uff1a\")\n\n    trait_implementations = {\n        \"Scala\": {\n            \"\u673a\u5236\": \"trait\u5173\u952e\u5b57\uff0c\u7ebf\u6027\u5316\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u6df7\u5165\uff0c\u65b9\u6cd5\u51b2\u7a81\u89e3\u51b3\",\n            \"\u793a\u4f8b\": \"\"\"\ntrait Logger {\n  def log(msg: String): Unit = println(s\"LOG: $msg\")\n}\n\nclass Service extends Logger {\n  def run(): Unit = {\n    log(\"\u670d\u52a1\u542f\u52a8\")\n  }\n}\n\"\"\"\n        },\n        \"Ruby\": {\n            \"\u673a\u5236\": \"Module\uff0cinclude\/extend\",\n            \"\u7279\u70b9\": \"\u8fd0\u884c\u65f6\u6df7\u5165\uff0c\u65b9\u6cd5\u67e5\u627e\u94fe\",\n            \"\u793a\u4f8b\": \"\"\"\nmodule Logger\n  def log(msg)\n    puts \"LOG: #{msg}\"\n  end\nend\n\nclass Service\n  include Logger\n\n  def run\n    log(\"\u670d\u52a1\u542f\u52a8\")\n  end\nend\n\"\"\"\n        },\n        \"Kotlin\": {\n            \"\u673a\u5236\": \"\u63a5\u53e3\u9ed8\u8ba4\u5b9e\u73b0\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\uff0c\u7c7b\u4f3cJava 8+\",\n            \"\u793a\u4f8b\": \"\"\"\ninterface Logger {\n  fun log(msg: String) {\n    println(\"LOG: $msg\")\n  }\n}\n\nclass Service : Logger {\n  fun run() {\n    log(\"\u670d\u52a1\u542f\u52a8\")\n  }\n}\n\"\"\"\n        },\n        \"Rust\": {\n            \"\u673a\u5236\": \"trait + \u9ed8\u8ba4\u65b9\u6cd5\",\n            \"\u7279\u70b9\": \"\u96f6\u6210\u672c\u62bd\u8c61\uff0c\u663e\u5f0f\u5b9e\u73b0\",\n            \"\u793a\u4f8b\": \"\"\"\ntrait Logger {\n  fn log(&amp;self, msg: &amp;str) {\n    println!(\"LOG: {}\", msg);\n  }\n}\n\nstruct Service;\n\nimpl Logger for Service {}\n\nimpl Service {\n  fn run(&amp;self) {\n    self.log(\"\u670d\u52a1\u542f\u52a8\");\n  }\n}\n\"\"\"\n        },\n        \"Python\": {\n            \"\u673a\u5236\": \"Mixin\u7c7b\uff0c\u591a\u91cd\u7ee7\u627f\",\n            \"\u7279\u70b9\": \"\u8fd0\u884c\u65f6\uff0c\u65b9\u6cd5\u89e3\u6790\u987a\u5e8f(MRO)\",\n            \"\u793a\u4f8b\": \"\"\"\nclass LoggerMixin:\n    def log(self, msg):\n        print(f\"LOG: {msg}\")\n\nclass Service(LoggerMixin):\n    def run(self):\n        self.log(\"\u670d\u52a1\u542f\u52a8\")\n\"\"\"\n        },\n        \"PHP\": {\n            \"\u673a\u5236\": \"trait\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u590d\u5236\uff0c\u51b2\u7a81\u89e3\u51b3\",\n            \"\u793a\u4f8b\": \"\"\"\ntrait Logger {\n  public function log($msg) {\n    echo \"LOG: $msg\";\n  }\n}\n\nclass Service {\n  use Logger;\n\n  public function run() {\n    $this-&gt;log(\"\u670d\u52a1\u542f\u52a8\");\n  }\n}\n\"\"\"\n        },\n    }\n\n    for lang, info in trait_implementations.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u673a\u5236: {info&#91;'\u673a\u5236']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b'].strip()}\")\n\n    # Python\u4e2d\u5b9e\u73b0\u7279\u8d28\u7684\u4e09\u79cd\u65b9\u5f0f\n    print(\"\\nPython\u4e2d\u5b9e\u73b0\u7279\u8d28\u7684\u4e09\u79cd\u65b9\u5f0f\uff1a\")\n\n    # \u65b9\u5f0f1\uff1a\u7b80\u5355\u7684Mixin\u7c7b\n    print(\"\\n\u65b9\u5f0f1\uff1a\u7b80\u5355\u7684Mixin\u7c7b\")\n\n    class LoggableMixin:\n        \"\"\"\u65e5\u5fd7\u7279\u8d28\"\"\"\n\n        def log(self, message: str, level: str = \"INFO\"):\n            print(f\"&#91;{level}] {self.__class__.__name__}: {message}\")\n\n        def error(self, message: str, exception: Exception = None):\n            self.log(message, \"ERROR\")\n            if exception:\n                print(f\"\u5f02\u5e38\u8be6\u60c5: {exception}\")\n\n    class SerializableMixin:\n        \"\"\"\u5e8f\u5217\u5316\u7279\u8d28\"\"\"\n\n        def to_dict(self) -&gt; dict:\n            \"\"\"\u8f6c\u6362\u4e3a\u5b57\u5178\"\"\"\n            result = {}\n            for key, value in self.__dict__.items():\n                # \u8df3\u8fc7\u79c1\u6709\u5c5e\u6027\n                if not key.startswith('_'):\n                    result&#91;key] = value\n            return result\n\n        def to_json(self) -&gt; str:\n            \"\"\"\u8f6c\u6362\u4e3aJSON\"\"\"\n            import json\n            return json.dumps(self.to_dict(), indent=2)\n\n    class EquatableMixin:\n        \"\"\"\u76f8\u7b49\u6bd4\u8f83\u7279\u8d28\"\"\"\n\n        def __eq__(self, other):\n            if not isinstance(other, self.__class__):\n                return False\n            return self.__dict__ == other.__dict__\n\n        def __hash__(self):\n            return hash(tuple(sorted(self.__dict__.items())))\n\n    # \u4f7f\u7528Mixin\n    class User(LoggableMixin, SerializableMixin, EquatableMixin):\n        \"\"\"\u7528\u6237\u7c7b\uff0c\u6df7\u5165\u591a\u4e2a\u7279\u8d28\"\"\"\n\n        def __init__(self, id: int, name: str, email: str):\n            self.id = id\n            self.name = name\n            self.email = email\n            self._private_data = \"secret\"  # \u4e0d\u4f1a\u88ab\u5e8f\u5217\u5316\n\n        def greet(self):\n            self.log(f\"\u7528\u6237 {self.name} \u6253\u62db\u547c\")\n            return f\"Hello, {self.name}!\"\n\n    # \u6d4b\u8bd5\u7279\u8d28\n    print(\"\u6d4b\u8bd5Mixin\u7279\u8d28:\")\n    user1 = User(1, \"Alice\", \"alice@example.com\")\n    user2 = User(2, \"Bob\", \"bob@example.com\")\n\n    user1.greet()\n    user1.error(\"\u53d1\u751f\u4e86\u4e00\u4e2a\u9519\u8bef\")\n\n    print(f\"\u5e8f\u5217\u5316: {user1.to_dict()}\")\n    print(f\"JSON: {user1.to_json()&#91;:50]}...\")\n\n    print(f\"\u76f8\u7b49\u6bd4\u8f83: {user1 == user2}\")\n\n    # \u65b9\u5f0f2\uff1a\u4f7f\u7528\u63cf\u8ff0\u7b26\u7684\u7279\u8d28\n    print(\"\\n\u65b9\u5f0f2\uff1a\u4f7f\u7528\u63cf\u8ff0\u7b26\u7684\u7279\u8d28\")\n\n    class CachedProperty:\n        \"\"\"\u7f13\u5b58\u5c5e\u6027\u7279\u8d28 - \u901a\u8fc7\u63cf\u8ff0\u7b26\u5b9e\u73b0\"\"\"\n\n        def __init__(self, func):\n            self.func = func\n            self.cache_name = f\"_cached_{func.__name__}\"\n\n        def __get__(self, obj, objtype=None):\n            if obj is None:\n                return self\n\n            # \u68c0\u67e5\u7f13\u5b58\n            if hasattr(obj, self.cache_name):\n                return getattr(obj, self.cache_name)\n\n            # \u8ba1\u7b97\u5e76\u7f13\u5b58\n            value = self.func(obj)\n            setattr(obj, self.cache_name, value)\n            return value\n\n    class ExpensiveComputationMixin:\n        \"\"\"\u6602\u8d35\u8ba1\u7b97\u7279\u8d28\"\"\"\n\n        @CachedProperty\n        def computed_value(self):\n            print(\"\u6267\u884c\u6602\u8d35\u8ba1\u7b97...\")\n            import time\n            time.sleep(1)  # \u6a21\u62df\u8017\u65f6\u8ba1\u7b97\n            return 42\n\n        @CachedProperty\n        def another_computation(self):\n            print(\"\u6267\u884c\u53e6\u4e00\u4e2a\u6602\u8d35\u8ba1\u7b97...\")\n            import time\n            time.sleep(0.5)\n            return \"\u7ed3\u679c\"\n\n    # \u4f7f\u7528\u63cf\u8ff0\u7b26\u7279\u8d28\n    class DataProcessor(ExpensiveComputationMixin):\n        def process(self):\n            print(f\"\u4f7f\u7528\u7f13\u5b58\u503c: {self.computed_value}\")\n            print(f\"\u518d\u6b21\u4f7f\u7528\u7f13\u5b58\u503c: {self.computed_value}\")  # \u5e94\u8be5\u4ece\u7f13\u5b58\u83b7\u53d6\n\n    processor = DataProcessor()\n    processor.process()\n\n    # \u65b9\u5f0f3\uff1a\u4f7f\u7528\u7c7b\u88c5\u9970\u5668\u7684\u7279\u8d28\n    print(\"\\n\u65b9\u5f0f3\uff1a\u4f7f\u7528\u7c7b\u88c5\u9970\u5668\u7684\u7279\u8d28\")\n\n    def timing_mixin(cls):\n        \"\"\"\u8ba1\u65f6\u7279\u8d28 - \u901a\u8fc7\u7c7b\u88c5\u9970\u5668\u6dfb\u52a0\"\"\"\n        original_methods = {}\n\n        # \u83b7\u53d6\u6240\u6709\u65b9\u6cd5\n        for attr_name in dir(cls):\n            if not attr_name.startswith('_'):\n                attr = getattr(cls, attr_name)\n                if callable(attr):\n                    original_methods&#91;attr_name] = attr\n\n        # \u4e3a\u6bcf\u4e2a\u65b9\u6cd5\u6dfb\u52a0\u8ba1\u65f6\n        for method_name, method in original_methods.items():\n            def make_wrapped(original):\n                def wrapped(self, *args, **kwargs):\n                    import time\n                    start = time.time()\n                    try:\n                        return original(self, *args, **kwargs)\n                    finally:\n                        elapsed = time.time() - start\n                        print(f\"{self.__class__.__name__}.{method_name} \u8017\u65f6: {elapsed:.3f}s\")\n                return wrapped\n\n            setattr(cls, method_name, make_wrapped(method))\n\n        return cls\n\n    @timing_mixin\n    class Calculator:\n        def add(self, a, b):\n            import time\n            time.sleep(0.1)  # \u6a21\u62df\u8017\u65f6\n            return a + b\n\n        def multiply(self, a, b):\n            import time\n            time.sleep(0.2)  # \u6a21\u62df\u8017\u65f6\n            return a * b\n\n    calc = Calculator()\n    print(f\"\u52a0\u6cd5\u7ed3\u679c: {calc.add(5, 3)}\")\n    print(f\"\u4e58\u6cd5\u7ed3\u679c: {calc.multiply(5, 3)}\")\n\n    # \u7279\u8d28\u7684\u54f2\u5b66\u601d\u8003\n    print(\"\\n\u7279\u8d28\u7684\u54f2\u5b66\u601d\u8003\uff1a\")\n\n    philosophical_points = &#91;\n        (\"\u4e50\u9ad8\u79ef\u6728\u54f2\u5b66\", \"\u7279\u8d28\u662f\u8f6f\u4ef6\u6784\u5efa\u5757\uff0c\u53ef\u4ee5\u7ec4\u5408\u6210\u590d\u6742\u7ed3\u6784\", \"\u6a21\u5757\u5316\uff0c\u53ef\u91cd\u7528\"),\n        (\"\u5355\u4e00\u804c\u8d23\u539f\u5219\", \"\u6bcf\u4e2a\u7279\u8d28\u5e94\u8be5\u53ea\u8d1f\u8d23\u4e00\u4e2a\u660e\u786e\u7684\u884c\u4e3a\", \"\u9ad8\u5185\u805a\uff0c\u4f4e\u8026\u5408\"),\n        (\"\u9e2d\u5b50\u7c7b\u578b\", \"\u5982\u679c\u5b83\u8d70\u8d77\u6765\u50cf\u9e2d\u5b50\uff0c\u53eb\u8d77\u6765\u50cf\u9e2d\u5b50...\", \"\u5173\u6ce8\u884c\u4e3a\u800c\u975e\u7c7b\u578b\"),\n        (\"\u529f\u80fd\u6ce8\u5165\", \"\u5c06\u529f\u80fd\"\u6ce8\u5165\"\u5230\u7c7b\u4e2d\uff0c\u800c\u975e\u901a\u8fc7\u7ee7\u627f\u83b7\u5f97\", \"\u66f4\u7075\u6d3b\uff0c\u66f4\u53ef\u6d4b\u8bd5\"),\n    ]\n\n    for concept, analogy, benefit in philosophical_points:\n        print(f\"  \u2022 {concept:20}: {analogy:40} -&gt; {benefit}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_trait_essence()\n\n# \u7279\u8d28\u4e0e\u62bd\u8c61\u7c7b\u3001\u63a5\u53e3\u7684\u5bf9\u6bd4\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u7279\u8d28 vs \u62bd\u8c61\u7c7b vs \u63a5\u53e3\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u7279\u8d28 (Trait\/Mixin):\n  \u2022 \u53ef\u4ee5\u6709\u65b9\u6cd5\u5b9e\u73b0\n  \u2022 \u53ef\u4ee5\u6709\u72b6\u6001\uff08\u67d0\u4e9b\u8bed\u8a00\uff09\n  \u2022 \u591a\u91cd\"\u7ee7\u627f\"\n  \u2022 \u7528\u4e8e\"\u6709\u4e00\u4e2a\"\u7684\u5173\u7cfb\n  \u2022 \u6c34\u5e73\u7ec4\u5408\uff0c\u529f\u80fd\u5355\u5143\n\n\u62bd\u8c61\u7c7b (Abstract Class):\n  \u2022 \u53ef\u4ee5\u6709\u65b9\u6cd5\u5b9e\u73b0\n  \u2022 \u53ef\u4ee5\u6709\u72b6\u6001\n  \u2022 \u5355\u7ee7\u627f\uff08\u5927\u591a\u6570\u8bed\u8a00\uff09\n  \u2022 \u7528\u4e8e\"\u662f\u4e00\u4e2a\"\u7684\u5173\u7cfb\n  \u2022 \u5782\u76f4\u7ee7\u627f\uff0c\u7c7b\u578b\u5c42\u6b21\n\n\u63a5\u53e3 (Interface):\n  \u2022 \u53ea\u6709\u65b9\u6cd5\u58f0\u660e\uff08\u4f20\u7edf\uff09\n  \u2022 \u4e0d\u80fd\u6709\u72b6\u6001\uff08\u4f20\u7edf\uff09\n  \u2022 \u591a\u91cd\u5b9e\u73b0\n  \u2022 \u7528\u4e8e\"\u884c\u4e3a\u5951\u7ea6\"\u7684\u5173\u7cfb\n  \u2022 \u5951\u7ea6\u5b9a\u4e49\uff0c\u5b9e\u73b0\u5206\u79bb\n\n\u73b0\u4ee3\u8d8b\u52bf\uff1a\u4e09\u8005\u7684\u878d\u5408\n  \u2022 Java 8+: \u63a5\u53e3\u53ef\u4ee5\u6709\u9ed8\u8ba4\u65b9\u6cd5\n  \u2022 C# 8.0+: \u63a5\u53e3\u53ef\u4ee5\u6709\u5b9e\u73b0\n  \u2022 \u754c\u9650\u9010\u6e10\u6a21\u7cca\uff0c\u4f46\u8bbe\u8ba1\u610f\u56fe\u4e0d\u540c\n\n\u9009\u62e9\u6307\u5357\uff1a\n1. \u4f7f\u7528\u7279\u8d28\uff1a\u5f53\u9700\u8981\u8de8\u7c7b\u5c42\u6b21\u5171\u4eab\u884c\u4e3a\u65f6\n2. \u4f7f\u7528\u62bd\u8c61\u7c7b\uff1a\u5f53\u9700\u8981\u5b9a\u4e49\u7c7b\u578b\u5c42\u6b21\u548c\u5171\u4eab\u5b9e\u73b0\u65f6\n3. \u4f7f\u7528\u63a5\u53e3\uff1a\u5f53\u9700\u8981\u5b9a\u4e49\u5951\u7ea6\u800c\u4e0d\u5173\u5fc3\u5b9e\u73b0\u65f6\n\"\"\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 Python\u4e2d\u7684\u9ad8\u7ea7Mixin\u6a21\u5f0f<\/h3>\n\n\n\n<p>Python\u867d\u7136\u6ca1\u6709\u5185\u7f6e\u7684trait\u5173\u952e\u5b57\uff0c\u4f46\u901a\u8fc7Mixin\u7c7b\u548cPython\u7684\u52a8\u6001\u7279\u6027\uff0c\u6211\u4eec\u53ef\u4ee5\u5b9e\u73b0\u5f3a\u5927\u7684\u7279\u8d28\u529f\u80fd\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u4e2d\u7684\u9ad8\u7ea7Mixin\u6a21\u5f0f\n# ============================================================================\n\nprint(\"\\n=== Python\u4e2d\u7684\u9ad8\u7ea7Mixin\u6a21\u5f0f ===\")\n\ndef demonstrate_advanced_mixins():\n    \"\"\"\u6f14\u793aPython\u4e2d\u7684\u9ad8\u7ea7Mixin\u6a21\u5f0f\"\"\"\n\n    # 1. \u534f\u4f5cMixin\u6a21\u5f0f\uff08Cooperative Multiple Inheritance\uff09\n    print(\"\\n1. \u534f\u4f5cMixin\u6a21\u5f0f\uff1a\")\n    print(\"   - \u4f7f\u7528super()\u5b9e\u73b0\u65b9\u6cd5\u94fe\")\n    print(\"   - \u6bcf\u4e2aMixin\u8c03\u7528super()\u4f20\u9012\u63a7\u5236\")\n    print(\"   - \u6309\u7167MRO\uff08\u65b9\u6cd5\u89e3\u6790\u987a\u5e8f\uff09\u6267\u884c\")\n\n    class Base:\n        def __init__(self, *args, **kwargs):\n            print(\"Base.__init__\")\n            super().__init__()\n\n    class MixinA(Base):\n        def __init__(self, *args, **kwargs):\n            print(\"MixinA.__init__\")\n            super().__init__(*args, **kwargs)\n            self.feature_a = \"Feature A\"\n\n    class MixinB(Base):\n        def __init__(self, *args, **kwargs):\n            print(\"MixinB.__init__\")\n            super().__init__(*args, **kwargs)\n            self.feature_b = \"Feature B\"\n\n    class MyClass(MixinA, MixinB, Base):\n        def __init__(self, value):\n            print(\"MyClass.__init__\")\n            super().__init__()\n            self.value = value\n\n    print(\"\\n\u534f\u4f5cMixin\u793a\u4f8b\uff1a\")\n    obj = MyClass(42)\n    print(f\"MRO: {MyClass.__mro__}\")\n    print(f\"\u7279\u5f81A: {obj.feature_a}\")\n    print(f\"\u7279\u5f81B: {obj.feature_b}\")\n    print(f\"\u503c: {obj.value}\")\n\n    # 2. \u53ef\u9009\u7684Mixin\uff08\u901a\u8fc7hasattr\u68c0\u67e5\uff09\n    print(\"\\n2. \u53ef\u9009\u7684Mixin\uff08\u9e2d\u5b50\u7c7b\u578b\uff09\uff1a\")\n\n    class JSONSerializableMixin:\n        \"\"\"JSON\u5e8f\u5217\u5316Mixin\"\"\"\n\n        def to_json(self):\n            import json\n            return json.dumps(self.to_dict(), indent=2)\n\n        def to_dict(self):\n            # \u5982\u679c\u5bf9\u8c61\u5df2\u7ecf\u6709to_dict\u65b9\u6cd5\uff0c\u4f7f\u7528\u5b83\n            if hasattr(super(), 'to_dict'):\n                result = super().to_dict()\n            else:\n                result = {}\n\n            # \u6dfb\u52a0Mixin\u7279\u5b9a\u7684\u5c5e\u6027\n            result&#91;'_mixin'] = 'JSONSerializableMixin'\n            return result\n\n    class TimestampMixin:\n        \"\"\"\u65f6\u95f4\u6233Mixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            import datetime\n            self.created_at = datetime.datetime.now()\n            self.updated_at = self.created_at\n\n        def update_timestamp(self):\n            import datetime\n            self.updated_at = datetime.datetime.now()\n\n    class Entity(JSONSerializableMixin, TimestampMixin):\n        def __init__(self, id, name):\n            super().__init__()\n            self.id = id\n            self.name = name\n\n        def to_dict(self):\n            # \u8c03\u7528\u7236\u7c7b\u7684to_dict\uff08\u5982\u679c\u6709\uff09\n            result = {}\n            if hasattr(super(), 'to_dict'):\n                result = super().to_dict()\n\n            # \u6dfb\u52a0Entity\u7684\u5c5e\u6027\n            result.update({\n                'id': self.id,\n                'name': self.name,\n                'created_at': self.created_at.isoformat(),\n                'updated_at': self.updated_at.isoformat(),\n            })\n            return result\n\n    print(\"\\n\u53ef\u9009Mixin\u793a\u4f8b\uff1a\")\n    entity = Entity(1, \"\u6d4b\u8bd5\u5b9e\u4f53\")\n    print(f\"\u5b9e\u4f53JSON: {entity.to_json()&#91;:100]}...\")\n    entity.update_timestamp()\n    print(f\"\u66f4\u65b0\u65f6\u95f4\u6233\u540e: {entity.updated_at}\")\n\n    # 3. \u529f\u80fd\u5f00\u5173Mixin\n    print(\"\\n3. \u529f\u80fd\u5f00\u5173Mixin\uff1a\")\n\n    class FeatureToggleMixin:\n        \"\"\"\u529f\u80fd\u5f00\u5173Mixin\"\"\"\n\n        _feature_flags = {}\n\n        @classmethod\n        def enable_feature(cls, feature_name):\n            cls._feature_flags&#91;feature_name] = True\n\n        @classmethod\n        def disable_feature(cls, feature_name):\n            cls._feature_flags&#91;feature_name] = False\n\n        @classmethod\n        def is_feature_enabled(cls, feature_name):\n            return cls._feature_flags.get(feature_name, False)\n\n        def check_feature(self, feature_name):\n            if not self.is_feature_enabled(feature_name):\n                raise FeatureDisabledError(f\"\u529f\u80fd '{feature_name}' \u5df2\u7981\u7528\")\n            return True\n\n    class FeatureDisabledError(Exception):\n        pass\n\n    class AdvancedService(FeatureToggleMixin):\n        def perform_action(self):\n            # \u68c0\u67e5\u529f\u80fd\u662f\u5426\u542f\u7528\n            self.check_feature(\"advanced_action\")\n            print(\"\u6267\u884c\u9ad8\u7ea7\u64cd\u4f5c...\")\n\n    print(\"\\n\u529f\u80fd\u5f00\u5173Mixin\u793a\u4f8b\uff1a\")\n    service = AdvancedService()\n\n    try:\n        service.perform_action()\n    except FeatureDisabledError as e:\n        print(f\"\u9884\u671f\u9519\u8bef: {e}\")\n\n    # \u542f\u7528\u529f\u80fd\n    AdvancedService.enable_feature(\"advanced_action\")\n    print(\"\u542f\u7528\u529f\u80fd\u540e:\")\n    service.perform_action()\n\n    # 4. \u9a8c\u8bc1Mixin\n    print(\"\\n4. \u9a8c\u8bc1Mixin\uff1a\")\n\n    class ValidatableMixin:\n        \"\"\"\u9a8c\u8bc1Mixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._validation_errors = &#91;]\n            self._is_valid = None\n\n        def validate(self):\n            \"\"\"\u6267\u884c\u9a8c\u8bc1\uff0c\u8fd4\u56de\u662f\u5426\u6709\u6548\"\"\"\n            self._validation_errors.clear()\n            self._run_validations()\n            self._is_valid = len(self._validation_errors) == 0\n            return self._is_valid\n\n        def _run_validations(self):\n            \"\"\"\u8fd0\u884c\u6240\u6709\u9a8c\u8bc1\u65b9\u6cd5\"\"\"\n            # \u67e5\u627e\u6240\u6709\u4ee5_validate_\u5f00\u5934\u7684\u65b9\u6cd5\n            for attr_name in dir(self):\n                if attr_name.startswith('_validate_'):\n                    method = getattr(self, attr_name)\n                    if callable(method):\n                        method()\n\n        def is_valid(self):\n            \"\"\"\u68c0\u67e5\u662f\u5426\u6709\u6548\"\"\"\n            if self._is_valid is None:\n                self.validate()\n            return self._is_valid\n\n        def add_error(self, field, message):\n            \"\"\"\u6dfb\u52a0\u9a8c\u8bc1\u9519\u8bef\"\"\"\n            self._validation_errors.append({\"field\": field, \"message\": message})\n\n        def get_errors(self):\n            \"\"\"\u83b7\u53d6\u6240\u6709\u9519\u8bef\"\"\"\n            return self._validation_errors.copy()\n\n        def _validate_required(self, field, value):\n            \"\"\"\u9a8c\u8bc1\u5fc5\u586b\u5b57\u6bb5\"\"\"\n            if value is None or (isinstance(value, str) and not value.strip()):\n                self.add_error(field, f\"{field} \u662f\u5fc5\u586b\u5b57\u6bb5\")\n\n    class UserForm(ValidatableMixin):\n        def __init__(self, username, email, age):\n            super().__init__()\n            self.username = username\n            self.email = email\n            self.age = age\n\n        def _validate_username(self):\n            self._validate_required(\"username\", self.username)\n            if self.username and len(self.username) &lt; 3:\n                self.add_error(\"username\", \"\u7528\u6237\u540d\u81f3\u5c113\u4e2a\u5b57\u7b26\")\n\n        def _validate_email(self):\n            self._validate_required(\"email\", self.email)\n            if self.email and '@' not in self.email:\n                self.add_error(\"email\", \"\u90ae\u7bb1\u683c\u5f0f\u65e0\u6548\")\n\n        def _validate_age(self):\n            if self.age is not None and (self.age &lt; 0 or self.age &gt; 150):\n                self.add_error(\"age\", \"\u5e74\u9f84\u5fc5\u987b\u57280-150\u4e4b\u95f4\")\n\n    print(\"\\n\u9a8c\u8bc1Mixin\u793a\u4f8b\uff1a\")\n    form1 = UserForm(\"al\", \"invalid-email\", -5)\n    is_valid = form1.validate()\n    print(f\"\u8868\u53551\u662f\u5426\u6709\u6548: {is_valid}\")\n    print(f\"\u8868\u53551\u9519\u8bef: {form1.get_errors()}\")\n\n    form2 = UserForm(\"alice\", \"alice@example.com\", 25)\n    print(f\"\u8868\u53552\u662f\u5426\u6709\u6548: {form2.validate()}\")\n\n    # 5. \u7f13\u5b58Mixin\n    print(\"\\n5. \u7f13\u5b58Mixin\uff1a\")\n\n    class CacheMixin:\n        \"\"\"\u7f13\u5b58Mixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._cache = {}\n\n        def cached(self, key_builder=None, ttl=60):\n            \"\"\"\u7f13\u5b58\u88c5\u9970\u5668\"\"\"\n            def decorator(func):\n                def wrapper(*args, **kwargs):\n                    # \u6784\u5efa\u7f13\u5b58\u952e\n                    if key_builder:\n                        cache_key = key_builder(*args, **kwargs)\n                    else:\n                        cache_key = (func.__name__, args, tuple(kwargs.items()))\n\n                    # \u68c0\u67e5\u7f13\u5b58\n                    if cache_key in self._cache:\n                        entry = self._cache&#91;cache_key]\n                        import time\n                        if time.time() - entry&#91;'timestamp'] &lt; ttl:\n                            return entry&#91;'value']\n\n                    # \u8ba1\u7b97\u5e76\u7f13\u5b58\n                    result = func(*args, **kwargs)\n                    self._cache&#91;cache_key] = {\n                        'value': result,\n                        'timestamp': time.time()\n                    }\n                    return result\n                return wrapper\n            return decorator\n\n        def clear_cache(self, key_prefix=None):\n            \"\"\"\u6e05\u7406\u7f13\u5b58\"\"\"\n            if key_prefix:\n                keys_to_remove = &#91;\n                    k for k in self._cache.keys()\n                    if isinstance(k, tuple) and k&#91;0].startswith(key_prefix)\n                ]\n                for k in keys_to_remove:\n                    del self._cache&#91;k]\n            else:\n                self._cache.clear()\n\n    class DataService(CacheMixin):\n        def __init__(self):\n            super().__init__()\n            self.call_count = 0\n\n        @CacheMixin.cached\n        def get_user_data(self, user_id):\n            self.call_count += 1\n            print(f\"\u83b7\u53d6\u7528\u6237\u6570\u636e {user_id} (\u8c03\u7528\u6b21\u6570: {self.call_count})\")\n            return {\"id\": user_id, \"name\": f\"\u7528\u6237{user_id}\"}\n\n        @CacheMixin.cached(key_builder=lambda self, query: f\"search:{query}\")\n        def search(self, query):\n            self.call_count += 1\n            print(f\"\u641c\u7d22: {query} (\u8c03\u7528\u6b21\u6570: {self.call_count})\")\n            return &#91;f\"\u7ed3\u679c{i} for {query}\" for i in range(3)]\n\n    print(\"\\n\u7f13\u5b58Mixin\u793a\u4f8b\uff1a\")\n    service = DataService()\n\n    # \u7b2c\u4e00\u6b21\u8c03\u7528\uff0c\u5e94\u8be5\u8ba1\u7b97\n    result1 = service.get_user_data(1)\n    print(f\"\u7ed3\u679c1: {result1}\")\n\n    # \u7b2c\u4e8c\u6b21\u8c03\u7528\u76f8\u540c\u53c2\u6570\uff0c\u5e94\u8be5\u4ece\u7f13\u5b58\u83b7\u53d6\n    result2 = service.get_user_data(1)\n    print(f\"\u7ed3\u679c2\uff08\u5e94\u8be5\u6765\u81ea\u7f13\u5b58\uff09: {result2}\")\n\n    # \u4e0d\u540c\u53c2\u6570\uff0c\u91cd\u65b0\u8ba1\u7b97\n    result3 = service.get_user_data(2)\n    print(f\"\u7ed3\u679c3: {result3}\")\n\n    # \u4f7f\u7528\u81ea\u5b9a\u4e49\u952e\u6784\u5efa\u5668\n    search1 = service.search(\"python\")\n    search2 = service.search(\"python\")  # \u5e94\u8be5\u7f13\u5b58\n    print(f\"\u641c\u7d22\u8c03\u7528\u6b21\u6570: {service.call_count}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_advanced_mixins()\n\n# Mixin\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\nprint(\"\\n\" + \"=\"*60)\nprint(\"Mixin\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u539f\u52191\uff1aMixin\u5e94\u8be5\u662f\"\u5f62\u5bb9\u8bcd\"\n  \u2022 \u547d\u540d\u5e94\u8be5\u63cf\u8ff0\u6dfb\u52a0\u7684\u80fd\u529b\n  \u2022 \u4f8b\u5982\uff1aLoggable, Serializable, Comparable\n  \u2022 \u800c\u4e0d\u662f\uff1aLogger, Serializer, Comparator\n\n\u539f\u52192\uff1a\u4fdd\u6301Mixin\u5c0f\u800c\u4e13\u6ce8\n  \u2022 \u6bcf\u4e2aMixin\u53ea\u6dfb\u52a0\u4e00\u4e2a\u660e\u786e\u7684\u80fd\u529b\n  \u2022 \u907f\u514d\"\u4e0a\u5e1dMixin\"\n  \u2022 \u7ec4\u5408\u591a\u4e2a\u5c0fMixin\u800c\u4e0d\u662f\u521b\u5efa\u4e00\u4e2a\u5927Mixin\n\n\u539f\u52193\uff1a\u4f7f\u7528\u534f\u4f5c\u5f0f\u591a\u91cd\u7ee7\u627f\n  \u2022 \u603b\u662f\u8c03\u7528super()\u6765\u4fdd\u6301\u65b9\u6cd5\u94fe\n  \u2022 \u786e\u4fddMixin\u4e0e\u4efb\u4f55\u7c7b\u90fd\u80fd\u534f\u4f5c\n  \u2022 \u8003\u8651\u65b9\u6cd5\u89e3\u6790\u987a\u5e8f(MRO)\n\n\u539f\u52194\uff1a\u6587\u6863\u5316\u4f9d\u8d56\u548c\u5047\u8bbe\n  \u2022 \u6587\u6863\u5316Mixin\u9700\u8981\u7684\u65b9\u6cd5\u6216\u5c5e\u6027\n  \u2022 \u6587\u6863\u5316Mixin\u6dfb\u52a0\u7684\u65b9\u6cd5\u548c\u5c5e\u6027\n  \u2022 \u4f7f\u7528\u62bd\u8c61\u57fa\u7c7b\u6216\u534f\u8bae\u5b9a\u4e49\u5951\u7ea6\n\n\u539f\u52195\uff1a\u907f\u514d\u72b6\u6001\u51b2\u7a81\n  \u2022 \u5c0f\u5fc3\u4f7f\u7528\u5b9e\u4f8b\u53d8\u91cf\uff0c\u907f\u514d\u540d\u79f0\u51b2\u7a81\n  \u2022 \u8003\u8651\u4f7f\u7528\u5e26\u524d\u7f00\u7684\u5c5e\u6027\u540d\n  \u2022 \u6216\u8005\u4f7f\u7528\u63cf\u8ff0\u7b26\u7ba1\u7406\u72b6\u6001\n\n\u539f\u52196\uff1a\u63d0\u4f9b\u9ed8\u8ba4\u5b9e\u73b0\u4f46\u5141\u8bb8\u8986\u76d6\n  \u2022 \u63d0\u4f9b\u5408\u7406\u7684\u9ed8\u8ba4\u884c\u4e3a\n  \u2022 \u4f46\u5141\u8bb8\u5b50\u7c7b\u8986\u76d6\u7279\u5b9a\u90e8\u5206\n  \u2022 \u4f7f\u7528\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\n\n\u539f\u52197\uff1a\u6d4b\u8bd5Mixin\u72ec\u7acb\u4e8e\u5177\u4f53\u7c7b\n  \u2022 \u521b\u5efa\u6d4b\u8bd5\u7528\u7684\u6869\u7c7b\u6765\u6d4b\u8bd5Mixin\n  \u2022 \u786e\u4fddMixin\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u4e2d\u90fd\u80fd\u5de5\u4f5c\n  \u2022 \u6d4b\u8bd5Mixin\u7684\u7ec4\u5408\n\n\u539f\u52198\uff1a\u8003\u8651\u53ef\u53d1\u73b0\u6027\n  \u2022 \u4f7f\u7528dir()\u6216__dict__\u67e5\u770b\u6dfb\u52a0\u4e86\u4ec0\u4e48\n  \u2022 \u63d0\u4f9b\u7c7b\u65b9\u6cd5\u5217\u51fa\u6dfb\u52a0\u7684\u529f\u80fd\n  \u2022 \u652f\u6301\u5185\u7701\u548c\u53cd\u5c04\n\n\u53cd\u6a21\u5f0f\u8b66\u544a\uff1a\n1. \u94bb\u77f3\u7ee7\u627f\u95ee\u9898\uff1a\u786e\u4fdd\u7406\u89e3MRO\n2. \u65b9\u6cd5\u540d\u79f0\u51b2\u7a81\uff1a\u4f7f\u7528\u660e\u786e\u7684\u65b9\u6cd5\u540d\n3. \u8fc7\u5ea6\u4f7f\u7528Mixin\uff1a\u4e0d\u662f\u6240\u6709\u4e1c\u897f\u90fd\u5e94\u8be5\u662fMixin\n4. \u9690\u85cf\u7684\u4f9d\u8d56\uff1aMixin\u4e0d\u5e94\u8be5\u6709\u9690\u5f0f\u4f9d\u8d56\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u6df7\u5165 &#8211; \u8fd0\u884c\u65f6\u884c\u4e3a\u7ec4\u5408<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u6df7\u5165\u7684\u672c\u8d28\uff1a\u52a8\u6001\u7684\u884c\u4e3a\u6ce8\u5165<\/h3>\n\n\n\n<p>\u6df7\u5165\u662f\u7279\u8d28\u7684\u4e00\u79cd\u7279\u6b8a\u5f62\u5f0f\uff0c\u5b83\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u5730\u5c06\u884c\u4e3a\u6ce8\u5165\u5230\u5bf9\u8c61\u4e2d\uff0c\u800c\u4e0d\u662f\u5728\u7f16\u8bd1\u65f6\u9759\u6001\u5730\u5b9a\u4e49\u5728\u7c7b\u4e2d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6df7\u5165\u7684\u672c\u8d28\uff1a\u52a8\u6001\u7684\u884c\u4e3a\u6ce8\u5165\n# ============================================================================\n\nprint(\"\\n=== \u6df7\u5165\u7684\u672c\u8d28\uff1a\u52a8\u6001\u7684\u884c\u4e3a\u6ce8\u5165 ===\")\n\ndef demonstrate_mixin_essence():\n    \"\"\"\u6f14\u793a\u6df7\u5165\u7684\u672c\u8d28\"\"\"\n\n    print(\"\u6df7\u5165\u7684\u4e24\u79cd\u4e3b\u8981\u5f62\u5f0f\uff1a\")\n    print(\"1. \u7c7b\u7ea7\u522b\u6df7\u5165\uff1a\u901a\u8fc7\u7ee7\u627f\u5728\u5b9a\u4e49\u65f6\u7ec4\u5408\")\n    print(\"2. \u5bf9\u8c61\u7ea7\u522b\u6df7\u5165\uff1a\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u6dfb\u52a0\")\n\n    # \u5bf9\u8c61\u7ea7\u522b\u6df7\u5165\u793a\u4f8b\n    print(\"\\n\u5bf9\u8c61\u7ea7\u522b\u6df7\u5165\u793a\u4f8b\uff1a\")\n\n    # 1. \u4f7f\u7528__dict__\u76f4\u63a5\u6df7\u5165\n    print(\"\\n1. \u4f7f\u7528__dict__\u76f4\u63a5\u6df7\u5165\uff1a\")\n\n    class SimpleObject:\n        def __init__(self, name):\n            self.name = name\n\n        def greet(self):\n            return f\"Hello from {self.name}\"\n\n    # \u6df7\u5165\u5bf9\u8c61\n    mixin_object = SimpleObject(\"\u539f\u59cb\u5bf9\u8c61\")\n\n    # \u52a8\u6001\u6dfb\u52a0\u65b9\u6cd5\n    def shout(self):\n        return f\"{self.greet().upper()}!!!\"\n\n    # \u5c06\u65b9\u6cd5\u7ed1\u5b9a\u5230\u5bf9\u8c61\n    import types\n    mixin_object.shout = types.MethodType(shout, mixin_object)\n\n    print(f\"\u539f\u59cb\u65b9\u6cd5: {mixin_object.greet()}\")\n    print(f\"\u6df7\u5165\u65b9\u6cd5: {mixin_object.shout()}\")\n\n    # 2. \u4f7f\u7528\u88c5\u9970\u5668\u6df7\u5165\n    print(\"\\n2. \u4f7f\u7528\u88c5\u9970\u5668\u6df7\u5165\uff1a\")\n\n    def role_mixin(role_name):\n        \"\"\"\u89d2\u8272\u6df7\u5165\u88c5\u9970\u5668\"\"\"\n        def decorator(cls):\n            # \u6dfb\u52a0\u89d2\u8272\u7279\u5b9a\u7684\u65b9\u6cd5\n            def role_method(self):\n                return f\"\u6211\u662f{role_name}\uff0c\u6267\u884c{role_name}\u804c\u8d23\"\n\n            # \u6dfb\u52a0\u89d2\u8272\u5c5e\u6027\n            def get_role(self):\n                return role_name\n\n            # \u5c06\u65b9\u6cd5\u6dfb\u52a0\u5230\u7c7b\n            setattr(cls, f\"perform_{role_name}_duty\", role_method)\n            setattr(cls, \"role\", property(get_role))\n\n            return cls\n        return decorator\n\n    @role_mixin(\"\u7ba1\u7406\u5458\")\n    @role_mixin(\"\u5ba1\u6838\u5458\")  # \u6ce8\u610f\uff1a\u540e\u5e94\u7528\u7684\u88c5\u9970\u5668\u4f1a\u8986\u76d6\u5148\u5e94\u7528\u7684\u76f8\u540c\u5c5e\u6027\n    class User:\n        def __init__(self, name):\n            self.name = name\n\n        def introduce(self):\n            return f\"\u6211\u662f{self.name}\"\n\n    user = User(\"\u5f20\u4e09\")\n    print(f\"\u4ecb\u7ecd: {user.introduce()}\")\n    print(f\"\u89d2\u8272: {user.role}\")\n    print(f\"\u6267\u884c\u804c\u8d23: {user.perform_\u5ba1\u6838\u5458_duty()}\")\n\n    # 3. \u4f7f\u7528\u7334\u5b50\u8865\u4e01\uff08Monkey Patching\uff09\n    print(\"\\n3. \u4f7f\u7528\u7334\u5b50\u8865\u4e01\uff1a\")\n\n    class Calculator:\n        def add(self, a, b):\n            return a + b\n\n    # \u7334\u5b50\u8865\u4e01\uff1a\u52a8\u6001\u4fee\u6539\u7c7b\n    def subtract(self, a, b):\n        return a - b\n\n    Calculator.subtract = subtract\n\n    # \u8fd8\u53ef\u4ee5\u8865\u4e01\u7279\u5b9a\u5b9e\u4f8b\n    calc = Calculator()\n\n    def multiply(self, a, b):\n        return a * b\n\n    calc.multiply = types.MethodType(multiply, calc)\n\n    print(f\"\u7c7b\u7ea7\u522b\u8865\u4e01 - \u51cf\u6cd5: {calc.subtract(10, 3)}\")\n    print(f\"\u5b9e\u4f8b\u7ea7\u522b\u8865\u4e01 - \u4e58\u6cd5: {calc.multiply(5, 3)}\")\n\n    # 4. \u4f7f\u7528\u5143\u7c7b\u5b9e\u73b0\u6df7\u5165\n    print(\"\\n4. \u4f7f\u7528\u5143\u7c7b\u5b9e\u73b0\u6df7\u5165\uff1a\")\n\n    class DynamicMixinMeta(type):\n        \"\"\"\u52a8\u6001\u6df7\u5165\u5143\u7c7b\"\"\"\n\n        def __new__(cls, name, bases, attrs):\n            # \u68c0\u67e5\u662f\u5426\u6709mixin_modules\u5c5e\u6027\n            mixin_modules = attrs.pop('mixin_modules', &#91;])\n\n            # \u52a8\u6001\u5bfc\u5165\u5e76\u6df7\u5165\u6a21\u5757\n            for module_name in mixin_modules:\n                try:\n                    # \u5728\u5b9e\u9645\u4e2d\u4f1a\u5bfc\u5165\u771f\u5b9e\u6a21\u5757\n                    # \u8fd9\u91cc\u6211\u4eec\u6a21\u62df\u6df7\u5165\n                    if module_name == \"logging\":\n                        attrs&#91;'log'] = lambda self, msg: print(f\"&#91;LOG] {msg}\")\n                    elif module_name == \"metrics\":\n                        attrs&#91;'record_metric'] = lambda self, name, value: print(f\"&#91;METRIC] {name}={value}\")\n                except ImportError:\n                    pass\n\n            return super().__new__(cls, name, bases, attrs)\n\n    class Service(metaclass=DynamicMixinMeta):\n        mixin_modules = &#91;\"logging\", \"metrics\"]\n\n        def __init__(self, name):\n            self.name = name\n\n        def run(self):\n            self.log(f\"\u670d\u52a1 {self.name} \u542f\u52a8\")\n            self.record_metric(\"start_count\", 1)\n            print(f\"\u8fd0\u884c\u670d\u52a1: {self.name}\")\n\n    print(\"\\n\u5143\u7c7b\u6df7\u5165\u793a\u4f8b\uff1a\")\n    service = Service(\"API\u670d\u52a1\")\n    service.run()\n\n    # 5. \u4f7f\u7528\u7ec4\u5408\u4ee3\u66ff\u6df7\u5165\n    print(\"\\n5. \u4f7f\u7528\u7ec4\u5408\u4ee3\u66ff\u6df7\u5165\uff1a\")\n\n    class LoggerComponent:\n        \"\"\"\u65e5\u5fd7\u7ec4\u4ef6\"\"\"\n\n        def __init__(self, prefix=\"\"):\n            self.prefix = prefix\n\n        def log(self, message, level=\"INFO\"):\n            print(f\"&#91;{level}] {self.prefix}{message}\")\n\n    class MetricsComponent:\n        \"\"\"\u6307\u6807\u7ec4\u4ef6\"\"\"\n\n        def __init__(self):\n            self.metrics = {}\n\n        def record(self, name, value):\n            self.metrics&#91;name] = value\n            print(f\"\u8bb0\u5f55\u6307\u6807: {name}={value}\")\n\n    class ServiceWithComposition:\n        \"\"\"\u4f7f\u7528\u7ec4\u5408\u7684\u670d\u52a1\"\"\"\n\n        def __init__(self, name):\n            self.name = name\n            self.logger = LoggerComponent(prefix=f\"{name}: \")\n            self.metrics = MetricsComponent()\n\n        def run(self):\n            # \u59d4\u6258\u7ed9\u7ec4\u4ef6\n            self.logger.log(\"\u670d\u52a1\u542f\u52a8\")\n            self.metrics.record(\"start_count\", 1)\n            print(f\"\u8fd0\u884c\u670d\u52a1: {self.name}\")\n\n        # \u63d0\u4f9b\u65b9\u4fbf\u7684\u4ee3\u7406\u65b9\u6cd5\n        def log(self, message, level=\"INFO\"):\n            self.logger.log(message, level)\n\n        def record_metric(self, name, value):\n            self.metrics.record(name, value)\n\n    print(\"\\n\u7ec4\u5408\u6a21\u5f0f\u793a\u4f8b\uff1a\")\n    service2 = ServiceWithComposition(\"\u7ec4\u5408\u670d\u52a1\")\n    service2.run()\n    service2.log(\"\u53e6\u4e00\u4e2a\u65e5\u5fd7\u6d88\u606f\")\n\n    # \u6df7\u5165\u7684\u4e0d\u540c\u8bed\u8a00\u5b9e\u73b0\u5bf9\u6bd4\n    print(\"\\n\u6df7\u5165\u5728\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u5b9e\u73b0\u5bf9\u6bd4\uff1a\")\n\n    mixin_comparison = {\n        \"Python\": {\n            \"\u673a\u5236\": \"\u591a\u91cd\u7ee7\u627f\u3001\u7334\u5b50\u8865\u4e01\u3001\u88c5\u9970\u5668\",\n            \"\u7279\u70b9\": \"\u7075\u6d3b\u4f46\u53ef\u80fd\u6df7\u4e71\uff0c\u8fd0\u884c\u65f6\u52a8\u6001\",\n            \"\u54f2\u5b66\": \"\u6211\u4eec\u662f\u8d1f\u8d23\u4efb\u7684\u6210\u5e74\u4eba\",\n        },\n        \"Ruby\": {\n            \"\u673a\u5236\": \"Module#include\u548c#extend\",\n            \"\u7279\u70b9\": \"\u5f3a\u5927\u7684\u6df7\u5165\u7cfb\u7edf\uff0c\u65b9\u6cd5\u67e5\u627e\u94fe\",\n            \"\u54f2\u5b66\": \"\u6700\u5c0f\u60ca\u8bb6\u539f\u5219\",\n        },\n        \"JavaScript\": {\n            \"\u673a\u5236\": \"Object.assign\u3001\u539f\u578b\u94fe\",\n            \"\u7279\u70b9\": \"\u57fa\u4e8e\u539f\u578b\u7684\u6df7\u5165\uff0c\u51fd\u6570\u5f0f\u98ce\u683c\",\n            \"\u54f2\u5b66\": \"\u4e00\u5207\u7686\u5bf9\u8c61\uff0c\u51fd\u6570\u662f\u4e00\u7b49\u516c\u6c11\",\n        },\n        \"Smalltalk\": {\n            \"\u673a\u5236\": \"Traits\uff08\u7814\u7a76\u8bed\u8a00\uff09\",\n            \"\u7279\u70b9\": \"\u6b63\u5f0f\u7684\u7279\u8d28\u7cfb\u7edf\uff0c\u7ec4\u5408\u8fd0\u7b97\u7b26\",\n            \"\u54f2\u5b66\": \"\u4e00\u5207\u90fd\u662f\u6d88\u606f\",\n        },\n        \"Groovy\": {\n            \"\u673a\u5236\": \"@Mixin\u6ce8\u89e3\u3001\u8fd0\u884c\u65f6\u5143\u7f16\u7a0b\",\n            \"\u7279\u70b9\": \"\u5728JVM\u4e0a\uff0c\u52a8\u6001\u7c7b\u578b\",\n            \"\u54f2\u5b66\": \"\u66f4\u7b80\u5355\u7684Java\",\n        },\n    }\n\n    for lang, info in mixin_comparison.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u673a\u5236: {info&#91;'\u673a\u5236']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u54f2\u5b66: {info&#91;'\u54f2\u5b66']}\")\n\n    # \u6df7\u5165\u7684\u9002\u7528\u573a\u666f\n    print(\"\\n\u6df7\u5165\u7684\u9002\u7528\u573a\u666f\uff1a\")\n\n    scenarios = &#91;\n        (\"\u6a2a\u5207\u5173\u6ce8\u70b9\", \"\u65e5\u5fd7\u3001\u76d1\u63a7\u3001\u4e8b\u52a1\u7b49\", \"\u907f\u514d\u5728\u6bcf\u4e2a\u7c7b\u4e2d\u91cd\u590d\u4ee3\u7801\"),\n        (\"\u529f\u80fd\u7ec4\u5408\", \"\u4e0d\u540c\u529f\u80fd\u5355\u5143\u7684\u7ec4\u5408\", \"\u6784\u5efa\u590d\u6742\u5bf9\u8c61\"),\n        (\"\u6d4b\u8bd5\u652f\u6301\", \"\u6a21\u62df\u3001\u5b58\u6839\u3001\u6d4b\u8bd5\u5de5\u5177\", \"\u4fbf\u4e8e\u5355\u5143\u6d4b\u8bd5\"),\n        (\"\u63d2\u4ef6\u7cfb\u7edf\", \"\u52a8\u6001\u6dfb\u52a0\u529f\u80fd\", \"\u53ef\u6269\u5c55\u67b6\u6784\"),\n        (\"DSL\u6784\u5efa\", \"\u9886\u57df\u7279\u5b9a\u8bed\u8a00\", \"\u6d41\u7545\u63a5\u53e3\uff0c\u65b9\u6cd5\u94fe\"),\n    ]\n\n    for scenario, description, benefit in scenarios:\n        print(f\"  \u2022 {scenario:20}: {description:25} -&gt; {benefit}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_mixin_essence()\n\n# \u6df7\u5165\u4e0e\u7ee7\u627f\u7684\u9009\u62e9\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u4f55\u65f6\u4f7f\u7528\u6df7\u5165 vs \u7ee7\u627f\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u4f7f\u7528\u6df7\u5165\u5f53\uff1a\n1. \u9700\u8981\u591a\u91cd\"\u7ee7\u627f\"\u65f6\n   \u2022 \u7c7b\u9700\u8981\u591a\u4e2a\u72ec\u7acb\u7684\u80fd\u529b\n   \u2022 \u4f8b\u5982\uff1a\u4e00\u4e2a\u7c7b\u9700\u8981\u53ef\u5e8f\u5217\u5316\u3001\u53ef\u8bb0\u5f55\u3001\u53ef\u9a8c\u8bc1\n\n2. \u884c\u4e3a\u662f\u6b63\u4ea4\u7684\u65f6\n   \u2022 \u884c\u4e3a\u53ef\u4ee5\u72ec\u7acb\u5b58\u5728\n   \u2022 \u4f8b\u5982\uff1a\u65e5\u5fd7\u80fd\u529b\u4e0e\u4e1a\u52a1\u903b\u8f91\u65e0\u5173\n\n3. \u9700\u8981\u8fd0\u884c\u65f6\u7075\u6d3b\u6027\u65f6\n   \u2022 \u6839\u636e\u914d\u7f6e\u52a8\u6001\u6dfb\u52a0\u884c\u4e3a\n   \u2022 \u4f8b\u5982\uff1a\u6839\u636e\u7528\u6237\u6743\u9650\u6dfb\u52a0\u529f\u80fd\n\n4. \u907f\u514d\u7c7b\u578b\u5c42\u6b21\u81a8\u80c0\u65f6\n   \u2022 \u4e0d\u60f3\u521b\u5efa\u590d\u6742\u7684\u7ee7\u627f\u6811\n   \u2022 \u4f8b\u5982\uff1a\u6240\u6709\u670d\u52a1\u90fd\u9700\u8981\u65e5\u5fd7\uff0c\u4f46\u4e0d\u662f\u6240\u6709\u670d\u52a1\u90fd\u662f\u540c\u4e00\u7c7b\u578b\n\n\u4f7f\u7528\u7ee7\u627f\u5f53\uff1a\n1. \u5b58\u5728\u660e\u786e\u7684\"\u662f\u4e00\u4e2a\"\u5173\u7cfb\u65f6\n   \u2022 \u5b50\u7c7b\u662f\u7236\u7c7b\u7684\u7279\u5316\n   \u2022 \u4f8b\u5982\uff1aDog\u662fAnimal\n\n2. \u9700\u8981\u5171\u4eab\u5927\u91cf\u5b9e\u73b0\u65f6\n   \u2022 \u4e0d\u4ec5\u4ec5\u662f\u51e0\u4e2a\u65b9\u6cd5\n   \u2022 \u4f8b\u5982\uff1aGUI\u6846\u67b6\u4e2d\u7684\u63a7\u4ef6\u57fa\u7c7b\n\n3. \u9700\u8981\u591a\u6001\u884c\u4e3a\u65f6\n   \u2022 \u901a\u8fc7\u57fa\u7c7b\u63a5\u53e3\u64cd\u4f5c\u4e0d\u540c\u5b50\u7c7b\n   \u2022 \u4f8b\u5982\uff1a\u56fe\u5f62\u7f16\u8f91\u5668\u4e2d\u7684Shape\u57fa\u7c7b\n\n4. \u6846\u67b6\u8bbe\u8ba1\u65f6\n   \u2022 \u5b9a\u4e49\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\n   \u2022 \u4f8b\u5982\uff1aDjango\u7684\u7c7b\u89c6\u56fe\n\n\u7ec4\u5408 vs \u6df7\u5165 vs \u7ee7\u627f\uff1a\n* \u7ec4\u5408\uff1a\u901a\u8fc7\u5305\u542b\u5bf9\u8c61\u5b9e\u73b0\u4ee3\u7801\u91cd\u7528\uff08\"\u6709\u4e00\u4e2a\"\u5173\u7cfb\uff09\n* \u6df7\u5165\uff1a\u901a\u8fc7\u6df7\u5408\u884c\u4e3a\u5b9e\u73b0\u4ee3\u7801\u91cd\u7528\uff08\"\u6709\u80fd\u529b\"\u5173\u7cfb\uff09\n* \u7ee7\u627f\uff1a\u901a\u8fc7\u5b50\u7c7b\u5316\u5b9e\u73b0\u4ee3\u7801\u91cd\u7528\uff08\"\u662f\u4e00\u4e2a\"\u5173\u7cfb\uff09\n\n\u73b0\u4ee3\u5efa\u8bae\uff1a\u4f18\u5148\u4f7f\u7528\u7ec4\u5408\uff0c\u7136\u540e\u662f\u6df7\u5165\uff0c\u6700\u540e\u662f\u7ee7\u627f\n\"\"\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u6df7\u5165\u7684\u8bbe\u8ba1\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u6df7\u5165\u4e0d\u4ec5\u4ec5\u662f\u4e00\u79cd\u6280\u672f\uff0c\u5b83\u8fd8\u652f\u6301\u591a\u79cd\u8bbe\u8ba1\u6a21\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6df7\u5165\u7684\u8bbe\u8ba1\u6a21\u5f0f\n# ============================================================================\n\nprint(\"\\n=== \u6df7\u5165\u7684\u8bbe\u8ba1\u6a21\u5f0f ===\")\n\ndef demonstrate_mixin_patterns():\n    \"\"\"\u6f14\u793a\u6df7\u5165\u7684\u8bbe\u8ba1\u6a21\u5f0f\"\"\"\n\n    # 1. \u88c5\u9970\u5668\u6a21\u5f0f + \u6df7\u5165\n    print(\"1. \u88c5\u9970\u5668\u6a21\u5f0f + \u6df7\u5165\uff1a\")\n    print(\"   - \u6df7\u5165\u4f5c\u4e3a\u88c5\u9970\u5668\u6dfb\u52a0\u529f\u80fd\")\n    print(\"   - \u53ef\u4ee5\u5c42\u5c42\u53e0\u52a0\")\n\n    def retry_mixin(max_attempts=3):\n        \"\"\"\u91cd\u8bd5\u6df7\u5165\u88c5\u9970\u5668\"\"\"\n        def decorator(cls):\n            original_methods = {}\n\n            # \u627e\u5230\u6240\u6709\u9700\u8981\u91cd\u8bd5\u7684\u65b9\u6cd5\uff08\u4ee5_retry\u7ed3\u5c3e\u7684\u65b9\u6cd5\uff09\n            for attr_name in dir(cls):\n                if attr_name.endswith('_with_retry'):\n                    original_name = attr_name&#91;:-11]  # \u53bb\u6389_with_retry\n                    if hasattr(cls, original_name):\n                        original_methods&#91;original_name] = getattr(cls, original_name)\n\n            # \u4e3a\u91cd\u8bd5\u65b9\u6cd5\u521b\u5efa\u5305\u88c5\u5668\n            for method_name, original_method in original_methods.items():\n                def make_wrapped(original):\n                    def wrapped(self, *args, **kwargs):\n                        last_exception = None\n                        for attempt in range(1, max_attempts + 1):\n                            try:\n                                print(f\"\u5c1d\u8bd5 {attempt}\/{max_attempts}...\")\n                                return original(self, *args, **kwargs)\n                            except Exception as e:\n                                last_exception = e\n                                print(f\"\u5c1d\u8bd5 {attempt} \u5931\u8d25: {e}\")\n                                if attempt &lt; max_attempts:\n                                    import time\n                                    time.sleep(1)  # \u7b49\u5f85\u540e\u91cd\u8bd5\n\n                        raise last_exception\n                    return wrapped\n\n                # \u66ff\u6362\u539f\u59cb\u65b9\u6cd5\n                setattr(cls, method_name, make_wrapped(original_method))\n\n            return cls\n        return decorator\n\n    @retry_mixin(max_attempts=2)\n    class UnreliableService:\n        def fetch_data_with_retry(self, url):\n            \"\"\"\u8fd9\u4e2a\u4f1a\u81ea\u52a8\u83b7\u5f97\u91cd\u8bd5\u529f\u80fd\"\"\"\n            import random\n            if random.random() &lt; 0.7:  # 70%\u5931\u8d25\u7387\n                raise ConnectionError(\"\u8fde\u63a5\u5931\u8d25\")\n            return f\"\u6765\u81ea {url} \u7684\u6570\u636e\"\n\n        def process_data_with_retry(self, data):\n            \"\"\"\u8fd9\u4e2a\u4e5f\u4f1a\u81ea\u52a8\u83b7\u5f97\u91cd\u8bd5\u529f\u80fd\"\"\"\n            import random\n            if random.random() &lt; 0.5:\n                raise ValueError(\"\u6570\u636e\u5904\u7406\u5931\u8d25\")\n            return f\"\u5904\u7406\u540e\u7684: {data}\"\n\n    print(\"\\n\u88c5\u9970\u5668\u6df7\u5165\u793a\u4f8b\uff1a\")\n    service = UnreliableService()\n\n    try:\n        result = service.fetch_data_with_retry(\"http:\/\/example.com\")\n        print(f\"\u6210\u529f: {result}\")\n    except Exception as e:\n        print(f\"\u6700\u7ec8\u5931\u8d25: {e}\")\n\n    # 2. \u7b56\u7565\u6a21\u5f0f + \u6df7\u5165\n    print(\"\\n2. \u7b56\u7565\u6a21\u5f0f + \u6df7\u5165\uff1a\")\n    print(\"   - \u6df7\u5165\u4f5c\u4e3a\u7b56\u7565\u5b9e\u73b0\")\n    print(\"   - \u8fd0\u884c\u65f6\u5207\u6362\u7b56\u7565\")\n\n    class CompressionStrategyMixin:\n        \"\"\"\u538b\u7f29\u7b56\u7565\u6df7\u5165\u57fa\u7c7b\"\"\"\n\n        def compress(self, data):\n            raise NotImplementedError\n\n        def decompress(self, data):\n            raise NotImplementedError\n\n    class GzipCompressionMixin(CompressionStrategyMixin):\n        def compress(self, data):\n            import gzip\n            print(\"\u4f7f\u7528Gzip\u538b\u7f29\")\n            return gzip.compress(data)\n\n        def decompress(self, data):\n            import gzip\n            print(\"\u4f7f\u7528Gzip\u89e3\u538b\")\n            return gzip.decompress(data)\n\n    class ZlibCompressionMixin(CompressionStrategyMixin):\n        def compress(self, data):\n            import zlib\n            print(\"\u4f7f\u7528Zlib\u538b\u7f29\")\n            return zlib.compress(data)\n\n        def decompress(self, data):\n            import zlib\n            print(\"\u4f7f\u7528Zlib\u89e3\u538b\")\n            return zlib.decompress(data)\n\n    class DataProcessor:\n        def __init__(self, compression_mixin=None):\n            if compression_mixin:\n                # \u52a8\u6001\u6df7\u5165\u7b56\u7565\n                self.__class__ = type(\n                    'DynamicDataProcessor',\n                    (DataProcessor, compression_mixin),\n                    {}\n                )\n\n        def process(self, data):\n            print(f\"\u5904\u7406\u6570\u636e: {len(data)} \u5b57\u8282\")\n            compressed = self.compress(data)\n            print(f\"\u538b\u7f29\u540e: {len(compressed)} \u5b57\u8282\")\n            return compressed\n\n    print(\"\\n\u7b56\u7565\u6df7\u5165\u793a\u4f8b\uff1a\")\n    # \u4f7f\u7528Gzip\u7b56\u7565\n    processor1 = DataProcessor(GzipCompressionMixin)\n    data = b\"Hello, World! \" * 100\n    compressed1 = processor1.process(data)\n\n    # \u4f7f\u7528Zlib\u7b56\u7565\n    processor2 = DataProcessor(ZlibCompressionMixin)\n    compressed2 = processor2.process(data)\n\n    # 3. \u89c2\u5bdf\u8005\u6a21\u5f0f + \u6df7\u5165\n    print(\"\\n3. \u89c2\u5bdf\u8005\u6a21\u5f0f + \u6df7\u5165\uff1a\")\n    print(\"   - \u6df7\u5165\u63d0\u4f9b\u89c2\u5bdf\u8005\u57fa\u7840\u8bbe\u65bd\")\n    print(\"   - \u4efb\u4f55\u7c7b\u90fd\u53ef\u4ee5\u6210\u4e3a\u53ef\u89c2\u5bdf\u7684\")\n\n    class ObservableMixin:\n        \"\"\"\u53ef\u89c2\u5bdf\u6df7\u5165\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._observers = &#91;]\n\n        def add_observer(self, observer):\n            \"\"\"\u6dfb\u52a0\u89c2\u5bdf\u8005\"\"\"\n            if observer not in self._observers:\n                self._observers.append(observer)\n\n        def remove_observer(self, observer):\n            \"\"\"\u79fb\u9664\u89c2\u5bdf\u8005\"\"\"\n            if observer in self._observers:\n                self._observers.remove(observer)\n\n        def notify_observers(self, event, *args, **kwargs):\n            \"\"\"\u901a\u77e5\u6240\u6709\u89c2\u5bdf\u8005\"\"\"\n            for observer in self._observers:\n                if hasattr(observer, 'on_notify'):\n                    observer.on_notify(self, event, *args, **kwargs)\n\n    class LoggerObserver:\n        \"\"\"\u65e5\u5fd7\u89c2\u5bdf\u8005\"\"\"\n\n        def on_notify(self, subject, event, *args, **kwargs):\n            print(f\"&#91;\u89c2\u5bdf\u8005] {subject.__class__.__name__} \u53d1\u751f\u4e86 {event} \u4e8b\u4ef6\")\n            if args:\n                print(f\"  \u53c2\u6570: {args}\")\n            if kwargs:\n                print(f\"  \u5173\u952e\u5b57\u53c2\u6570: {kwargs}\")\n\n    class Counter(ObservableMixin):\n        \"\"\"\u8ba1\u6570\u5668\uff0c\u53ef\u89c2\u5bdf\u7684\"\"\"\n\n        def __init__(self):\n            super().__init__()\n            self._count = 0\n\n        def increment(self, amount=1):\n            old_count = self._count\n            self._count += amount\n            self.notify_observers(\n                \"incremented\",\n                old_value=old_count,\n                new_value=self._count,\n                delta=amount\n            )\n\n        @property\n        def count(self):\n            return self._count\n\n    print(\"\\n\u89c2\u5bdf\u8005\u6df7\u5165\u793a\u4f8b\uff1a\")\n    counter = Counter()\n    logger = LoggerObserver()\n\n    counter.add_observer(logger)\n\n    counter.increment(5)\n    counter.increment(3)\n\n    # 4. \u72b6\u6001\u6a21\u5f0f + \u6df7\u5165\n    print(\"\\n4. \u72b6\u6001\u6a21\u5f0f + \u6df7\u5165\uff1a\")\n    print(\"   - \u6df7\u5165\u5b9e\u73b0\u72b6\u6001\u7279\u5b9a\u884c\u4e3a\")\n    print(\"   - \u8fd0\u884c\u65f6\u6539\u53d8\u6df7\u5165\u6765\u6539\u53d8\u72b6\u6001\")\n\n    class OrderStateMixin:\n        \"\"\"\u8ba2\u5355\u72b6\u6001\u6df7\u5165\u57fa\u7c7b\"\"\"\n\n        def can_cancel(self):\n            return False\n\n        def can_ship(self):\n            return False\n\n        def can_deliver(self):\n            return False\n\n        def get_status(self):\n            return self.__class__.__name__\n\n    class PendingStateMixin(OrderStateMixin):\n        def can_cancel(self):\n            return True\n\n        def can_ship(self):\n            return True\n\n    class ShippedStateMixin(OrderStateMixin):\n        def can_deliver(self):\n            return True\n\n    class DeliveredStateMixin(OrderStateMixin):\n        pass\n\n    class CancelledStateMixin(OrderStateMixin):\n        pass\n\n    class Order:\n        \"\"\"\u8ba2\u5355\uff0c\u53ef\u4ee5\u6539\u53d8\u72b6\u6001\"\"\"\n\n        def __init__(self, order_id):\n            self.order_id = order_id\n            self.set_state(PendingStateMixin)\n\n        def set_state(self, state_mixin):\n            \"\"\"\u6539\u53d8\u72b6\u6001\uff08\u901a\u8fc7\u6539\u53d8\u6df7\u5165\uff09\"\"\"\n            # \u52a8\u6001\u521b\u5efa\u65b0\u7c7b\n            self.__class__ = type(\n                f'OrderWith{state_mixin.__name__}',\n                (Order, state_mixin),\n                {}\n            )\n\n        def cancel(self):\n            if self.can_cancel():\n                print(f\"\u8ba2\u5355 {self.order_id} \u5df2\u53d6\u6d88\")\n                self.set_state(CancelledStateMixin)\n            else:\n                print(f\"\u8ba2\u5355 {self.order_id} \u4e0d\u80fd\u53d6\u6d88\")\n\n        def ship(self):\n            if self.can_ship():\n                print(f\"\u8ba2\u5355 {self.order_id} \u5df2\u53d1\u8d27\")\n                self.set_state(ShippedStateMixin)\n            else:\n                print(f\"\u8ba2\u5355 {self.order_id} \u4e0d\u80fd\u53d1\u8d27\")\n\n        def deliver(self):\n            if self.can_deliver():\n                print(f\"\u8ba2\u5355 {self.order_id} \u5df2\u9001\u8fbe\")\n                self.set_state(DeliveredStateMixin)\n            else:\n                print(f\"\u8ba2\u5355 {self.order_id} \u4e0d\u80fd\u9001\u8fbe\")\n\n    print(\"\\n\u72b6\u6001\u6df7\u5165\u793a\u4f8b\uff1a\")\n    order = Order(\"ORD-001\")\n    print(f\"\u521d\u59cb\u72b6\u6001: {order.get_status()}\")\n\n    order.ship()  # \u5e94\u8be5\u6210\u529f\n    print(f\"\u53d1\u8d27\u540e\u72b6\u6001: {order.get_status()}\")\n\n    order.deliver()  # \u5e94\u8be5\u6210\u529f\n    print(f\"\u9001\u8fbe\u540e\u72b6\u6001: {order.get_status()}\")\n\n    order.cancel()  # \u5e94\u8be5\u5931\u8d25\n    print(f\"\u5c1d\u8bd5\u53d6\u6d88\u540e\u72b6\u6001: {order.get_status()}\")\n\n    # 5. \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f + \u6df7\u5165\n    print(\"\\n5. \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f + \u6df7\u5165\uff1a\")\n    print(\"   - \u6df7\u5165\u63d0\u4f9b\u7b97\u6cd5\u9aa8\u67b6\")\n    print(\"   - \u5b50\u7c7b\/\u6df7\u5165\u63d0\u4f9b\u5177\u4f53\u6b65\u9aa4\")\n\n    class DataPipelineMixin:\n        \"\"\"\u6570\u636e\u7ba1\u9053\u6df7\u5165\u6a21\u677f\"\"\"\n\n        def run_pipeline(self, data):\n            \"\"\"\u8fd0\u884c\u7ba1\u9053 - \u6a21\u677f\u65b9\u6cd5\"\"\"\n            print(\"\u5f00\u59cb\u6570\u636e\u7ba1\u9053\")\n\n            # 1. \u63d0\u53d6\n            extracted = self.extract(data)\n            print(f\"\u63d0\u53d6: {extracted}\")\n\n            # 2. \u8f6c\u6362\n            transformed = self.transform(extracted)\n            print(f\"\u8f6c\u6362: {transformed}\")\n\n            # 3. \u52a0\u8f7d\n            loaded = self.load(transformed)\n            print(f\"\u52a0\u8f7d: {loaded}\")\n\n            # 4. \u9a8c\u8bc1\uff08\u94a9\u5b50\uff09\n            if self.should_validate():\n                self.validate(loaded)\n\n            print(\"\u6570\u636e\u7ba1\u9053\u5b8c\u6210\")\n            return loaded\n\n        # \u62bd\u8c61\u65b9\u6cd5 - \u5fc5\u987b\u7531\u5177\u4f53\u6df7\u5165\u5b9e\u73b0\n        def extract(self, data):\n            raise NotImplementedError\n\n        def transform(self, data):\n            raise NotImplementedError\n\n        def load(self, data):\n            raise NotImplementedError\n\n        # \u94a9\u5b50\u65b9\u6cd5 - \u53ef\u4ee5\u8986\u76d6\n        def should_validate(self):\n            return False\n\n        def validate(self, data):\n            print(\"\u9a8c\u8bc1\u6570\u636e...\")\n\n    class CSVPipelineMixin(DataPipelineMixin):\n        \"\"\"CSV\u7ba1\u9053\u6df7\u5165\"\"\"\n\n        def extract(self, data):\n            return f\"\u4eceCSV\u63d0\u53d6: {data}\"\n\n        def transform(self, data):\n            return f\"\u8f6c\u6362CSV: {data.upper()}\"\n\n        def load(self, data):\n            return f\"\u52a0\u8f7d\u5230\u6570\u636e\u5e93: {data}\"\n\n        def should_validate(self):\n            return True\n\n        def validate(self, data):\n            print(\"\u9a8c\u8bc1CSV\u6570\u636e\u683c\u5f0f...\")\n            if \"CSV\" in data:\n                print(\"CSV\u683c\u5f0f\u9a8c\u8bc1\u901a\u8fc7\")\n\n    class JSONPipelineMixin(DataPipelineMixin):\n        \"\"\"JSON\u7ba1\u9053\u6df7\u5165\"\"\"\n\n        def extract(self, data):\n            return f\"\u4eceJSON\u63d0\u53d6: {data}\"\n\n        def transform(self, data):\n            import json\n            return json.dumps({\"processed\": True, \"data\": data})\n\n        def load(self, data):\n            return f\"\u52a0\u8f7d\u5230API: {data}\"\n\n    print(\"\\n\u6a21\u677f\u65b9\u6cd5\u6df7\u5165\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u52a8\u6001\u7c7b\n    CSVProcessor = type(\n        'CSVProcessor',\n        (object, CSVPipelineMixin),\n        {}\n    )\n\n    csv_processor = CSVProcessor()\n    result = csv_processor.run_pipeline(\"test.csv\")\n    print(f\"CSV\u5904\u7406\u7ed3\u679c: {result}\")\n\n    # 6. \u5de5\u5382\u6a21\u5f0f + \u6df7\u5165\n    print(\"\\n6. \u5de5\u5382\u6a21\u5f0f + \u6df7\u5165\uff1a\")\n    print(\"   - \u6df7\u5165\u63d0\u4f9b\u521b\u5efa\u80fd\u529b\")\n    print(\"   - \u52a8\u6001\u7ec4\u5408\u4ea7\u54c1\")\n\n    class WidgetFactoryMixin:\n        \"\"\"\u5c0f\u90e8\u4ef6\u5de5\u5382\u6df7\u5165\"\"\"\n\n        def create_widget(self, widget_type, *args, **kwargs):\n            # \u67e5\u627e\u521b\u5efa\u65b9\u6cd5\n            method_name = f\"create_{widget_type}\"\n            if hasattr(self, method_name):\n                method = getattr(self, method_name)\n                return method(*args, **kwargs)\n            else:\n                raise ValueError(f\"\u672a\u77e5\u7684\u5c0f\u90e8\u4ef6\u7c7b\u578b: {widget_type}\")\n\n    class ButtonFactoryMixin(WidgetFactoryMixin):\n        def create_button(self, text, style=\"default\"):\n            return {\"type\": \"button\", \"text\": text, \"style\": style}\n\n    class InputFactoryMixin(WidgetFactoryMixin):\n        def create_input(self, placeholder, type=\"text\"):\n            return {\"type\": \"input\", \"placeholder\": placeholder, \"input_type\": type}\n\n    class ModalFactoryMixin(WidgetFactoryMixin):\n        def create_modal(self, title, content):\n            return {\"type\": \"modal\", \"title\": title, \"content\": content}\n\n    # \u52a8\u6001\u7ec4\u5408\u5de5\u5382\n    def create_factory(*mixins):\n        \"\"\"\u521b\u5efa\u7ec4\u5408\u5de5\u5382\"\"\"\n        return type(\n            'CombinedFactory',\n            (object,) + tuple(mixins),\n            {}\n        )()\n\n    print(\"\\n\u5de5\u5382\u6df7\u5165\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u4e0d\u540c\u80fd\u529b\u7684\u5de5\u5382\n    ui_factory = create_factory(ButtonFactoryMixin, InputFactoryMixin)\n    full_factory = create_factory(ButtonFactoryMixin, InputFactoryMixin, ModalFactoryMixin)\n\n    button = ui_factory.create_widget(\"button\", \"\u70b9\u51fb\u6211\", style=\"primary\")\n    print(f\"\u6309\u94ae: {button}\")\n\n    modal = full_factory.create_widget(\"modal\", \"\u6807\u9898\", \"\u5185\u5bb9\")\n    print(f\"\u6a21\u6001\u6846: {modal}\")\n\n    try:\n        # \u8fd9\u4e2a\u5e94\u8be5\u5931\u8d25\uff0c\u56e0\u4e3aui_factory\u6ca1\u6709modal\u80fd\u529b\n        ui_factory.create_widget(\"modal\", \"\u6807\u9898\", \"\u5185\u5bb9\")\n    except ValueError as e:\n        print(f\"\u9884\u671f\u9519\u8bef: {e}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_mixin_patterns()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u7279\u8d28\u7cfb\u7edf\u7684\u9ad8\u7ea7\u5e94\u7528<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u7279\u8d28\u7ec4\u5408\u4e0e\u51b2\u7a81\u89e3\u51b3<\/h3>\n\n\n\n<p>\u5f53\u591a\u4e2a\u7279\u8d28\u63d0\u4f9b\u76f8\u540c\u7684\u65b9\u6cd5\u65f6\uff0c\u5982\u4f55\u89e3\u51b3\u51b2\u7a81\u662f\u7279\u8d28\u7cfb\u7edf\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7279\u8d28\u7ec4\u5408\u4e0e\u51b2\u7a81\u89e3\u51b3\n# ============================================================================\n\nprint(\"\\n=== \u7279\u8d28\u7ec4\u5408\u4e0e\u51b2\u7a81\u89e3\u51b3 ===\")\n\ndef demonstrate_trait_composition():\n    \"\"\"\u6f14\u793a\u7279\u8d28\u7ec4\u5408\u4e0e\u51b2\u7a81\u89e3\u51b3\"\"\"\n\n    print(\"\u7279\u8d28\u7ec4\u5408\u4e2d\u7684\u51b2\u7a81\u7c7b\u578b\uff1a\")\n    print(\"1. \u65b9\u6cd5\u540d\u79f0\u51b2\u7a81\uff08\u76f8\u540c\u65b9\u6cd5\u540d\uff09\")\n    print(\"2. \u72b6\u6001\uff08\u5c5e\u6027\uff09\u540d\u79f0\u51b2\u7a81\")\n    print(\"3. \u521d\u59cb\u5316\u987a\u5e8f\u51b2\u7a81\")\n    print(\"4. \u4f9d\u8d56\u51b2\u7a81\uff08\u7279\u8d28A\u4f9d\u8d56\u7279\u8d28B\u7684\u65b9\u6cd5\uff09\")\n\n    # Python\u4e2d\u7684\u51b2\u7a81\u89e3\u51b3\u673a\u5236\n    print(\"\\nPython\u4e2d\u7684\u51b2\u7a81\u89e3\u51b3\u673a\u5236\uff1a\")\n    print(\"1. \u65b9\u6cd5\u89e3\u6790\u987a\u5e8f\uff08MRO\uff09\")\n    print(\"2. \u663e\u5f0f\u8986\u76d6\uff08\u5b50\u7c7b\u8986\u76d6\u7236\u7c7b\u65b9\u6cd5\uff09\")\n    print(\"3. \u91cd\u547d\u540d\u6216\u522b\u540d\")\n    print(\"4. \u4f7f\u7528super()\u534f\u4f5c\")\n\n    # MRO\u793a\u4f8b\n    print(\"\\n\u65b9\u6cd5\u89e3\u6790\u987a\u5e8f\uff08MRO\uff09\u793a\u4f8b\uff1a\")\n\n    class A:\n        def method(self):\n            print(\"A.method\")\n            return \"A\"\n\n    class B(A):\n        def method(self):\n            print(\"B.method\")\n            result = super().method()\n            return f\"B -&gt; {result}\"\n\n    class C(A):\n        def method(self):\n            print(\"C.method\")\n            result = super().method()\n            return f\"C -&gt; {result}\"\n\n    class D(B, C):\n        def method(self):\n            print(\"D.method\")\n            result = super().method()\n            return f\"D -&gt; {result}\"\n\n    print(f\"D\u7684MRO: {&#91;cls.__name__ for cls in D.__mro__]}\")\n\n    d = D()\n    result = d.method()\n    print(f\"\u8c03\u7528\u7ed3\u679c: {result}\")\n\n    # \u51b2\u7a81\u89e3\u51b3\u7b56\u7565\n    print(\"\\n\u51b2\u7a81\u89e3\u51b3\u7b56\u7565\uff1a\")\n\n    # \u7b56\u75651\uff1a\u663e\u5f0f\u8986\u76d6\n    print(\"\\n\u7b56\u75651\uff1a\u663e\u5f0f\u8986\u76d6\uff1a\")\n\n    class LoggingMixin:\n        def log(self, message):\n            print(f\"&#91;\u65e5\u5fd7] {message}\")\n\n    class DebugLoggingMixin:\n        def log(self, message):\n            print(f\"&#91;\u8c03\u8bd5] {message}\")\n\n    class MyService(LoggingMixin, DebugLoggingMixin):\n        def log(self, message):\n            # \u663e\u5f0f\u9009\u62e9\u4f7f\u7528\u54ea\u4e2a\u5b9e\u73b0\n            LoggingMixin.log(self, message)\n            # \u6216\u8005\u6dfb\u52a0\u989d\u5916\u529f\u80fd\n            print(f\"&#91;\u670d\u52a1] \u989d\u5916\u65e5\u5fd7: {message}\")\n\n    service = MyService()\n    service.log(\"\u6d4b\u8bd5\u6d88\u606f\")\n\n    # \u7b56\u75652\uff1a\u4f7f\u7528\u9002\u914d\u5668\u6a21\u5f0f\n    print(\"\\n\u7b56\u75652\uff1a\u4f7f\u7528\u9002\u914d\u5668\u6a21\u5f0f\uff1a\")\n\n    class JSONLoggingMixin:\n        def json_log(self, message):\n            import json\n            log_entry = {\"message\": message, \"level\": \"INFO\"}\n            print(f\"JSON\u65e5\u5fd7: {json.dumps(log_entry)}\")\n\n    class TextLoggingMixin:\n        def text_log(self, message):\n            print(f\"\u6587\u672c\u65e5\u5fd7: {message}\")\n\n    class UnifiedLoggingMixin:\n        \"\"\"\u7edf\u4e00\u65e5\u5fd7\u9002\u914d\u5668\"\"\"\n\n        def log(self, message, format=\"text\"):\n            if format == \"json\":\n                # \u59d4\u6258\u7ed9JSON\u65e5\u5fd7\n                self.json_log(message)\n            else:\n                # \u59d4\u6258\u7ed9\u6587\u672c\u65e5\u5fd7\n                self.text_log(message)\n\n    class ServiceWithAdapter(JSONLoggingMixin, TextLoggingMixin, UnifiedLoggingMixin):\n        pass\n\n    adapter_service = ServiceWithAdapter()\n    adapter_service.log(\"\u9002\u914d\u5668\u6d4b\u8bd5\", format=\"json\")\n    adapter_service.log(\"\u9002\u914d\u5668\u6d4b\u8bd5\", format=\"text\")\n\n    # \u7b56\u75653\uff1a\u65b9\u6cd5\u91cd\u547d\u540d\n    print(\"\\n\u7b56\u75653\uff1a\u65b9\u6cd5\u91cd\u547d\u540d\uff1a\")\n\n    def rename_methods(cls, mapping):\n        \"\"\"\u91cd\u547d\u540d\u65b9\u6cd5\u88c5\u9970\u5668\"\"\"\n        for old_name, new_name in mapping.items():\n            if hasattr(cls, old_name):\n                setattr(cls, new_name, getattr(cls, old_name))\n                delattr(cls, old_name)\n        return cls\n\n    @rename_methods({\"save\": \"save_to_db\", \"load\": \"load_from_db\"})\n    class DatabaseMixin:\n        def save(self, data):\n            print(f\"\u4fdd\u5b58\u5230\u6570\u636e\u5e93: {data}\")\n\n        def load(self, id):\n            print(f\"\u4ece\u6570\u636e\u5e93\u52a0\u8f7d: {id}\")\n            return {\"id\": id, \"data\": \"\u793a\u4f8b\"}\n\n    @rename_methods({\"save\": \"save_to_file\", \"load\": \"load_from_file\"})\n    class FileStorageMixin:\n        def save(self, data):\n            print(f\"\u4fdd\u5b58\u5230\u6587\u4ef6: {data}\")\n\n        def load(self, path):\n            print(f\"\u4ece\u6587\u4ef6\u52a0\u8f7d: {path}\")\n            return {\"path\": path, \"content\": \"\u6587\u4ef6\u5185\u5bb9\"}\n\n    class MultiStorageService(DatabaseMixin, FileStorageMixin):\n        def backup(self, data, to_db=True, to_file=True):\n            if to_db:\n                self.save_to_db(data)\n            if to_file:\n                self.save_to_file(data)\n\n    print(\"\\n\u91cd\u547d\u540d\u7b56\u7565\u793a\u4f8b\uff1a\")\n    storage_service = MultiStorageService()\n    storage_service.backup(\"\u91cd\u8981\u6570\u636e\")\n\n    # \u7b56\u75654\uff1a\u7279\u8d28\u7ebf\u6027\u5316\uff08Scala\u98ce\u683c\uff09\n    print(\"\\n\u7b56\u75654\uff1a\u7279\u8d28\u7ebf\u6027\u5316\uff1a\")\n\n    def linearize_mixins(*mixins):\n        \"\"\"\u7ebf\u6027\u5316\u6df7\u5165\uff08\u7b80\u5316\u7248\uff09\"\"\"\n        class LinearizedBase:\n            pass\n\n        # \u6309\u7167\u53c2\u6570\u987a\u5e8f\u7ebf\u6027\u5316\n        for mixin in reversed(mixins):\n            LinearizedBase = type(\n                f'LinearizedWith{mixin.__name__}',\n                (mixin, LinearizedBase),\n                {}\n            )\n\n        return LinearizedBase\n\n    class PrinterA:\n        def print(self):\n            print(\"PrinterA.print\")\n            if hasattr(super(), 'print'):\n                super().print()\n\n    class PrinterB:\n        def print(self):\n            print(\"PrinterB.print\")\n            if hasattr(super(), 'print'):\n                super().print()\n\n    class PrinterC:\n        def print(self):\n            print(\"PrinterC.print\")\n            if hasattr(super(), 'print'):\n                super().print()\n\n    # \u7ebf\u6027\u5316\u7ec4\u5408\n    LinearizedPrinter = linearize_mixins(PrinterA, PrinterB, PrinterC)\n\n    print(f\"\u7ebf\u6027\u5316\u7c7b: {LinearizedPrinter.__name__}\")\n    print(f\"MRO: {&#91;cls.__name__ for cls in LinearizedPrinter.__mro__]}\")\n\n    printer = LinearizedPrinter()\n    printer.print()\n\n    # \u7b56\u75655\uff1a\u51b2\u7a81\u68c0\u6d4b\u4e0e\u62a5\u544a\n    print(\"\\n\u7b56\u75655\uff1a\u51b2\u7a81\u68c0\u6d4b\u4e0e\u62a5\u544a\uff1a\")\n\n    class ConflictDetectingMeta(type):\n        \"\"\"\u51b2\u7a81\u68c0\u6d4b\u5143\u7c7b\"\"\"\n\n        def __new__(cls, name, bases, attrs):\n            # \u6536\u96c6\u6240\u6709\u7236\u7c7b\u7684\u65b9\u6cd5\n            all_methods = {}\n            conflicts = &#91;]\n\n            for base in bases:\n                for attr_name in dir(base):\n                    if not attr_name.startswith('_'):\n                        if attr_name in all_methods and all_methods&#91;attr_name] != base:\n                            conflicts.append((attr_name, all_methods&#91;attr_name], base))\n                        else:\n                            all_methods&#91;attr_name] = base\n\n            if conflicts:\n                print(f\"\u68c0\u6d4b\u5230\u7c7b {name} \u4e2d\u7684\u51b2\u7a81\uff1a\")\n                for method_name, class1, class2 in conflicts:\n                    print(f\"  \u65b9\u6cd5 '{method_name}' \u5728 {class1.__name__} \u548c {class2.__name__} \u4e2d\u90fd\u6709\u5b9a\u4e49\")\n\n            return super().__new__(cls, name, bases, attrs)\n\n    class Mixin1(metaclass=ConflictDetectingMeta):\n        def common_method(self):\n            return \"Mixin1\"\n\n    class Mixin2(metaclass=ConflictDetectingMeta):\n        def common_method(self):\n            return \"Mixin2\"\n\n    class ConflictingClass(Mixin1, Mixin2):\n        pass\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u51b2\u7a81\u89e3\u51b3\u5bf9\u6bd4\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u51b2\u7a81\u89e3\u51b3\u5bf9\u6bd4\uff1a\")\n\n    conflict_resolution_comparison = {\n        \"Scala\": {\n            \"\u673a\u5236\": \"\u7ebf\u6027\u5316 + \u8986\u76d6\u89c4\u5219\",\n            \"\u89c4\u5219\": \"\u4ece\u53f3\u5230\u5de6\u7ebf\u6027\u5316\uff0c\u540e\u9762\u7684\u7279\u8d28\u8986\u76d6\u524d\u9762\u7684\",\n            \"\u793a\u4f8b\": \"class C extends A with B with C (\u7ebf\u6027\u5316: C -&gt; B -&gt; A)\",\n        },\n        \"Python\": {\n            \"\u673a\u5236\": \"C3\u7ebf\u6027\u5316 (MRO)\",\n            \"\u89c4\u5219\": \"\u6df1\u5ea6\u4f18\u5148\uff0c\u4ece\u5de6\u5230\u53f3\uff0c\u4e0d\u91cd\u590d\",\n            \"\u793a\u4f8b\": \"class D(B, C) (MRO: D -&gt; B -&gt; C -&gt; A -&gt; object)\",\n        },\n        \"Ruby\": {\n            \"\u673a\u5236\": \"\u65b9\u6cd5\u67e5\u627e\u94fe (\u7956\u5148\u94fe)\",\n            \"\u89c4\u5219\": \"\u540einclude\u7684\u6a21\u5757\u5148\u67e5\u627e\",\n            \"\u793a\u4f8b\": \"class C; include A; include B end (\u7956\u5148\u94fe: C -&gt; B -&gt; A)\",\n        },\n        \"C++\": {\n            \"\u673a\u5236\": \"\u865a\u7ee7\u627f + \u4f5c\u7528\u57df\u89e3\u6790\",\n            \"\u89c4\u5219\": \"\u4f7f\u7528\u865a\u7ee7\u627f\u89e3\u51b3\u83f1\u5f62\u95ee\u9898\uff0c\u4f7f\u7528::\u663e\u5f0f\u6307\u5b9a\",\n            \"\u793a\u4f8b\": \"class D : public B, public C (\u53ef\u4ee5\u4f7f\u7528B::method\u6216C::method)\",\n        },\n        \"PHP\": {\n            \"\u673a\u5236\": \"Trait\u51b2\u7a81\u89e3\u51b3\u8bed\u6cd5\",\n            \"\u89c4\u5219\": \"\u4f7f\u7528insteadof\u548cas\u5173\u952e\u5b57\",\n            \"\u793a\u4f8b\": \"use A, B { B::method insteadof A; A::method as methodA; }\",\n        },\n    }\n\n    for lang, info in conflict_resolution_comparison.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u673a\u5236: {info&#91;'\u673a\u5236']}\")\n        print(f\"  \u89c4\u5219: {info&#91;'\u89c4\u5219']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b']}\")\n\n    # \u6700\u4f73\u5b9e\u8df5\n    print(\"\\n\u7279\u8d28\u51b2\u7a81\u89e3\u51b3\u7684\u6700\u4f73\u5b9e\u8df5\uff1a\")\n\n    best_practices = &#91;\n        (\"\u660e\u786e\u547d\u540d\", \"\u4f7f\u7528\u660e\u786e\u7684\u65b9\u6cd5\u540d\uff0c\u907f\u514d\u901a\u7528\u540d\", \"save_to_db\u800c\u4e0d\u662fsave\"),\n        (\"\u5355\u4e00\u804c\u8d23\", \"\u6bcf\u4e2a\u7279\u8d28\u53ea\u505a\u4e00\u4ef6\u4e8b\uff0c\u51cf\u5c11\u51b2\u7a81\u673a\u4f1a\", \"LoggingMixin\u53ea\u8d1f\u8d23\u65e5\u5fd7\"),\n        (\"\u6587\u6863\u5951\u7ea6\", \"\u6587\u6863\u5316\u7279\u8d28\u63d0\u4f9b\u548c\u671f\u671b\u7684\u65b9\u6cd5\", \"\u660e\u786e\u8bf4\u660e\u7279\u8d28\u7684\u804c\u8d23\"),\n        (\"\u6d4b\u8bd5\u7ec4\u5408\", \"\u6d4b\u8bd5\u7279\u8d28\u5728\u4e0d\u540c\u7ec4\u5408\u4e0b\u7684\u884c\u4e3a\", \"\u786e\u4fdd\u7ec4\u5408\u540e\u4ecd\u80fd\u5de5\u4f5c\"),\n        (\"\u63d0\u4f9b\u9002\u914d\u5668\", \"\u4e3a\u51b2\u7a81\u7684\u7279\u8d28\u63d0\u4f9b\u9002\u914d\u5668\", \"\u7edf\u4e00\u4e0d\u540c\u7279\u8d28\u7684\u63a5\u53e3\"),\n    ]\n\n    for practice, technique, benefit in best_practices:\n        print(f\"  \u2022 {practice:15}: {technique:30} -&gt; {benefit}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_trait_composition()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u7279\u8d28\u7cfb\u7edf\u5728\u6846\u67b6\u4e2d\u7684\u5e94\u7528<\/h3>\n\n\n\n<p>\u7279\u8d28\u548c\u6df7\u5165\u5728\u73b0\u4ee3\u6846\u67b6\u4e2d\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u8ba9\u6211\u4eec\u770b\u770b\u51e0\u4e2a\u5b9e\u9645\u4f8b\u5b50\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7279\u8d28\u7cfb\u7edf\u5728\u6846\u67b6\u4e2d\u7684\u5e94\u7528\n# ============================================================================\n\nprint(\"\\n=== \u7279\u8d28\u7cfb\u7edf\u5728\u6846\u67b6\u4e2d\u7684\u5e94\u7528 ===\")\n\ndef demonstrate_framework_traits():\n    \"\"\"\u6f14\u793a\u7279\u8d28\u7cfb\u7edf\u5728\u6846\u67b6\u4e2d\u7684\u5e94\u7528\"\"\"\n\n    # 1. Web\u6846\u67b6\u4e2d\u7684Mixin\n    print(\"1. Web\u6846\u67b6\u4e2d\u7684Mixin\uff1a\")\n    print(\"   - Django\u7684\u7c7b\u89c6\u56feMixin\")\n    print(\"   - Flask\u7684\u63d2\u4ef6\u7cfb\u7edf\")\n    print(\"   - \u8ba4\u8bc1\u3001\u6743\u9650\u3001\u7f13\u5b58\u7b49\u529f\u80fd\")\n\n    class DjangoStyleMixin:\n        \"\"\"\u6a21\u62dfDjango\u7684Mixin\u98ce\u683c\"\"\"\n\n        @classmethod\n        def as_view(cls, **initkwargs):\n            \"\"\"\u7c7b\u65b9\u6cd5\uff0c\u7528\u4e8e\u521b\u5efa\u89c6\u56fe\u51fd\u6570\"\"\"\n            def view(request, *args, **kwargs):\n                self = cls(**initkwargs)\n                return self.dispatch(request, *args, **kwargs)\n            return view\n\n        def dispatch(self, request, *args, **kwargs):\n            \"\"\"\u5206\u53d1\u8bf7\u6c42\u5230\u9002\u5f53\u7684\u65b9\u6cd5\"\"\"\n            method = request.method.lower()\n            handler = getattr(self, method, self.http_method_not_allowed)\n            return handler(request, *args, **kwargs)\n\n        def http_method_not_allowed(self, request, *args, **kwargs):\n            return \"\u65b9\u6cd5\u4e0d\u5141\u8bb8\"\n\n    class LoginRequiredMixin:\n        \"\"\"\u767b\u5f55\u8981\u6c42Mixin\"\"\"\n\n        def dispatch(self, request, *args, **kwargs):\n            if not self.is_authenticated(request):\n                return self.redirect_to_login(request)\n            return super().dispatch(request, *args, **kwargs)\n\n        def is_authenticated(self, request):\n            # \u7b80\u5316\uff1a\u68c0\u67e5\u8bf7\u6c42\u4e2d\u662f\u5426\u6709token\n            return hasattr(request, 'token') and request.token\n\n        def redirect_to_login(self, request):\n            return \"\u91cd\u5b9a\u5411\u5230\u767b\u5f55\u9875\u9762\"\n\n    class PermissionRequiredMixin:\n        \"\"\"\u6743\u9650\u8981\u6c42Mixin\"\"\"\n\n        permission_required = None\n\n        def dispatch(self, request, *args, **kwargs):\n            if self.permission_required:\n                if not self.has_permission(request):\n                    return self.permission_denied(request)\n            return super().dispatch(request, *args, **kwargs)\n\n        def has_permission(self, request):\n            # \u7b80\u5316\u6743\u9650\u68c0\u67e5\n            return True\n\n        def permission_denied(self, request):\n            return \"\u6743\u9650\u4e0d\u8db3\"\n\n    class TemplateResponseMixin:\n        \"\"\"\u6a21\u677f\u54cd\u5e94Mixin\"\"\"\n\n        template_name = None\n\n        def render_to_response(self, context):\n            if self.template_name:\n                return f\"\u6e32\u67d3\u6a21\u677f {self.template_name}\uff0c\u4e0a\u4e0b\u6587: {context}\"\n            return \"\u65e0\u6a21\u677f\u6e32\u67d3\"\n\n    # \u7ec4\u5408\u89c6\u56fe\n    class UserProfileView(\n        DjangoStyleMixin,\n        LoginRequiredMixin,\n        PermissionRequiredMixin,\n        TemplateResponseMixin\n    ):\n        permission_required = \"view_profile\"\n        template_name = \"profile.html\"\n\n        def get(self, request, user_id):\n            context = {\"user_id\": user_id, \"user\": \"\u5f20\u4e09\"}\n            return self.render_to_response(context)\n\n    print(\"\\nWeb\u6846\u67b6Mixin\u793a\u4f8b\uff1a\")\n\n    # \u6a21\u62df\u8bf7\u6c42\n    class Request:\n        def __init__(self, method=\"GET\", token=None):\n            self.method = method\n            self.token = token\n\n    # \u6d4b\u8bd5\u89c6\u56fe\n    view_func = UserProfileView.as_view()\n\n    # \u672a\u8ba4\u8bc1\u8bf7\u6c42\n    request1 = Request(\"GET\")\n    response1 = view_func(request1, user_id=1)\n    print(f\"\u672a\u8ba4\u8bc1\u54cd\u5e94: {response1}\")\n\n    # \u5df2\u8ba4\u8bc1\u8bf7\u6c42\n    request2 = Request(\"GET\", token=\"valid_token\")\n    response2 = view_func(request2, user_id=1)\n    print(f\"\u5df2\u8ba4\u8bc1\u54cd\u5e94: {response2}\")\n\n    # 2. ORM\u6846\u67b6\u4e2d\u7684Mixin\n    print(\"\\n2. ORM\u6846\u67b6\u4e2d\u7684Mixin\uff1a\")\n    print(\"   - SQLAlchemy\u7684Mixin\u7c7b\")\n    print(\"   - Django\u6a21\u578b\u7684Mixin\")\n    print(\"   - \u65f6\u95f4\u6233\u3001\u8f6f\u5220\u9664\u3001\u5ba1\u8ba1\u7b49\u529f\u80fd\")\n\n    import datetime\n\n    class TimestampMixin:\n        \"\"\"\u65f6\u95f4\u6233Mixin\"\"\"\n\n        created_at = None  # \u5728\u5b9e\u9645ORM\u4e2d\u4f1a\u662fColumn\n        updated_at = None\n\n        def __init__(self, **kwargs):\n            super().__init__(**kwargs)\n            now = datetime.datetime.now()\n            self.created_at = now\n            self.updated_at = now\n\n        def before_update(self):\n            \"\"\"\u5728\u66f4\u65b0\u524d\u8c03\u7528\"\"\"\n            self.updated_at = datetime.datetime.now()\n\n    class SoftDeleteMixin:\n        \"\"\"\u8f6f\u5220\u9664Mixin\"\"\"\n\n        deleted_at = None\n        is_deleted = False\n\n        def delete(self):\n            \"\"\"\u8f6f\u5220\u9664\"\"\"\n            self.deleted_at = datetime.datetime.now()\n            self.is_deleted = True\n\n        def restore(self):\n            \"\"\"\u6062\u590d\"\"\"\n            self.deleted_at = None\n            self.is_deleted = False\n\n        @classmethod\n        def active(cls):\n            \"\"\"\u83b7\u53d6\u672a\u5220\u9664\u7684\u8bb0\u5f55\"\"\"\n            # \u5728\u5b9e\u9645ORM\u4e2d\u4f1a\u8fd4\u56de\u67e5\u8be2\n            return f\"SELECT * FROM {cls.__name__} WHERE is_deleted = FALSE\"\n\n    class AuditMixin:\n        \"\"\"\u5ba1\u8ba1Mixin\"\"\"\n\n        created_by = None\n        updated_by = None\n\n        def set_creator(self, user):\n            self.created_by = user\n\n        def set_updater(self, user):\n            self.updated_by = user\n\n        def get_audit_log(self):\n            return {\n                \"created_by\": self.created_by,\n                \"updated_by\": self.updated_by,\n                \"created_at\": self.created_at,\n                \"updated_at\": self.updated_at,\n            }\n\n    # ORM\u6a21\u578b\u57fa\u7c7b\n    class BaseModel:\n        \"\"\"\u6a21\u62dfORM\u57fa\u7c7b\"\"\"\n\n        def __init__(self, **kwargs):\n            for key, value in kwargs.items():\n                setattr(self, key, value)\n\n        def save(self):\n            print(f\"\u4fdd\u5b58 {self.__class__.__name__}: {self.__dict__}\")\n\n    # \u52a8\u6001\u521b\u5efa\u6a21\u578b\u7c7b\n    def create_model_class(name, *mixins, **attributes):\n        \"\"\"\u521b\u5efa\u5e26\u6709Mixin\u7684\u6a21\u578b\u7c7b\"\"\"\n        bases = mixins + (BaseModel,)\n        cls = type(name, bases, attributes)\n        return cls\n\n    print(\"\\nORM\u6846\u67b6Mixin\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u7528\u6237\u6a21\u578b\n    UserModel = create_model_class(\n        \"User\",\n        TimestampMixin,\n        SoftDeleteMixin,\n        AuditMixin,\n        table_name=\"users\"\n    )\n\n    user = UserModel(id=1, name=\"Alice\", email=\"alice@example.com\")\n    user.set_creator(\"admin\")\n    user.save()\n\n    user.delete()\n    print(f\"\u8f6f\u5220\u9664\u540e: {user.is_deleted}\")\n    print(f\"\u6d3b\u8dc3\u67e5\u8be2: {UserModel.active()}\")\n\n    # 3. \u6d4b\u8bd5\u6846\u67b6\u4e2d\u7684Mixin\n    print(\"\\n3. \u6d4b\u8bd5\u6846\u67b6\u4e2d\u7684Mixin\uff1a\")\n    print(\"   - pytest\u7684fixture\")\n    print(\"   - unittest\u7684Mixin\")\n    print(\"   - \u6570\u636e\u5e93\u4e8b\u52a1\u3001\u6a21\u62df\u3001\u65ad\u8a00\u7b49\u529f\u80fd\")\n\n    import unittest\n    from unittest.mock import Mock, patch\n\n    class DatabaseTransactionMixin:\n        \"\"\"\u6570\u636e\u5e93\u4e8b\u52a1Mixin\"\"\"\n\n        def setUp(self):\n            super().setUp()\n            print(\"\u5f00\u59cb\u6570\u636e\u5e93\u4e8b\u52a1\")\n            self.db_connection = Mock()\n            self.db_connection.begin_transaction = Mock()\n            self.db_connection.commit = Mock()\n            self.db_connection.rollback = Mock()\n            self.db_connection.begin_transaction()\n\n        def tearDown(self):\n            if hasattr(self, '_test_failed') and self._test_failed:\n                print(\"\u6d4b\u8bd5\u5931\u8d25\uff0c\u56de\u6eda\u4e8b\u52a1\")\n                self.db_connection.rollback()\n            else:\n                print(\"\u6d4b\u8bd5\u6210\u529f\uff0c\u63d0\u4ea4\u4e8b\u52a1\")\n                self.db_connection.commit()\n            super().tearDown()\n\n        def run(self, result=None):\n            \"\"\"\u8986\u76d6run\u4ee5\u6355\u83b7\u6d4b\u8bd5\u5931\u8d25\"\"\"\n            if result is None:\n                result = self.defaultTestResult()\n            result.startTest(self)\n\n            try:\n                self.setUp()\n                self._run_test_method(result)\n            finally:\n                self._test_failed = result.failures or result.errors\n                self.tearDown()\n                result.stopTest(self)\n\n            return result\n\n        def _run_test_method(self, result):\n            testMethod = getattr(self, self._testMethodName)\n\n            try:\n                testMethod()\n            except AssertionError as e:\n                result.addFailure(self, (type(e), e, e.__traceback__))\n            except Exception as e:\n                result.addError(self, (type(e), e, e.__traceback__))\n\n    class MockExternalServiceMixin:\n        \"\"\"\u6a21\u62df\u5916\u90e8\u670d\u52a1Mixin\"\"\"\n\n        def mock_http_service(self):\n            \"\"\"\u6a21\u62dfHTTP\u670d\u52a1\"\"\"\n            return patch('requests.get', return_value=Mock(status_code=200, json=lambda: {\"data\": \"mock\"}))\n\n        def mock_database(self):\n            \"\"\"\u6a21\u62df\u6570\u636e\u5e93\"\"\"\n            return patch('database.connect', return_value=Mock())\n\n    class ExtendedAssertionsMixin:\n        \"\"\"\u6269\u5c55\u65ad\u8a00Mixin\"\"\"\n\n        def assertDictSubset(self, subset, full_dict, msg=None):\n            \"\"\"\u65ad\u8a00\u5b57\u5178\u5305\u542b\u5b50\u96c6\"\"\"\n            for key, value in subset.items():\n                self.assertIn(key, full_dict, msg or f\"\u952e {key} \u4e0d\u5b58\u5728\")\n                self.assertEqual(value, full_dict&#91;key], msg or f\"\u952e {key} \u7684\u503c\u4e0d\u5339\u914d\")\n\n        def assertIsPositive(self, value, msg=None):\n            \"\"\"\u65ad\u8a00\u503c\u4e3a\u6b63\"\"\"\n            self.assertGreater(value, 0, msg or f\"\u503c {value} \u4e0d\u662f\u6b63\u6570\")\n\n    # \u6d4b\u8bd5\u7528\u4f8b\n    class UserTestCase(\n        DatabaseTransactionMixin,\n        MockExternalServiceMixin,\n        ExtendedAssertionsMixin,\n        unittest.TestCase\n    ):\n        def test_user_creation(self):\n            \"\"\"\u6d4b\u8bd5\u7528\u6237\u521b\u5efa\"\"\"\n            # \u4f7f\u7528\u6a21\u62df\n            with self.mock_http_service() as mock_get:\n                # \u6d4b\u8bd5\u903b\u8f91\n                self.assertIsPositive(5)\n                self.assertDictSubset(\n                    {\"a\": 1},\n                    {\"a\": 1, \"b\": 2}\n                )\n                print(\"\u6d4b\u8bd5\u901a\u8fc7\")\n\n        def test_failure(self):\n            \"\"\"\u8fd9\u4e2a\u6d4b\u8bd5\u4f1a\u5931\u8d25\"\"\"\n            self.assertEqual(1, 2)  # \u6545\u610f\u5931\u8d25\n\n    print(\"\\n\u6d4b\u8bd5\u6846\u67b6Mixin\u793a\u4f8b\uff1a\")\n\n    # \u8fd0\u884c\u6d4b\u8bd5\n    suite = unittest.TestLoader().loadTestsFromTestCase(UserTestCase)\n    runner = unittest.TextTestRunner(verbosity=2)\n    result = runner.run(suite)\n\n    # 4. \u5fae\u670d\u52a1\u6846\u67b6\u4e2d\u7684Mixin\n    print(\"\\n4. \u5fae\u670d\u52a1\u6846\u67b6\u4e2d\u7684Mixin\uff1a\")\n    print(\"   - \u5065\u5eb7\u68c0\u67e5\u7aef\u70b9\")\n    print(\"   - \u6307\u6807\u6536\u96c6\")\n    print(\"   - \u914d\u7f6e\u7ba1\u7406\")\n    print(\"   - \u670d\u52a1\u53d1\u73b0\")\n\n    class HealthCheckMixin:\n        \"\"\"\u5065\u5eb7\u68c0\u67e5Mixin\"\"\"\n\n        def add_health_check(self, name, check_func):\n            \"\"\"\u6dfb\u52a0\u5065\u5eb7\u68c0\u67e5\"\"\"\n            if not hasattr(self, '_health_checks'):\n                self._health_checks = {}\n            self._health_checks&#91;name] = check_func\n\n        def health_check(self):\n            \"\"\"\u6267\u884c\u6240\u6709\u5065\u5eb7\u68c0\u67e5\"\"\"\n            results = {}\n            for name, check in getattr(self, '_health_checks', {}).items():\n                try:\n                    results&#91;name] = {\n                        \"status\": \"healthy\",\n                        \"details\": check()\n                    }\n                except Exception as e:\n                    results&#91;name] = {\n                        \"status\": \"unhealthy\",\n                        \"error\": str(e)\n                    }\n\n            # \u603b\u4f53\u72b6\u6001\n            all_healthy = all(r&#91;\"status\"] == \"healthy\" for r in results.values())\n            return {\n                \"status\": \"healthy\" if all_healthy else \"unhealthy\",\n                \"checks\": results\n            }\n\n    class MetricsMixin:\n        \"\"\"\u6307\u6807\u6536\u96c6Mixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._metrics = {}\n\n        def increment_counter(self, name, value=1):\n            \"\"\"\u589e\u52a0\u8ba1\u6570\u5668\"\"\"\n            if name not in self._metrics:\n                self._metrics&#91;name] = {\"type\": \"counter\", \"value\": 0}\n            self._metrics&#91;name]&#91;\"value\"] += value\n\n        def record_gauge(self, name, value):\n            \"\"\"\u8bb0\u5f55\u6d4b\u91cf\u503c\"\"\"\n            self._metrics&#91;name] = {\"type\": \"gauge\", \"value\": value}\n\n        def get_metrics(self):\n            \"\"\"\u83b7\u53d6\u6240\u6709\u6307\u6807\"\"\"\n            return self._metrics.copy()\n\n    class ConfigurationMixin:\n        \"\"\"\u914d\u7f6e\u7ba1\u7406Mixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._config = {}\n\n        def load_config(self, config_dict):\n            \"\"\"\u52a0\u8f7d\u914d\u7f6e\"\"\"\n            self._config.update(config_dict)\n\n        def get_config(self, key, default=None):\n            \"\"\"\u83b7\u53d6\u914d\u7f6e\u503c\"\"\"\n            return self._config.get(key, default)\n\n        def configure(self, **kwargs):\n            \"\"\"\u914d\u7f6e\u65b9\u6cd5\"\"\"\n            for key, value in kwargs.items():\n                setattr(self, key, value)\n\n    # \u5fae\u670d\u52a1\u57fa\u7c7b\n    class MicroService(HealthCheckMixin, MetricsMixin, ConfigurationMixin):\n        \"\"\"\u5fae\u670d\u52a1\u57fa\u7c7b\"\"\"\n\n        def __init__(self, name):\n            super().__init__()\n            self.name = name\n\n            # \u6dfb\u52a0\u9ed8\u8ba4\u5065\u5eb7\u68c0\u67e5\n            self.add_health_check(\"service\", lambda: {\"status\": \"running\"})\n\n            # \u52a0\u8f7d\u9ed8\u8ba4\u914d\u7f6e\n            self.load_config({\n                \"port\": 8080,\n                \"log_level\": \"INFO\",\n                \"timeout\": 30\n            })\n\n        def start(self):\n            \"\"\"\u542f\u52a8\u670d\u52a1\"\"\"\n            self.increment_counter(\"start_count\")\n            print(f\"\u542f\u52a8\u670d\u52a1: {self.name}\")\n            print(f\"\u914d\u7f6e\u7aef\u53e3: {self.get_config('port')}\")\n            print(f\"\u5065\u5eb7\u68c0\u67e5: {self.health_check()}\")\n            print(f\"\u6307\u6807: {self.get_metrics()}\")\n\n        def stop(self):\n            \"\"\"\u505c\u6b62\u670d\u52a1\"\"\"\n            self.increment_counter(\"stop_count\")\n            print(f\"\u505c\u6b62\u670d\u52a1: {self.name}\")\n\n    print(\"\\n\u5fae\u670d\u52a1\u6846\u67b6Mixin\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u5fae\u670d\u52a1\n    service = MicroService(\"\u7528\u6237\u670d\u52a1\")\n    service.add_health_check(\"database\", lambda: {\"connected\": True, \"tables\": 5})\n    service.configure(max_connections=100)\n\n    service.start()\n    service.stop()\n\n    # 5. GUI\u6846\u67b6\u4e2d\u7684Mixin\n    print(\"\\n5. GUI\u6846\u67b6\u4e2d\u7684Mixin\uff1a\")\n    print(\"   - \u62d6\u653e\u529f\u80fd\")\n    print(\"   - \u5de5\u5177\u63d0\u793a\")\n    print(\"   - \u52a8\u753b\u6548\u679c\")\n    print(\"   - \u4e3b\u9898\u652f\u6301\")\n\n    class DraggableMixin:\n        \"\"\"\u53ef\u62d6\u653eMixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._is_dragging = False\n            self._drag_start_pos = None\n\n        def on_mouse_down(self, x, y):\n            \"\"\"\u9f20\u6807\u6309\u4e0b\"\"\"\n            self._is_dragging = True\n            self._drag_start_pos = (x, y)\n            print(f\"\u5f00\u59cb\u62d6\u653e: {self.__class__.__name__}\")\n\n        def on_mouse_move(self, x, y):\n            \"\"\"\u9f20\u6807\u79fb\u52a8\"\"\"\n            if self._is_dragging:\n                dx = x - self._drag_start_pos&#91;0]\n                dy = y - self._drag_start_pos&#91;1]\n                print(f\"\u62d6\u653e\u4e2d: \u504f\u79fb({dx}, {dy})\")\n\n        def on_mouse_up(self, x, y):\n            \"\"\"\u9f20\u6807\u91ca\u653e\"\"\"\n            if self._is_dragging:\n                self._is_dragging = False\n                print(f\"\u7ed3\u675f\u62d6\u653e: {self.__class__.__name__}\")\n\n    class TooltipMixin:\n        \"\"\"\u5de5\u5177\u63d0\u793aMixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self.tooltip_text = kwargs.get('tooltip', '')\n\n        def show_tooltip(self):\n            \"\"\"\u663e\u793a\u5de5\u5177\u63d0\u793a\"\"\"\n            if self.tooltip_text:\n                print(f\"\u663e\u793a\u5de5\u5177\u63d0\u793a: {self.tooltip_text}\")\n\n        def hide_tooltip(self):\n            \"\"\"\u9690\u85cf\u5de5\u5177\u63d0\u793a\"\"\"\n            print(\"\u9690\u85cf\u5de5\u5177\u63d0\u793a\")\n\n    class AnimationMixin:\n        \"\"\"\u52a8\u753bMixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._animations = &#91;]\n\n        def add_animation(self, name, duration, effect):\n            \"\"\"\u6dfb\u52a0\u52a8\u753b\"\"\"\n            self._animations.append({\n                \"name\": name,\n                \"duration\": duration,\n                \"effect\": effect\n            })\n\n        def animate(self, animation_name):\n            \"\"\"\u6267\u884c\u52a8\u753b\"\"\"\n            for anim in self._animations:\n                if anim&#91;\"name\"] == animation_name:\n                    print(f\"\u6267\u884c\u52a8\u753b {animation_name}: {anim&#91;'effect']} ({anim&#91;'duration']}ms)\")\n                    return True\n            return False\n\n    class ThemeableMixin:\n        \"\"\"\u53ef\u4e3b\u9898\u5316Mixin\"\"\"\n\n        def __init__(self, *args, **kwargs):\n            super().__init__(*args, **kwargs)\n            self._theme = kwargs.get('theme', 'light')\n\n        def set_theme(self, theme):\n            \"\"\"\u8bbe\u7f6e\u4e3b\u9898\"\"\"\n            self._theme = theme\n            self._apply_theme()\n\n        def _apply_theme(self):\n            \"\"\"\u5e94\u7528\u4e3b\u9898\"\"\"\n            print(f\"\u5e94\u7528\u4e3b\u9898: {self._theme}\")\n\n            if self._theme == 'dark':\n                self.bg_color = '#2c3e50'\n                self.text_color = '#ecf0f1'\n            else:  # light\n                self.bg_color = '#ecf0f1'\n                self.text_color = '#2c3e50'\n\n    # GUI\u63a7\u4ef6\n    class Button(DraggableMixin, TooltipMixin, AnimationMixin, ThemeableMixin):\n        \"\"\"\u6309\u94ae\u63a7\u4ef6\"\"\"\n\n        def __init__(self, text, **kwargs):\n            super().__init__(**kwargs)\n            self.text = text\n            self.bg_color = '#3498db'\n            self.text_color = '#ffffff'\n\n            # \u6dfb\u52a0\u9ed8\u8ba4\u52a8\u753b\n            self.add_animation(\"click\", 200, \"scale\")\n            self.add_animation(\"hover\", 300, \"glow\")\n\n        def click(self):\n            \"\"\"\u70b9\u51fb\u6309\u94ae\"\"\"\n            print(f\"\u70b9\u51fb\u6309\u94ae: {self.text}\")\n            self.animate(\"click\")\n\n        def hover(self):\n            \"\"\"\u9f20\u6807\u60ac\u505c\"\"\"\n            self.show_tooltip()\n            self.animate(\"hover\")\n\n    print(\"\\nGUI\u6846\u67b6Mixin\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u6309\u94ae\n    button = Button(\n        \"\u70b9\u51fb\u6211\",\n        tooltip=\"\u8fd9\u662f\u4e00\u4e2a\u6309\u94ae\",\n        theme=\"dark\"\n    )\n\n    button.on_mouse_down(10, 20)\n    button.on_mouse_move(30, 40)\n    button.on_mouse_up(30, 40)\n\n    button.hover()\n    button.click()\n\n    button.set_theme(\"light\")\n    print(f\"\u6309\u94ae\u80cc\u666f\u8272: {button.bg_color}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_framework_traits()\n\n# \u7279\u8d28\u7cfb\u7edf\u7684\u672a\u6765\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u7279\u8d28\u7cfb\u7edf\u7684\u672a\u6765\u8d8b\u52bf\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n1. \u9759\u6001\u4e0e\u52a8\u6001\u7684\u878d\u5408\n   \u2022 \u9759\u6001\u8bed\u8a00\u589e\u52a0\u52a8\u6001\u7279\u8d28\u652f\u6301\n   \u2022 \u52a8\u6001\u8bed\u8a00\u589e\u52a0\u7c7b\u578b\u5b89\u5168\u7684\u7279\u8d28\n   \u2022 \u4f8b\u5982\uff1aTypeScript\u7684\u6df7\u5165\u7c7b\u578b\n\n2. \u51fd\u6570\u5f0f\u7279\u8d28\n   \u2022 \u7279\u8d28\u4f5c\u4e3a\u51fd\u6570\u7ec4\u5408\n   \u2022 \u9ad8\u9636\u7279\u8d28\u548c\u7279\u8d28\u8f6c\u6362\u5668\n   \u2022 \u4f8b\u5982\uff1aHaskell\u7684typeclass\n\n3. \u5f02\u6b65\u7279\u8d28\n   \u2022 \u652f\u6301\u5f02\u6b65\u65b9\u6cd5\u7684\u7279\u8d28\n   \u2022 \u5f02\u6b65\u521d\u59cb\u5316\n   \u2022 \u4f8b\u5982\uff1aasync trait\u5728Rust\u4e2d\u7684\u63d0\u6848\n\n4. \u7f16\u8bd1\u65f6\u7279\u8d28\n   \u2022 \u7f16\u8bd1\u65f6\u8ba1\u7b97\u548c\u4ee3\u7801\u751f\u6210\n   \u2022 \u96f6\u6210\u672c\u62bd\u8c61\n   \u2022 \u4f8b\u5982\uff1aC++\u7684CRTP\u548c\u6982\u5ff5(Concepts)\n\n5. \u53ef\u89c6\u5316\u7ec4\u5408\n   \u2022 \u56fe\u5f62\u5316\u754c\u9762\u7ec4\u5408\u7279\u8d28\n   \u2022 \u53ef\u89c6\u5316\u4f9d\u8d56\u548c\u51b2\u7a81\n   \u2022 \u4f8b\u5982\uff1a\u4f4e\u4ee3\u7801\u5e73\u53f0\u7684\u7ec4\u4ef6\u7ec4\u5408\n\n6. \u673a\u5668\u5b66\u4e60\u8f85\u52a9\n   \u2022 AI\u63a8\u8350\u7279\u8d28\u7ec4\u5408\n   \u2022 \u81ea\u52a8\u68c0\u6d4b\u51b2\u7a81\u548c\u4f18\u5316\n   \u2022 \u4f8b\u5982\uff1a\u57fa\u4e8e\u4f7f\u7528\u6a21\u5f0f\u7684\u667a\u80fd\u63d0\u793a\n\n7. \u5f62\u5f0f\u5316\u9a8c\u8bc1\n   \u2022 \u6570\u5b66\u8bc1\u660e\u7279\u8d28\u7ec4\u5408\u7684\u6b63\u786e\u6027\n   \u2022 \u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\n   \u2022 \u4f8b\u5982\uff1aCoq\u6216Agda\u4e2d\u7684\u7279\u8d28\n\n8. \u8de8\u8bed\u8a00\u7279\u8d28\n   \u2022 \u5728\u4e0d\u540c\u8bed\u8a00\u95f4\u5171\u4eab\u7279\u8d28\u5b9a\u4e49\n   \u2022 \u4f8b\u5982\uff1a\u901a\u8fc7WebAssembly\u5171\u4eab\u884c\u4e3a\n   \u2022 \u8bed\u8a00\u65e0\u5173\u7684\u63a5\u53e3\u63cf\u8ff0\n\n\u6311\u6218\u4e0e\u673a\u9047\uff1a\n1. \u590d\u6742\u6027\u7ba1\u7406\uff1a\u5982\u4f55\u4fdd\u6301\u7b80\u5355\u6027\n2. \u5de5\u5177\u652f\u6301\uff1a\u66f4\u597d\u7684IDE\u548c\u8c03\u8bd5\u5de5\u5177\n3. \u5b66\u4e60\u66f2\u7ebf\uff1a\u5982\u4f55\u8ba9\u521d\u5b66\u8005\u7406\u89e3\n4. \u6027\u80fd\u5f71\u54cd\uff1a\u8fd0\u884c\u65f6vs\u7f16\u8bd1\u65f6\u6743\u8861\n5. \u751f\u6001\u7cfb\u7edf\uff1a\u6807\u51c6\u5316\u548c\u4e92\u64cd\u4f5c\u6027\n\n\u7ed3\u8bed\uff1a\u7279\u8d28\u548c\u6df7\u5165\u4ee3\u8868\u4e86\u8f6f\u4ef6\u5de5\u7a0b\u7684\u672a\u6765\u65b9\u5411\n\u2014\u2014\u66f4\u52a0\u6a21\u5757\u5316\u3001\u66f4\u52a0\u53ef\u7ec4\u5408\u3001\u66f4\u52a0\u7075\u6d3b\u3002\n\u638c\u63e1\u8fd9\u4e9b\u6280\u672f\uff0c\u4f60\u5c06\u80fd\u591f\u6784\u5efa\u9002\u5e94\u53d8\u5316\u3001\u6613\u4e8e\u7ef4\u62a4\u7684\u590d\u6742\u7cfb\u7edf\u3002\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u7279\u8d28\u4e0e\u6df7\u5165\u7684\u6838\u5fc3\u6d1e\u89c1<\/h3>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u5802\u8bfe\uff0c\u6211\u4eec\u83b7\u5f97\u4e86\u4ee5\u4e0b\u6838\u5fc3\u6d1e\u89c1\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7279\u8d28\u662f\u5e26\u5b9e\u73b0\u7684\u63a5\u53e3<\/strong>\uff1a\u5b83\u4eec\u586b\u8865\u4e86\u63a5\u53e3\uff08\u53ea\u6709\u58f0\u660e\uff09\u548c\u62bd\u8c61\u7c7b\uff08\u6709\u5b9e\u73b0\u4f46\u5355\u7ee7\u627f\uff09\u4e4b\u95f4\u7684\u7a7a\u767d\u3002<\/li>\n\n\n\n<li><strong>\u6df7\u5165\u662f\u8fd0\u884c\u65f6\u7684\u7279\u8d28<\/strong>\uff1a\u5b83\u4eec\u63d0\u4f9b\u4e86\u5728\u8fd0\u884c\u65f6\u52a8\u6001\u7ec4\u5408\u884c\u4e3a\u7684\u80fd\u529b\uff0c\u6bd4\u9759\u6001\u7ee7\u627f\u66f4\u52a0\u7075\u6d3b\u3002<\/li>\n\n\n\n<li><strong>\u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f<\/strong>\uff1a\u7279\u8d28\u548c\u6df7\u5165\u662f\u5b9e\u73b0&#8221;\u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f&#8221;\u539f\u5219\u7684\u5173\u952e\u6280\u672f\u3002<\/li>\n\n\n\n<li><strong>\u6b63\u4ea4\u6027\u8bbe\u8ba1<\/strong>\uff1a\u7279\u8d28\u5e94\u8be5\u8bbe\u8ba1\u4e3a\u76f8\u4e92\u72ec\u7acb\u3001\u6b63\u4ea4\u7684\u529f\u80fd\u5355\u5143\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u7279\u8d28\u7cfb\u7edf\u7684\u4f18\u52bf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ee3\u7801\u91cd\u7528<\/strong>\uff1a\u53ef\u4ee5\u5728\u4e0d\u76f8\u5173\u7684\u7c7b\u4e4b\u95f4\u5171\u4eab\u4ee3\u7801\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u94bb\u77f3\u95ee\u9898<\/strong>\uff1a\u901a\u8fc7\u7ebf\u6027\u5316\u7b49\u65b9\u6cd5\u89e3\u51b3\u591a\u91cd\u7ee7\u627f\u7684\u51b2\u7a81\u3002<\/li>\n\n\n\n<li><strong>\u8fd0\u884c\u65f6\u7075\u6d3b\u6027<\/strong>\uff1a\u53ef\u4ee5\u6839\u636e\u9700\u8981\u52a8\u6001\u6dfb\u52a0\u6216\u79fb\u9664\u529f\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u5173\u6ce8\u70b9\u5206\u79bb<\/strong>\uff1a\u6bcf\u4e2a\u7279\u8d28\u53ea\u8d1f\u8d23\u4e00\u4e2a\u660e\u786e\u7684\u529f\u80fd\u9886\u57df\u3002<\/li>\n\n\n\n<li><strong>\u6e10\u8fdb\u5f0f\u589e\u5f3a<\/strong>\uff1a\u53ef\u4ee5\u4ece\u7b80\u5355\u5f00\u59cb\uff0c\u9010\u6b65\u6dfb\u52a0\u529f\u80fd\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u5b9e\u7528\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece\u7b80\u5355\u5f00\u59cb<\/strong>\uff1a\u4e0d\u8981\u8fc7\u5ea6\u8bbe\u8ba1\u7279\u8d28\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>\u547d\u540d\u6e05\u6670<\/strong>\uff1a\u7279\u8d28\u540d\u5e94\u8be5\u63cf\u8ff0\u80fd\u529b\uff08\u5f62\u5bb9\u8bcd\uff09\uff0c\u800c\u4e0d\u662f\u5177\u4f53\u5b9e\u73b0\uff08\u540d\u8bcd\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6587\u6863\u5316\u5951\u7ea6<\/strong>\uff1a\u660e\u786e\u8bb0\u5f55\u7279\u8d28\u63d0\u4f9b\u4ec0\u4e48\u3001\u9700\u8981\u4ec0\u4e48\u3002<\/li>\n\n\n\n<li><strong>\u6d4b\u8bd5\u7ec4\u5408<\/strong>\uff1a\u786e\u4fdd\u7279\u8d28\u5728\u4e0d\u540c\u7ec4\u5408\u4e0b\u90fd\u80fd\u6b63\u5e38\u5de5\u4f5c\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u72b6\u6001\u51b2\u7a81<\/strong>\uff1a\u5c0f\u5fc3\u7ba1\u7406\u7279\u8d28\u4e2d\u7684\u72b6\u6001\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u8bed\u8a00\u9009\u62e9\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Ruby\/Scala<\/strong>\uff1a\u5982\u679c\u4f60\u9700\u8981\u5f3a\u5927\u7684\u5185\u7f6e\u7279\u8d28\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>Python<\/strong>\uff1a\u5982\u679c\u4f60\u9700\u8981\u7075\u6d3b\u6027\u548c\u52a8\u6001\u7279\u6027\u3002<\/li>\n\n\n\n<li><strong>Rust<\/strong>\uff1a\u5982\u679c\u4f60\u9700\u8981\u96f6\u6210\u672c\u62bd\u8c61\u548c\u7f16\u8bd1\u65f6\u5b89\u5168\u3002<\/li>\n\n\n\n<li><strong>TypeScript<\/strong>\uff1a\u5982\u679c\u4f60\u9700\u8981\u7c7b\u578b\u5b89\u5168\u7684JavaScript\u3002<\/li>\n\n\n\n<li><strong>Kotlin\/C#<\/strong>\uff1a\u5982\u679c\u4f60\u9700\u8981\u5728JVM\/.NET\u4e0a\u4f7f\u7528\u73b0\u4ee3\u5316\u7684\u7279\u8d28\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.5 \u7ec8\u6781\u76ee\u6807\uff1a\u6784\u5efa\u53ef\u7ec4\u5408\u7684\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u7279\u8d28\u548c\u6df7\u5165\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u7279\u6027\uff0c\u5b83\u4eec\u4ee3\u8868\u4e86\u4e00\u79cd\u6784\u5efa\u8f6f\u4ef6\u7684\u65b0\u601d\u7ef4\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece&#8221;\u662f\u4ec0\u4e48&#8221;\u5230&#8221;\u80fd\u4ec0\u4e48&#8221;<\/strong>\uff1a\u5173\u6ce8\u5bf9\u8c61\u80fd\u505a\u4ec0\u4e48\uff0c\u800c\u4e0d\u662f\u5b83\u662f\u4ec0\u4e48\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u5c0f\u6784\u5efa\u5757\u5230\u5927\u7cfb\u7edf<\/strong>\uff1a\u901a\u8fc7\u7ec4\u5408\u7b80\u5355\u6a21\u5757\u6784\u5efa\u590d\u6742\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u9759\u6001\u5230\u52a8\u6001<\/strong>\uff1a\u7cfb\u7edf\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u9002\u5e94\u53d8\u5316\u7684\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u4ece\u5c01\u95ed\u5230\u5f00\u653e<\/strong>\uff1a\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u6dfb\u52a0\u65b0\u7279\u8d28\u6765\u6269\u5c55\uff0c\u800c\u4e0d\u9700\u8981\u4fee\u6539\u73b0\u6709\u4ee3\u7801\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u638c\u63e1\u4e86\u7279\u8d28\u548c\u6df7\u5165\u7684\u6838\u5fc3\u6982\u5ff5\uff0c\u5e76\u80fd\u591f\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u5e94\u7528\u8fd9\u4e9b\u6280\u672f\uff0c\u521b\u5efa\u66f4\u52a0\u7075\u6d3b\u3001\u53ef\u7ef4\u62a4\u3001\u53ef\u6269\u5c55\u7684\u8f6f\u4ef6\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u516d\u8bfe\uff1a\u7279\u8d28\u4e0e\u6df7\u5165 &#8211; \u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f\u7684\u827a\u672f\uff01\u5b8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u4e03\u8bfe\uff1a\u679a\u4e3e &#8211; \u5b9a\u4e49\u56fa\u5b9a\u5e38\u91cf\u96c6\u5408\u7684\u827a\u672f<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4ece\u9b54\u6cd5\u6570\u5b57\u5230\u7c7b\u578b\u5b89\u5168<\/h2>\n\n\n\n<p>\u5728\u7f16\u7a0b\u7684\u65e9\u671f\uff0c\u6211\u4eec\u7ecf\u5e38\u4f7f\u7528\u6570\u5b57\u6216\u5b57\u7b26\u4e32\u6765\u8868\u793a\u4e00\u4e9b\u7279\u5b9a\u7684\u72b6\u6001\u6216\u9009\u9879\u3002\u8fd9\u4e9b\u6ca1\u6709\u660e\u786e\u610f\u4e49\u7684\u5b57\u9762\u91cf\u88ab\u79f0\u4e3a&#8221;\u9b54\u6cd5\u6570\u5b57&#8221;\u6216&#8221;\u9b54\u6cd5\u5b57\u7b26\u4e32&#8221;\u3002\u5b83\u4eec\u4f7f\u5f97\u4ee3\u7801\u96be\u4ee5\u7406\u89e3\u548c\u7ef4\u62a4\u3002\u679a\u4e3e\uff08Enumeration\uff09\u5e94\u8fd0\u800c\u751f\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u7c7b\u578b\u5b89\u5168\u7684\u65b9\u5f0f\u6765\u8868\u793a\u4e00\u7ec4\u56fa\u5b9a\u7684\u5e38\u91cf\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u7d22\u679a\u4e3e\u7684\u4e16\u754c\uff0c\u5b66\u4e60\u5982\u4f55\u5b9a\u4e49\u548c\u4f7f\u7528\u679a\u4e3e\uff0c\u4ee5\u53ca\u679a\u4e3e\u5728\u73b0\u4ee3\u7f16\u7a0b\u8bed\u8a00\u4e2d\u7684\u9ad8\u7ea7\u7279\u6027\u3002\u65e0\u8bba\u4f60\u4f7f\u7528Python\u7684<code>Enum<\/code>\u3001Java\u7684<code>enum<\/code>\u3001C++\u7684<code>enum class<\/code>\u8fd8\u662fTypeScript\u7684<code>enum<\/code>\uff0c\u638c\u63e1\u679a\u4e3e\u5c06\u4f7f\u4f60\u7684\u4ee3\u7801\u66f4\u52a0\u6e05\u6670\u3001\u5065\u58ee\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u679a\u4e3e\u7684\u57fa\u7840 &#8211; \u4ece\u5e38\u91cf\u5230\u7c7b\u578b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u679a\u4e3e\u7684\u672c\u8d28\uff1a\u6709\u540d\u5b57\u7684\u5e38\u91cf\u96c6\u5408<\/h3>\n\n\n\n<p>\u679a\u4e3e\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u7c7b\u578b\uff0c\u5b83\u5b9a\u4e49\u4e86\u4e00\u7ec4\u547d\u540d\u7684\u5e38\u91cf\u3002\u8fd9\u4e9b\u5e38\u91cf\u901a\u5e38\u8868\u793a\u67d0\u79cd\u72b6\u6001\u3001\u6a21\u5f0f\u6216\u9009\u9879\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u679a\u4e3e\u7684\u672c\u8d28\uff1a\u6709\u540d\u5b57\u7684\u5e38\u91cf\u96c6\u5408\n# ============================================================================\n\nprint(\"=== \u679a\u4e3e\u7684\u672c\u8d28\uff1a\u6709\u540d\u5b57\u7684\u5e38\u91cf\u96c6\u5408 ===\")\n\ndef demonstrate_enum_essence():\n    \"\"\"\u6f14\u793a\u679a\u4e3e\u7684\u672c\u8d28\"\"\"\n\n    print(\"\u679a\u4e3e\u89e3\u51b3\u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\")\n    print(\"1. \u9b54\u6cd5\u6570\u5b57\/\u5b57\u7b26\u4e32\u7684\u95ee\u9898\uff08\u4ee3\u7801\u53ef\u8bfb\u6027\u5dee\uff09\")\n    print(\"2. \u7c7b\u578b\u5b89\u5168\u95ee\u9898\uff08\u65e0\u6548\u503c\u53ef\u80fd\u88ab\u4f7f\u7528\uff09\")\n    print(\"3. \u4ee3\u7801\u7ef4\u62a4\u95ee\u9898\uff08\u5e38\u91cf\u5206\u6563\u5404\u5904\uff09\")\n\n    # \u9b54\u6cd5\u6570\u5b57\u7684\u793a\u4f8b\n    print(\"\\n\u9b54\u6cd5\u6570\u5b57\u7684\u95ee\u9898\u793a\u4f8b\uff1a\")\n\n    # \u574f\u4ee3\u7801\uff1a\u4f7f\u7528\u9b54\u6cd5\u6570\u5b57\n    def process_order(status):\n        if status == 1:  # 1\u4ee3\u8868\u4ec0\u4e48\uff1f\n            print(\"\u8ba2\u5355\u5f85\u5904\u7406\")\n        elif status == 2:  # 2\u4ee3\u8868\u4ec0\u4e48\uff1f\n            print(\"\u8ba2\u5355\u5df2\u53d1\u8d27\")\n        elif status == 3:  # 3\u4ee3\u8868\u4ec0\u4e48\uff1f\n            print(\"\u8ba2\u5355\u5df2\u5b8c\u6210\")\n        else:\n            print(\"\u672a\u77e5\u72b6\u6001\")\n\n    # \u597d\u4ee3\u7801\uff1a\u4f7f\u7528\u679a\u4e3e\n    from enum import Enum\n\n    class OrderStatus(Enum):\n        PENDING = 1\n        SHIPPED = 2\n        DELIVERED = 3\n        CANCELLED = 4\n\n    def process_order_enum(status):\n        if status == OrderStatus.PENDING:\n            print(\"\u8ba2\u5355\u5f85\u5904\u7406\")\n        elif status == OrderStatus.SHIPPED:\n            print(\"\u8ba2\u5355\u5df2\u53d1\u8d27\")\n        elif status == OrderStatus.DELIVERED:\n            print(\"\u8ba2\u5355\u5df2\u5b8c\u6210\")\n        elif status == OrderStatus.CANCELLED:\n            print(\"\u8ba2\u5355\u5df2\u53d6\u6d88\")\n        else:\n            print(\"\u672a\u77e5\u72b6\u6001\")\n\n    print(\"\u9b54\u6cd5\u6570\u5b57\u7248\u672c\uff1a\")\n    process_order(1)  # 1\u662f\u4ec0\u4e48\u610f\u601d\uff1f\n\n    print(\"\\n\u679a\u4e3e\u7248\u672c\uff1a\")\n    process_order_enum(OrderStatus.PENDING)  # \u6e05\u6670\u660e\u4e86\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u679a\u4e3e\u5b9e\u73b0\u5bf9\u6bd4\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u679a\u4e3e\u5b9e\u73b0\uff1a\")\n\n    enum_implementations = {\n        \"Python\": {\n            \"\u673a\u5236\": \"enum\u6a21\u5757\uff0cEnum\u7c7b\",\n            \"\u7279\u70b9\": \"\u8fd0\u884c\u65f6\u521b\u5efa\uff0c\u53ef\u4ee5\u8fed\u4ee3\uff0c\u652f\u6301\u522b\u540d\",\n            \"\u793a\u4f8b\": \"\"\"\nfrom enum import Enum\n\nclass Color(Enum):\n    RED = 1\n    GREEN = 2\n    BLUE = 3\n\"\"\"\n        },\n        \"Java\": {\n            \"\u673a\u5236\": \"enum\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u53ef\u4ee5\u6709\u81ea\u5df1\u7684\u65b9\u6cd5\u548c\u5c5e\u6027\",\n            \"\u793a\u4f8b\": \"\"\"\npublic enum Color {\n    RED, GREEN, BLUE;\n\n    public String getHexCode() {\n        switch(this) {\n            case RED: return \"#FF0000\";\n            case GREEN: return \"#00FF00\";\n            case BLUE: return \"#0000FF\";\n            default: return \"#000000\";\n        }\n    }\n}\n\"\"\"\n        },\n        \"C++\": {\n            \"\u673a\u5236\": \"enum\u6216enum class\",\n            \"\u7279\u70b9\": \"enum class\u662f\u7c7b\u578b\u5b89\u5168\u7684\uff0c\u6709\u4f5c\u7528\u57df\",\n            \"\u793a\u4f8b\": \"\"\"\n\/\/ \u4f20\u7edfenum\uff08\u4e0d\u63a8\u8350\uff09\nenum Color { RED, GREEN, BLUE };\n\n\/\/ \u73b0\u4ee3enum class\uff08\u63a8\u8350\uff09\nenum class Color { RED, GREEN, BLUE };\n\"\"\"\n        },\n        \"C#\": {\n            \"\u673a\u5236\": \"enum\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u503c\u7c7b\u578b\uff0c\u53ef\u4ee5\u6307\u5b9a\u5e95\u5c42\u7c7b\u578b\",\n            \"\u793a\u4f8b\": \"\"\"\npublic enum Color : byte {\n    Red = 1,\n    Green = 2,\n    Blue = 3\n}\n\"\"\"\n        },\n        \"TypeScript\": {\n            \"\u673a\u5236\": \"enum\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u751f\u6210\u5bf9\u8c61\uff0c\u652f\u6301\u6570\u5b57\u548c\u5b57\u7b26\u4e32\",\n            \"\u793a\u4f8b\": \"\"\"\nenum Color {\n    Red = 1,\n    Green = 2,\n    Blue = 3\n}\n\n\/\/ \u6216\u8005\u5b57\u7b26\u4e32\u679a\u4e3e\nenum Direction {\n    Up = \"UP\",\n    Down = \"DOWN\",\n    Left = \"LEFT\",\n    Right = \"RIGHT\"\n}\n\"\"\"\n        },\n        \"Rust\": {\n            \"\u673a\u5236\": \"enum\u5173\u952e\u5b57\",\n            \"\u7279\u70b9\": \"\u53ef\u4ee5\u662f\u7b80\u5355\u503c\uff0c\u4e5f\u53ef\u4ee5\u662f\u590d\u6742\u7ed3\u6784\uff08\u4ee3\u6570\u6570\u636e\u7c7b\u578b\uff09\",\n            \"\u793a\u4f8b\": \"\"\"\nenum Color {\n    Red,\n    Green,\n    Blue,\n}\n\n\/\/ \u590d\u6742\u679a\u4e3e\nenum Message {\n    Quit,\n    Move { x: i32, y: i32 },\n    Write(String),\n    ChangeColor(i32, i32, i32),\n}\n\"\"\"\n        },\n    }\n\n    for lang, info in enum_implementations.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u673a\u5236: {info&#91;'\u673a\u5236']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b'].strip()}\")\n\n    # \u679a\u4e3e\u7684\u56db\u4e2a\u6838\u5fc3\u4ef7\u503c\n    print(\"\\n\u679a\u4e3e\u7684\u56db\u4e2a\u6838\u5fc3\u4ef7\u503c\uff1a\")\n\n    values = &#91;\n        (\"\u53ef\u8bfb\u6027\", \"\u4f7f\u7528\u6709\u610f\u4e49\u7684\u540d\u79f0\u4ee3\u66ff\u5b57\u9762\u91cf\", \"PENDING vs 1\"),\n        (\"\u7c7b\u578b\u5b89\u5168\", \"\u9650\u5236\u53ea\u80fd\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u503c\", \"\u907f\u514d\u65e0\u6548\u72b6\u6001\"),\n        (\"\u53ef\u7ef4\u62a4\u6027\", \"\u76f8\u5173\u5e38\u91cf\u7ec4\u7ec7\u5728\u4e00\u8d77\", \"\u96c6\u4e2d\u7ba1\u7406\uff0c\u6613\u4e8e\u4fee\u6539\"),\n        (\"\u5de5\u5177\u652f\u6301\", \"IDE\u81ea\u52a8\u8865\u5168\uff0c\u7c7b\u578b\u68c0\u67e5\", \"\u51cf\u5c11\u9519\u8bef\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\"),\n    ]\n\n    for value, mechanism, benefit in values:\n        print(f\"  \u2022 {value:15} | {mechanism:25} | -&gt; {benefit}\")\n\n    # \u679a\u4e3e\u7684\u54f2\u5b66\u601d\u8003\n    print(\"\\n\u679a\u4e3e\u7684\u54f2\u5b66\u601d\u8003\uff1a\")\n\n    philosophical_points = &#91;\n        (\"\u67cf\u62c9\u56fe\u7406\u5ff5\u8bba\", \"\u679a\u4e3e\u662f\u73b0\u5b9e\u4e16\u754c\u72b6\u6001\u7684\u62bd\u8c61\", \"\u5b8c\u7f8e\u6a21\u578b vs \u5177\u4f53\u5b9e\u4f8b\"),\n        (\"\u6709\u9650\u72b6\u6001\u673a\", \"\u679a\u4e3e\u5b9a\u4e49\u7cfb\u7edf\u7684\u6709\u9650\u72b6\u6001\", \"\u72b6\u6001\u8f6c\u6362\u7684\u57fa\u7840\"),\n        (\"\u96c6\u5408\u8bba\", \"\u679a\u4e3e\u662f\u6709\u9650\u96c6\u5408\u7684\u5177\u4f53\u8868\u793a\", \"\u5143\u7d20\u7684\u660e\u786e\u5217\u4e3e\"),\n        (\"\u5951\u7ea6\u8bbe\u8ba1\", \"\u679a\u4e3e\u5b9a\u4e49\u51fd\u6570\u53c2\u6570\u548c\u8fd4\u56de\u503c\u7684\u5408\u6cd5\u8303\u56f4\", \"\u660e\u786e\u63a5\u53e3\u5951\u7ea6\"),\n    ]\n\n    for concept, analogy, relationship in philosophical_points:\n        print(f\"  \u2022 {concept:15} : {analogy:30} ({relationship})\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_enum_essence()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 Python\u679a\u4e3e\u7684\u6df1\u5165\u4f7f\u7528<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u7d22Python\u4e2d\u679a\u4e3e\u7684\u4f7f\u7528\u65b9\u6cd5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u679a\u4e3e\u7684\u6df1\u5165\u4f7f\u7528\n# ============================================================================\n\nprint(\"\\n=== Python\u679a\u4e3e\u7684\u6df1\u5165\u4f7f\u7528 ===\")\n\nfrom enum import Enum, IntEnum, Flag, auto\nfrom typing import List\n\ndef demonstrate_python_enums():\n    \"\"\"\u6f14\u793aPython\u679a\u4e3e\u7684\u9ad8\u7ea7\u7528\u6cd5\"\"\"\n\n    # 1. \u57fa\u672c\u679a\u4e3e\n    print(\"1. \u57fa\u672c\u679a\u4e3e\uff1a\")\n\n    class Color(Enum):\n        RED = 1\n        GREEN = 2\n        BLUE = 3\n        # \u4e5f\u53ef\u4ee5\u4f7f\u7528auto()\u81ea\u52a8\u8d4b\u503c\n        YELLOW = auto()  # 4\n\n    print(f\"Color.RED: {Color.RED}\")\n    print(f\"Color.RED.name: {Color.RED.name}\")\n    print(f\"Color.RED.value: {Color.RED.value}\")\n\n    # 2. \u679a\u4e3e\u7684\u8fed\u4ee3\n    print(\"\\n2. \u679a\u4e3e\u7684\u8fed\u4ee3\uff1a\")\n\n    print(\"\u6240\u6709\u679a\u4e3e\u6210\u5458:\")\n    for color in Color:\n        print(f\"  {color.name}: {color.value}\")\n\n    # 3. \u679a\u4e3e\u7684\u6bd4\u8f83\n    print(\"\\n3. \u679a\u4e3e\u7684\u6bd4\u8f83\uff1a\")\n\n    print(f\"Color.RED is Color.RED: {Color.RED is Color.RED}\")\n    print(f\"Color.RED == Color.RED: {Color.RED == Color.RED}\")\n    print(f\"Color.RED == Color.GREEN: {Color.RED == Color.GREEN}\")\n\n    # \u6ce8\u610f\uff1a\u679a\u4e3e\u6210\u5458\u662f\u5355\u4f8b\uff0c\u6240\u4ee5\u53ef\u4ee5\u7528is\u6bd4\u8f83\n\n    # 4. \u901a\u8fc7\u503c\u83b7\u53d6\u679a\u4e3e\n    print(\"\\n4. \u901a\u8fc7\u503c\u83b7\u53d6\u679a\u4e3e\uff1a\")\n\n    red = Color(1)\n    print(f\"Color(1): {red}\")\n\n    try:\n        invalid = Color(99)\n    except ValueError as e:\n        print(f\"Color(99) \u629b\u51fa\u5f02\u5e38: {e}\")\n\n    # 5. \u552f\u4e00\u679a\u4e3e\n    print(\"\\n5. \u552f\u4e00\u679a\u4e3e\uff08\u9632\u6b62\u91cd\u590d\u503c\uff09\uff1a\")\n\n    from enum import unique\n\n    @unique\n    class Status(Enum):\n        ACTIVE = 1\n        INACTIVE = 2\n        # PENDING = 1  # \u8fd9\u4f1a\u629b\u51fa\u9519\u8bef\uff0c\u56e0\u4e3a\u503c\u91cd\u590d\n\n    # 6. \u6574\u6570\u679a\u4e3e\n    print(\"\\n6. \u6574\u6570\u679a\u4e3e\uff08IntEnum\uff09\uff1a\")\n\n    class Priority(IntEnum):\n        LOW = 1\n        MEDIUM = 2\n        HIGH = 3\n\n    # IntEnum\u53ef\u4ee5\u548c\u5176\u4ed6\u6574\u6570\u6bd4\u8f83\n    print(f\"Priority.LOW == 1: {Priority.LOW == 1}\")\n    print(f\"Priority.LOW &lt; 2: {Priority.LOW &lt; 2}\")\n\n    # 7. \u6807\u5fd7\u679a\u4e3e\uff08\u4f4d\u8fd0\u7b97\uff09\n    print(\"\\n7. \u6807\u5fd7\u679a\u4e3e\uff08Flag\uff09\uff1a\")\n\n    class Permission(Flag):\n        NONE = 0\n        READ = auto()      # 1\n        WRITE = auto()     # 2\n        EXECUTE = auto()   # 4\n        ALL = READ | WRITE | EXECUTE  # 7\n\n    user_permissions = Permission.READ | Permission.WRITE\n    print(f\"\u7528\u6237\u6743\u9650: {user_permissions}\")\n    print(f\"\u5305\u542bREAD\u6743\u9650: {Permission.READ in user_permissions}\")\n    print(f\"\u5305\u542bEXECUTE\u6743\u9650: {Permission.EXECUTE in user_permissions}\")\n\n    admin_permissions = Permission.ALL\n    print(f\"\u7ba1\u7406\u5458\u6743\u9650: {admin_permissions}\")\n\n    # 8. \u679a\u4e3e\u7684\u65b9\u6cd5\u548c\u5c5e\u6027\n    print(\"\\n8. \u679a\u4e3e\u7684\u65b9\u6cd5\u548c\u5c5e\u6027\uff1a\")\n\n    class HTTPStatus(Enum):\n        OK = 200\n        CREATED = 201\n        BAD_REQUEST = 400\n        NOT_FOUND = 404\n        INTERNAL_ERROR = 500\n\n        def is_success(self):\n            return 200 &lt;= self.value &lt; 300\n\n        def is_error(self):\n            return 400 &lt;= self.value &lt; 600\n\n        @classmethod\n        def get_all_success_codes(cls):\n            return &#91;status for status in cls if status.is_success()]\n\n    print(f\"HTTPStatus.OK.is_success(): {HTTPStatus.OK.is_success()}\")\n    print(f\"HTTPStatus.NOT_FOUND.is_error(): {HTTPStatus.NOT_FOUND.is_error()}\")\n    print(f\"\u6240\u6709\u6210\u529f\u72b6\u6001\u7801: {&#91;s.name for s in HTTPStatus.get_all_success_codes()]}\")\n\n    # 9. \u679a\u4e3e\u7684\u6587\u6863\u5b57\u7b26\u4e32\n    print(\"\\n9. \u679a\u4e3e\u7684\u6587\u6863\u5b57\u7b26\u4e32\uff1a\")\n\n    class Direction(Enum):\n        \"\"\"\u65b9\u5411\u679a\u4e3e\"\"\"\n\n        NORTH = 1\n        \"\"\"\u5317\"\"\"\n\n        SOUTH = 2\n        \"\"\"\u5357\"\"\"\n\n        EAST = 3\n        \"\"\"\u4e1c\"\"\"\n\n        WEST = 4\n        \"\"\"\u897f\"\"\"\n\n        def opposite(self):\n            \"\"\"\u8fd4\u56de\u76f8\u53cd\u65b9\u5411\"\"\"\n            opposites = {\n                Direction.NORTH: Direction.SOUTH,\n                Direction.SOUTH: Direction.NORTH,\n                Direction.EAST: Direction.WEST,\n                Direction.WEST: Direction.EAST,\n            }\n            return opposites&#91;self]\n\n    print(f\"Direction.NORTH.opposite(): {Direction.NORTH.opposite()}\")\n    print(f\"Direction\u679a\u4e3e\u6587\u6863: {Direction.__doc__}\")\n\n    # 10. \u679a\u4e3e\u4f5c\u4e3a\u5b57\u5178\u952e\n    print(\"\\n10. \u679a\u4e3e\u4f5c\u4e3a\u5b57\u5178\u952e\uff1a\")\n\n    color_map = {\n        Color.RED: \"#FF0000\",\n        Color.GREEN: \"#00FF00\",\n        Color.BLUE: \"#0000FF\",\n    }\n\n    print(f\"\u989c\u8272\u6620\u5c04: {color_map}\")\n    print(f\"\u7ea2\u8272\u7684\u5341\u516d\u8fdb\u5236: {color_map&#91;Color.RED]}\")\n\n    # 11. \u679a\u4e3e\u7684\u5e8f\u5217\u5316\n    print(\"\\n11. \u679a\u4e3e\u7684\u5e8f\u5217\u5316\uff08JSON\uff09\uff1a\")\n\n    import json\n\n    class EnhancedJSONEncoder(json.JSONEncoder):\n        \"\"\"\u589e\u5f3a\u7684JSON\u7f16\u7801\u5668\uff0c\u652f\u6301\u679a\u4e3e\"\"\"\n\n        def default(self, obj):\n            if isinstance(obj, Enum):\n                return {\"__enum__\": True, \"class\": obj.__class__.__name__, \"name\": obj.name}\n            return super().default(obj)\n\n    data = {\n        \"status\": HTTPStatus.OK,\n        \"color\": Color.RED,\n        \"message\": \"\u6210\u529f\"\n    }\n\n    json_str = json.dumps(data, cls=EnhancedJSONEncoder, indent=2)\n    print(f\"\u5e26\u679a\u4e3e\u7684JSON: {json_str}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_python_enums()\n\n# \u679a\u4e3e\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u679a\u4e3e\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u4f7f\u7528\u6709\u610f\u4e49\u7684\u540d\u79f0\n  \u2022 \u679a\u4e3e\u6210\u5458\u540d\u5e94\u8be5\u6e05\u6670\u8868\u8fbe\u5176\u542b\u4e49\n  \u2022 \u4f7f\u7528\u5168\u5927\u5199\u6216\u7b26\u5408\u8bed\u8a00\u60ef\u4f8b\n  \u2022 \u4f8b\u5b50\uff1aPENDING\u800c\u4e0d\u662fPEND\n\n\u539f\u52192\uff1a\u5206\u914d\u6709\u610f\u4e49\u7684\u503c\n  \u2022 \u5982\u679c\u6709\u903b\u8f91\u987a\u5e8f\uff0c\u6309\u987a\u5e8f\u8d4b\u503c\n  \u2022 \u5982\u679c\u6709\u7279\u5b9a\u542b\u4e49\uff0c\u4f7f\u7528\u76f8\u5e94\u7684\u503c\uff08\u5982HTTP\u72b6\u6001\u7801\uff09\n  \u2022 \u5426\u5219\u4f7f\u7528auto()\n\n\u539f\u52193\uff1a\u4fdd\u6301\u679a\u4e3e\u7b80\u6d01\n  \u2022 \u679a\u4e3e\u5e94\u8be5\u53ea\u5305\u542b\u76f8\u5173\u7684\u503c\n  \u2022 \u907f\u514d\u5c06\u4e0d\u76f8\u5173\u7684\u5e38\u91cf\u653e\u5728\u540c\u4e00\u4e2a\u679a\u4e3e\u4e2d\n  \u2022 \u8003\u8651\u4f7f\u7528\u591a\u4e2a\u679a\u4e3e\u800c\u4e0d\u662f\u4e00\u4e2a\u5927\u7684\u679a\u4e3e\n\n\u539f\u52194\uff1a\u6dfb\u52a0\u6709\u7528\u7684\u65b9\u6cd5\n  \u2022 \u53ef\u4ee5\u6dfb\u52a0\u5224\u65ad\u65b9\u6cd5\uff08\u5982is_success\uff09\n  \u2022 \u53ef\u4ee5\u6dfb\u52a0\u8f6c\u6362\u65b9\u6cd5\uff08\u5982to_dict\uff09\n  \u2022 \u4f46\u4e0d\u8981\u6dfb\u52a0\u592a\u591a\u4e1a\u52a1\u903b\u8f91\n\n\u539f\u52195\uff1a\u8003\u8651\u5e8f\u5217\u5316\n  \u2022 \u786e\u4fdd\u679a\u4e3e\u53ef\u4ee5\u88ab\u5e8f\u5217\u5316\u548c\u53cd\u5e8f\u5217\u5316\n  \u2022 \u8003\u8651\u5411\u524d\u548c\u5411\u540e\u517c\u5bb9\u6027\n  \u2022 \u4e0d\u8981\u4f9d\u8d56\u503c\u7684\u7a33\u5b9a\u6027\uff08\u9664\u975e\u660e\u786e\u6307\u5b9a\uff09\n\n\u539f\u52196\uff1a\u4f7f\u7528\u9002\u5f53\u7684\u679a\u4e3e\u7c7b\u578b\n  \u2022 \u7b80\u5355\u679a\u4e3e\uff1aEnum\n  \u2022 \u9700\u8981\u6574\u6570\u6bd4\u8f83\uff1aIntEnum\n  \u2022 \u4f4d\u6807\u5fd7\uff1aFlag\n  \u2022 \u786e\u4fdd\u552f\u4e00\u6027\uff1a@unique\u88c5\u9970\u5668\n\n\u539f\u52197\uff1a\u6587\u6863\u5316\u679a\u4e3e\n  \u2022 \u4e3a\u679a\u4e3e\u6dfb\u52a0\u6587\u6863\u5b57\u7b26\u4e32\n  \u2022 \u4e3a\u6bcf\u4e2a\u6210\u5458\u6dfb\u52a0\u6ce8\u91ca\uff08\u5982\u679c\u9700\u8981\uff09\n  \u2022 \u8bf4\u660e\u679a\u4e3e\u7684\u7528\u9014\u548c\u8303\u56f4\n\n\u539f\u52198\uff1a\u6d4b\u8bd5\u679a\u4e3e\n  \u2022 \u6d4b\u8bd5\u6240\u6709\u679a\u4e3e\u6210\u5458\n  \u2022 \u6d4b\u8bd5\u679a\u4e3e\u65b9\u6cd5\n  \u2022 \u6d4b\u8bd5\u8fb9\u754c\u60c5\u51b5\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u679a\u4e3e\u7684\u9ad8\u7ea7\u6a21\u5f0f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u72b6\u6001\u673a\u4e0e\u679a\u4e3e<\/h3>\n\n\n\n<p>\u679a\u4e3e\u662f\u5b9e\u73b0\u6709\u9650\u72b6\u6001\u673a\uff08FSM\uff09\u7684\u7406\u60f3\u5de5\u5177\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u72b6\u6001\u673a\u4e0e\u679a\u4e3e\n# ============================================================================\n\nprint(\"\\n=== \u72b6\u6001\u673a\u4e0e\u679a\u4e3e ===\")\n\ndef demonstrate_state_machines():\n    \"\"\"\u6f14\u793a\u4f7f\u7528\u679a\u4e3e\u5b9e\u73b0\u72b6\u6001\u673a\"\"\"\n\n    from enum import Enum\n    from typing import Dict, Optional\n\n    # 1. \u7b80\u5355\u72b6\u6001\u673a\n    print(\"1. \u7b80\u5355\u72b6\u6001\u673a\uff1a\")\n\n    class OrderState(Enum):\n        \"\"\"\u8ba2\u5355\u72b6\u6001\"\"\"\n        PENDING = \"pending\"\n        PROCESSING = \"processing\"\n        SHIPPED = \"shipped\"\n        DELIVERED = \"delivered\"\n        CANCELLED = \"cancelled\"\n\n    class Order:\n        \"\"\"\u8ba2\u5355\u7c7b\uff0c\u5b9e\u73b0\u72b6\u6001\u673a\"\"\"\n\n        # \u5b9a\u4e49\u72b6\u6001\u8f6c\u79fb\u89c4\u5219\n        _transitions: Dict&#91;OrderState, set] = {\n            OrderState.PENDING: {OrderState.PROCESSING, OrderState.CANCELLED},\n            OrderState.PROCESSING: {OrderState.SHIPPED, OrderState.CANCELLED},\n            OrderState.SHIPPED: {OrderState.DELIVERED},\n            OrderState.DELIVERED: set(),  # \u7ec8\u6001\n            OrderState.CANCELLED: set(),  # \u7ec8\u6001\n        }\n\n        def __init__(self, order_id: str):\n            self.order_id = order_id\n            self.state = OrderState.PENDING\n            self.history: List&#91;Dict] = &#91;]\n            self._record_state_change(\"\u521d\u59cb\u72b6\u6001\")\n\n        def transition_to(self, new_state: OrderState) -&gt; bool:\n            \"\"\"\u72b6\u6001\u8f6c\u79fb\"\"\"\n            if new_state in self._transitions&#91;self.state]:\n                old_state = self.state\n                self.state = new_state\n                self._record_state_change(f\"{old_state.value} -&gt; {new_state.value}\")\n                return True\n            else:\n                print(f\"\u65e0\u6548\u7684\u72b6\u6001\u8f6c\u79fb: {self.state.value} -&gt; {new_state.value}\")\n                return False\n\n        def _record_state_change(self, description: str):\n            \"\"\"\u8bb0\u5f55\u72b6\u6001\u53d8\u5316\"\"\"\n            self.history.append({\n                \"state\": self.state.value,\n                \"timestamp\": \"2024-01-20T12:00:00Z\",  # \u5b9e\u9645\u5e94\u8be5\u7528datetime.now()\n                \"description\": description\n            })\n\n        def can_transition_to(self, state: OrderState) -&gt; bool:\n            \"\"\"\u68c0\u67e5\u662f\u5426\u53ef\u4ee5\u8f6c\u79fb\u5230\u6307\u5b9a\u72b6\u6001\"\"\"\n            return state in self._transitions&#91;self.state]\n\n        def get_possible_transitions(self) -&gt; set:\n            \"\"\"\u83b7\u53d6\u53ef\u80fd\u7684\u8f6c\u79fb\u72b6\u6001\"\"\"\n            return self._transitions&#91;self.state].copy()\n\n    print(\"\\n\u8ba2\u5355\u72b6\u6001\u673a\u793a\u4f8b\uff1a\")\n    order = Order(\"ORD-001\")\n\n    print(f\"\u521d\u59cb\u72b6\u6001: {order.state.value}\")\n    print(f\"\u53ef\u80fd\u7684\u72b6\u6001\u8f6c\u79fb: {&#91;s.value for s in order.get_possible_transitions()]}\")\n\n    # \u6267\u884c\u72b6\u6001\u8f6c\u79fb\n    order.transition_to(OrderState.PROCESSING)\n    print(f\"\u5904\u7406\u540e\u72b6\u6001: {order.state.value}\")\n\n    order.transition_to(OrderState.SHIPPED)\n    print(f\"\u53d1\u8d27\u540e\u72b6\u6001: {order.state.value}\")\n\n    # \u5c1d\u8bd5\u65e0\u6548\u8f6c\u79fb\n    success = order.transition_to(OrderState.PENDING)  # \u5e94\u8be5\u5931\u8d25\n    print(f\"\u5c1d\u8bd5\u65e0\u6548\u8f6c\u79fb\u7ed3\u679c: {success}\")\n\n    # 2. \u5e26\u4e8b\u4ef6\u7684\u72b6\u6001\u673a\n    print(\"\\n2. \u5e26\u4e8b\u4ef6\u7684\u72b6\u6001\u673a\uff1a\")\n\n    class TrafficLightState(Enum):\n        \"\"\"\u4ea4\u901a\u706f\u72b6\u6001\"\"\"\n        RED = \"red\"\n        YELLOW = \"yellow\"\n        GREEN = \"green\"\n\n    class TrafficLight:\n        \"\"\"\u4ea4\u901a\u706f\u72b6\u6001\u673a\"\"\"\n\n        # \u5b9a\u4e49\u72b6\u6001\u8f6c\u79fb\u8868\uff1a\u5f53\u524d\u72b6\u6001 -&gt; \u4e8b\u4ef6 -&gt; \u65b0\u72b6\u6001\n        _transition_table = {\n            TrafficLightState.RED: {\n                \"next\": TrafficLightState.GREEN\n            },\n            TrafficLightState.GREEN: {\n                \"next\": TrafficLightState.YELLOW\n            },\n            TrafficLightState.YELLOW: {\n                \"next\": TrafficLightState.RED\n            },\n        }\n\n        def __init__(self):\n            self.state = TrafficLightState.RED\n            self.timer = 0\n\n        def handle_event(self, event: str):\n            \"\"\"\u5904\u7406\u4e8b\u4ef6\"\"\"\n            if event in self._transition_table&#91;self.state]:\n                new_state = self._transition_table&#91;self.state]&#91;event]\n                print(f\"\u4e8b\u4ef6 '{event}': {self.state.value} -&gt; {new_state.value}\")\n                self.state = new_state\n                return True\n            else:\n                print(f\"\u5728\u72b6\u6001 {self.state.value} \u4e0b\u65e0\u6cd5\u5904\u7406\u4e8b\u4ef6 '{event}'\")\n                return False\n\n        def tick(self):\n            \"\"\"\u65f6\u949f\u6ef4\u7b54\uff0c\u6a21\u62df\u65f6\u95f4\u6d41\u901d\"\"\"\n            self.timer += 1\n\n            # \u6839\u636e\u72b6\u6001\u8bbe\u7f6e\u4e0d\u540c\u7684\u65f6\u95f4\u9608\u503c\n            thresholds = {\n                TrafficLightState.RED: 30,    # \u7ea2\u706f30\u79d2\n                TrafficLightState.GREEN: 25,  # \u7eff\u706f25\u79d2\n                TrafficLightState.YELLOW: 5,  # \u9ec4\u706f5\u79d2\n            }\n\n            if self.timer &gt;= thresholds&#91;self.state]:\n                self.handle_event(\"next\")\n                self.timer = 0\n\n    print(\"\\n\u4ea4\u901a\u706f\u72b6\u6001\u673a\u793a\u4f8b\uff1a\")\n    light = TrafficLight()\n\n    for i in range(10):\n        light.tick()\n        print(f\"\u65f6\u95f4 {i}: \u72b6\u6001 = {light.state.value}\")\n\n    # 3. \u5206\u5c42\u72b6\u6001\u673a\n    print(\"\\n3. \u5206\u5c42\u72b6\u6001\u673a\uff1a\")\n\n    class ConnectionState(Enum):\n        \"\"\"\u8fde\u63a5\u72b6\u6001\"\"\"\n        DISCONNECTED = \"disconnected\"\n        CONNECTING = \"connecting\"\n        CONNECTED = \"connected\"\n        DISCONNECTING = \"disconnecting\"\n\n    class Connection:\n        \"\"\"\u8fde\u63a5\u72b6\u6001\u673a\"\"\"\n\n        def __init__(self):\n            self.state = ConnectionState.DISCONNECTED\n\n        def connect(self):\n            if self.state == ConnectionState.DISCONNECTED:\n                print(\"\u5f00\u59cb\u8fde\u63a5...\")\n                self.state = ConnectionState.CONNECTING\n                # \u6a21\u62df\u8fde\u63a5\u8fc7\u7a0b\n                import time\n                time.sleep(0.1)\n                self.state = ConnectionState.CONNECTED\n                print(\"\u8fde\u63a5\u6210\u529f\")\n            else:\n                print(f\"\u65e0\u6cd5\u8fde\u63a5\uff0c\u5f53\u524d\u72b6\u6001: {self.state.value}\")\n\n        def disconnect(self):\n            if self.state == ConnectionState.CONNECTED:\n                print(\"\u5f00\u59cb\u65ad\u5f00\u8fde\u63a5...\")\n                self.state = ConnectionState.DISCONNECTING\n                # \u6a21\u62df\u65ad\u5f00\u8fc7\u7a0b\n                import time\n                time.sleep(0.1)\n                self.state = ConnectionState.DISCONNECTED\n                print(\"\u65ad\u5f00\u8fde\u63a5\u6210\u529f\")\n            else:\n                print(f\"\u65e0\u6cd5\u65ad\u5f00\u8fde\u63a5\uff0c\u5f53\u524d\u72b6\u6001: {self.state.value}\")\n\n        def send_data(self, data):\n            if self.state == ConnectionState.CONNECTED:\n                print(f\"\u53d1\u9001\u6570\u636e: {data}\")\n                return True\n            else:\n                print(f\"\u65e0\u6cd5\u53d1\u9001\u6570\u636e\uff0c\u5f53\u524d\u72b6\u6001: {self.state.value}\")\n                return False\n\n    print(\"\\n\u8fde\u63a5\u72b6\u6001\u673a\u793a\u4f8b\uff1a\")\n    conn = Connection()\n\n    conn.send_data(\"\u6d4b\u8bd5\")  # \u5e94\u8be5\u5931\u8d25\n    conn.connect()\n    conn.send_data(\"Hello\")  # \u5e94\u8be5\u6210\u529f\n    conn.disconnect()\n\n    # 4. \u72b6\u6001\u673a\u6a21\u5f0f\u603b\u7ed3\n    print(\"\\n4. \u72b6\u6001\u673a\u6a21\u5f0f\u603b\u7ed3\uff1a\")\n\n    state_machine_patterns = &#91;\n        (\"\u7b80\u5355\u72b6\u6001\u673a\", \"\u679a\u4e3e\u5b9a\u4e49\u72b6\u6001\uff0c\u96c6\u5408\u5b9a\u4e49\u8f6c\u79fb\", \"\u8ba2\u5355\u72b6\u6001\"),\n        (\"\u4e8b\u4ef6\u9a71\u52a8\", \"\u4e8b\u4ef6\u89e6\u53d1\u72b6\u6001\u8f6c\u79fb\", \"\u4ea4\u901a\u706f\"),\n        (\"\u5206\u5c42\u72b6\u6001\u673a\", \"\u72b6\u6001\u53ef\u4ee5\u5d4c\u5957\", \"\u8fde\u63a5\u7ba1\u7406\"),\n        (\"\u72b6\u6001\u6a21\u5f0f\", \"\u6bcf\u4e2a\u72b6\u6001\u4e00\u4e2a\u7c7b\", \"\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\"),\n    ]\n\n    for pattern, description, example in state_machine_patterns:\n        print(f\"  \u2022 {pattern:20}: {description:30} \u4f8b\u5982: {example}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_state_machines()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u679a\u4e3e\u7684\u7b56\u7565\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u679a\u4e3e\u53ef\u4ee5\u7528\u6765\u5b9e\u73b0\u7b80\u5355\u7684\u7b56\u7565\u6a21\u5f0f\uff0c\u6bcf\u4e2a\u679a\u4e3e\u6210\u5458\u4ee3\u8868\u4e00\u4e2a\u7b56\u7565\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u679a\u4e3e\u7684\u7b56\u7565\u6a21\u5f0f\n# ============================================================================\n\nprint(\"\\n=== \u679a\u4e3e\u7684\u7b56\u7565\u6a21\u5f0f ===\")\n\ndef demonstrate_strategy_pattern():\n    \"\"\"\u6f14\u793a\u4f7f\u7528\u679a\u4e3e\u5b9e\u73b0\u7b56\u7565\u6a21\u5f0f\"\"\"\n\n    from enum import Enum\n    from typing import List\n\n    # 1. \u8ba1\u7b97\u5668\u7b56\u7565\n    print(\"1. \u8ba1\u7b97\u5668\u7b56\u7565\uff1a\")\n\n    class Operation(Enum):\n        \"\"\"\u8fd0\u7b97\u7b56\u7565\"\"\"\n        ADD = lambda x, y: x + y\n        SUBTRACT = lambda x, y: x - y\n        MULTIPLY = lambda x, y: x * y\n        DIVIDE = lambda x, y: x \/ y if y != 0 else float('inf')\n\n        def execute(self, x, y):\n            \"\"\"\u6267\u884c\u8fd0\u7b97\"\"\"\n            return self.value(x, y)\n\n    class Calculator:\n        \"\"\"\u4f7f\u7528\u7b56\u7565\u7684\u8ba1\u7b97\u5668\"\"\"\n\n        def calculate(self, x, y, operation: Operation):\n            return operation.execute(x, y)\n\n    print(\"\\n\u8ba1\u7b97\u5668\u7b56\u7565\u793a\u4f8b\uff1a\")\n    calc = Calculator()\n\n    operations = &#91;\n        (10, 5, Operation.ADD),\n        (10, 5, Operation.SUBTRACT),\n        (10, 5, Operation.MULTIPLY),\n        (10, 5, Operation.DIVIDE),\n        (10, 0, Operation.DIVIDE),  # \u9664\u4ee5\u96f6\n    ]\n\n    for x, y, op in operations:\n        result = calc.calculate(x, y, op)\n        print(f\"{x} {op.name.lower()} {y} = {result}\")\n\n    # 2. \u6587\u4ef6\u683c\u5f0f\u7b56\u7565\n    print(\"\\n2. \u6587\u4ef6\u683c\u5f0f\u7b56\u7565\uff1a\")\n\n    class FileFormat(Enum):\n        \"\"\"\u6587\u4ef6\u683c\u5f0f\u7b56\u7565\"\"\"\n        JSON = \"json\"\n        CSV = \"csv\"\n        XML = \"xml\"\n\n        def serialize(self, data: dict) -&gt; str:\n            \"\"\"\u5e8f\u5217\u5316\u6570\u636e\"\"\"\n            if self == FileFormat.JSON:\n                import json\n                return json.dumps(data, indent=2)\n            elif self == FileFormat.CSV:\n                import csv\n                import io\n                output = io.StringIO()\n                writer = csv.DictWriter(output, fieldnames=data.keys())\n                writer.writeheader()\n                writer.writerow(data)\n                return output.getvalue()\n            elif self == FileFormat.XML:\n                import xml.etree.ElementTree as ET\n                root = ET.Element(\"data\")\n                for key, value in data.items():\n                    child = ET.SubElement(root, key)\n                    child.text = str(value)\n                return ET.tostring(root, encoding='unicode')\n            else:\n                raise ValueError(f\"\u4e0d\u652f\u6301\u7684\u683c\u5f0f: {self}\")\n\n        def deserialize(self, data: str) -&gt; dict:\n            \"\"\"\u53cd\u5e8f\u5217\u5316\u6570\u636e\"\"\"\n            if self == FileFormat.JSON:\n                import json\n                return json.loads(data)\n            elif self == FileFormat.CSV:\n                import csv\n                import io\n                reader = csv.DictReader(io.StringIO(data))\n                return next(reader)\n            elif self == FileFormat.XML:\n                import xml.etree.ElementTree as ET\n                root = ET.fromstring(data)\n                return {child.tag: child.text for child in root}\n            else:\n                raise ValueError(f\"\u4e0d\u652f\u6301\u7684\u683c\u5f0f: {self}\")\n\n    print(\"\\n\u6587\u4ef6\u683c\u5f0f\u7b56\u7565\u793a\u4f8b\uff1a\")\n    test_data = {\"name\": \"Alice\", \"age\": 30, \"city\": \"New York\"}\n\n    for fmt in FileFormat:\n        try:\n            serialized = fmt.serialize(test_data)\n            print(f\"\\n{fmt.value.upper()} \u5e8f\u5217\u5316:\")\n            print(serialized&#91;:100] + \"...\" if len(serialized) &gt; 100 else serialized)\n\n            deserialized = fmt.deserialize(serialized)\n            print(f\"\u53cd\u5e8f\u5217\u5316\u9a8c\u8bc1: {deserialized == test_data}\")\n        except Exception as e:\n            print(f\"{fmt.value.upper()} \u9519\u8bef: {e}\")\n\n    # 3. \u901a\u77e5\u7b56\u7565\n    print(\"\\n3. \u901a\u77e5\u7b56\u7565\uff1a\")\n\n    class NotificationType(Enum):\n        \"\"\"\u901a\u77e5\u7c7b\u578b\u7b56\u7565\"\"\"\n        EMAIL = \"email\"\n        SMS = \"sms\"\n        PUSH = \"push\"\n        SLACK = \"slack\"\n\n        def send(self, message: str, recipient: str) -&gt; bool:\n            \"\"\"\u53d1\u9001\u901a\u77e5\"\"\"\n            print(f\"\u901a\u8fc7 {self.value} \u53d1\u9001\u7ed9 {recipient}: {message}\")\n\n            # \u6a21\u62df\u53d1\u9001\u6210\u529f\/\u5931\u8d25\n            import random\n            success = random.random() &gt; 0.2  # 80%\u6210\u529f\u7387\n\n            if success:\n                print(f\"  \u2713 {self.value.upper()} \u53d1\u9001\u6210\u529f\")\n                return True\n            else:\n                print(f\"  \u2717 {self.value.upper()} \u53d1\u9001\u5931\u8d25\")\n                return False\n\n        @classmethod\n        def send_all(cls, message: str, recipient: str, types: List&#91;'NotificationType'] = None):\n            \"\"\"\u53d1\u9001\u6240\u6709\u7c7b\u578b\u7684\u901a\u77e5\"\"\"\n            if types is None:\n                types = list(cls)\n\n            results = {}\n            for notification_type in types:\n                results&#91;notification_type] = notification_type.send(message, recipient)\n\n            return results\n\n    class NotificationService:\n        \"\"\"\u901a\u77e5\u670d\u52a1\"\"\"\n\n        def __init__(self, default_types: List&#91;NotificationType] = None):\n            self.default_types = default_types or &#91;\n                NotificationType.EMAIL,\n                NotificationType.PUSH\n            ]\n\n        def notify(self, message: str, recipient: str, \n                  types: List&#91;NotificationType] = None) -&gt; dict:\n            \"\"\"\u53d1\u9001\u901a\u77e5\"\"\"\n            if types is None:\n                types = self.default_types\n\n            print(f\"\\n\u53d1\u9001\u901a\u77e5\u7ed9 {recipient}: {message}\")\n            return NotificationType.send_all(message, recipient, types)\n\n    print(\"\\n\u901a\u77e5\u7b56\u7565\u793a\u4f8b\uff1a\")\n    service = NotificationService()\n\n    results = service.notify(\"\u7cfb\u7edf\u7ef4\u62a4\u901a\u77e5\", \"alice@example.com\")\n\n    print(\"\\n\u53d1\u9001\u7ed3\u679c\u603b\u7ed3:\")\n    for notification_type, success in results.items():\n        status = \"\u6210\u529f\" if success else \"\u5931\u8d25\"\n        print(f\"  {notification_type.value.upper()}: {status}\")\n\n    # 4. \u6298\u6263\u7b56\u7565\n    print(\"\\n4. \u6298\u6263\u7b56\u7565\uff1a\")\n\n    class DiscountType(Enum):\n        \"\"\"\u6298\u6263\u7c7b\u578b\u7b56\u7565\"\"\"\n        NONE = 0.0\n        STUDENT = 0.1     # 10% \u5b66\u751f\u6298\u6263\n        SENIOR = 0.15     # 15% \u8001\u5e74\u4eba\u6298\u6263\n        BULK = 0.2        # 20% \u6279\u91cf\u6298\u6263\n        SEASONAL = 0.25   # 25% \u5b63\u8282\u6027\u6298\u6263\n        BLACK_FRIDAY = 0.5  # 50% \u9ed1\u8272\u661f\u671f\u4e94\u6298\u6263\n\n        def apply(self, amount: float) -&gt; float:\n            \"\"\"\u5e94\u7528\u6298\u6263\"\"\"\n            if amount &lt; 0:\n                raise ValueError(\"\u91d1\u989d\u4e0d\u80fd\u4e3a\u8d1f\")\n\n            discount = amount * self.value\n            final_amount = amount - discount\n\n            print(f\"\u539f\u4ef7: ${amount:.2f}\")\n            print(f\"\u6298\u6263\u7c7b\u578b: {self.name.replace('_', ' ').title()}\")\n            print(f\"\u6298\u6263\u7387: {self.value*100:.0f}%\")\n            print(f\"\u6298\u6263\u91d1\u989d: ${discount:.2f}\")\n            print(f\"\u6700\u7ec8\u4ef7\u683c: ${final_amount:.2f}\")\n\n            return final_amount\n\n        @classmethod\n        def get_best_discount(cls, amount: float, eligible_types: List&#91;'DiscountType'] = None) -&gt; 'DiscountType':\n            \"\"\"\u83b7\u53d6\u6700\u4f73\u6298\u6263\"\"\"\n            if eligible_types is None:\n                eligible_types = list(cls)\n\n            if not eligible_types:\n                return cls.NONE\n\n            # \u627e\u51fa\u6298\u6263\u6700\u5927\u7684\u7c7b\u578b\n            best = max(eligible_types, key=lambda d: d.value)\n            return best\n\n    print(\"\\n\u6298\u6263\u7b56\u7565\u793a\u4f8b\uff1a\")\n\n    purchase_amount = 100.0\n\n    # \u5b66\u751f\u6298\u6263\n    print(\"\\n\u5b66\u751f\u6298\u6263:\")\n    final_student = DiscountType.STUDENT.apply(purchase_amount)\n\n    # \u9ed1\u8272\u661f\u671f\u4e94\u6298\u6263\n    print(\"\\n\u9ed1\u8272\u661f\u671f\u4e94\u6298\u6263:\")\n    final_black_friday = DiscountType.BLACK_FRIDAY.apply(purchase_amount)\n\n    # \u81ea\u52a8\u9009\u62e9\u6700\u4f73\u6298\u6263\n    print(\"\\n\u81ea\u52a8\u9009\u62e9\u6700\u4f73\u6298\u6263:\")\n    eligible = &#91;DiscountType.STUDENT, DiscountType.SENIOR, DiscountType.BULK]\n    best_discount = DiscountType.get_best_discount(purchase_amount, eligible)\n    print(f\"\u7b26\u5408\u6761\u4ef6\u7684\u6298\u6263\u7c7b\u578b: {&#91;d.name for d in eligible]}\")\n    print(f\"\u6700\u4f73\u6298\u6263\u7c7b\u578b: {best_discount.name}\")\n    best_discount.apply(purchase_amount)\n\n    # 5. \u9a8c\u8bc1\u7b56\u7565\n    print(\"\\n5. \u9a8c\u8bc1\u7b56\u7565\uff1a\")\n\n    class ValidationRule(Enum):\n        \"\"\"\u9a8c\u8bc1\u89c4\u5219\u7b56\u7565\"\"\"\n        REQUIRED = \"required\"\n        EMAIL = \"email\"\n        PHONE = \"phone\"\n        MIN_LENGTH = \"min_length\"\n        MAX_LENGTH = \"max_length\"\n        NUMERIC = \"numeric\"\n\n        def validate(self, value, **kwargs) -&gt; tuple&#91;bool, str]:\n            \"\"\"\u9a8c\u8bc1\u503c\"\"\"\n            if self == ValidationRule.REQUIRED:\n                if value is None or (isinstance(value, str) and not value.strip()):\n                    return False, \"\u8be5\u5b57\u6bb5\u662f\u5fc5\u586b\u7684\"\n\n            elif self == ValidationRule.EMAIL:\n                import re\n                email_pattern = r'^&#91;a-zA-Z0-9._%+-]+@&#91;a-zA-Z0-9.-]+\\.&#91;a-zA-Z]{2,}$'\n                if not re.match(email_pattern, str(value)):\n                    return False, \"\u90ae\u7bb1\u683c\u5f0f\u65e0\u6548\"\n\n            elif self == ValidationRule.PHONE:\n                import re\n                phone_pattern = r'^\\+?1?\\d{9,15}$'\n                if not re.match(phone_pattern, str(value)):\n                    return False, \"\u7535\u8bdd\u53f7\u7801\u683c\u5f0f\u65e0\u6548\"\n\n            elif self == ValidationRule.MIN_LENGTH:\n                min_len = kwargs.get('min', 0)\n                if len(str(value)) &lt; min_len:\n                    return False, f\"\u957f\u5ea6\u4e0d\u80fd\u5c11\u4e8e {min_len} \u4e2a\u5b57\u7b26\"\n\n            elif self == ValidationRule.MAX_LENGTH:\n                max_len = kwargs.get('max', float('inf'))\n                if len(str(value)) &gt; max_len:\n                    return False, f\"\u957f\u5ea6\u4e0d\u80fd\u8d85\u8fc7 {max_len} \u4e2a\u5b57\u7b26\"\n\n            elif self == ValidationRule.NUMERIC:\n                try:\n                    float(value)\n                except (ValueError, TypeError):\n                    return False, \"\u5fc5\u987b\u662f\u6570\u5b57\"\n\n            return True, \"\u9a8c\u8bc1\u901a\u8fc7\"\n\n        @classmethod\n        def validate_all(cls, value, rules: List&#91;tuple&#91;'ValidationRule', dict]]) -&gt; List&#91;str]:\n            \"\"\"\u5e94\u7528\u6240\u6709\u9a8c\u8bc1\u89c4\u5219\"\"\"\n            errors = &#91;]\n            for rule, params in rules:\n                valid, message = rule.validate(value, **params)\n                if not valid:\n                    errors.append(message)\n            return errors\n\n    print(\"\\n\u9a8c\u8bc1\u7b56\u7565\u793a\u4f8b\uff1a\")\n\n    test_cases = &#91;\n        (\"\", &#91;(ValidationRule.REQUIRED, {})]),\n        (\"test\", &#91;(ValidationRule.EMAIL, {})]),\n        (\"123\", &#91;(ValidationRule.MIN_LENGTH, {'min': 5})]),\n        (\"1234567890\", &#91;(ValidationRule.MAX_LENGTH, {'max': 5})]),\n        (\"abc\", &#91;(ValidationRule.NUMERIC, {})]),\n        (\"alice@example.com\", &#91;\n            (ValidationRule.REQUIRED, {}),\n            (ValidationRule.EMAIL, {}),\n            (ValidationRule.MAX_LENGTH, {'max': 50})\n        ]),\n    ]\n\n    for value, rules in test_cases:\n        print(f\"\\n\u9a8c\u8bc1\u503c: {value!r}\")\n        print(f\"\u89c4\u5219: {&#91;(r.name, p) for r, p in rules]}\")\n\n        errors = ValidationRule.validate_all(value, rules)\n        if errors:\n            print(f\"\u9519\u8bef: {errors}\")\n        else:\n            print(\"\u2713 \u9a8c\u8bc1\u901a\u8fc7\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_strategy_pattern()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u679a\u4e3e\u5728\u73b0\u4ee3\u6846\u67b6\u4e2d\u7684\u5e94\u7528<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6570\u636e\u5e93\u6a21\u578b\u4e2d\u7684\u679a\u4e3e<\/h3>\n\n\n\n<p>\u679a\u4e3e\u5728\u6570\u636e\u5e93\u6a21\u578b\u4e2d\u6709\u5e7f\u6cdb\u5e94\u7528\uff0c\u7528\u4e8e\u5b9a\u4e49\u5b57\u6bb5\u7684\u53ef\u9009\u503c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6570\u636e\u5e93\u6a21\u578b\u4e2d\u7684\u679a\u4e3e\n# ============================================================================\n\nprint(\"\\n=== \u6570\u636e\u5e93\u6a21\u578b\u4e2d\u7684\u679a\u4e3e ===\")\n\ndef demonstrate_database_enums():\n    \"\"\"\u6f14\u793a\u6570\u636e\u5e93\u6a21\u578b\u4e2d\u7684\u679a\u4e3e\u4f7f\u7528\"\"\"\n\n    # 1. SQLAlchemy\u4e2d\u7684\u679a\u4e3e\n    print(\"1. SQLAlchemy\u4e2d\u7684\u679a\u4e3e\uff1a\")\n\n    try:\n        from sqlalchemy import create_engine, Column, Integer, String, Enum as SQLAlchemyEnum\n        from sqlalchemy.ext.declarative import declarative_base\n        from sqlalchemy.orm import sessionmaker\n        import enum\n\n        # \u5b9a\u4e49\u679a\u4e3e\n        class UserRole(enum.Enum):\n            ADMIN = \"admin\"\n            USER = \"user\"\n            GUEST = \"guest\"\n            MODERATOR = \"moderator\"\n\n        class AccountStatus(enum.Enum):\n            ACTIVE = \"active\"\n            INACTIVE = \"inactive\"\n            SUSPENDED = \"suspended\"\n            BANNED = \"banned\"\n\n        # \u521b\u5efa\u6a21\u578b\n        Base = declarative_base()\n\n        class User(Base):\n            __tablename__ = 'users'\n\n            id = Column(Integer, primary_key=True)\n            username = Column(String(50), nullable=False)\n            email = Column(String(100), nullable=False, unique=True)\n            role = Column(SQLAlchemyEnum(UserRole), default=UserRole.USER)\n            status = Column(SQLAlchemyEnum(AccountStatus), default=AccountStatus.ACTIVE)\n\n            def __repr__(self):\n                return f\"&lt;User(username='{self.username}', role={self.role.value}, status={self.status.value})&gt;\"\n\n        print(\"SQLAlchemy\u6a21\u578b\u5b9a\u4e49\uff1a\")\n        print(f\"  \u8868\u540d: {User.__tablename__}\")\n        print(f\"  \u5b57\u6bb5: id, username, email, role, status\")\n        print(f\"  \u89d2\u8272\u679a\u4e3e: {&#91;role.value for role in UserRole]}\")\n        print(f\"  \u72b6\u6001\u679a\u4e3e: {&#91;status.value for status in AccountStatus]}\")\n\n        # \u6a21\u62df\u6570\u636e\u5e93\u64cd\u4f5c\n        print(\"\\n\u6a21\u62df\u6570\u636e\u5e93\u64cd\u4f5c\uff1a\")\n\n        # \u521b\u5efa\u5185\u5b58\u6570\u636e\u5e93\n        engine = create_engine('sqlite:\/\/\/:memory:', echo=False)\n        Base.metadata.create_all(engine)\n        Session = sessionmaker(bind=engine)\n        session = Session()\n\n        # \u521b\u5efa\u7528\u6237\n        user1 = User(\n            username=\"alice\",\n            email=\"alice@example.com\",\n            role=UserRole.ADMIN,\n            status=AccountStatus.ACTIVE\n        )\n\n        user2 = User(\n            username=\"bob\",\n            email=\"bob@example.com\",\n            role=UserRole.USER,\n            status=AccountStatus.ACTIVE\n        )\n\n        session.add_all(&#91;user1, user2])\n        session.commit()\n\n        print(f\"\u521b\u5efa\u7684\u7528\u6237: {user1}\")\n        print(f\"\u521b\u5efa\u7684\u7528\u6237: {user2}\")\n\n        # \u67e5\u8be2\n        admins = session.query(User).filter_by(role=UserRole.ADMIN).all()\n        print(f\"\u7ba1\u7406\u5458\u7528\u6237: {admins}\")\n\n        # \u66f4\u65b0\n        user2.status = AccountStatus.SUSPENDED\n        session.commit()\n        print(f\"\u66f4\u65b0\u540e\u7684Bob: {user2}\")\n\n        # \u679a\u4e3e\u503c\u7684\u4f18\u52bf\n        print(\"\\n\u679a\u4e3e\u5728\u6570\u636e\u5e93\u4e2d\u7684\u4f18\u52bf\uff1a\")\n        advantages = &#91;\n            (\"\u6570\u636e\u5b8c\u6574\u6027\", \"\u6570\u636e\u5e93\u5c42\u9a8c\u8bc1\", \"\u9632\u6b62\u63d2\u5165\u65e0\u6548\u503c\"),\n            (\"\u4ee3\u7801\u6e05\u6670\", \"\u4f7f\u7528\u679a\u4e3e\u800c\u975e\u5b57\u7b26\u4e32\", \"\u907f\u514d\u62fc\u5199\u9519\u8bef\"),\n            (\"\u7c7b\u578b\u5b89\u5168\", \"ORM\u8fd4\u56de\u679a\u4e3e\u7c7b\u578b\", \"\u7f16\u8bd1\u65f6\/\u8fd0\u884c\u65f6\u68c0\u67e5\"),\n            (\"\u53ef\u7ef4\u62a4\u6027\", \"\u96c6\u4e2d\u7ba1\u7406\u53ef\u80fd\u7684\u503c\", \"\u6613\u4e8e\u6dfb\u52a0\u65b0\u503c\"),\n        ]\n\n        for advantage, mechanism, benefit in advantages:\n            print(f\"  \u2022 {advantage:15}: {mechanism:20} -&gt; {benefit}\")\n\n    except ImportError:\n        print(\"SQLAlchemy\u672a\u5b89\u88c5\uff0c\u8df3\u8fc7\u793a\u4f8b\")\n\n    # 2. Django\u6a21\u578b\u4e2d\u7684\u679a\u4e3e\n    print(\"\\n2. Django\u6a21\u578b\u4e2d\u7684\u679a\u4e3e\uff1a\")\n\n    django_enum_example = \"\"\"\n# Django\u6a21\u578b\u4e2d\u4f7f\u7528\u679a\u4e3e\nfrom django.db import models\nfrom django.utils.translation import gettext_lazy as _\n\nclass BookStatus(models.TextChoices):\n    \"\"\"\u56fe\u4e66\u72b6\u6001\u679a\u4e3e\"\"\"\n    AVAILABLE = 'AV', _('Available')\n    BORROWED = 'BR', _('Borrowed')\n    RESERVED = 'RS', _('Reserved')\n    LOST = 'LS', _('Lost')\n\nclass Book(models.Model):\n    title = models.CharField(max_length=200)\n    status = models.CharField(\n        max_length=2,\n        choices=BookStatus.choices,\n        default=BookStatus.AVAILABLE\n    )\n\n    def __str__(self):\n        return f\"{self.title} ({self.get_status_display()})\"\n\n# \u4f7f\u7528\u793a\u4f8b\nbook = Book(title=\"Python\u7f16\u7a0b\", status=BookStatus.AVAILABLE)\nprint(book.get_status_display())  # \u663e\u793a\u53ef\u8bfb\u7684\u6807\u7b7e\n\"\"\"\n\n    print(\"Django\u679a\u4e3e\u793a\u4f8b\uff1a\")\n    print(django_enum_example)\n\n    # 3. \u6570\u636e\u5e93\u8fc1\u79fb\u4e2d\u7684\u679a\u4e3e\n    print(\"\\n3. \u6570\u636e\u5e93\u8fc1\u79fb\u4e2d\u7684\u679a\u4e3e\uff1a\")\n\n    migration_considerations = &#91;\n        (\"\u6dfb\u52a0\u65b0\u503c\", \"\u5411\u540e\u517c\u5bb9\uff0c\u73b0\u6709\u6570\u636e\u4e0d\u53d7\u5f71\u54cd\", \"ALTER TYPE ADD VALUE\"),\n        (\"\u5220\u9664\u503c\", \"\u9700\u8981\u8fc1\u79fb\u73b0\u6709\u6570\u636e\", \"\u5148\u66f4\u65b0\u6570\u636e\uff0c\u518d\u5220\u9664\u503c\"),\n        (\"\u91cd\u547d\u540d\u503c\", \"\u9700\u8981\u6570\u636e\u8fc1\u79fb\", \"UPDATE\u8bed\u53e5\u66f4\u65b0\u6240\u6709\u8bb0\u5f55\"),\n        (\"\u6539\u53d8\u987a\u5e8f\", \"\u4e0d\u5f71\u54cd\u6570\u636e\uff0c\u4f46\u53ef\u80fd\u5f71\u54cd\u663e\u793a\u987a\u5e8f\", \"\u91cd\u65b0\u6392\u5e8f\u679a\u4e3e\u5b9a\u4e49\"),\n    ]\n\n    print(\"\u679a\u4e3e\u8fc1\u79fb\u8003\u8651\u56e0\u7d20\uff1a\")\n    for operation, consideration, sql_example in migration_considerations:\n        print(f\"  \u2022 {operation:15}: {consideration:30} SQL: {sql_example}\")\n\n    # 4. \u679a\u4e3e\u7684\u5e8f\u5217\u5316\/\u53cd\u5e8f\u5217\u5316\n    print(\"\\n4. \u679a\u4e3e\u7684\u5e8f\u5217\u5316\/\u53cd\u5e8f\u5217\u5316\uff1a\")\n\n    class ProductCategory(enum.Enum):\n        \"\"\"\u4ea7\u54c1\u5206\u7c7b\"\"\"\n        ELECTRONICS = \"electronics\"\n        BOOKS = \"books\"\n        CLOTHING = \"clothing\"\n        FOOD = \"food\"\n\n        def to_dict(self):\n            return {\n                \"name\": self.name,\n                \"value\": self.value\n            }\n\n        @classmethod\n        def from_dict(cls, data):\n            name = data.get(\"name\")\n            value = data.get(\"value\")\n\n            if name in cls.__members__:\n                return cls&#91;name]\n            elif value in {member.value for member in cls}:\n                return cls(value)\n            else:\n                raise ValueError(f\"\u65e0\u6548\u7684\u679a\u4e3e\u6570\u636e: {data}\")\n\n    # API\u54cd\u5e94\u793a\u4f8b\n    api_response = {\n        \"product\": {\n            \"id\": 1,\n            \"name\": \"\u667a\u80fd\u624b\u673a\",\n            \"category\": ProductCategory.ELECTRONICS.to_dict(),\n            \"price\": 999.99\n        }\n    }\n\n    print(f\"API\u54cd\u5e94\uff08\u5e26\u679a\u4e3e\uff09: {api_response}\")\n\n    # \u4eceAPI\u54cd\u5e94\u91cd\u5efa\u679a\u4e3e\n    category_data = api_response&#91;\"product\"]&#91;\"category\"]\n    category = ProductCategory.from_dict(category_data)\n    print(f\"\u4ece\u6570\u636e\u91cd\u5efa\u679a\u4e3e: {category.name} = {category.value}\")\n\n    # 5. \u679a\u4e3e\u5728\u67e5\u8be2\u4e2d\u7684\u4f7f\u7528\n    print(\"\\n5. \u679a\u4e3e\u5728\u67e5\u8be2\u4e2d\u7684\u4f7f\u7528\uff1a\")\n\n    query_examples = &#91;\n        (\"\u7b80\u5355\u67e5\u8be2\", \"WHERE status = 'active'\", \"filter_by(status=AccountStatus.ACTIVE)\"),\n        (\"\u8303\u56f4\u67e5\u8be2\", \"WHERE status IN ('active', 'suspended')\", \"filter(User.status.in_(&#91;AccountStatus.ACTIVE, AccountStatus.SUSPENDED]))\"),\n        (\"\u6392\u9664\u67e5\u8be2\", \"WHERE status != 'banned'\", \"filter(User.status != AccountStatus.BANNED)\"),\n        (\"\u6392\u5e8f\u67e5\u8be2\", \"ORDER BY status\", \"order_by(User.status)\"),\n    ]\n\n    print(\"\u679a\u4e3e\u5728\u67e5\u8be2\u4e2d\u7684\u5e94\u7528\uff1a\")\n    for query_type, sql_example, orm_example in query_examples:\n        print(f\"  \u2022 {query_type:15}\")\n        print(f\"    SQL: {sql_example}\")\n        print(f\"    ORM: {orm_example}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_database_enums()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 Web API\u4e2d\u7684\u679a\u4e3e<\/h3>\n\n\n\n<p>\u679a\u4e3e\u5728Web API\u8bbe\u8ba1\u4e2d\u4e5f\u6709\u91cd\u8981\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u5b9a\u4e49\u53c2\u6570\u3001\u72b6\u6001\u7801\u548c\u54cd\u5e94\u7c7b\u578b\u65f6\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Web API\u4e2d\u7684\u679a\u4e3e\n# ============================================================================\n\nprint(\"\\n=== Web API\u4e2d\u7684\u679a\u4e3e ===\")\n\ndef demonstrate_webapi_enums():\n    \"\"\"\u6f14\u793aWeb API\u4e2d\u7684\u679a\u4e3e\u4f7f\u7528\"\"\"\n\n    # 1. API\u53c2\u6570\u9a8c\u8bc1\n    print(\"1. API\u53c2\u6570\u9a8c\u8bc1\uff1a\")\n\n    from enum import Enum\n    from typing import Optional\n    from pydantic import BaseModel, validator, ValidationError\n\n    class SortOrder(Enum):\n        \"\"\"\u6392\u5e8f\u987a\u5e8f\"\"\"\n        ASC = \"asc\"\n        DESC = \"desc\"\n\n    class ProductCategory(Enum):\n        \"\"\"\u4ea7\u54c1\u5206\u7c7b\"\"\"\n        ELECTRONICS = \"electronics\"\n        BOOKS = \"books\"\n        CLOTHING = \"clothing\"\n\n    class PaginationParams(BaseModel):\n        \"\"\"\u5206\u9875\u53c2\u6570\"\"\"\n        page: int = 1\n        page_size: int = 10\n        sort_by: str = \"created_at\"\n        sort_order: SortOrder = SortOrder.DESC\n\n        @validator('page')\n        def validate_page(cls, v):\n            if v &lt; 1:\n                raise ValueError('\u9875\u7801\u5fc5\u987b\u5927\u4e8e0')\n            return v\n\n        @validator('page_size')\n        def validate_page_size(cls, v):\n            if v &lt; 1 or v &gt; 100:\n                raise ValueError('\u6bcf\u9875\u5927\u5c0f\u5fc5\u987b\u57281-100\u4e4b\u95f4')\n            return v\n\n        @validator('sort_order')\n        def validate_sort_order(cls, v):\n            if isinstance(v, str):\n                try:\n                    return SortOrder(v.lower())\n                except ValueError:\n                    raise ValueError(f'\u6392\u5e8f\u987a\u5e8f\u5fc5\u987b\u662f {&#91;o.value for o in SortOrder]}')\n            return v\n\n    class ProductFilterParams(PaginationParams):\n        \"\"\"\u4ea7\u54c1\u8fc7\u6ee4\u53c2\u6570\"\"\"\n        category: Optional&#91;ProductCategory] = None\n        min_price: Optional&#91;float] = None\n        max_price: Optional&#91;float] = None\n        in_stock: Optional&#91;bool] = None\n\n    print(\"API\u53c2\u6570\u9a8c\u8bc1\u793a\u4f8b\uff1a\")\n\n    # \u6709\u6548\u53c2\u6570\n    try:\n        params = ProductFilterParams(\n            page=2,\n            page_size=20,\n            sort_by=\"price\",\n            sort_order=\"asc\",\n            category=\"electronics\",\n            min_price=10.0,\n            max_price=100.0\n        )\n        print(f\"\u6709\u6548\u53c2\u6570: {params.dict()}\")\n    except ValidationError as e:\n        print(f\"\u9a8c\u8bc1\u9519\u8bef: {e}\")\n\n    # \u65e0\u6548\u53c2\u6570\n    try:\n        invalid_params = ProductFilterParams(\n            page=0,  # \u65e0\u6548\n            page_size=200,  # \u65e0\u6548\n            sort_order=\"invalid\"  # \u65e0\u6548\n        )\n    except ValidationError as e:\n        print(f\"\\n\u65e0\u6548\u53c2\u6570\u9a8c\u8bc1\u9519\u8bef: {e.errors()}\")\n\n    # 2. API\u54cd\u5e94\u72b6\u6001\u7801\n    print(\"\\n2. API\u54cd\u5e94\u72b6\u6001\u7801\uff1a\")\n\n    class APIResponseCode(Enum):\n        \"\"\"API\u54cd\u5e94\u7801\"\"\"\n        SUCCESS = 200\n        CREATED = 201\n        BAD_REQUEST = 400\n        UNAUTHORIZED = 401\n        FORBIDDEN = 403\n        NOT_FOUND = 404\n        INTERNAL_ERROR = 500\n\n        def is_success(self):\n            return 200 &lt;= self.value &lt; 300\n\n        def is_client_error(self):\n            return 400 &lt;= self.value &lt; 500\n\n        def is_server_error(self):\n            return 500 &lt;= self.value &lt; 600\n\n        def get_message(self):\n            messages = {\n                200: \"\u6210\u529f\",\n                201: \"\u521b\u5efa\u6210\u529f\",\n                400: \"\u8bf7\u6c42\u53c2\u6570\u9519\u8bef\",\n                401: \"\u672a\u6388\u6743\",\n                403: \"\u7981\u6b62\u8bbf\u95ee\",\n                404: \"\u8d44\u6e90\u4e0d\u5b58\u5728\",\n                500: \"\u670d\u52a1\u5668\u5185\u90e8\u9519\u8bef\",\n            }\n            return messages.get(self.value, \"\u672a\u77e5\u72b6\u6001\")\n\n    class APIResponse(BaseModel):\n        \"\"\"API\u54cd\u5e94\"\"\"\n        code: APIResponseCode\n        message: str\n        data: Optional&#91;dict] = None\n        timestamp: str = \"2024-01-20T12:00:00Z\"\n\n        @classmethod\n        def success(cls, data=None, message=None):\n            return cls(\n                code=APIResponseCode.SUCCESS,\n                message=message or APIResponseCode.SUCCESS.get_message(),\n                data=data\n            )\n\n        @classmethod\n        def error(cls, code, message=None):\n            return cls(\n                code=code,\n                message=message or code.get_message(),\n                data=None\n            )\n\n    print(\"API\u54cd\u5e94\u793a\u4f8b\uff1a\")\n\n    # \u6210\u529f\u54cd\u5e94\n    success_response = APIResponse.success(\n        data={\"id\": 1, \"name\": \"\u4ea7\u54c1\"},\n        message=\"\u83b7\u53d6\u6210\u529f\"\n    )\n    print(f\"\u6210\u529f\u54cd\u5e94: {success_response.dict()}\")\n\n    # \u9519\u8bef\u54cd\u5e94\n    error_response = APIResponse.error(\n        code=APIResponseCode.NOT_FOUND,\n        message=\"\u4ea7\u54c1\u4e0d\u5b58\u5728\"\n    )\n    print(f\"\u9519\u8bef\u54cd\u5e94: {error_response.dict()}\")\n\n    # 3. API\u7248\u672c\u679a\u4e3e\n    print(\"\\n3. API\u7248\u672c\u679a\u4e3e\uff1a\")\n\n    class APIVersion(Enum):\n        \"\"\"API\u7248\u672c\"\"\"\n        V1 = \"v1\"\n        V2 = \"v2\"\n        V3 = \"v3\"\n\n        @property\n        def url_prefix(self):\n            return f\"\/api\/{self.value}\"\n\n        @classmethod\n        def from_header(cls, header_value: str):\n            \"\"\"\u4eceHTTP\u5934\u89e3\u6790\u7248\u672c\"\"\"\n            if not header_value:\n                return cls.V1\n\n            # \u89e3\u6790 Accept: application\/vnd.api.v1+json\n            for version in cls:\n                if version.value in header_value.lower():\n                    return version\n\n            return cls.V1\n\n    # \u6a21\u62dfHTTP\u8bf7\u6c42\n    class Request:\n        def __init__(self, headers):\n            self.headers = headers\n\n    requests = &#91;\n        Request({\"Accept\": \"application\/vnd.api.v2+json\"}),\n        Request({\"Accept\": \"application\/json\"}),  # \u9ed8\u8ba4\u7248\u672c\n        Request({\"Accept\": \"application\/vnd.api.v3+json\"}),\n    ]\n\n    print(\"API\u7248\u672c\u68c0\u6d4b\uff1a\")\n    for req in requests:\n        version = APIVersion.from_header(req.headers.get(\"Accept\", \"\"))\n        print(f\"\u8bf7\u6c42\u5934: {req.headers.get('Accept')} -&gt; \u7248\u672c: {version.value}\")\n\n    # 4. \u6743\u9650\u679a\u4e3e\n    print(\"\\n4. \u6743\u9650\u679a\u4e3e\uff1a\")\n\n    class Permission(Enum):\n        \"\"\"\u6743\u9650\u679a\u4e3e\"\"\"\n        READ = \"read\"\n        WRITE = \"write\"\n        DELETE = \"delete\"\n        ADMIN = \"admin\"\n\n        def __lt__(self, other):\n            # \u5b9a\u4e49\u6743\u9650\u7ea7\u522b\n            levels = {\n                Permission.READ: 1,\n                Permission.WRITE: 2,\n                Permission.DELETE: 3,\n                Permission.ADMIN: 4,\n            }\n            return levels&#91;self] &lt; levels&#91;other]\n\n        def implies(self, other):\n            \"\"\"\u68c0\u67e5\u662f\u5426\u5305\u542b\u5176\u4ed6\u6743\u9650\"\"\"\n            implied_permissions = {\n                Permission.ADMIN: {Permission.READ, Permission.WRITE, Permission.DELETE},\n                Permission.DELETE: {Permission.READ, Permission.WRITE},\n                Permission.WRITE: {Permission.READ},\n                Permission.READ: set(),\n            }\n            return other in implied_permissions&#91;self]\n\n    class UserRole(Enum):\n        \"\"\"\u7528\u6237\u89d2\u8272\"\"\"\n        GUEST = {Permission.READ}\n        USER = {Permission.READ, Permission.WRITE}\n        EDITOR = {Permission.READ, Permission.WRITE, Permission.DELETE}\n        ADMIN = {Permission.READ, Permission.WRITE, Permission.DELETE, Permission.ADMIN}\n\n        def has_permission(self, permission: Permission) -&gt; bool:\n            return permission in self.value\n\n        def can_access(self, required_permission: Permission) -&gt; bool:\n            \"\"\"\u68c0\u67e5\u662f\u5426\u6709\u8db3\u591f\u6743\u9650\"\"\"\n            for perm in self.value:\n                if perm.implies(required_permission):\n                    return True\n            return False\n\n    print(\"\u6743\u9650\u68c0\u67e5\u793a\u4f8b\uff1a\")\n\n    test_cases = &#91;\n        (UserRole.GUEST, Permission.READ),\n        (UserRole.GUEST, Permission.WRITE),\n        (UserRole.USER, Permission.WRITE),\n        (UserRole.EDITOR, Permission.DELETE),\n        (UserRole.ADMIN, Permission.ADMIN),\n    ]\n\n    for role, permission in test_cases:\n        can_access = role.can_access(permission)\n        print(f\"{role.name} \u80fd\u5426\u8bbf\u95ee {permission.value}? {'\u2713' if can_access else '\u2717'}\")\n\n    # 5. \u9519\u8bef\u7801\u679a\u4e3e\n    print(\"\\n5. \u9519\u8bef\u7801\u679a\u4e3e\uff1a\")\n\n    class ErrorCode(Enum):\n        \"\"\"\u9519\u8bef\u7801\u679a\u4e3e\"\"\"\n        # \u901a\u7528\u9519\u8bef\n        UNKNOWN_ERROR = (\"00001\", \"\u672a\u77e5\u9519\u8bef\")\n        VALIDATION_ERROR = (\"00002\", \"\u9a8c\u8bc1\u9519\u8bef\")\n        DATABASE_ERROR = (\"00003\", \"\u6570\u636e\u5e93\u9519\u8bef\")\n\n        # \u4e1a\u52a1\u9519\u8bef\n        USER_NOT_FOUND = (\"10001\", \"\u7528\u6237\u4e0d\u5b58\u5728\")\n        PRODUCT_NOT_FOUND = (\"10002\", \"\u4ea7\u54c1\u4e0d\u5b58\u5728\")\n        INSUFFICIENT_BALANCE = (\"10003\", \"\u4f59\u989d\u4e0d\u8db3\")\n\n        # \u8ba4\u8bc1\u9519\u8bef\n        INVALID_TOKEN = (\"20001\", \"\u65e0\u6548\u4ee4\u724c\")\n        TOKEN_EXPIRED = (\"20002\", \"\u4ee4\u724c\u5df2\u8fc7\u671f\")\n        PERMISSION_DENIED = (\"20003\", \"\u6743\u9650\u4e0d\u8db3\")\n\n        def __init__(self, code, message):\n            self._code = code\n            self._message = message\n\n        @property\n        def code(self):\n            return self._code\n\n        @property\n        def message(self):\n            return self._message\n\n        def to_dict(self):\n            return {\n                \"code\": self.code,\n                \"message\": self.message,\n                \"type\": self.name\n            }\n\n        @classmethod\n        def from_code(cls, code):\n            for error in cls:\n                if error.code == code:\n                    return error\n            return cls.UNKNOWN_ERROR\n\n    class BusinessException(Exception):\n        \"\"\"\u4e1a\u52a1\u5f02\u5e38\"\"\"\n\n        def __init__(self, error_code: ErrorCode, details: dict = None):\n            self.error_code = error_code\n            self.details = details or {}\n            super().__init__(f\"&#91;{error_code.code}] {error_code.message}\")\n\n    print(\"\u9519\u8bef\u7801\u4f7f\u7528\u793a\u4f8b\uff1a\")\n\n    # \u6a21\u62df\u4e1a\u52a1\u903b\u8f91\n    def get_user(user_id: int):\n        if user_id != 1:\n            raise BusinessException(ErrorCode.USER_NOT_FOUND, {\"user_id\": user_id})\n        return {\"id\": 1, \"name\": \"Alice\"}\n\n    def make_purchase(user_id: int, amount: float):\n        user = get_user(user_id)\n\n        # \u68c0\u67e5\u4f59\u989d\n        if amount &gt; 100:  # \u6a21\u62df\u4f59\u989d\u68c0\u67e5\n            raise BusinessException(\n                ErrorCode.INSUFFICIENT_BALANCE,\n                {\"user_id\": user_id, \"amount\": amount, \"balance\": 100}\n            )\n\n        return {\"success\": True, \"user\": user, \"amount\": amount}\n\n    # \u6d4b\u8bd5\n    test_cases = &#91;\n        (1, 50),   # \u6210\u529f\n        (2, 50),   # \u7528\u6237\u4e0d\u5b58\u5728\n        (1, 150),  # \u4f59\u989d\u4e0d\u8db3\n    ]\n\n    for user_id, amount in test_cases:\n        print(f\"\\n\u7528\u6237 {user_id} \u8d2d\u4e70 ${amount}:\")\n        try:\n            result = make_purchase(user_id, amount)\n            print(f\"  \u6210\u529f: {result}\")\n        except BusinessException as e:\n            print(f\"  \u5931\u8d25: {e}\")\n            print(f\"  \u9519\u8bef\u8be6\u60c5: {e.error_code.to_dict()}\")\n            if e.details:\n                print(f\"  \u989d\u5916\u4fe1\u606f: {e.details}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_webapi_enums()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u679a\u4e3e\u7684\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u672a\u6765\u8d8b\u52bf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u679a\u4e3e\u7684\u8bbe\u8ba1\u54f2\u5b66\u601d\u8003<\/h3>\n\n\n\n<p>\u679a\u4e3e\u4e0d\u4ec5\u4ec5\u662f\u4e00\u79cd\u6280\u672f\u5b9e\u73b0\uff0c\u5b83\u80cc\u540e\u8574\u542b\u7740\u6df1\u523b\u7684\u8f6f\u4ef6\u8bbe\u8ba1\u601d\u60f3\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u679a\u4e3e\u7684\u8bbe\u8ba1\u54f2\u5b66\u601d\u8003\n# ============================================================================\n\nprint(\"\\n=== \u679a\u4e3e\u7684\u8bbe\u8ba1\u54f2\u5b66\u601d\u8003 ===\")\n\ndef demonstrate_enum_philosophy():\n    \"\"\"\u6f14\u793a\u679a\u4e3e\u7684\u8bbe\u8ba1\u54f2\u5b66\"\"\"\n\n    print(\"\u679a\u4e3e\u80cc\u540e\u7684\u8f6f\u4ef6\u8bbe\u8ba1\u54f2\u5b66\uff1a\")\n\n    # 1. \u660e\u786e\u4f18\u4e8e\u9690\u6666\n    print(\"\\n1. \u660e\u786e\u4f18\u4e8e\u9690\u6666\uff1a\")\n    print(\"   - \u679a\u4e3e\u5f3a\u5236\u5f00\u53d1\u8005\u660e\u786e\u5217\u51fa\u6240\u6709\u53ef\u80fd\u7684\u503c\")\n    print(\"   - \u907f\u514d\u9b54\u6cd5\u6570\u5b57\u548c\u5b57\u7b26\u4e32\u5e26\u6765\u7684\u6df7\u6dc6\")\n\n    # \u793a\u4f8b\uff1a\u660e\u786e\u7684\u9519\u8bef\u5904\u7406\n    class ErrorCode(Enum):\n        USER_NOT_FOUND = 404001\n        PRODUCT_NOT_FOUND = 404002\n        PERMISSION_DENIED = 403001\n\n        def to_http_status(self):\n            # \u660e\u786e\u6620\u5c04\u5230HTTP\u72b6\u6001\u7801\n            return int(str(self.value)&#91;:3])\n\n    # \u5bf9\u6bd4\uff1a\u9690\u6666\u7684\u9519\u8bef\u7801\n    def old_style_error(code):\n        if code == 404001:\n            return \"\u7528\u6237\u4e0d\u5b58\u5728\"\n        elif code == 404002:\n            return \"\u4ea7\u54c1\u4e0d\u5b58\u5728\"\n        # \u66f4\u591a\u7684\u9b54\u6cd5\u6570\u5b57...\n\n    print(\"\\n\u660e\u786e\u4f18\u4e8e\u9690\u6666\u7684\u5bf9\u6bd4\uff1a\")\n    print(f\"\u65e7\u98ce\u683c: old_style_error(404001) = '{old_style_error(404001)}'\")\n    print(f\"\u679a\u4e3e\u98ce\u683c: ErrorCode.USER_NOT_FOUND.name = '{ErrorCode.USER_NOT_FOUND.name}'\")\n\n    # 2. \u6709\u9650\u72b6\u6001\u54f2\u5b66\n    print(\"\\n2. \u6709\u9650\u72b6\u6001\u54f2\u5b66\uff1a\")\n    print(\"   - \u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u7cfb\u7edf\u72b6\u6001\u662f\u6709\u9650\u7684\")\n    print(\"   - \u679a\u4e3e\u5b8c\u7f8e\u5730\u5efa\u6a21\u4e86\u8fd9\u79cd\u6709\u9650\u6027\")\n\n    class Lifecycle(Enum):\n        \"\"\"\u751f\u547d\u5468\u671f\u72b6\u6001\"\"\"\n        CONCEPT = \"concept\"\n        DESIGN = \"design\"\n        DEVELOPMENT = \"development\"\n        TESTING = \"testing\"\n        DEPLOYMENT = \"deployment\"\n        MAINTENANCE = \"maintenance\"\n        RETIREMENT = \"retirement\"\n\n    print(\"\\n\u6709\u9650\u72b6\u6001\u793a\u4f8b\uff1a\")\n    print(\"\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f:\")\n    for state in Lifecycle:\n        print(f\"  \u2022 {state.value.capitalize()}\")\n\n    # 3. \u5951\u7ea6\u8bbe\u8ba1\u601d\u60f3\n    print(\"\\n3. \u5951\u7ea6\u8bbe\u8ba1\u601d\u60f3\uff1a\")\n    print(\"   - \u679a\u4e3e\u5b9a\u4e49\u4e86\u51fd\u6570\u53c2\u6570\u548c\u8fd4\u56de\u503c\u7684\u5408\u6cd5\u8303\u56f4\")\n    print(\"   - \u8fd9\u662f\u4e00\u79cd\u5f62\u5f0f\u5316\u7684\u5951\u7ea6\")\n\n    from typing import Union\n\n    # \u5951\u7ea6\u793a\u4f8b\n    class PaymentMethod(Enum):\n        CREDIT_CARD = \"credit_card\"\n        PAYPAL = \"paypal\"\n        BANK_TRANSFER = \"bank_transfer\"\n\n    def process_payment(amount: float, method: PaymentMethod) -&gt; bool:\n        \"\"\"\u5904\u7406\u652f\u4ed8 - \u65b9\u6cd5\u53c2\u6570\u660e\u786e\u58f0\u660e\u53ea\u63a5\u53d7PaymentMethod\"\"\"\n        print(f\"\u4f7f\u7528 {method.value} \u652f\u4ed8 ${amount:.2f}\")\n        return True\n\n    print(\"\\n\u5951\u7ea6\u8bbe\u8ba1\u793a\u4f8b\uff1a\")\n    try:\n        process_payment(100.0, PaymentMethod.CREDIT_CARD)\n        # process_payment(100.0, \"credit_card\")  # \u8fd9\u4f1a\u88ab\u7c7b\u578b\u68c0\u67e5\u5668\u6355\u83b7\n    except Exception as e:\n        print(f\"\u5951\u7ea6\u8fdd\u53cd: {e}\")\n\n    # 4. \u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u4e2d\u7684\u679a\u4e3e\n    print(\"\\n4. \u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u4e2d\u7684\u679a\u4e3e\uff1a\")\n    print(\"   - \u679a\u4e3e\u662f\u9886\u57df\u6a21\u578b\u7684\u7ec4\u6210\u90e8\u5206\")\n    print(\"   - \u5b83\u4eec\u8868\u8fbe\u4e86\u9886\u57df\u7684\u901a\u7528\u8bed\u8a00\")\n\n    class AccountType(Enum):\n        \"\"\"\u8d26\u6237\u7c7b\u578b - \u9886\u57df\u6982\u5ff5\"\"\"\n        CHECKING = \"checking\"\n        SAVINGS = \"savings\"\n        BUSINESS = \"business\"\n        STUDENT = \"student\"\n\n        def get_interest_rate(self) -&gt; float:\n            \"\"\"\u9886\u57df\u903b\u8f91\"\"\"\n            rates = {\n                AccountType.CHECKING: 0.01,\n                AccountType.SAVINGS: 0.03,\n                AccountType.BUSINESS: 0.02,\n                AccountType.STUDENT: 0.0,\n            }\n            return rates&#91;self]\n\n        def get_minimum_balance(self) -&gt; float:\n            \"\"\"\u9886\u57df\u903b\u8f91\"\"\"\n            balances = {\n                AccountType.CHECKING: 100.0,\n                AccountType.SAVINGS: 500.0,\n                AccountType.BUSINESS: 1000.0,\n                AccountType.STUDENT: 0.0,\n            }\n            return balances&#91;self]\n\n    print(\"\\n\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u793a\u4f8b\uff1a\")\n    account = AccountType.SAVINGS\n    print(f\"\u8d26\u6237\u7c7b\u578b: {account.value}\")\n    print(f\"\u5229\u7387: {account.get_interest_rate()*100}%\")\n    print(f\"\u6700\u4f4e\u4f59\u989d: ${account.get_minimum_balance()}\")\n\n    # 5. \u679a\u4e3e\u4e0e\u7c7b\u578b\u7cfb\u7edf\u7684\u5173\u7cfb\n    print(\"\\n5. \u679a\u4e3e\u4e0e\u7c7b\u578b\u7cfb\u7edf\u7684\u5173\u7cfb\uff1a\")\n    print(\"   - \u679a\u4e3e\u662f\u7c7b\u578b\u7cfb\u7edf\u7684\u6269\u5c55\")\n    print(\"   - \u5b83\u4eec\u63d0\u4f9b\u4e86\u66f4\u4e30\u5bcc\u7684\u7c7b\u578b\u8868\u8fbe\u80fd\u529b\")\n\n    # \u4ee3\u6570\u6570\u636e\u7c7b\u578b\uff08ADT\uff09\u7684\u7b80\u5316\u793a\u4f8b\n    class Shape(Enum):\n        \"\"\"\u5f62\u72b6 - \u7c7b\u4f3c\u4ee3\u6570\u6570\u636e\u7c7b\u578b\"\"\"\n        CIRCLE = \"circle\"\n        RECTANGLE = \"rectangle\"\n        TRIANGLE = \"triangle\"\n\n    class ShapeData:\n        \"\"\"\u5f62\u72b6\u6570\u636e - \u4e0e\u679a\u4e3e\u914d\u5408\u4f7f\u7528\"\"\"\n        def __init__(self, shape_type: Shape, **kwargs):\n            self.shape_type = shape_type\n            self.data = kwargs\n\n        def area(self):\n            \"\"\"\u591a\u6001\u8ba1\u7b97\u9762\u79ef\"\"\"\n            if self.shape_type == Shape.CIRCLE:\n                import math\n                radius = self.data.get('radius', 0)\n                return math.pi * radius * radius\n            elif self.shape_type == Shape.RECTANGLE:\n                width = self.data.get('width', 0)\n                height = self.data.get('height', 0)\n                return width * height\n            elif self.shape_type == Shape.TRIANGLE:\n                base = self.data.get('base', 0)\n                height = self.data.get('height', 0)\n                return 0.5 * base * height\n            else:\n                raise ValueError(f\"\u672a\u77e5\u5f62\u72b6: {self.shape_type}\")\n\n    print(\"\\n\u7c7b\u578b\u7cfb\u7edf\u6269\u5c55\u793a\u4f8b\uff1a\")\n    shapes = &#91;\n        ShapeData(Shape.CIRCLE, radius=5),\n        ShapeData(Shape.RECTANGLE, width=4, height=6),\n        ShapeData(Shape.TRIANGLE, base=3, height=4),\n    ]\n\n    for shape in shapes:\n        print(f\"{shape.shape_type.value} \u9762\u79ef: {shape.area():.2f}\")\n\n    # 6. \u679a\u4e3e\u4e0e\u8f6f\u4ef6\u8d28\u91cf\n    print(\"\\n6. \u679a\u4e3e\u4e0e\u8f6f\u4ef6\u8d28\u91cf\uff1a\")\n\n    quality_aspects = &#91;\n        (\"\u53ef\u8bfb\u6027\", \"\u679a\u4e3e\u540d\u81ea\u89e3\u91ca\", \"\u4ee3\u7801\u5373\u6587\u6863\"),\n        (\"\u53ef\u7ef4\u62a4\u6027\", \"\u96c6\u4e2d\u7ba1\u7406\u5e38\u91cf\", \"\u4e00\u5904\u4fee\u6539\uff0c\u5904\u5904\u751f\u6548\"),\n        (\"\u53ef\u9760\u6027\", \"\u7f16\u8bd1\u65f6\/\u8fd0\u884c\u65f6\u68c0\u67e5\", \"\u51cf\u5c11\u8fd0\u884c\u65f6\u9519\u8bef\"),\n        (\"\u53ef\u6d4b\u8bd5\u6027\", \"\u660e\u786e\u7684\u72b6\u6001\u96c6\u5408\", \"\u6613\u4e8e\u7f16\u5199\u6d4b\u8bd5\u7528\u4f8b\"),\n        (\"\u53ef\u6269\u5c55\u6027\", \"\u6dfb\u52a0\u65b0\u6210\u5458\u4e0d\u5f71\u54cd\u73b0\u6709\u4ee3\u7801\", \"\u5f00\u95ed\u539f\u5219\"),\n    ]\n\n    print(\"\u679a\u4e3e\u5982\u4f55\u63d0\u9ad8\u8f6f\u4ef6\u8d28\u91cf\uff1a\")\n    for aspect, mechanism, benefit in quality_aspects:\n        print(f\"  \u2022 {aspect:10}: {mechanism:20} -&gt; {benefit}\")\n\n    # 7. \u6587\u5316\u5dee\u5f02\uff1a\u4e0d\u540c\u8bed\u8a00\u7684\u679a\u4e3e\u54f2\u5b66\n    print(\"\\n7. \u4e0d\u540c\u8bed\u8a00\u7684\u679a\u4e3e\u54f2\u5b66\uff1a\")\n\n    language_philosophies = {\n        \"Java\": {\n            \"\u54f2\u5b66\": \"\u679a\u4e3e\u662f\u5b8c\u6574\u7684\u7c7b\",\n            \"\u7406\u5ff5\": \"\u5f3a\u5927\u7684\u8fd0\u884c\u65f6\u80fd\u529b\",\n            \"\u5f71\u54cd\": \"\u53ef\u4ee5\u5305\u542b\u65b9\u6cd5\u3001\u5b9e\u73b0\u63a5\u53e3\u7b49\",\n        },\n        \"Python\": {\n            \"\u54f2\u5b66\": \"\u7b80\u5355\u800c\u660e\u786e\",\n            \"\u7406\u5ff5\": \"\u4f18\u96c5\u80dc\u4e8e\u590d\u6742\",\n            \"\u5f71\u54cd\": \"\u7b80\u6d01\u7684\u8bed\u6cd5\uff0c\u591f\u7528\u5373\u53ef\",\n        },\n        \"Rust\": {\n            \"\u54f2\u5b66\": \"\u96f6\u6210\u672c\u62bd\u8c61\",\n            \"\u7406\u5ff5\": \"\u6027\u80fd\u548c\u5b89\u5168\u7684\u5e73\u8861\",\n            \"\u5f71\u54cd\": \"\u7f16\u8bd1\u65f6\u4f18\u5316\uff0c\u6a21\u5f0f\u5339\u914d\",\n        },\n        \"TypeScript\": {\n            \"\u54f2\u5b66\": \"\u7c7b\u578b\u5b89\u5168\u7b2c\u4e00\",\n            \"\u7406\u5ff5\": \"\u7f16\u8bd1\u65f6\u4fdd\u8bc1\u6b63\u786e\u6027\",\n            \"\u5f71\u54cd\": \"\u4e25\u683c\u7684\u7c7b\u578b\u68c0\u67e5\",\n        },\n        \"C\": {\n            \"\u54f2\u5b66\": \"\u6700\u5c0f\u5316\u62bd\u8c61\",\n            \"\u7406\u5ff5\": \"\u8d34\u8fd1\u786c\u4ef6\",\n            \"\u5f71\u54cd\": \"\u7b80\u5355\u7684\u6574\u6570\u503c\uff0c\u6ca1\u6709\u7c7b\u578b\u5b89\u5168\",\n        },\n    }\n\n    for lang, philosophy in language_philosophies.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u54f2\u5b66: {philosophy&#91;'\u54f2\u5b66']}\")\n        print(f\"  \u7406\u5ff5: {philosophy&#91;'\u7406\u5ff5']}\")\n        print(f\"  \u5f71\u54cd: {philosophy&#91;'\u5f71\u54cd']}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_enum_philosophy()\n\n# \u679a\u4e3e\u7684\u672a\u6765\u8d8b\u52bf\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u679a\u4e3e\u7684\u672a\u6765\u8d8b\u52bf\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n1. \u66f4\u4e30\u5bcc\u7684\u679a\u4e3e\u7c7b\u578b\n   \u2022 \u6a21\u5f0f\u5339\u914d\u96c6\u6210\n   \u2022 \u7f16\u8bd1\u65f6\u8ba1\u7b97\n   \u2022 \u5e8f\u5217\u5316\/\u53cd\u5e8f\u5217\u5316\u81ea\u52a8\u5316\n\n2. \u8de8\u8bed\u8a00\u679a\u4e3e\u652f\u6301\n   \u2022 \u8bed\u8a00\u95f4\u679a\u4e3e\u4e92\u64cd\u4f5c\n   \u2022 \u7edf\u4e00\u7684\u5e8f\u5217\u5316\u683c\u5f0f\n   \u2022 IDL\uff08\u63a5\u53e3\u5b9a\u4e49\u8bed\u8a00\uff09\u4e2d\u7684\u679a\u4e3e\n\n3. \u667a\u80fd\u5de5\u5177\u96c6\u6210\n   \u2022 IDE\u667a\u80fd\u8865\u5168\u548c\u91cd\u6784\n   \u2022 \u9759\u6001\u5206\u6790\u5de5\u5177\u7684\u6df1\u5ea6\u652f\u6301\n   \u2022 \u57fa\u4e8e\u679a\u4e3e\u7684\u4ee3\u7801\u751f\u6210\n\n4. \u51fd\u6570\u5f0f\u7f16\u7a0b\u5f71\u54cd\n   \u2022 \u4ee3\u6570\u6570\u636e\u7c7b\u578b\uff08ADT\uff09\n   \u2022 \u6a21\u5f0f\u5339\u914d\u4e0e\u679a\u4e3e\u7ed3\u5408\n   \u2022 \u4e0d\u53ef\u53d8\u679a\u4e3e\u503c\n\n5. \u8fd0\u884c\u65f6\u589e\u5f3a\n   \u2022 \u52a8\u6001\u679a\u4e3e\uff08\u6709\u9650\u5236\u5730\uff09\n   \u2022 \u679a\u4e3e\u7684\u5143\u7f16\u7a0b\u652f\u6301\n   \u2022 \u53cd\u5c04\u548c\u81ea\u7701\u80fd\u529b\u589e\u5f3a\n\n6. \u9886\u57df\u7279\u5b9a\u679a\u4e3e\n   \u2022 \u9488\u5bf9\u7279\u5b9a\u9886\u57df\u7684\u4f18\u5316\n   \u2022 \u6570\u636e\u5e93\u3001\u7f51\u7edc\u534f\u8bae\u7b49\n   \u2022 \u6027\u80fd\u4f18\u5316\u7684\u7279\u5316\u679a\u4e3e\n\n7. \u5f62\u5f0f\u5316\u9a8c\u8bc1\n   \u2022 \u679a\u4e3e\u503c\u7684\u6570\u5b66\u8bc1\u660e\n   \u2022 \u72b6\u6001\u673a\u7684\u5f62\u5f0f\u5316\u9a8c\u8bc1\n   \u2022 \u5408\u7ea6\u9a8c\u8bc1\u7684\u96c6\u6210\n\n8. \u4eba\u5de5\u667a\u80fd\u8f85\u52a9\n   \u2022 AI\u5efa\u8bae\u679a\u4e3e\u8bbe\u8ba1\n   \u2022 \u81ea\u52a8\u68c0\u6d4b\u9b54\u6cd5\u6570\u5b57\n   \u2022 \u667a\u80fd\u91cd\u6784\u5efa\u8bae\n\n\u6311\u6218\u4e0e\u673a\u9047\uff1a\n1. \u5411\u540e\u517c\u5bb9\u6027\uff1a\u5982\u4f55\u6f14\u8fdb\u679a\u4e3e\u800c\u4e0d\u7834\u574f\u73b0\u6709\u4ee3\u7801\n2. \u6027\u80fd\u8003\u8651\uff1a\u679a\u4e3e\u5728\u6027\u80fd\u654f\u611f\u573a\u666f\u4e0b\u7684\u4f18\u5316\n3. \u5b66\u4e60\u66f2\u7ebf\uff1a\u65b0\u7279\u6027\u7684\u6613\u7528\u6027\n4. \u751f\u6001\u7cfb\u7edf\uff1a\u5de5\u5177\u94fe\u548c\u5e93\u7684\u5168\u9762\u652f\u6301\n5. \u8de8\u5e73\u53f0\uff1a\u4e0d\u540c\u5e73\u53f0\u548c\u73af\u5883\u7684\u517c\u5bb9\u6027\n\n\u7ed3\u8bed\uff1a\u679a\u4e3e\u4f5c\u4e3a\u8f6f\u4ef6\u5de5\u7a0b\u7684\u57fa\u672c\u6784\u5efa\u5757\n\u5c06\u7ee7\u7eed\u6f14\u5316\u548c\u6539\u8fdb\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u66f4\u5f3a\u5927\u3001\n\u66f4\u5b89\u5168\u7684\u5de5\u5177\u6765\u5efa\u6a21\u73b0\u5b9e\u4e16\u754c\u7684\u95ee\u9898\u3002\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u679a\u4e3e\u7684\u6838\u5fc3\u6d1e\u89c1<\/h3>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u5802\u8bfe\uff0c\u6211\u4eec\u83b7\u5f97\u4e86\u4ee5\u4e0b\u6838\u5fc3\u6d1e\u89c1\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u679a\u4e3e\u662f\u7c7b\u578b\u5b89\u5168\u7684\u5e38\u91cf<\/strong>\uff1a\u5b83\u4eec\u63d0\u4f9b\u4e86\u6bd4\u9b54\u6cd5\u6570\u5b57\/\u5b57\u7b26\u4e32\u66f4\u5b89\u5168\u3001\u66f4\u6e05\u6670\u7684\u66ff\u4ee3\u65b9\u6848\u3002<\/li>\n\n\n\n<li><strong>\u679a\u4e3e\u662f\u81ea\u6587\u6863\u5316\u7684<\/strong>\uff1a\u679a\u4e3e\u6210\u5458\u7684\u540d\u5b57\u672c\u8eab\u5c31\u8bf4\u660e\u4e86\u5176\u542b\u4e49\u3002<\/li>\n\n\n\n<li><strong>\u679a\u4e3e\u652f\u6301\u5de5\u5177\u94fe<\/strong>\uff1aIDE\u53ef\u4ee5\u81ea\u52a8\u8865\u5168\uff0c\u9759\u6001\u5206\u6790\u5de5\u5177\u53ef\u4ee5\u68c0\u67e5\u4f7f\u7528\u662f\u5426\u6b63\u786e\u3002<\/li>\n\n\n\n<li><strong>\u679a\u4e3e\u662f\u591a\u529f\u80fd\u7684<\/strong>\uff1a\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u503c\uff0c\u8fd8\u53ef\u4ee5\u6709\u65b9\u6cd5\u3001\u5c5e\u6027\uff0c\u5b9e\u73b0\u7b56\u7565\u6a21\u5f0f\u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u679a\u4e3e\u7684\u4f18\u52bf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u63d0\u9ad8\u4ee3\u7801\u53ef\u8bfb\u6027<\/strong>\uff1a<code>Color.RED<\/code>\u6bd4<code>1<\/code>\u6216<code>\"#FF0000\"<\/code>\u66f4\u5bb9\u6613\u7406\u89e3\u3002<\/li>\n\n\n\n<li><strong>\u51cf\u5c11\u9519\u8bef<\/strong>\uff1a\u7f16\u8bd1\u5668\u6216\u8fd0\u884c\u65f6\u4f1a\u68c0\u67e5\u679a\u4e3e\u503c\u7684\u6709\u6548\u6027\u3002<\/li>\n\n\n\n<li><strong>\u4fbf\u4e8e\u91cd\u6784<\/strong>\uff1a\u4fee\u6539\u679a\u4e3e\u503c\u53ea\u9700\u8981\u5728\u4e00\u4e2a\u5730\u65b9\u4fee\u6539\u3002<\/li>\n\n\n\n<li><strong>\u66f4\u597d\u7684API\u8bbe\u8ba1<\/strong>\uff1a\u679a\u4e3e\u4f7fAPI\u66f4\u6e05\u6670\uff0c\u53c2\u6570\u548c\u8fd4\u56de\u503c\u7684\u542b\u4e49\u66f4\u660e\u786e\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u5b9e\u7528\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f55\u65f6\u4f7f\u7528\u679a\u4e3e<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u53d8\u91cf\u53ea\u80fd\u53d6\u6709\u9650\u4e2a\u503c\u65f6<\/li>\n\n\n\n<li>\u5f53\u8fd9\u4e9b\u503c\u5728\u7f16\u8bd1\u65f6\u5df2\u77e5\u65f6<\/li>\n\n\n\n<li>\u5f53\u8fd9\u4e9b\u503c\u5728\u6574\u4e2a\u7a0b\u5e8f\u751f\u547d\u5468\u671f\u4e2d\u4e0d\u53d8\u65f6<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f55\u65f6\u4e0d\u4f7f\u7528\u679a\u4e3e<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u503c\u9700\u8981\u52a8\u6001\u6dfb\u52a0\u6216\u5220\u9664\u65f6<\/li>\n\n\n\n<li>\u5f53\u503c\u592a\u591a\u4e14\u53ef\u80fd\u9891\u7e41\u53d8\u5316\u65f6<\/li>\n\n\n\n<li>\u5f53\u503c\u9700\u8981\u4ece\u5916\u90e8\u6e90\uff08\u5982\u6570\u636e\u5e93\uff09\u52a0\u8f7d\u65f6<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u679a\u4e3e\u547d\u540d<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u5355\u6570\u540d\u8bcd\uff08<code>Color<\/code>\u800c\u4e0d\u662f<code>Colors<\/code>\uff09<\/li>\n\n\n\n<li>\u6210\u5458\u4f7f\u7528\u5927\u5199\uff08<code>RED<\/code>\u800c\u4e0d\u662f<code>red<\/code>\uff09<\/li>\n\n\n\n<li>\u8003\u8651\u6dfb\u52a0\u524d\u7f00\u907f\u514d\u540d\u79f0\u51b2\u7a81<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u679a\u4e3e\u503c\u7684\u9009\u62e9<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u6ca1\u6709\u7279\u6b8a\u542b\u4e49\uff0c\u4f7f\u7528<code>auto()<\/code><\/li>\n\n\n\n<li>\u5982\u679c\u6709\u903b\u8f91\u987a\u5e8f\uff0c\u6309\u987a\u5e8f\u8d4b\u503c<\/li>\n\n\n\n<li>\u5982\u679c\u9700\u8981\u4e0e\u5916\u90e8\u7cfb\u7edf\u517c\u5bb9\uff0c\u4f7f\u7528\u76f8\u5e94\u7684\u503c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u8bed\u8a00\u9009\u62e9\u5efa\u8bae<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Python<\/strong>\uff1a<code>enum<\/code>\u6a21\u5757\u529f\u80fd\u5168\u9762\uff0c\u652f\u6301<code>Enum<\/code>\u3001<code>IntEnum<\/code>\u3001<code>Flag<\/code>\u7b49\u3002<\/li>\n\n\n\n<li><strong>Java<\/strong>\uff1a\u679a\u4e3e\u662f\u7c7b\uff0c\u53ef\u4ee5\u6709\u65b9\u6cd5\u548c\u5c5e\u6027\uff0c\u529f\u80fd\u5f3a\u5927\u3002<\/li>\n\n\n\n<li><strong>TypeScript<\/strong>\uff1a\u652f\u6301\u6570\u5b57\u548c\u5b57\u7b26\u4e32\u679a\u4e3e\uff0c\u7f16\u8bd1\u65f6\u68c0\u67e5\u3002<\/li>\n\n\n\n<li><strong>Rust<\/strong>\uff1a\u679a\u4e3e\u662f\u4ee3\u6570\u6570\u636e\u7c7b\u578b\uff0c\u53ef\u4ee5\u5305\u542b\u6570\u636e\uff0c\u975e\u5e38\u5f3a\u5927\u3002<\/li>\n\n\n\n<li><strong>C#<\/strong>\uff1a\u679a\u4e3e\u662f\u503c\u7c7b\u578b\uff0c\u6027\u80fd\u597d\uff0c\u6709\u4e30\u5bcc\u7684\u7279\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">5.5 \u7ec8\u6781\u76ee\u6807\uff1a\u7f16\u5199\u6e05\u6670\u7684\u4ee3\u7801<\/h3>\n\n\n\n<p>\u8bb0\u4f4f\uff0c\u679a\u4e3e\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u7279\u6027\uff0c\u5b83\u4eec\u4ee3\u8868\u4e86\u4e00\u79cd\u7f16\u5199\u6e05\u6670\u3001\u81ea\u6587\u6863\u5316\u4ee3\u7801\u7684\u601d\u7ef4\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u660e\u786e\u4f18\u4e8e\u9690\u6666<\/strong>\uff1a\u660e\u786e\u5217\u51fa\u6240\u6709\u53ef\u80fd\u503c\uff0c\u800c\u4e0d\u662f\u4f7f\u7528\u9690\u6666\u7684\u5b57\u9762\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u96c6\u4e2d\u7ba1\u7406<\/strong>\uff1a\u76f8\u5173\u5e38\u91cf\u7ec4\u7ec7\u5728\u4e00\u8d77\uff0c\u4fbf\u4e8e\u67e5\u627e\u548c\u7ef4\u62a4\u3002<\/li>\n\n\n\n<li><strong>\u7c7b\u578b\u5b89\u5168<\/strong>\uff1a\u5229\u7528\u7c7b\u578b\u7cfb\u7edf\u9632\u6b62\u9519\u8bef\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u901a\u8fc7\u6dfb\u52a0\u65b0\u679a\u4e3e\u6210\u5458\u6765\u6269\u5c55\u529f\u80fd\uff0c\u800c\u4e0d\u7834\u574f\u73b0\u6709\u4ee3\u7801\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u901a\u8fc7\u672c\u8bfe\u7684\u5b66\u4e60\uff0c\u4f60\u5e94\u8be5\u638c\u63e1\u4e86\u679a\u4e3e\u7684\u6838\u5fc3\u6982\u5ff5\uff0c\u5e76\u80fd\u591f\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u5e94\u7528\u679a\u4e3e\uff0c\u521b\u5efa\u66f4\u52a0\u6e05\u6670\u3001\u5065\u58ee\u3001\u53ef\u7ef4\u62a4\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e94\u5341\u4e03\u8bfe\uff1a\u679a\u4e3e &#8211; \u5b9a\u4e49\u56fa\u5b9a\u5e38\u91cf\u96c6\u5408\u7684\u827a\u672f\uff01\u5b8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u5341\u516b\u8bfe\uff1a\u6ce8\u89e3\/\u88c5\u9970\u5668 &#8211; \u5143\u7f16\u7a0b\u7684\u827a\u672f<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4ece\u88c5\u9970\u6a21\u5f0f\u5230\u5143\u7f16\u7a0b<\/h2>\n\n\n\n<p>\u5728\u8f6f\u4ef6\u5f00\u53d1\u7684\u6f14\u8fdb\u4e2d\uff0c\u6211\u4eec\u9010\u6e10\u8ba4\u8bc6\u5230\u76f4\u63a5\u4fee\u6539\u4ee3\u7801\u5e76\u975e\u603b\u662f\u6700\u4f73\u9009\u62e9\u3002\u6709\u65f6\u5019\uff0c\u6211\u4eec\u5e0c\u671b\u5728<strong>\u4e0d\u4fee\u6539\u539f\u59cb\u4ee3\u7801<\/strong>\u7684\u60c5\u51b5\u4e0b\u4e3a\u7a0b\u5e8f\u6dfb\u52a0\u65b0\u529f\u80fd\uff0c\u6216\u8005\u4e3a\u4ee3\u7801\u6dfb\u52a0<strong>\u5143\u6570\u636e<\/strong>\u4ee5\u5f71\u54cd\u5176\u884c\u4e3a\u3002\u8fd9\u5c31\u662f\u6ce8\u89e3\uff08Annotations\uff09\u548c\u88c5\u9970\u5668\uff08Decorators\uff09\u8bde\u751f\u7684\u80cc\u666f\u3002<\/p>\n\n\n\n<p>\u6ce8\u89e3\u548c\u88c5\u9970\u5668\u4ee3\u8868\u4e86<strong>\u5143\u7f16\u7a0b<\/strong>\u7684\u91cd\u8981\u8303\u5f0f\uff0c\u5b83\u4eec\u5141\u8bb8\u6211\u4eec\u5728<strong>\u7f16\u8bd1\u65f6\u3001\u52a0\u8f7d\u65f6\u6216\u8fd0\u884c\u65f6<\/strong>\u4fee\u6539\u6216\u589e\u5f3a\u4ee3\u7801\u7684\u884c\u4e3a\u3002\u4eceJava\u7684<code>@Override<\/code>\u5230Python\u7684<code>@decorator<\/code>\uff0c\u4eceC#\u7684\u7279\u6027\uff08Attributes\uff09\u5230TypeScript\u7684\u88c5\u9970\u5668\uff0c\u8fd9\u4e9b\u6280\u672f\u5df2\u7ecf\u6210\u4e3a\u73b0\u4ee3\u7f16\u7a0b\u8bed\u8a00\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u7d22\u6ce8\u89e3\u548c\u88c5\u9970\u5668\u7684\u4e16\u754c\uff0c\u5b66\u4e60\u5982\u4f55\u5229\u7528\u8fd9\u4e9b\u5f3a\u5927\u7684\u5143\u7f16\u7a0b\u5de5\u5177\u6765\u7f16\u5199\u66f4\u5e72\u51c0\u3001\u66f4\u7075\u6d3b\u3001\u66f4\u5f3a\u5927\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u88c5\u9970\u5668\u7684\u57fa\u7840 &#8211; \u4ece\u51fd\u6570\u5305\u88c5\u5230\u8bed\u6cd5\u7cd6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u88c5\u9970\u5668\u7684\u672c\u8d28\uff1a\u9ad8\u9636\u51fd\u6570\u7684\u8bed\u6cd5\u7cd6<\/h3>\n\n\n\n<p>\u88c5\u9970\u5668\u7684\u672c\u8d28\u662f<strong>\u9ad8\u9636\u51fd\u6570<\/strong>\uff0c\u5b83\u63a5\u53d7\u4e00\u4e2a\u51fd\u6570\uff08\u6216\u7c7b\uff09\u4f5c\u4e3a\u53c2\u6570\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684\u51fd\u6570\uff08\u6216\u7c7b\uff09\u3002\u88c5\u9970\u5668\u8bed\u6cd5<code>@decorator<\/code>\u53ea\u662f\u5bf9\u8fd9\u79cd\u6a21\u5f0f\u7684\u7f8e\u5316\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u88c5\u9970\u5668\u7684\u672c\u8d28\uff1a\u9ad8\u9636\u51fd\u6570\u7684\u8bed\u6cd5\u7cd6\n# ============================================================================\n\nprint(\"=== \u88c5\u9970\u5668\u7684\u672c\u8d28\uff1a\u9ad8\u9636\u51fd\u6570\u7684\u8bed\u6cd5\u7cd6 ===\")\n\ndef demonstrate_decorator_essence():\n    \"\"\"\u6f14\u793a\u88c5\u9970\u5668\u7684\u672c\u8d28\"\"\"\n\n    print(\"\u88c5\u9970\u5668\u89e3\u51b3\u7684\u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\")\n    print(\"1. \u4ee3\u7801\u91cd\u590d\u95ee\u9898\uff08\u6a2a\u5207\u5173\u6ce8\u70b9\uff09\")\n    print(\"2. \u4ee3\u7801\u4fb5\u5165\u6027\u95ee\u9898\uff08\u4fee\u6539\u539f\u59cb\u4ee3\u7801\uff09\")\n    print(\"3. \u529f\u80fd\u7ec4\u5408\u95ee\u9898\uff08\u591a\u4e2a\u529f\u80fd\u7684\u7075\u6d3b\u7ec4\u5408\uff09\")\n\n    # \u88c5\u9970\u5668\u7684\u53d1\u5c55\u5386\u7a0b\n    print(\"\\n\u88c5\u9970\u5668\u7684\u53d1\u5c55\u5386\u7a0b\uff1a\")\n\n    timeline = &#91;\n        (\"1990s\", \"\u88c5\u9970\u6a21\u5f0f\", \"\u8bbe\u8ba1\u6a21\u5f0f\u4e2d\u7684\u7ed3\u6784\u578b\u6a21\u5f0f\", \"\u5bf9\u8c61\u7ea7\u522b\u7684\u5305\u88c5\"),\n        (\"2002\", \"Python 2.2\", \"\u9759\u6001\u65b9\u6cd5\u548c\u7c7b\u65b9\u6cd5\u88c5\u9970\u5668\", \"@staticmethod, @classmethod\"),\n        (\"2003\", \"PEP 318\", \"\u51fd\u6570\u548c\u65b9\u6cd5\u88c5\u9970\u5668\", \"@decorator\u8bed\u6cd5\"),\n        (\"2006\", \"Java 5\", \"\u6ce8\u89e3\", \"@Override, @Deprecated\"),\n        (\"2014\", \"TypeScript 1.5\", \"\u88c5\u9970\u5668\u63d0\u6848\", \"\u7c7b\u3001\u65b9\u6cd5\u3001\u5c5e\u6027\u88c5\u9970\u5668\"),\n        (\"2015\", \"ES2016\", \"JavaScript\u88c5\u9970\u5668\u63d0\u6848\", \"Stage 2\u63d0\u6848\"),\n    ]\n\n    for year, name, description, details in timeline:\n        print(f\"  {year}: {name:20} | {description:30} | {details}\")\n\n    # \u4ece\u9ad8\u9636\u51fd\u6570\u5230\u88c5\u9970\u5668\u8bed\u6cd5\n    print(\"\\n\u4ece\u9ad8\u9636\u51fd\u6570\u5230\u88c5\u9970\u5668\u8bed\u6cd5\uff1a\")\n\n    # 1. \u539f\u59cb\u7684\u9ad8\u9636\u51fd\u6570\n    def simple_decorator(func):\n        \"\"\"\u7b80\u5355\u7684\u88c5\u9970\u5668\u51fd\u6570\"\"\"\n        def wrapper():\n            print(\"\u51fd\u6570\u6267\u884c\u524d\")\n            result = func()\n            print(\"\u51fd\u6570\u6267\u884c\u540e\")\n            return result\n        return wrapper\n\n    def say_hello():\n        print(\"Hello, World!\")\n\n    print(\"\\n1. \u4f7f\u7528\u9ad8\u9636\u51fd\u6570\u5305\u88c5\uff1a\")\n    # \u624b\u52a8\u5305\u88c5\n    decorated_say_hello = simple_decorator(say_hello)\n    decorated_say_hello()\n\n    # 2. \u88c5\u9970\u5668\u8bed\u6cd5\n    print(\"\\n2. \u4f7f\u7528\u88c5\u9970\u5668\u8bed\u6cd5\uff1a\")\n    @simple_decorator\n    def say_hello_decorated():\n        print(\"Hello, World!\")\n\n    say_hello_decorated()\n\n    # 3. \u4e24\u79cd\u65b9\u5f0f\u7684\u7b49\u4ef7\u6027\u8bc1\u660e\n    print(\"\\n3. \u4e24\u79cd\u65b9\u5f0f\u7684\u7b49\u4ef7\u6027\u8bc1\u660e\uff1a\")\n    print(f\"\u88c5\u9970\u5668\u8bed\u6cd5\u672c\u8d28\u662f: say_hello_decorated = simple_decorator(say_hello_decorated_impl)\")\n    print(f\"\u88c5\u9970\u540e\u7684\u51fd\u6570\u540d: {say_hello_decorated.__name__}\")\n\n    # \u4e0d\u540c\u8bed\u8a00\u7684\u88c5\u9970\u5668\/\u6ce8\u89e3\u5b9e\u73b0\u5bf9\u6bd4\n    print(\"\\n\u4e0d\u540c\u8bed\u8a00\u7684\u88c5\u9970\u5668\/\u6ce8\u89e3\u5b9e\u73b0\uff1a\")\n\n    implementations = {\n        \"Python\": {\n            \"\u673a\u5236\": \"\u88c5\u9970\u5668\u4f5c\u4e3a\u9ad8\u9636\u51fd\u6570\",\n            \"\u7279\u70b9\": \"\u8fd0\u884c\u65f6\u88c5\u9970\uff0c\u975e\u5e38\u7075\u6d3b\uff0c\u53ef\u4ee5\u591a\u5c42\u5d4c\u5957\",\n            \"\u793a\u4f8b\": \"\"\"\ndef decorator(func):\n    def wrapper(*args, **kwargs):\n        print(\"Before\")\n        result = func(*args, **kwargs)\n        print(\"After\")\n        return result\n    return wrapper\n\n@decorator\ndef my_function():\n    pass\n\"\"\"\n        },\n        \"Java\": {\n            \"\u673a\u5236\": \"\u6ce8\u89e3\uff08Annotation\uff09\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u5904\u7406\uff0c\u901a\u8fc7\u53cd\u5c04\u6216\u6ce8\u89e3\u5904\u7406\u5668\u8bbf\u95ee\",\n            \"\u793a\u4f8b\": \"\"\"\n\/\/ \u5b9a\u4e49\u6ce8\u89e3\n@Retention(RetentionPolicy.RUNTIME)\n@Target(ElementType.METHOD)\npublic @interface LogExecutionTime {\n}\n\n\/\/ \u4f7f\u7528\u6ce8\u89e3\npublic class Service {\n    @LogExecutionTime\n    public void serve() {\n        \/\/ \u65b9\u6cd5\u5b9e\u73b0\n    }\n}\n\n\/\/ \u901a\u8fc7\u53cd\u5c04\u5904\u7406\u6ce8\u89e3\nMethod method = Service.class.getMethod(\"serve\");\nif (method.isAnnotationPresent(LogExecutionTime.class)) {\n    \/\/ \u8bb0\u5f55\u6267\u884c\u65f6\u95f4\n}\n\"\"\"\n        },\n        \"TypeScript\": {\n            \"\u673a\u5236\": \"\u88c5\u9970\u5668\uff08Decorator\uff09\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u8f6c\u6362\uff0c\u53ef\u5e94\u7528\u4e8e\u7c7b\u3001\u65b9\u6cd5\u3001\u5c5e\u6027\u7b49\",\n            \"\u793a\u4f8b\": \"\"\"\n\/\/ \u7c7b\u88c5\u9970\u5668\nfunction sealed(constructor: Function) {\n    Object.seal(constructor);\n    Object.seal(constructor.prototype);\n}\n\n@sealed\nclass Greeter {\n    greeting: string;\n    constructor(message: string) {\n        this.greeting = message;\n    }\n    greet() {\n        return \"Hello, \" + this.greeting;\n    }\n}\n\n\/\/ \u65b9\u6cd5\u88c5\u9970\u5668\nfunction enumerable(value: boolean) {\n    return function (target: any, propertyKey: string, descriptor: PropertyDescriptor) {\n        descriptor.enumerable = value;\n    };\n}\n\"\"\"\n        },\n        \"C#\": {\n            \"\u673a\u5236\": \"\u7279\u6027\uff08Attributes\uff09\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u5143\u6570\u636e\uff0c\u53ef\u901a\u8fc7\u53cd\u5c04\u8bbf\u95ee\",\n            \"\u793a\u4f8b\": \"\"\"\n\/\/ \u5b9a\u4e49\u7279\u6027\n&#91;AttributeUsage(AttributeTargets.Method)]\npublic class LogAttribute : Attribute {\n    public string Message { get; }\n    public LogAttribute(string message) {\n        Message = message;\n    }\n}\n\n\/\/ \u4f7f\u7528\u7279\u6027\npublic class Calculator {\n    &#91;Log(\"\u6267\u884c\u52a0\u6cd5\u8fd0\u7b97\")]\n    public int Add(int a, int b) {\n        return a + b;\n    }\n}\n\n\/\/ \u901a\u8fc7\u53cd\u5c04\u8bbf\u95ee\u7279\u6027\nMethodInfo method = typeof(Calculator).GetMethod(\"Add\");\nvar attributes = method.GetCustomAttributes(typeof(LogAttribute), false);\n\"\"\"\n        },\n        \"JavaScript\": {\n            \"\u673a\u5236\": \"\u88c5\u9970\u5668\u63d0\u6848\uff08Stage 2\uff09\",\n            \"\u7279\u70b9\": \"\u8bed\u6cd5\u7cd6\uff0c\u9700\u8981Babel\u8f6c\u8bd1\uff0c\u529f\u80fd\u5f3a\u5927\",\n            \"\u793a\u4f8b\": \"\"\"\n\/\/ \u7c7b\u88c5\u9970\u5668\nfunction decorator(target) {\n    target.isDecorated = true;\n}\n\n@decorator\nclass MyClass {\n    \/\/ \u7c7b\u6210\u5458\n}\n\n\/\/ \u65b9\u6cd5\u88c5\u9970\u5668\nfunction readonly(target, name, descriptor) {\n    descriptor.writable = false;\n    return descriptor;\n}\n\nclass Person {\n    @readonly\n    name() { return 'John'; }\n}\n\"\"\"\n        },\n        \"Rust\": {\n            \"\u673a\u5236\": \"\u5c5e\u6027\uff08Attributes\uff09\",\n            \"\u7279\u70b9\": \"\u7f16\u8bd1\u65f6\u5143\u6570\u636e\uff0c\u7528\u4e8e\u6761\u4ef6\u7f16\u8bd1\u3001\u6d4b\u8bd5\u7b49\",\n            \"\u793a\u4f8b\": \"\"\"\n\/\/ \u6761\u4ef6\u7f16\u8bd1\n#&#91;cfg(target_os = \"linux\")]\nfn on_linux() {\n    println!(\"Running on Linux!\");\n}\n\n\/\/ \u6d4b\u8bd5\u5c5e\u6027\n#&#91;test]\nfn test_addition() {\n    assert_eq!(2 + 2, 4);\n}\n\n\/\/ \u6d3e\u751f\u5c5e\u6027\n#&#91;derive(Debug, Clone)]\nstruct Point {\n    x: i32,\n    y: i32,\n}\n\"\"\"\n        },\n    }\n\n    for lang, info in implementations.items():\n        print(f\"\\n{lang}:\")\n        print(f\"  \u673a\u5236: {info&#91;'\u673a\u5236']}\")\n        print(f\"  \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n        print(f\"  \u793a\u4f8b: {info&#91;'\u793a\u4f8b'].strip()}\")\n\n    # \u88c5\u9970\u5668\u7684\u56db\u4e2a\u6838\u5fc3\u4ef7\u503c\n    print(\"\\n\u88c5\u9970\u5668\u7684\u56db\u4e2a\u6838\u5fc3\u4ef7\u503c\uff1a\")\n\n    values = &#91;\n        (\"\u5173\u6ce8\u70b9\u5206\u79bb\", \"\u5c06\u6a2a\u5207\u5173\u6ce8\u70b9\u4ece\u4e1a\u52a1\u903b\u8f91\u4e2d\u5206\u79bb\", \"\u65e5\u5fd7\u3001\u7f13\u5b58\u3001\u8ba4\u8bc1\u7b49\"),\n        (\"\u4ee3\u7801\u590d\u7528\", \"\u901a\u7528\u529f\u80fd\u53ea\u9700\u5b9e\u73b0\u4e00\u6b21\", \"\u907f\u514d\u91cd\u590d\u4ee3\u7801\"),\n        (\"\u4ee3\u7801\u53ef\u8bfb\u6027\", \"@decorator\u8bed\u6cd5\u6e05\u6670\u8868\u8fbe\u610f\u56fe\", \"\u663e\u5f0f\u6807\u8bb0\u529f\u80fd\"),\n        (\"\u52a8\u6001\u7ec4\u5408\", \"\u53ef\u4ee5\u7ec4\u5408\u591a\u4e2a\u88c5\u9970\u5668\", \"\u7075\u6d3b\u6784\u5efa\u529f\u80fd\"),\n    ]\n\n    for value, mechanism, benefit in values:\n        print(f\"  \u2022 {value:15} | {mechanism:25} | -&gt; {benefit}\")\n\n    # \u88c5\u9970\u5668\u7684\u54f2\u5b66\u601d\u8003\n    print(\"\\n\u88c5\u9970\u5668\u7684\u54f2\u5b66\u601d\u8003\uff1a\")\n\n    philosophical_points = &#91;\n        (\"\u5f00\u653e\u5c01\u95ed\u539f\u5219\", \"\u5bf9\u6269\u5c55\u5f00\u653e\uff0c\u5bf9\u4fee\u6539\u5c01\u95ed\", \"\u88c5\u9970\u5668\u6dfb\u52a0\u529f\u80fd\u800c\u4e0d\u4fee\u6539\u6e90\u4ee3\u7801\"),\n        (\"\u8d23\u4efb\u94fe\u6a21\u5f0f\", \"\u591a\u4e2a\u88c5\u9970\u5668\u5f62\u6210\u5904\u7406\u94fe\", \"\u6bcf\u4e2a\u88c5\u9970\u5668\u5b8c\u6210\u7279\u5b9a\u529f\u80fd\"),\n        (\"\u5143\u7f16\u7a0b\", \"\u4ee3\u7801\u5904\u7406\u4ee3\u7801\u672c\u8eab\", \"\u5728\u66f4\u9ad8\u62bd\u8c61\u5c42\u6b21\u4e0a\u64cd\u4f5c\"),\n        (\"\u58f0\u660e\u5f0f\u7f16\u7a0b\", \"\u58f0\u660e\u529f\u80fd\u800c\u975e\u5b9e\u73b0\u7ec6\u8282\", \"@decorator\u8868\u8fbe\u610f\u56fe\"),\n    ]\n\n    for concept, analogy, relationship in philosophical_points:\n        print(f\"  \u2022 {concept:15} : {analogy:30} ({relationship})\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_decorator_essence()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 Python\u88c5\u9970\u5668\u7684\u6df1\u5165\u4f7f\u7528<\/h3>\n\n\n\n<p>\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u7d22Python\u4e2d\u88c5\u9970\u5668\u7684\u5404\u79cd\u7528\u6cd5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u88c5\u9970\u5668\u7684\u6df1\u5165\u4f7f\u7528\n# ============================================================================\n\nprint(\"\\n=== Python\u88c5\u9970\u5668\u7684\u6df1\u5165\u4f7f\u7528 ===\")\n\nfrom functools import wraps\nimport time\nimport json\nfrom typing import Any, Callable, TypeVar, cast\n\nF = TypeVar('F', bound=Callable&#91;..., Any])\n\ndef demonstrate_python_decorators():\n    \"\"\"\u6f14\u793aPython\u88c5\u9970\u5668\u7684\u9ad8\u7ea7\u7528\u6cd5\"\"\"\n\n    # 1. \u57fa\u672c\u88c5\u9970\u5668\n    print(\"1. \u57fa\u672c\u88c5\u9970\u5668\uff1a\")\n\n    def timer(func: F) -&gt; F:\n        \"\"\"\u8ba1\u65f6\u88c5\u9970\u5668\"\"\"\n        @wraps(func)  # \u4fdd\u6301\u539f\u59cb\u51fd\u6570\u7684\u5143\u6570\u636e\n        def wrapper(*args, **kwargs):\n            start_time = time.time()\n            result = func(*args, **kwargs)\n            end_time = time.time()\n            print(f\"{func.__name__} \u6267\u884c\u65f6\u95f4: {end_time - start_time:.6f}\u79d2\")\n            return result\n        return cast(F, wrapper)\n\n    @timer\n    def slow_function():\n        \"\"\"\u6a21\u62df\u8017\u65f6\u64cd\u4f5c\"\"\"\n        time.sleep(0.1)\n        return \"\u5b8c\u6210\"\n\n    print(\"\u8ba1\u65f6\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    result = slow_function()\n    print(f\"\u7ed3\u679c: {result}\")\n    print(f\"\u51fd\u6570\u540d: {slow_function.__name__}\")\n    print(f\"\u6587\u6863\u5b57\u7b26\u4e32: {slow_function.__doc__}\")\n\n    # 2. \u5e26\u53c2\u6570\u7684\u88c5\u9970\u5668\n    print(\"\\n2. \u5e26\u53c2\u6570\u7684\u88c5\u9970\u5668\uff1a\")\n\n    def repeat(times: int):\n        \"\"\"\u91cd\u590d\u6267\u884c\u88c5\u9970\u5668\uff08\u5e26\u53c2\u6570\uff09\"\"\"\n        def decorator(func: F) -&gt; F:\n            @wraps(func)\n            def wrapper(*args, **kwargs):\n                results = &#91;]\n                for i in range(times):\n                    print(f\"\u7b2c {i+1}\/{times} \u6b21\u6267\u884c\")\n                    result = func(*args, **kwargs)\n                    results.append(result)\n                return results\n            return cast(F, wrapper)\n        return decorator\n\n    @repeat(times=3)\n    def greet(name: str) -&gt; str:\n        \"\"\"\u6253\u62db\u547c\u51fd\u6570\"\"\"\n        return f\"\u4f60\u597d, {name}!\"\n\n    print(\"\u5e26\u53c2\u6570\u7684\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    results = greet(\"\u5c0f\u660e\")\n    print(f\"\u7ed3\u679c: {results}\")\n\n    # 3. \u7c7b\u88c5\u9970\u5668\n    print(\"\\n3. \u7c7b\u88c5\u9970\u5668\uff1a\")\n\n    def singleton(cls):\n        \"\"\"\u5355\u4f8b\u88c5\u9970\u5668\"\"\"\n        instances = {}\n\n        @wraps(cls)\n        def wrapper(*args, **kwargs):\n            if cls not in instances:\n                instances&#91;cls] = cls(*args, **kwargs)\n            return instances&#91;cls]\n        return wrapper\n\n    @singleton\n    class DatabaseConnection:\n        \"\"\"\u6570\u636e\u5e93\u8fde\u63a5\u7c7b\"\"\"\n        def __init__(self, connection_string: str):\n            print(f\"\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5: {connection_string}\")\n            self.connection_string = connection_string\n\n        def query(self, sql: str):\n            return f\"\u6267\u884c\u67e5\u8be2: {sql}\"\n\n    print(\"\u5355\u4f8b\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    db1 = DatabaseConnection(\"mysql:\/\/localhost:3306\/mydb\")\n    db2 = DatabaseConnection(\"mysql:\/\/localhost:3306\/otherdb\")\n    print(f\"\u4e24\u4e2a\u5b9e\u4f8b\u662f\u540c\u4e00\u4e2a\u5bf9\u8c61\u5417\uff1f {db1 is db2}\")\n    print(f\"db1.connection_string: {db1.connection_string}\")\n    print(f\"db2.connection_string: {db2.connection_string}\")\n\n    # 4. \u88c5\u9970\u5668\u94fe\uff08\u591a\u4e2a\u88c5\u9970\u5668\uff09\n    print(\"\\n4. \u88c5\u9970\u5668\u94fe\uff08\u591a\u4e2a\u88c5\u9970\u5668\uff09\uff1a\")\n\n    def log_call(func: F) -&gt; F:\n        \"\"\"\u8bb0\u5f55\u51fd\u6570\u8c03\u7528\"\"\"\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            print(f\"&#91;LOG] \u8c03\u7528 {func.__name__}\uff0c\u53c2\u6570: args={args}, kwargs={kwargs}\")\n            return func(*args, **kwargs)\n        return cast(F, wrapper)\n\n    def cache(func: F) -&gt; F:\n        \"\"\"\u7f13\u5b58\u88c5\u9970\u5668\"\"\"\n        cached_results = {}\n\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            # \u521b\u5efa\u7f13\u5b58\u952e\n            key = (args, tuple(sorted(kwargs.items())))\n\n            if key in cached_results:\n                print(f\"&#91;CACHE] \u7f13\u5b58\u547d\u4e2d: {func.__name__}{args}\")\n                return cached_results&#91;key]\n\n            result = func(*args, **kwargs)\n            cached_results&#91;key] = result\n            print(f\"&#91;CACHE] \u7f13\u5b58\u6dfb\u52a0: {func.__name__}{args} = {result}\")\n            return result\n        return cast(F, wrapper)\n\n    @timer\n    @log_call\n    @cache\n    def fibonacci(n: int) -&gt; int:\n        \"\"\"\u8ba1\u7b97\u6590\u6ce2\u90a3\u5951\u6570\u5217\"\"\"\n        if n &lt;= 1:\n            return n\n        return fibonacci(n-1) + fibonacci(n-2)\n\n    print(\"\u88c5\u9970\u5668\u94fe\u793a\u4f8b\uff08\u8ba1\u65f6 + \u65e5\u5fd7 + \u7f13\u5b58\uff09\uff1a\")\n    print(f\"fibonacci(10) = {fibonacci(10)}\")\n    print(f\"fibonacci(10) \u518d\u6b21\u8c03\u7528\uff08\u5e94\u8be5\u4ece\u7f13\u5b58\u83b7\u53d6\uff09:\")\n    print(f\"fibonacci(10) = {fibonacci(10)}\")\n\n    # 5. \u88c5\u9970\u5668\u5de5\u5382\u7c7b\n    print(\"\\n5. \u88c5\u9970\u5668\u5de5\u5382\u7c7b\uff1a\")\n\n    class Retry:\n        \"\"\"\u91cd\u8bd5\u88c5\u9970\u5668\u5de5\u5382\u7c7b\"\"\"\n\n        def __init__(self, max_retries: int = 3, delay: float = 1.0):\n            self.max_retries = max_retries\n            self.delay = delay\n\n        def __call__(self, func: F) -&gt; F:\n            @wraps(func)\n            def wrapper(*args, **kwargs):\n                last_exception = None\n\n                for attempt in range(self.max_retries):\n                    try:\n                        if attempt &gt; 0:\n                            print(f\"\u91cd\u8bd5\u7b2c {attempt} \u6b21\uff0c\u7b49\u5f85 {self.delay}\u79d2...\")\n                            time.sleep(self.delay)\n\n                        return func(*args, **kwargs)\n\n                    except Exception as e:\n                        last_exception = e\n                        print(f\"\u7b2c {attempt+1} \u6b21\u5c1d\u8bd5\u5931\u8d25: {e}\")\n\n                print(f\"\u6240\u6709 {self.max_retries} \u6b21\u5c1d\u8bd5\u90fd\u5931\u8d25\u4e86\")\n                raise last_exception\n\n            return cast(F, wrapper)\n\n    @Retry(max_retries=3, delay=0.5)\n    def unreliable_operation():\n        \"\"\"\u6a21\u62df\u4e0d\u53ef\u9760\u7684\u64cd\u4f5c\"\"\"\n        import random\n        if random.random() &lt; 0.7:  # 70%\u5931\u8d25\u7387\n            raise ValueError(\"\u64cd\u4f5c\u5931\u8d25\")\n        return \"\u64cd\u4f5c\u6210\u529f\"\n\n    print(\"\u88c5\u9970\u5668\u5de5\u5382\u7c7b\u793a\u4f8b\uff1a\")\n    for i in range(3):\n        try:\n            print(f\"\u5c1d\u8bd5 {i+1}: {unreliable_operation()}\")\n        except Exception as e:\n            print(f\"\u5c1d\u8bd5 {i+1} \u6700\u7ec8\u5931\u8d25: {e}\")\n\n    # 6. \u5c5e\u6027\u88c5\u9970\u5668\n    print(\"\\n6. \u5c5e\u6027\u88c5\u9970\u5668\uff1a\")\n\n    class Person:\n        def __init__(self, name: str, age: int):\n            self._name = name\n            self._age = age\n\n        @property\n        def name(self) -&gt; str:\n            \"\"\"\u83b7\u53d6\u59d3\u540d\"\"\"\n            return self._name\n\n        @name.setter\n        def name(self, value: str):\n            \"\"\"\u8bbe\u7f6e\u59d3\u540d\"\"\"\n            if not value or not value.strip():\n                raise ValueError(\"\u59d3\u540d\u4e0d\u80fd\u4e3a\u7a7a\")\n            self._name = value.strip()\n\n        @property\n        def age(self) -&gt; int:\n            \"\"\"\u83b7\u53d6\u5e74\u9f84\"\"\"\n            return self._age\n\n        @age.setter\n        def age(self, value: int):\n            \"\"\"\u8bbe\u7f6e\u5e74\u9f84\"\"\"\n            if value &lt; 0 or value &gt; 150:\n                raise ValueError(\"\u5e74\u9f84\u5fc5\u987b\u57280-150\u4e4b\u95f4\")\n            self._age = value\n\n        @property\n        def display_info(self) -&gt; str:\n            \"\"\"\u8ba1\u7b97\u5c5e\u6027\uff1a\u663e\u793a\u4fe1\u606f\"\"\"\n            return f\"{self._name}, {self._age}\u5c81\"\n\n    print(\"\u5c5e\u6027\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    person = Person(\"\u5f20\u4e09\", 30)\n    print(f\"\u59d3\u540d: {person.name}\")\n    print(f\"\u5e74\u9f84: {person.age}\")\n    print(f\"\u663e\u793a\u4fe1\u606f: {person.display_info}\")\n\n    try:\n        person.age = 200  # \u5e94\u8be5\u5931\u8d25\n    except ValueError as e:\n        print(f\"\u8bbe\u7f6e\u5e74\u9f84\u5931\u8d25: {e}\")\n\n    # 7. \u9759\u6001\u65b9\u6cd5\u548c\u7c7b\u65b9\u6cd5\u88c5\u9970\u5668\n    print(\"\\n7. \u9759\u6001\u65b9\u6cd5\u548c\u7c7b\u65b9\u6cd5\u88c5\u9970\u5668\uff1a\")\n\n    class MathUtils:\n        \"\"\"\u6570\u5b66\u5de5\u5177\u7c7b\"\"\"\n\n        PI = 3.141592653589793\n\n        def __init__(self, value: float):\n            self.value = value\n\n        @staticmethod\n        def add(a: float, b: float) -&gt; float:\n            \"\"\"\u9759\u6001\u65b9\u6cd5\uff1a\u4e0d\u4f9d\u8d56\u5b9e\u4f8b\"\"\"\n            return a + b\n\n        @classmethod\n        def circle_area(cls, radius: float) -&gt; float:\n            \"\"\"\u7c7b\u65b9\u6cd5\uff1a\u63a5\u6536\u7c7b\u4f5c\u4e3a\u7b2c\u4e00\u4e2a\u53c2\u6570\"\"\"\n            return cls.PI * radius * radius\n\n        def double(self) -&gt; float:\n            \"\"\"\u5b9e\u4f8b\u65b9\u6cd5\uff1a\u63a5\u6536\u5b9e\u4f8b\u4f5c\u4e3a\u7b2c\u4e00\u4e2a\u53c2\u6570\"\"\"\n            return self.value * 2\n\n    print(\"\u9759\u6001\u65b9\u6cd5\u548c\u7c7b\u65b9\u6cd5\u793a\u4f8b\uff1a\")\n    print(f\"\u9759\u6001\u65b9\u6cd5\u8c03\u7528: MathUtils.add(5, 3) = {MathUtils.add(5, 3)}\")\n    print(f\"\u7c7b\u65b9\u6cd5\u8c03\u7528: MathUtils.circle_area(2) = {MathUtils.circle_area(2):.2f}\")\n\n    util = MathUtils(10)\n    print(f\"\u5b9e\u4f8b\u65b9\u6cd5\u8c03\u7528: util.double() = {util.double()}\")\n\n    # 8. \u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u88c5\u9970\u5668\n    print(\"\\n8. \u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u88c5\u9970\u5668\uff1a\")\n\n    from contextlib import contextmanager\n\n    @contextmanager\n    def managed_resource(name: str):\n        \"\"\"\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u88c5\u9970\u5668\"\"\"\n        print(f\"&#91;\u8d44\u6e90 {name}] \u6b63\u5728\u5206\u914d\u8d44\u6e90...\")\n        resource = f\"Resource-{name}\"\n        try:\n            yield resource  # \u5c06\u8d44\u6e90\u63d0\u4f9b\u7ed9with\u5757\n        except Exception as e:\n            print(f\"&#91;\u8d44\u6e90 {name}] \u6e05\u7406\u4e2d\uff08\u5f02\u5e38\uff09: {e}\")\n            raise\n        finally:\n            print(f\"&#91;\u8d44\u6e90 {name}] \u91ca\u653e\u8d44\u6e90...\")\n\n    print(\"\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    with managed_resource(\"DBConnection\") as resource:\n        print(f\"\u5728with\u5757\u4e2d\u4f7f\u7528\u8d44\u6e90: {resource}\")\n        # \u6a21\u62df\u4f7f\u7528\u8d44\u6e90\n        print(\"\u6267\u884c\u6570\u636e\u5e93\u64cd\u4f5c...\")\n\n    # 9. \u5f02\u6b65\u88c5\u9970\u5668\n    print(\"\\n9. \u5f02\u6b65\u88c5\u9970\u5668\uff1a\")\n\n    import asyncio\n\n    def async_timer(func):\n        \"\"\"\u5f02\u6b65\u51fd\u6570\u8ba1\u65f6\u88c5\u9970\u5668\"\"\"\n        @wraps(func)\n        async def wrapper(*args, **kwargs):\n            start_time = time.time()\n            result = await func(*args, **kwargs)\n            end_time = time.time()\n            print(f\"\u5f02\u6b65\u51fd\u6570 {func.__name__} \u6267\u884c\u65f6\u95f4: {end_time - start_time:.6f}\u79d2\")\n            return result\n        return wrapper\n\n    @async_timer\n    async def async_task(name: str, delay: float):\n        \"\"\"\u6a21\u62df\u5f02\u6b65\u4efb\u52a1\"\"\"\n        print(f\"\u5f00\u59cb\u5f02\u6b65\u4efb\u52a1: {name}\")\n        await asyncio.sleep(delay)\n        return f\"\u4efb\u52a1 {name} \u5b8c\u6210\"\n\n    async def run_async_example():\n        print(\"\u5f02\u6b65\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n        tasks = &#91;\n            async_task(\"A\", 0.2),\n            async_task(\"B\", 0.1),\n            async_task(\"C\", 0.3),\n        ]\n        results = await asyncio.gather(*tasks)\n        print(f\"\u6240\u6709\u4efb\u52a1\u7ed3\u679c: {results}\")\n\n    # \u8fd0\u884c\u5f02\u6b65\u793a\u4f8b\n    asyncio.run(run_async_example())\n\n    # 10. \u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\n    print(\"\\n10. \u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\uff1a\")\n\n    from typing import get_type_hints\n\n    def type_check(func: F) -&gt; F:\n        \"\"\"\u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\"\"\"\n        type_hints = get_type_hints(func)\n\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            # \u68c0\u67e5\u4f4d\u7f6e\u53c2\u6570\n            for i, (arg_name, arg_type) in enumerate(list(type_hints.items())&#91;:len(args)]):\n                if i &lt; len(args):\n                    arg_value = args&#91;i]\n                    if not isinstance(arg_value, arg_type):\n                        raise TypeError(\n                            f\"\u53c2\u6570 '{arg_name}' \u5e94\u8be5\u662f {arg_type.__name__} \u7c7b\u578b, \"\n                            f\"\u4f46\u5f97\u5230\u7684\u662f {type(arg_value).__name__}\"\n                        )\n\n            # \u68c0\u67e5\u5173\u952e\u5b57\u53c2\u6570\n            for arg_name, arg_value in kwargs.items():\n                if arg_name in type_hints:\n                    arg_type = type_hints&#91;arg_name]\n                    if not isinstance(arg_value, arg_type):\n                        raise TypeError(\n                            f\"\u53c2\u6570 '{arg_name}' \u5e94\u8be5\u662f {arg_type.__name__} \u7c7b\u578b, \"\n                            f\"\u4f46\u5f97\u5230\u7684\u662f {type(arg_value).__name__}\"\n                        )\n\n            # \u6267\u884c\u51fd\u6570\n            result = func(*args, **kwargs)\n\n            # \u68c0\u67e5\u8fd4\u56de\u503c\u7c7b\u578b\n            return_type = type_hints.get('return')\n            if return_type and return_type is not type(None):  # None\u662f\u7279\u6b8a\u60c5\u51b5\n                if not isinstance(result, return_type):\n                    raise TypeError(\n                        f\"\u8fd4\u56de\u503c\u5e94\u8be5\u662f {return_type.__name__} \u7c7b\u578b, \"\n                        f\"\u4f46\u5f97\u5230\u7684\u662f {type(result).__name__}\"\n                    )\n\n            return result\n\n        return cast(F, wrapper)\n\n    @type_check\n    def add_numbers(a: int, b: int) -&gt; int:\n        \"\"\"\u6dfb\u52a0\u4e24\u4e2a\u6570\u5b57\"\"\"\n        return a + b\n\n    print(\"\u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    print(f\"\u6b63\u786e\u8c03\u7528: add_numbers(5, 3) = {add_numbers(5, 3)}\")\n\n    try:\n        print(f\"\u9519\u8bef\u8c03\u7528: add_numbers(5, '3')\")\n        add_numbers(5, '3')\n    except TypeError as e:\n        print(f\"\u7c7b\u578b\u9519\u8bef: {e}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_python_decorators()\n\n# \u88c5\u9970\u5668\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u88c5\u9970\u5668\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n\u539f\u52191\uff1a\u4fdd\u6301\u88c5\u9970\u5668\u7b80\u5355\n  \u2022 \u6bcf\u4e2a\u88c5\u9970\u5668\u5e94\u8be5\u53ea\u505a\u4e00\u4ef6\u4e8b\n  \u2022 \u907f\u514d\u5728\u88c5\u9970\u5668\u4e2d\u5b9e\u73b0\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\n  \u2022 \u88c5\u9970\u5668\u5e94\u8be5\u662f\u53ef\u7ec4\u5408\u7684\n\n\u539f\u52192\uff1a\u4fdd\u6301\u539f\u59cb\u51fd\u6570\u7684\u5143\u6570\u636e\n  \u2022 \u4f7f\u7528functools.wraps()\u4fdd\u7559\u51fd\u6570\u540d\u3001\u6587\u6863\u5b57\u7b26\u4e32\u7b49\n  \u2022 \u8fd9\u5bf9\u4e8e\u8c03\u8bd5\u548c\u81ea\u7701\u975e\u5e38\u91cd\u8981\n  \u2022 \u4fdd\u6301\u88c5\u9970\u5668\u7684\u900f\u660e\u6027\n\n\u539f\u52193\uff1a\u6b63\u786e\u5904\u7406\u53c2\u6570\n  \u2022 \u88c5\u9970\u5668\u5e94\u8be5\u80fd\u591f\u5904\u7406\u4efb\u610f\u53c2\u6570(*args, **kwargs)\n  \u2022 \u5e26\u53c2\u6570\u7684\u88c5\u9970\u5668\u9700\u8981\u4e09\u5c42\u5d4c\u5957\n  \u2022 \u8003\u8651\u4f7f\u7528\u7c7b\u4f5c\u4e3a\u88c5\u9970\u5668\u5de5\u5382\n\n\u539f\u52194\uff1a\u6ce8\u610f\u6267\u884c\u987a\u5e8f\n  \u2022 \u88c5\u9970\u5668\u4ece\u4e0b\u5f80\u4e0a\u5e94\u7528\uff1a@a @b def f() \u7b49\u4ef7\u4e8e f = a(b(f))\n  \u2022 \u6700\u5185\u5c42\u7684\u88c5\u9970\u5668\u6700\u5148\u6267\u884c\uff0c\u6700\u5916\u5c42\u7684\u6700\u540e\u6267\u884c\n  \u2022 \u5728\u8bbe\u8ba1\u88c5\u9970\u5668\u94fe\u65f6\u8981\u8003\u8651\u987a\u5e8f\n\n\u539f\u52195\uff1a\u8003\u8651\u6027\u80fd\u5f71\u54cd\n  \u2022 \u907f\u514d\u5728\u88c5\u9970\u5668\u4e2d\u505a\u6602\u8d35\u7684\u64cd\u4f5c\n  \u2022 \u8003\u8651\u7f13\u5b58\u88c5\u9970\u5668\u7684\u7ed3\u679c\n  \u2022 \u5bf9\u4e8e\u6027\u80fd\u654f\u611f\u7684\u4ee3\u7801\uff0c\u8c28\u614e\u4f7f\u7528\u88c5\u9970\u5668\n\n\u539f\u52196\uff1a\u63d0\u4f9b\u6e05\u6670\u7684\u9519\u8bef\u4fe1\u606f\n  \u2022 \u88c5\u9970\u5668\u4e2d\u7684\u9519\u8bef\u5e94\u8be5\u6613\u4e8e\u8c03\u8bd5\n  \u2022 \u5305\u88c5\u5f02\u5e38\u5e76\u63d0\u4f9b\u6709\u610f\u4e49\u7684\u9519\u8bef\u6d88\u606f\n  \u2022 \u8003\u8651\u4f7f\u7528\u7c7b\u578b\u63d0\u793a\u6765\u63d0\u9ad8\u53ef\u8bfb\u6027\n\n\u539f\u52197\uff1a\u6d4b\u8bd5\u88c5\u9970\u5668\n  \u2022 \u5355\u72ec\u6d4b\u8bd5\u88c5\u9970\u5668\u672c\u8eab\n  \u2022 \u6d4b\u8bd5\u88c5\u9970\u5668\u4e0e\u5404\u79cd\u51fd\u6570\u7684\u7ec4\u5408\n  \u2022 \u6d4b\u8bd5\u88c5\u9970\u5668\u7684\u9519\u8bef\u5904\u7406\n\n\u539f\u52198\uff1a\u6587\u6863\u5316\u88c5\u9970\u5668\n  \u2022 \u4e3a\u88c5\u9970\u5668\u7f16\u5199\u6e05\u6670\u7684\u6587\u6863\u5b57\u7b26\u4e32\n  \u2022 \u8bf4\u660e\u88c5\u9970\u5668\u7684\u4f5c\u7528\u548c\u53c2\u6570\n  \u2022 \u63d0\u4f9b\u4f7f\u7528\u793a\u4f8b\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u88c5\u9970\u5668\u7684\u9ad8\u7ea7\u6a21\u5f0f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u88c5\u9970\u5668\u5728Web\u6846\u67b6\u4e2d\u7684\u5e94\u7528<\/h3>\n\n\n\n<p>\u88c5\u9970\u5668\u5728Web\u5f00\u53d1\u4e2d\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u8def\u7531\u3001\u6743\u9650\u63a7\u5236\u548c\u4e2d\u95f4\u4ef6\u7b49\u65b9\u9762\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u88c5\u9970\u5668\u5728Web\u6846\u67b6\u4e2d\u7684\u5e94\u7528\n# ============================================================================\n\nprint(\"\\n=== \u88c5\u9970\u5668\u5728Web\u6846\u67b6\u4e2d\u7684\u5e94\u7528 ===\")\n\ndef demonstrate_web_framework_decorators():\n    \"\"\"\u6f14\u793aWeb\u6846\u67b6\u4e2d\u7684\u88c5\u9970\u5668\u5e94\u7528\"\"\"\n\n    # 1. \u7b80\u5355\u7684Web\u6846\u67b6\u6a21\u62df\n    print(\"1. \u7b80\u5355\u7684Web\u6846\u67b6\u6a21\u62df\uff1a\")\n\n    class Request:\n        \"\"\"\u6a21\u62dfHTTP\u8bf7\u6c42\"\"\"\n        def __init__(self, method: str, path: str, headers: dict = None, body: str = None):\n            self.method = method\n            self.path = path\n            self.headers = headers or {}\n            self.body = body\n            self.user = None\n\n    class Response:\n        \"\"\"\u6a21\u62dfHTTP\u54cd\u5e94\"\"\"\n        def __init__(self, content: str, status_code: int = 200, content_type: str = \"text\/html\"):\n            self.content = content\n            self.status_code = status_code\n            self.content_type = content_type\n\n        def __repr__(self):\n            return f\"Response({self.status_code}, {self.content_type}, {len(self.content)} bytes)\"\n\n    class Router:\n        \"\"\"\u7b80\u5355\u7684\u8def\u7531\u5668\"\"\"\n        def __init__(self):\n            self.routes = {}\n\n        def route(self, path: str, method: str = \"GET\"):\n            \"\"\"\u8def\u7531\u88c5\u9970\u5668\"\"\"\n            def decorator(func):\n                self.routes&#91;(method.upper(), path)] = func\n                return func\n            return decorator\n\n        def handle_request(self, request: Request) -&gt; Response:\n            \"\"\"\u5904\u7406\u8bf7\u6c42\"\"\"\n            handler = self.routes.get((request.method, request.path))\n            if handler:\n                return handler(request)\n            return Response(\"404 Not Found\", 404)\n\n    # \u521b\u5efa\u8def\u7531\u5668\u548c\u5e94\u7528\n    router = Router()\n\n    @router.route(\"\/\")\n    def home(request: Request) -&gt; Response:\n        return Response(\"&lt;h1&gt;\u6b22\u8fce\u6765\u5230\u9996\u9875&lt;\/h1&gt;\")\n\n    @router.route(\"\/about\")\n    def about(request: Request) -&gt; Response:\n        return Response(\"&lt;h1&gt;\u5173\u4e8e\u6211\u4eec&lt;\/h1&gt;&lt;p&gt;\u8fd9\u662f\u4e00\u4e2a\u793a\u4f8b\u7f51\u7ad9&lt;\/p&gt;\")\n\n    @router.route(\"\/api\/data\", method=\"GET\")\n    def get_data(request: Request) -&gt; Response:\n        data = {\"message\": \"Hello, API!\", \"timestamp\": \"2024-01-20\"}\n        import json\n        return Response(json.dumps(data), content_type=\"application\/json\")\n\n    @router.route(\"\/api\/data\", method=\"POST\")\n    def post_data(request: Request) -&gt; Response:\n        return Response(\"\u6570\u636e\u5df2\u521b\u5efa\", 201)\n\n    print(\"\u8def\u7531\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    test_requests = &#91;\n        Request(\"GET\", \"\/\"),\n        Request(\"GET\", \"\/about\"),\n        Request(\"GET\", \"\/api\/data\"),\n        Request(\"POST\", \"\/api\/data\"),\n        Request(\"GET\", \"\/not-found\"),\n    ]\n\n    for req in test_requests:\n        response = router.handle_request(req)\n        print(f\"{req.method} {req.path} -&gt; {response}\")\n\n    # 2. \u8ba4\u8bc1\u88c5\u9970\u5668\n    print(\"\\n2. \u8ba4\u8bc1\u88c5\u9970\u5668\uff1a\")\n\n    def require_auth(func):\n        \"\"\"\u8981\u6c42\u8ba4\u8bc1\u7684\u88c5\u9970\u5668\"\"\"\n        def wrapper(request: Request, *args, **kwargs):\n            if not request.user:\n                return Response(\"\u9700\u8981\u8ba4\u8bc1\", 401, content_type=\"text\/plain\")\n            return func(request, *args, **kwargs)\n        return wrapper\n\n    def require_role(role: str):\n        \"\"\"\u8981\u6c42\u7279\u5b9a\u89d2\u8272\u7684\u88c5\u9970\u5668\"\"\"\n        def decorator(func):\n            def wrapper(request: Request, *args, **kwargs):\n                if not request.user:\n                    return Response(\"\u9700\u8981\u8ba4\u8bc1\", 401)\n                if request.user.get(\"role\") != role:\n                    return Response(\"\u6743\u9650\u4e0d\u8db3\", 403)\n                return func(request, *args, **kwargs)\n            return wrapper\n        return decorator\n\n    class AuthRouter(Router):\n        \"\"\"\u652f\u6301\u8ba4\u8bc1\u7684\u8def\u7531\u5668\"\"\"\n\n        @router.route(\"\/admin\")\n        @require_auth\n        @require_role(\"admin\")\n        def admin_dashboard(request: Request) -&gt; Response:\n            return Response(\"&lt;h1&gt;\u7ba1\u7406\u5458\u9762\u677f&lt;\/h1&gt;\")\n\n        @router.route(\"\/profile\")\n        @require_auth\n        def user_profile(request: Request) -&gt; Response:\n            return Response(f\"&lt;h1&gt;\u7528\u6237\u8d44\u6599&lt;\/h1&gt;&lt;p&gt;\u7528\u6237\u540d: {request.user&#91;'username']}&lt;\/p&gt;\")\n\n    print(\"\u8ba4\u8bc1\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    auth_router = AuthRouter()\n\n    # \u672a\u8ba4\u8bc1\u7684\u8bf7\u6c42\n    req1 = Request(\"GET\", \"\/admin\")\n    print(f\"\u672a\u8ba4\u8bc1\u8bbf\u95ee \/admin: {auth_router.handle_request(req1)}\")\n\n    # \u5df2\u8ba4\u8bc1\u4f46\u89d2\u8272\u4e0d\u5bf9\n    req2 = Request(\"GET\", \"\/admin\")\n    req2.user = {\"username\": \"user\", \"role\": \"user\"}\n    print(f\"\u7528\u6237\u8bbf\u95ee \/admin: {auth_router.handle_request(req2)}\")\n\n    # \u5df2\u8ba4\u8bc1\u4e14\u89d2\u8272\u6b63\u786e\n    req3 = Request(\"GET\", \"\/admin\")\n    req3.user = {\"username\": \"admin\", \"role\": \"admin\"}\n    print(f\"\u7ba1\u7406\u5458\u8bbf\u95ee \/admin: {auth_router.handle_request(req3)}\")\n\n    # 3. \u7f13\u5b58\u88c5\u9970\u5668\uff08API\u7f13\u5b58\uff09\n    print(\"\\n3. \u7f13\u5b58\u88c5\u9970\u5668\uff08API\u7f13\u5b58\uff09\uff1a\")\n\n    import hashlib\n\n    def cache_response(expire_seconds: int = 60):\n        \"\"\"\u7f13\u5b58API\u54cd\u5e94\u7684\u88c5\u9970\u5668\"\"\"\n        cache = {}\n\n        def decorator(func):\n            def wrapper(request: Request):\n                # \u521b\u5efa\u7f13\u5b58\u952e\uff1a\u65b9\u6cd5 + \u8def\u5f84 + \u67e5\u8be2\u53c2\u6570\n                cache_key_data = f\"{request.method}:{request.path}\"\n                if request.body:\n                    cache_key_data += f\":{request.body}\"\n\n                cache_key = hashlib.md5(cache_key_data.encode()).hexdigest()\n\n                # \u68c0\u67e5\u7f13\u5b58\n                if cache_key in cache:\n                    cached_time, response = cache&#91;cache_key]\n                    if time.time() - cached_time &lt; expire_seconds:\n                        response.content = f\"&#91;CACHED] {response.content}\"\n                        return response\n\n                # \u6267\u884c\u51fd\u6570\u5e76\u7f13\u5b58\u7ed3\u679c\n                response = func(request)\n                cache&#91;cache_key] = (time.time(), response)\n                response.content = f\"&#91;FRESH] {response.content}\"\n                return response\n\n            return wrapper\n        return decorator\n\n    class CachedRouter(Router):\n        \"\"\"\u652f\u6301\u7f13\u5b58\u7684\u8def\u7531\u5668\"\"\"\n\n        @router.route(\"\/expensive\")\n        @cache_response(expire_seconds=5)  # \u7f13\u5b585\u79d2\n        def expensive_operation(request: Request) -&gt; Response:\n            # \u6a21\u62df\u8017\u65f6\u64cd\u4f5c\n            time.sleep(1)\n            return Response(f\"\u6602\u8d35\u64cd\u4f5c\u7ed3\u679c: {time.time()}\")\n\n    print(\"\u7f13\u5b58\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    cached_router = CachedRouter()\n\n    # \u7b2c\u4e00\u6b21\u8bf7\u6c42\uff08\u5e94\u8be5\u7f13\u5b58\uff09\n    req = Request(\"GET\", \"\/expensive\")\n    response1 = cached_router.handle_request(req)\n    print(f\"\u7b2c\u4e00\u6b21\u8bf7\u6c42: {response1}\")\n    print(f\"\u54cd\u5e94\u5185\u5bb9: {response1.content&#91;:50]}...\")\n\n    # \u7acb\u5373\u518d\u6b21\u8bf7\u6c42\uff08\u5e94\u8be5\u4ece\u7f13\u5b58\u83b7\u53d6\uff09\n    response2 = cached_router.handle_request(req)\n    print(f\"\u7b2c\u4e8c\u6b21\u8bf7\u6c42: {response2}\")\n    print(f\"\u54cd\u5e94\u5185\u5bb9: {response2.content&#91;:50]}...\")\n\n    # \u7b49\u5f85\u7f13\u5b58\u8fc7\u671f\u540e\u8bf7\u6c42\n    print(\"\u7b49\u5f856\u79d2\u8ba9\u7f13\u5b58\u8fc7\u671f...\")\n    time.sleep(6)\n    response3 = cached_router.handle_request(req)\n    print(f\"\u7b2c\u4e09\u6b21\u8bf7\u6c42\uff08\u7f13\u5b58\u8fc7\u671f\u540e\uff09: {response3}\")\n    print(f\"\u54cd\u5e94\u5185\u5bb9: {response3.content&#91;:50]}...\")\n\n    # 4. \u65e5\u5fd7\u88c5\u9970\u5668\n    print(\"\\n4. \u65e5\u5fd7\u88c5\u9970\u5668\uff1a\")\n\n    def log_request(func):\n        \"\"\"\u8bb0\u5f55\u8bf7\u6c42\u65e5\u5fd7\u7684\u88c5\u9970\u5668\"\"\"\n        def wrapper(request: Request):\n            start_time = time.time()\n            response = func(request)\n            end_time = time.time()\n\n            log_entry = {\n                \"timestamp\": time.strftime(\"%Y-%m-%d %H:%M:%S\"),\n                \"method\": request.method,\n                \"path\": request.path,\n                \"status\": response.status_code,\n                \"duration\": f\"{end_time - start_time:.3f}s\",\n                \"user\": request.user.get(\"username\") if request.user else \"anonymous\"\n            }\n\n            print(f\"&#91;LOG] {log_entry}\")\n            return response\n\n        return wrapper\n\n    class LoggedRouter(Router):\n        \"\"\"\u8bb0\u5f55\u65e5\u5fd7\u7684\u8def\u7531\u5668\"\"\"\n\n        @router.route(\"\/secure\")\n        @log_request\n        @require_auth\n        def secure_endpoint(request: Request) -&gt; Response:\n            return Response(\"\u5b89\u5168\u7aef\u70b9\")\n\n    print(\"\u65e5\u5fd7\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    logged_router = LoggedRouter()\n\n    # \u533f\u540d\u8bbf\u95ee\uff08\u5e94\u8be5\u88ab\u62d2\u7edd\uff09\n    req = Request(\"GET\", \"\/secure\")\n    print(\"\u533f\u540d\u8bbf\u95ee \/secure:\")\n    logged_router.handle_request(req)\n\n    # \u8ba4\u8bc1\u8bbf\u95ee\n    req.user = {\"username\": \"alice\"}\n    print(\"\u8ba4\u8bc1\u7528\u6237\u8bbf\u95ee \/secure:\")\n    logged_router.handle_request(req)\n\n    # 5. \u53c2\u6570\u9a8c\u8bc1\u88c5\u9970\u5668\n    print(\"\\n5. \u53c2\u6570\u9a8c\u8bc1\u88c5\u9970\u5668\uff1a\")\n\n    def validate_params(required_params: list = None, optional_params: list = None):\n        \"\"\"\u9a8c\u8bc1\u8bf7\u6c42\u53c2\u6570\u7684\u88c5\u9970\u5668\"\"\"\n        required_params = required_params or &#91;]\n        optional_params = optional_params or &#91;]\n\n        def decorator(func):\n            def wrapper(request: Request):\n                # \u8fd9\u91cc\u7b80\u5316\u5904\u7406\uff0c\u5b9e\u9645\u4e2d\u9700\u8981\u89e3\u6790\u67e5\u8be2\u53c2\u6570\u6216JSON body\n                if request.body:\n                    try:\n                        import json\n                        params = json.loads(request.body)\n\n                        # \u68c0\u67e5\u5fc5\u9700\u53c2\u6570\n                        for param in required_params:\n                            if param not in params:\n                                return Response(\n                                    f\"\u7f3a\u5c11\u5fc5\u9700\u53c2\u6570: {param}\",\n                                    400,\n                                    content_type=\"text\/plain\"\n                                )\n\n                        # \u6dfb\u52a0\u53c2\u6570\u5230\u8bf7\u6c42\u5bf9\u8c61\n                        request.params = params\n\n                    except json.JSONDecodeError:\n                        return Response(\"\u65e0\u6548\u7684JSON\", 400, content_type=\"text\/plain\")\n\n                return func(request)\n\n            return wrapper\n        return decorator\n\n    class ValidatedRouter(Router):\n        \"\"\"\u652f\u6301\u53c2\u6570\u9a8c\u8bc1\u7684\u8def\u7531\u5668\"\"\"\n\n        @router.route(\"\/api\/user\", method=\"POST\")\n        @validate_params(required_params=&#91;\"username\", \"email\"])\n        def create_user(request: Request) -&gt; Response:\n            user_data = request.params\n            return Response(\n                f\"\u521b\u5efa\u7528\u6237: {user_data&#91;'username']} ({user_data&#91;'email']})\",\n                201,\n                content_type=\"text\/plain\"\n            )\n\n    print(\"\u53c2\u6570\u9a8c\u8bc1\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    validated_router = ValidatedRouter()\n\n    # \u7f3a\u5c11\u5fc5\u9700\u53c2\u6570\n    req1 = Request(\"POST\", \"\/api\/user\", body=json.dumps({\"username\": \"test\"}))\n    print(f\"\u7f3a\u5c11email\u53c2\u6570: {validated_router.handle_request(req1)}\")\n\n    # \u6709\u6548\u8bf7\u6c42\n    req2 = Request(\"POST\", \"\/api\/user\", body=json.dumps({\n        \"username\": \"testuser\",\n        \"email\": \"test@example.com\",\n        \"age\": 25  # \u53ef\u9009\u53c2\u6570\n    }))\n    print(f\"\u6709\u6548\u8bf7\u6c42: {validated_router.handle_request(req2)}\")\n\n    # 6. \u9650\u6d41\u88c5\u9970\u5668\n    print(\"\\n6. \u9650\u6d41\u88c5\u9970\u5668\uff1a\")\n\n    def rate_limit(requests_per_minute: int = 60):\n        \"\"\"\u9650\u6d41\u88c5\u9970\u5668\"\"\"\n        request_times = &#91;]\n\n        def decorator(func):\n            def wrapper(request: Request):\n                current_time = time.time()\n\n                # \u6e05\u7406\u4e00\u5206\u949f\u524d\u7684\u8bb0\u5f55\n                request_times&#91;:] = &#91;t for t in request_times if current_time - t &lt; 60]\n\n                # \u68c0\u67e5\u662f\u5426\u8d85\u8fc7\u9650\u5236\n                if len(request_times) &gt;= requests_per_minute:\n                    return Response(\n                        \"\u8bf7\u6c42\u8fc7\u591a\uff0c\u8bf7\u7a0d\u540e\u518d\u8bd5\",\n                        429,\n                        content_type=\"text\/plain\"\n                    )\n\n                # \u8bb0\u5f55\u8bf7\u6c42\u65f6\u95f4\n                request_times.append(current_time)\n\n                # \u6dfb\u52a0\u9650\u6d41\u5934\u90e8\n                response = func(request)\n                response.headers = {\n                    **getattr(response, 'headers', {}),\n                    'X-RateLimit-Limit': str(requests_per_minute),\n                    'X-RateLimit-Remaining': str(requests_per_minute - len(request_times)),\n                    'X-RateLimit-Reset': str(int(current_time + 60))\n                }\n\n                return response\n\n            return wrapper\n        return decorator\n\n    class RateLimitedRouter(Router):\n        \"\"\"\u652f\u6301\u9650\u6d41\u7684\u8def\u7531\u5668\"\"\"\n\n        @router.route(\"\/api\/limited\")\n        @rate_limit(requests_per_minute=2)  # \u6bcf\u5206\u949f\u6700\u591a2\u6b21\u8bf7\u6c42\n        def limited_endpoint(request: Request) -&gt; Response:\n            return Response(\"\u9650\u6d41\u7aef\u70b9\", content_type=\"text\/plain\")\n\n    print(\"\u9650\u6d41\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n    rate_limited_router = RateLimitedRouter()\n\n    # \u6a21\u62df\u5feb\u901f\u8bf7\u6c42\n    req = Request(\"GET\", \"\/api\/limited\")\n    for i in range(4):\n        response = rate_limited_router.handle_request(req)\n        print(f\"\u8bf7\u6c42 {i+1}: {response.status_code} - {response.content}\")\n        if i &lt; 3:\n            time.sleep(0.1)  # \u5feb\u901f\u8fde\u7eed\u8bf7\u6c42\n\n    # \u7b49\u5f85\u540e\u518d\u6b21\u8bf7\u6c42\n    print(\"\u7b49\u5f851\u5206\u949f\u540e\u518d\u6b21\u8bf7\u6c42...\")\n    time.sleep(61)\n    response = rate_limited_router.handle_request(req)\n    print(f\"\u7b49\u5f85\u540e\u7684\u8bf7\u6c42: {response.status_code} - {response.content}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_web_framework_decorators()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u88c5\u9970\u5668\u5b9e\u73b0\u7684\u8bbe\u8ba1\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u88c5\u9970\u5668\u672c\u8eab\u5c31\u662f\u88c5\u9970\u6a21\u5f0f\uff08Decorator Pattern\uff09\u7684\u5b9e\u73b0\uff0c\u4f46\u5b83\u8fd8\u53ef\u4ee5\u7528\u4e8e\u5b9e\u73b0\u5176\u4ed6\u8bbe\u8ba1\u6a21\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u88c5\u9970\u5668\u5b9e\u73b0\u7684\u8bbe\u8ba1\u6a21\u5f0f\n# ============================================================================\n\nprint(\"\\n=== \u88c5\u9970\u5668\u5b9e\u73b0\u7684\u8bbe\u8ba1\u6a21\u5f0f ===\")\n\ndef demonstrate_design_patterns():\n    \"\"\"\u6f14\u793a\u4f7f\u7528\u88c5\u9970\u5668\u5b9e\u73b0\u8bbe\u8ba1\u6a21\u5f0f\"\"\"\n\n    # 1. \u88c5\u9970\u5668\u6a21\u5f0f\uff08Decorator Pattern\uff09\n    print(\"1. \u88c5\u9970\u5668\u6a21\u5f0f\uff08Decorator Pattern\uff09\uff1a\")\n\n    # \u7ec4\u4ef6\u63a5\u53e3\n    class TextComponent:\n        \"\"\"\u6587\u672c\u7ec4\u4ef6\u63a5\u53e3\"\"\"\n        def render(self) -&gt; str:\n            pass\n\n    # \u5177\u4f53\u7ec4\u4ef6\n    class PlainText(TextComponent):\n        \"\"\"\u7eaf\u6587\u672c\"\"\"\n        def __init__(self, content: str):\n            self.content = content\n\n        def render(self) -&gt; str:\n            return self.content\n\n    # \u88c5\u9970\u5668\u57fa\u7c7b\n    class TextDecorator(TextComponent):\n        \"\"\"\u6587\u672c\u88c5\u9970\u5668\u57fa\u7c7b\"\"\"\n        def __init__(self, component: TextComponent):\n            self._component = component\n\n        def render(self) -&gt; str:\n            return self._component.render()\n\n    # \u5177\u4f53\u88c5\u9970\u5668\n    class BoldDecorator(TextDecorator):\n        \"\"\"\u52a0\u7c97\u88c5\u9970\u5668\"\"\"\n        def render(self) -&gt; str:\n            return f\"&lt;b&gt;{self._component.render()}&lt;\/b&gt;\"\n\n    class ItalicDecorator(TextDecorator):\n        \"\"\"\u659c\u4f53\u88c5\u9970\u5668\"\"\"\n        def render(self) -&gt; str:\n            return f\"&lt;i&gt;{self._component.render()}&lt;\/i&gt;\"\n\n    class ColorDecorator(TextDecorator):\n        \"\"\"\u989c\u8272\u88c5\u9970\u5668\"\"\"\n        def __init__(self, component: TextComponent, color: str):\n            super().__init__(component)\n            self.color = color\n\n        def render(self) -&gt; str:\n            return f'&lt;span style=\"color:{self.color}\"&gt;{self._component.render()}&lt;\/span&gt;'\n\n    print(\"\u88c5\u9970\u5668\u6a21\u5f0f\u793a\u4f8b\uff1a\")\n    text = PlainText(\"Hello, World!\")\n    print(f\"\u539f\u59cb\u6587\u672c: {text.render()}\")\n\n    # \u5e94\u7528\u88c5\u9970\u5668\n    decorated_text = ColorDecorator(\n        BoldDecorator(\n            ItalicDecorator(text)\n        ),\n        \"red\"\n    )\n    print(f\"\u88c5\u9970\u540e\u7684\u6587\u672c: {decorated_text.render()}\")\n\n    # 2. \u4f7f\u7528Python\u88c5\u9970\u5668\u8bed\u6cd5\u5b9e\u73b0\u88c5\u9970\u5668\u6a21\u5f0f\n    print(\"\\n2. \u4f7f\u7528Python\u88c5\u9970\u5668\u8bed\u6cd5\u5b9e\u73b0\u88c5\u9970\u5668\u6a21\u5f0f\uff1a\")\n\n    def bold(func):\n        def wrapper(*args, **kwargs):\n            return f\"&lt;b&gt;{func(*args, **kwargs)}&lt;\/b&gt;\"\n        return wrapper\n\n    def italic(func):\n        def wrapper(*args, **kwargs):\n            return f\"&lt;i&gt;{func(*args, **kwargs)}&lt;\/i&gt;\"\n        return wrapper\n\n    def color(color_name: str):\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                return f'&lt;span style=\"color:{color_name}\"&gt;{func(*args, **kwargs)}&lt;\/span&gt;'\n            return wrapper\n        return decorator\n\n    @color(\"blue\")\n    @bold\n    @italic\n    def get_text() -&gt; str:\n        return \"Hello, Decorators!\"\n\n    print(f\"\u4f7f\u7528\u88c5\u9970\u5668\u8bed\u6cd5: {get_text()}\")\n\n    # 3. \u7b56\u7565\u6a21\u5f0f\uff08Strategy Pattern\uff09\n    print(\"\\n3. \u7b56\u7565\u6a21\u5f0f\uff08Strategy Pattern\uff09\uff1a\")\n\n    def strategy_decorator(strategy_func):\n        \"\"\"\u7b56\u7565\u88c5\u9970\u5668\"\"\"\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                # \u5728\u51fd\u6570\u6267\u884c\u524d\u540e\u5e94\u7528\u7b56\u7565\n                strategy_result = strategy_func(*args, **kwargs)\n                result = func(*args, **kwargs)\n                return f\"{strategy_result} -&gt; {result} &lt;- {strategy_result}\"\n            return wrapper\n        return decorator\n\n    # \u4e0d\u540c\u7684\u7b56\u7565\n    def log_strategy(*args, **kwargs):\n        return f\"&#91;LOG: args={args}, kwargs={kwargs}]\"\n\n    def timing_strategy(*args, **kwargs):\n        return f\"&#91;TIMING: {time.time()}]\"\n\n    @strategy_decorator(log_strategy)\n    def process_data(data: str) -&gt; str:\n        return f\"\u5904\u7406\u6570\u636e: {data.upper()}\"\n\n    @strategy_decorator(timing_strategy)\n    def calculate_sum(a: int, b: int) -&gt; int:\n        time.sleep(0.1)  # \u6a21\u62df\u8017\u65f6\u8ba1\u7b97\n        return a + b\n\n    print(\"\u7b56\u7565\u6a21\u5f0f\u793a\u4f8b\uff1a\")\n    print(f\"\u4f7f\u7528\u65e5\u5fd7\u7b56\u7565: {process_data('test')}\")\n    print(f\"\u4f7f\u7528\u8ba1\u65f6\u7b56\u7565: {calculate_sum(5, 3)}\")\n\n    # 4. \u89c2\u5bdf\u8005\u6a21\u5f0f\uff08Observer Pattern\uff09\n    print(\"\\n4. \u89c2\u5bdf\u8005\u6a21\u5f0f\uff08Observer Pattern\uff09\uff1a\")\n\n    class EventDispatcher:\n        \"\"\"\u4e8b\u4ef6\u5206\u53d1\u5668\"\"\"\n        def __init__(self):\n            self._observers = &#91;]\n\n        def attach(self, observer):\n            \"\"\"\u6dfb\u52a0\u89c2\u5bdf\u8005\"\"\"\n            self._observers.append(observer)\n\n        def detach(self, observer):\n            \"\"\"\u79fb\u9664\u89c2\u5bdf\u8005\"\"\"\n            self._observers.remove(observer)\n\n        def notify(self, event_name, *args, **kwargs):\n            \"\"\"\u901a\u77e5\u6240\u6709\u89c2\u5bdf\u8005\"\"\"\n            for observer in self._observers:\n                observer(event_name, *args, **kwargs)\n\n    def observable(event_dispatcher: EventDispatcher):\n        \"\"\"\u53ef\u89c2\u5bdf\u88c5\u9970\u5668\"\"\"\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                # \u901a\u77e5\u51fd\u6570\u8c03\u7528\u5f00\u59cb\n                event_dispatcher.notify(\"before_call\", func.__name__, args, kwargs)\n\n                try:\n                    result = func(*args, **kwargs)\n                    # \u901a\u77e5\u51fd\u6570\u8c03\u7528\u6210\u529f\n                    event_dispatcher.notify(\"after_call\", func.__name__, result)\n                    return result\n                except Exception as e:\n                    # \u901a\u77e5\u51fd\u6570\u8c03\u7528\u5931\u8d25\n                    event_dispatcher.notify(\"call_error\", func.__name__, e)\n                    raise\n\n            return wrapper\n        return decorator\n\n    # \u521b\u5efa\u89c2\u5bdf\u8005\n    def logger_observer(event_name, *args, **kwargs):\n        print(f\"&#91;OBSERVER] \u4e8b\u4ef6: {event_name}, \u53c2\u6570: {args}\")\n\n    def metrics_observer(event_name, *args, **kwargs):\n        if event_name == \"before_call\":\n            print(f\"&#91;METRICS] \u5f00\u59cb\u6267\u884c: {args&#91;0]}\")\n        elif event_name == \"after_call\":\n            print(f\"&#91;METRICS] \u6267\u884c\u5b8c\u6210: {args&#91;0]}, \u7ed3\u679c: {args&#91;1]}\")\n\n    # \u521b\u5efa\u4e8b\u4ef6\u5206\u53d1\u5668\u5e76\u6dfb\u52a0\u89c2\u5bdf\u8005\n    dispatcher = EventDispatcher()\n    dispatcher.attach(logger_observer)\n    dispatcher.attach(metrics_observer)\n\n    @observable(dispatcher)\n    def business_operation(data: str) -&gt; str:\n        print(f\"\u6267\u884c\u4e1a\u52a1\u64cd\u4f5c: {data}\")\n        return f\"\u5904\u7406\u7ed3\u679c: {data&#91;::-1]}\"  # \u53cd\u8f6c\u5b57\u7b26\u4e32\n\n    @observable(dispatcher)\n    def risky_operation() -&gt; str:\n        print(\"\u6267\u884c\u6709\u98ce\u9669\u7684\u64cd\u4f5c\")\n        raise ValueError(\"\u64cd\u4f5c\u5931\u8d25!\")\n\n    print(\"\u89c2\u5bdf\u8005\u6a21\u5f0f\u793a\u4f8b\uff1a\")\n    try:\n        result = business_operation(\"Hello\")\n        print(f\"\u64cd\u4f5c\u7ed3\u679c: {result}\")\n\n        print(\"\\n\u6267\u884c\u6709\u98ce\u9669\u7684\u64cd\u4f5c:\")\n        risky_operation()\n    except ValueError as e:\n        print(f\"\u6355\u83b7\u5f02\u5e38: {e}\")\n\n    # 5. \u8d23\u4efb\u94fe\u6a21\u5f0f\uff08Chain of Responsibility\uff09\n    print(\"\\n5. \u8d23\u4efb\u94fe\u6a21\u5f0f\uff08Chain of Responsibility\uff09\uff1a\")\n\n    def chain_link(handler_func):\n        \"\"\"\u8d23\u4efb\u94fe\u94fe\u63a5\u88c5\u9970\u5668\"\"\"\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                # \u9996\u5148\u6267\u884c\u5f53\u524d\u5904\u7406\n                result = handler_func(*args, **kwargs)\n                if result is not None:\n                    return result\n\n                # \u5982\u679c\u5f53\u524d\u5904\u7406\u6ca1\u6709\u7ed3\u679c\uff0c\u7ee7\u7eed\u6267\u884c\u4e0b\u4e00\u4e2a\n                return func(*args, **kwargs)\n\n            return wrapper\n        return decorator\n\n    # \u521b\u5efa\u5904\u7406\u5668\n    def admin_handler(user_role: str, action: str):\n        if user_role == \"admin\":\n            return f\"\u7ba1\u7406\u5458\u6267\u884c: {action}\"\n        return None\n\n    def user_handler(user_role: str, action: str):\n        if user_role == \"user\":\n            return f\"\u7528\u6237\u6267\u884c: {action}\"\n        return None\n\n    def guest_handler(user_role: str, action: str):\n        if user_role == \"guest\":\n            return f\"\u8bbf\u5ba2\u6267\u884c: {action}\"\n        return None\n\n    def default_handler(user_role: str, action: str):\n        return f\"\u672a\u77e5\u89d2\u8272 '{user_role}' \u6267\u884c: {action}\"\n\n    # \u6784\u5efa\u8d23\u4efb\u94fe\n    @chain_link(admin_handler)\n    @chain_link(user_handler)\n    @chain_link(guest_handler)\n    def handle_request(role: str, action: str):\n        return default_handler(role, action)\n\n    print(\"\u8d23\u4efb\u94fe\u6a21\u5f0f\u793a\u4f8b\uff1a\")\n    test_cases = &#91;\n        (\"admin\", \"\u5220\u9664\u7528\u6237\"),\n        (\"user\", \"\u521b\u5efa\u5e16\u5b50\"),\n        (\"guest\", \"\u67e5\u770b\u9875\u9762\"),\n        (\"moderator\", \"\u5ba1\u6838\u5185\u5bb9\"),\n    ]\n\n    for role, action in test_cases:\n        result = handle_request(role, action)\n        print(f\"{role} {action}: {result}\")\n\n    # 6. \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\uff08Template Method Pattern\uff09\n    print(\"\\n6. \u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\uff08Template Method Pattern\uff09\uff1a\")\n\n    def template_method(hook_func):\n        \"\"\"\u6a21\u677f\u65b9\u6cd5\u88c5\u9970\u5668\"\"\"\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                # \u6267\u884c\u524d\u7f6e\u94a9\u5b50\n                hook_result = hook_func(*args, **kwargs)\n\n                # \u6267\u884c\u4e3b\u8981\u65b9\u6cd5\n                result = func(*args, **kwargs)\n\n                # \u8fd4\u56de\u7ec4\u5408\u7ed3\u679c\n                return f\"{hook_result} | {result}\"\n\n            return wrapper\n        return decorator\n\n    # \u4e0d\u540c\u7684\u94a9\u5b50\u5b9e\u73b0\n    def validation_hook(data: dict):\n        if \"name\" not in data:\n            raise ValueError(\"\u7f3a\u5c11name\u5b57\u6bb5\")\n        return \"&#91;\u9a8c\u8bc1\u901a\u8fc7]\"\n\n    def logging_hook(data: dict):\n        return f\"&#91;\u65e5\u5fd7: \u5904\u7406\u6570\u636e {data.get('name', '\u672a\u77e5')}]\"\n\n    @template_method(validation_hook)\n    def process_user_data(data: dict) -&gt; str:\n        return f\"\u5904\u7406\u7528\u6237: {data&#91;'name']}, \u5e74\u9f84: {data.get('age', '\u672a\u77e5')}\"\n\n    @template_method(logging_hook)\n    def process_product_data(data: dict) -&gt; str:\n        return f\"\u5904\u7406\u4ea7\u54c1: {data.get('name', '\u672a\u77e5')}, \u4ef7\u683c: ${data.get('price', 0):.2f}\"\n\n    print(\"\u6a21\u677f\u65b9\u6cd5\u6a21\u5f0f\u793a\u4f8b\uff1a\")\n    try:\n        user_result = process_user_data({\"name\": \"Alice\", \"age\": 30})\n        print(f\"\u7528\u6237\u5904\u7406: {user_result}\")\n\n        product_result = process_product_data({\"name\": \"Laptop\", \"price\": 999.99})\n        print(f\"\u4ea7\u54c1\u5904\u7406: {product_result}\")\n\n        # \u5e94\u8be5\u5931\u8d25\n        process_user_data({\"age\": 30})\n    except ValueError as e:\n        print(f\"\u9a8c\u8bc1\u5931\u8d25: {e}\")\n\n    # 7. \u5907\u5fd8\u5f55\u6a21\u5f0f\uff08Memento Pattern\uff09\n    print(\"\\n7. \u5907\u5fd8\u5f55\u6a21\u5f0f\uff08Memento Pattern\uff09\uff1a\")\n\n    class Memento:\n        \"\"\"\u5907\u5fd8\u5f55\u7c7b\"\"\"\n        def __init__(self, state):\n            self.state = state\n            self.timestamp = time.time()\n\n        def __repr__(self):\n            return f\"Memento({self.state}, {time.ctime(self.timestamp)})\"\n\n    def memento_save(func):\n        \"\"\"\u4fdd\u5b58\u72b6\u6001\u7684\u88c5\u9970\u5668\"\"\"\n        history = &#91;]\n\n        def wrapper(*args, **kwargs):\n            # \u4fdd\u5b58\u5f53\u524d\u72b6\u6001\n            state = {\n                \"args\": args,\n                \"kwargs\": kwargs,\n                \"timestamp\": time.time()\n            }\n            memento = Memento(state)\n            history.append(memento)\n\n            # \u9650\u5236\u5386\u53f2\u8bb0\u5f55\u6570\u91cf\n            if len(history) &gt; 10:\n                history.pop(0)\n\n            # \u6267\u884c\u51fd\u6570\n            result = func(*args, **kwargs)\n\n            # \u6dfb\u52a0\u7ed3\u679c\u5230\u72b6\u6001\n            state&#91;\"result\"] = result\n            memento.state = state\n\n            return result\n\n        # \u6dfb\u52a0\u5386\u53f2\u8bbf\u95ee\u65b9\u6cd5\n        wrapper.history = history\n        wrapper.get_history = lambda: history.copy()\n        wrapper.restore = lambda index: history&#91;index].state if index &lt; len(history) else None\n\n        return wrapper\n\n    @memento_save\n    def calculator(operation: str, a: float, b: float) -&gt; float:\n        \"\"\"\u8ba1\u7b97\u5668\u51fd\u6570\"\"\"\n        operations = {\n            \"add\": lambda x, y: x + y,\n            \"subtract\": lambda x, y: x - y,\n            \"multiply\": lambda x, y: x * y,\n            \"divide\": lambda x, y: x \/ y if y != 0 else float('inf')\n        }\n\n        op_func = operations.get(operation)\n        if not op_func:\n            raise ValueError(f\"\u672a\u77e5\u64cd\u4f5c: {operation}\")\n\n        return op_func(a, b)\n\n    print(\"\u5907\u5fd8\u5f55\u6a21\u5f0f\u793a\u4f8b\uff1a\")\n    # \u6267\u884c\u4e00\u4e9b\u64cd\u4f5c\n    operations = &#91;\n        (\"add\", 10, 5),\n        (\"subtract\", 10, 5),\n        (\"multiply\", 10, 5),\n        (\"divide\", 10, 5),\n        (\"add\", 20, 30),\n    ]\n\n    for op, a, b in operations:\n        result = calculator(op, a, b)\n        print(f\"{a} {op} {b} = {result}\")\n\n    # \u67e5\u770b\u5386\u53f2\n    print(\"\\n\u64cd\u4f5c\u5386\u53f2\uff1a\")\n    for i, memento in enumerate(calculator.get_history()):\n        state = memento.state\n        print(f\"{i}: {state&#91;'args']} = {state.get('result', 'N\/A')}\")\n\n    # \u6062\u590d\u7279\u5b9a\u72b6\u6001\n    print(\"\\n\u6062\u590d\u7b2c\u4e00\u4e2a\u64cd\u4f5c\u7684\u72b6\u6001\uff1a\")\n    first_state = calculator.restore(0)\n    if first_state:\n        print(f\"\u6062\u590d\u7684\u72b6\u6001: {first_state}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_design_patterns()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u6ce8\u89e3\uff08\u7c7b\u578b\u63d0\u793a\uff09\u4e0e\u88c5\u9970\u5668\u7684\u7ed3\u5408<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u7c7b\u578b\u6ce8\u89e3\u7684\u57fa\u7840<\/h3>\n\n\n\n<p>\u7c7b\u578b\u6ce8\u89e3\u4e3aPython\u5e26\u6765\u4e86\u9759\u6001\u7c7b\u578b\u68c0\u67e5\u7684\u80fd\u529b\uff0c\u4e0e\u88c5\u9970\u5668\u7ed3\u5408\u53ef\u4ee5\u521b\u5efa\u66f4\u5f3a\u5927\u7684\u5143\u7f16\u7a0b\u5de5\u5177\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7c7b\u578b\u6ce8\u89e3\u7684\u57fa\u7840\n# ============================================================================\n\nprint(\"\\n=== \u7c7b\u578b\u6ce8\u89e3\u7684\u57fa\u7840 ===\")\n\ndef demonstrate_type_annotations():\n    \"\"\"\u6f14\u793a\u7c7b\u578b\u6ce8\u89e3\u7684\u57fa\u7840\u77e5\u8bc6\"\"\"\n\n    # 1. \u57fa\u672c\u7c7b\u578b\u6ce8\u89e3\n    print(\"1. \u57fa\u672c\u7c7b\u578b\u6ce8\u89e3\uff1a\")\n\n    # \u53d8\u91cf\u6ce8\u89e3\n    name: str = \"Alice\"\n    age: int = 30\n    height: float = 1.75\n    is_student: bool = False\n    scores: list&#91;float] = &#91;95.5, 88.0, 92.5]\n    info: dict&#91;str, any] = {\"name\": \"Alice\", \"age\": 30}\n\n    print(f\"\u53d8\u91cf\u6ce8\u89e3\u793a\u4f8b\uff1a\")\n    print(f\"  name: {name} (\u7c7b\u578b: {type(name).__name__})\")\n    print(f\"  age: {age} (\u7c7b\u578b: {type(age).__name__})\")\n    print(f\"  scores: {scores} (\u7c7b\u578b: {type(scores).__name__})\")\n\n    # 2. \u51fd\u6570\u7c7b\u578b\u6ce8\u89e3\n    print(\"\\n2. \u51fd\u6570\u7c7b\u578b\u6ce8\u89e3\uff1a\")\n\n    from typing import Optional, Union, List, Dict, Tuple, Callable\n\n    def greet(name: str) -&gt; str:\n        \"\"\"\u7b80\u5355\u7684\u7c7b\u578b\u6ce8\u89e3\"\"\"\n        return f\"Hello, {name}!\"\n\n    def calculate_stats(numbers: List&#91;float]) -&gt; Tuple&#91;float, float, float]:\n        \"\"\"\u8fd4\u56de\u591a\u4e2a\u503c\u7684\u7c7b\u578b\u6ce8\u89e3\"\"\"\n        if not numbers:\n            return 0.0, 0.0, 0.0\n        mean = sum(numbers) \/ len(numbers)\n        minimum = min(numbers)\n        maximum = max(numbers)\n        return mean, minimum, maximum\n\n    def process_data(\n        data: Union&#91;str, List&#91;str]],\n        callback: Optional&#91;Callable&#91;&#91;str], str]] = None\n    ) -&gt; Dict&#91;str, any]:\n        \"\"\"\u590d\u6742\u7684\u7c7b\u578b\u6ce8\u89e3\"\"\"\n        result = {\"processed\": False}\n\n        if isinstance(data, str):\n            result&#91;\"data\"] = data.upper()\n        elif isinstance(data, list):\n            result&#91;\"data\"] = &#91;item.upper() for item in data]\n\n        if callback:\n            result&#91;\"callback_result\"] = callback(\"processed\")\n\n        result&#91;\"processed\"] = True\n        return result\n\n    print(\"\u51fd\u6570\u7c7b\u578b\u6ce8\u89e3\u793a\u4f8b\uff1a\")\n    print(f\"greet('Bob'): {greet('Bob')}\")\n\n    stats = calculate_stats(&#91;1.0, 2.0, 3.0, 4.0, 5.0])\n    print(f\"calculate_stats(&#91;1,2,3,4,5]): {stats}\")\n\n    result = process_data(&#91;\"apple\", \"banana\"], lambda x: f\"Callback: {x}\")\n    print(f\"process_data \u7ed3\u679c: {result}\")\n\n    # 3. \u7c7b\u7c7b\u578b\u6ce8\u89e3\n    print(\"\\n3. \u7c7b\u7c7b\u578b\u6ce8\u89e3\uff1a\")\n\n    class Person:\n        \"\"\"\u4f7f\u7528\u7c7b\u578b\u6ce8\u89e3\u7684\u7c7b\"\"\"\n\n        def __init__(self, name: str, age: int):\n            self.name: str = name\n            self.age: int = age\n            self.friends: List&#91;'Person'] = &#91;]  # \u524d\u5411\u5f15\u7528\n\n        def add_friend(self, friend: 'Person') -&gt; None:\n            \"\"\"\u6dfb\u52a0\u670b\u53cb\"\"\"\n            self.friends.append(friend)\n\n        def get_oldest_friend(self) -&gt; Optional&#91;'Person']:\n            \"\"\"\u83b7\u53d6\u5e74\u9f84\u6700\u5927\u7684\u670b\u53cb\"\"\"\n            if not self.friends:\n                return None\n            return max(self.friends, key=lambda p: p.age)\n\n        @classmethod\n        def create_from_dict(cls, data: Dict&#91;str, any]) -&gt; 'Person':\n            \"\"\"\u4ece\u5b57\u5178\u521b\u5efaPerson\"\"\"\n            return cls(data.get(\"name\", \"\"), data.get(\"age\", 0))\n\n    print(\"\u7c7b\u7c7b\u578b\u6ce8\u89e3\u793a\u4f8b\uff1a\")\n    alice = Person(\"Alice\", 30)\n    bob = Person(\"Bob\", 25)\n    charlie = Person(\"Charlie\", 35)\n\n    alice.add_friend(bob)\n    alice.add_friend(charlie)\n\n    oldest_friend = alice.get_oldest_friend()\n    if oldest_friend:\n        print(f\"{alice.name} \u7684\u5e74\u9f84\u6700\u5927\u7684\u670b\u53cb\u662f {oldest_friend.name} ({oldest_friend.age}\u5c81)\")\n\n    # 4. \u6cdb\u578b\u7c7b\u578b\u6ce8\u89e3\n    print(\"\\n4. \u6cdb\u578b\u7c7b\u578b\u6ce8\u89e3\uff1a\")\n\n    from typing import TypeVar, Generic\n\n    T = TypeVar('T')\n    K = TypeVar('K')\n    V = TypeVar('V')\n\n    class Stack(Generic&#91;T]):\n        \"\"\"\u6cdb\u578b\u6808\"\"\"\n\n        def __init__(self) -&gt; None:\n            self._items: List&#91;T] = &#91;]\n\n        def push(self, item: T) -&gt; None:\n            \"\"\"\u5165\u6808\"\"\"\n            self._items.append(item)\n\n        def pop(self) -&gt; T:\n            \"\"\"\u51fa\u6808\"\"\"\n            if not self._items:\n                raise IndexError(\"\u6808\u4e3a\u7a7a\")\n            return self._items.pop()\n\n        def peek(self) -&gt; T:\n            \"\"\"\u67e5\u770b\u6808\u9876\u5143\u7d20\"\"\"\n            if not self._items:\n                raise IndexError(\"\u6808\u4e3a\u7a7a\")\n            return self._items&#91;-1]\n\n        def is_empty(self) -&gt; bool:\n            \"\"\"\u5224\u65ad\u6808\u662f\u5426\u4e3a\u7a7a\"\"\"\n            return len(self._items) == 0\n\n        def size(self) -&gt; int:\n            \"\"\"\u83b7\u53d6\u6808\u5927\u5c0f\"\"\"\n            return len(self._items)\n\n    class Pair(Generic&#91;K, V]):\n        \"\"\"\u952e\u503c\u5bf9\"\"\"\n\n        def __init__(self, key: K, value: V):\n            self.key = key\n            self.value = value\n\n        def __repr__(self) -&gt; str:\n            return f\"Pair({self.key!r}, {self.value!r})\"\n\n    print(\"\u6cdb\u578b\u7c7b\u578b\u6ce8\u89e3\u793a\u4f8b\uff1a\")\n\n    # \u6574\u6570\u6808\n    int_stack = Stack&#91;int]()\n    int_stack.push(1)\n    int_stack.push(2)\n    int_stack.push(3)\n    print(f\"\u6574\u6570\u6808: \u5927\u5c0f={int_stack.size()}, \u6808\u9876={int_stack.peek()}\")\n\n    # \u5b57\u7b26\u4e32\u6808\n    str_stack = Stack&#91;str]()\n    str_stack.push(\"Hello\")\n    str_stack.push(\"World\")\n    print(f\"\u5b57\u7b26\u4e32\u6808: \u5f39\u51fa={str_stack.pop()}\")\n\n    # \u952e\u503c\u5bf9\n    pair = Pair(\"name\", \"Alice\")\n    print(f\"\u952e\u503c\u5bf9: {pair}\")\n\n    # 5. \u7c7b\u578b\u522b\u540d\u548cNewType\n    print(\"\\n5. \u7c7b\u578b\u522b\u540d\u548cNewType\uff1a\")\n\n    from typing import NewType\n\n    # \u7c7b\u578b\u522b\u540d\n    UserId = int\n    Username = str\n    UserDict = Dict&#91;Username, UserId]\n\n    # NewType\u521b\u5efa\u65b0\u7c7b\u578b\n    CustomerId = NewType('CustomerId', int)\n    OrderId = NewType('OrderId', int)\n\n    def get_customer_name(customer_id: CustomerId) -&gt; str:\n        \"\"\"\u6839\u636e\u5ba2\u6237ID\u83b7\u53d6\u5ba2\u6237\u540d\"\"\"\n        # \u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8fd9\u91cc\u4f1a\u6709\u6570\u636e\u5e93\u67e5\u8be2\n        return f\"Customer-{customer_id}\"\n\n    def get_order_info(order_id: OrderId) -&gt; Dict&#91;str, any]:\n        \"\"\"\u6839\u636e\u8ba2\u5355ID\u83b7\u53d6\u8ba2\u5355\u4fe1\u606f\"\"\"\n        return {\n            \"order_id\": order_id,\n            \"status\": \"completed\",\n            \"amount\": 100.0\n        }\n\n    print(\"\u7c7b\u578b\u522b\u540d\u548cNewType\u793a\u4f8b\uff1a\")\n\n    # \u4f7f\u7528\u7c7b\u578b\u522b\u540d\n    users: UserDict = {\"alice\": 1, \"bob\": 2}\n    print(f\"\u7528\u6237\u5b57\u5178: {users}\")\n\n    # \u4f7f\u7528NewType\n    customer_id = CustomerId(123)\n    order_id = OrderId(456)\n\n    print(f\"\u5ba2\u6237\u540d: {get_customer_name(customer_id)}\")\n    print(f\"\u8ba2\u5355\u4fe1\u606f: {get_order_info(order_id)}\")\n\n    # \u6ce8\u610f\uff1aCustomerId\u548cOrderId\u5728\u8fd0\u884c\u65f6\u4ecd\u7136\u662fint\n    print(f\"customer_id\u7684\u7c7b\u578b: {type(customer_id)}\")\n    print(f\"order_id\u7684\u7c7b\u578b: {type(order_id)}\")\n\n    # 6. \u7ed3\u6784\u5316\u7c7b\u578b\uff08Protocol\uff09\n    print(\"\\n6. \u7ed3\u6784\u5316\u7c7b\u578b\uff08Protocol\uff09\uff1a\")\n\n    from typing import Protocol, runtime_checkable\n\n    @runtime_checkable\n    class HasName(Protocol):\n        \"\"\"\u5177\u6709name\u5c5e\u6027\u7684\u534f\u8bae\"\"\"\n        name: str\n\n        def get_display_name(self) -&gt; str:\n            ...\n\n    class User:\n        \"\"\"\u7528\u6237\u7c7b\"\"\"\n        def __init__(self, name: str, email: str):\n            self.name = name\n            self.email = email\n\n        def get_display_name(self) -&gt; str:\n            return f\"{self.name} &lt;{self.email}&gt;\"\n\n    class Product:\n        \"\"\"\u4ea7\u54c1\u7c7b\"\"\"\n        def __init__(self, name: str, price: float):\n            self.name = name\n            self.price = price\n\n        def get_display_name(self) -&gt; str:\n            return f\"{self.name} - ${self.price:.2f}\"\n\n    def print_name(obj: HasName) -&gt; None:\n        \"\"\"\u6253\u5370\u5177\u6709name\u5c5e\u6027\u7684\u5bf9\u8c61\"\"\"\n        print(f\"\u540d\u79f0: {obj.name}\")\n        print(f\"\u663e\u793a\u540d\u79f0: {obj.get_display_name()}\")\n\n    print(\"\u7ed3\u6784\u5316\u7c7b\u578b\u793a\u4f8b\uff1a\")\n    user = User(\"Alice\", \"alice@example.com\")\n    product = Product(\"Laptop\", 999.99)\n\n    print_name(user)\n    print_name(product)\n\n    # \u8fd0\u884c\u65f6\u68c0\u67e5\n    print(f\"user\u662f\u5426\u662fHasName: {isinstance(user, HasName)}\")\n    print(f\"product\u662f\u5426\u662fHasName: {isinstance(product, HasName)}\")\n\n    # 7. \u5b57\u9762\u91cf\u7c7b\u578b\u548c\u6700\u7ec8\u7c7b\u578b\n    print(\"\\n7. \u5b57\u9762\u91cf\u7c7b\u578b\u548c\u6700\u7ec8\u7c7b\u578b\uff1a\")\n\n    from typing import Literal, Final\n\n    # \u5b57\u9762\u91cf\u7c7b\u578b\n    def get_direction(direction: Literal&#91;\"north\", \"south\", \"east\", \"west\"]) -&gt; str:\n        \"\"\"\u83b7\u53d6\u65b9\u5411\"\"\"\n        return f\"\u671d\u5411: {direction}\"\n\n    # \u6700\u7ec8\u7c7b\u578b\uff08\u5e38\u91cf\uff09\n    MAX_SIZE: Final&#91;int] = 100\n    DEFAULT_NAME: Final&#91;str] = \"Guest\"\n\n    class Config:\n        \"\"\"\u914d\u7f6e\u7c7b\"\"\"\n        VERSION: Final&#91;str] = \"1.0.0\"\n        DEBUG: Final&#91;bool] = False\n\n    print(\"\u5b57\u9762\u91cf\u7c7b\u578b\u548c\u6700\u7ec8\u7c7b\u578b\u793a\u4f8b\uff1a\")\n    print(f\"\u65b9\u5411: {get_direction('north')}\")\n    print(f\"\u6700\u5927\u5927\u5c0f: {MAX_SIZE}\")\n    print(f\"\u914d\u7f6e\u7248\u672c: {Config.VERSION}\")\n\n    # \u5c1d\u8bd5\u4fee\u6539Final\u53d8\u91cf\uff08\u5e94\u8be5\u88ab\u7c7b\u578b\u68c0\u67e5\u5668\u8b66\u544a\uff09\n    # MAX_SIZE = 200  # \u8fd9\u884c\u4ee3\u7801\u5728mypy\u4e2d\u4f1a\u62a5\u9519\n\n    # 8. \u7c7b\u578b\u6ce8\u89e3\u7684\u5b9e\u9645\u5e94\u7528\n    print(\"\\n8. \u7c7b\u578b\u6ce8\u89e3\u7684\u5b9e\u9645\u5e94\u7528\uff1a\")\n\n    from dataclasses import dataclass\n    from datetime import datetime\n\n    @dataclass\n    class Employee:\n        \"\"\"\u5458\u5de5\u6570\u636e\u7c7b\"\"\"\n        id: int\n        name: str\n        email: str\n        department: str\n        salary: float\n        hire_date: datetime\n        is_active: bool = True\n\n        def years_of_service(self) -&gt; float:\n            \"\"\"\u8ba1\u7b97\u5de5\u4f5c\u5e74\u9650\"\"\"\n            delta = datetime.now() - self.hire_date\n            return delta.days \/ 365.25\n\n        def annual_bonus(self) -&gt; float:\n            \"\"\"\u8ba1\u7b97\u5e74\u5ea6\u5956\u91d1\"\"\"\n            base_bonus = self.salary * 0.1  # 10%\u57fa\u7840\u5956\u91d1\n            service_years = self.years_of_service()\n\n            # \u6839\u636e\u5de5\u4f5c\u5e74\u9650\u589e\u52a0\u5956\u91d1\n            if service_years &gt; 5:\n                base_bonus *= 1.5\n            elif service_years &gt; 3:\n                base_bonus *= 1.2\n\n            return base_bonus\n\n    def process_employees(\n        employees: List&#91;Employee],\n        filter_dept: Optional&#91;str] = None,\n        min_salary: float = 0.0\n    ) -&gt; Dict&#91;str, any]:\n        \"\"\"\u5904\u7406\u5458\u5de5\u6570\u636e\"\"\"\n        # \u8fc7\u6ee4\u5458\u5de5\n        filtered = &#91;\n            emp for emp in employees\n            if (filter_dept is None or emp.department == filter_dept)\n            and emp.salary &gt;= min_salary\n        ]\n\n        # \u8ba1\u7b97\u7edf\u8ba1\u4fe1\u606f\n        total_salary = sum(emp.salary for emp in filtered)\n        avg_salary = total_salary \/ len(filtered) if filtered else 0.0\n        total_bonus = sum(emp.annual_bonus() for emp in filtered)\n\n        return {\n            \"count\": len(filtered),\n            \"total_salary\": total_salary,\n            \"average_salary\": avg_salary,\n            \"total_bonus\": total_bonus,\n            \"employees\": filtered,\n        }\n\n    print(\"\u7c7b\u578b\u6ce8\u89e3\u5b9e\u9645\u5e94\u7528\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u5458\u5de5\u6570\u636e\n    employees = &#91;\n        Employee(1, \"Alice\", \"alice@company.com\", \"Engineering\", 80000, datetime(2020, 1, 15)),\n        Employee(2, \"Bob\", \"bob@company.com\", \"Sales\", 60000, datetime(2019, 5, 20)),\n        Employee(3, \"Charlie\", \"charlie@company.com\", \"Engineering\", 90000, datetime(2018, 3, 10)),\n        Employee(4, \"Diana\", \"diana@company.com\", \"HR\", 55000, datetime(2021, 8, 1)),\n    ]\n\n    # \u5904\u7406\u6570\u636e\n    engineering_stats = process_employees(employees, filter_dept=\"Engineering\", min_salary=70000)\n\n    print(\"\u5de5\u7a0b\u90e8\u95e8\u85aa\u8d44\u7edf\u8ba1\uff1a\")\n    print(f\"  \u5458\u5de5\u6570\u91cf: {engineering_stats&#91;'count']}\")\n    print(f\"  \u603b\u85aa\u8d44: ${engineering_stats&#91;'total_salary']:,.2f}\")\n    print(f\"  \u5e73\u5747\u85aa\u8d44: ${engineering_stats&#91;'average_salary']:,.2f}\")\n    print(f\"  \u603b\u5956\u91d1: ${engineering_stats&#91;'total_bonus']:,.2f}\")\n\n    # \u663e\u793a\u5458\u5de5\u8be6\u60c5\n    print(\"\\n\u7b26\u5408\u6761\u4ef6\u7684\u5458\u5de5\uff1a\")\n    for emp in engineering_stats&#91;'employees']:\n        years = emp.years_of_service()\n        bonus = emp.annual_bonus()\n        print(f\"  {emp.name}: {years:.1f}\u5e74\u7ecf\u9a8c, \u85aa\u8d44${emp.salary:,.0f}, \u5956\u91d1${bonus:,.0f}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_type_annotations()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u4f7f\u7528\u88c5\u9970\u5668\u589e\u5f3a\u7c7b\u578b\u6ce8\u89e3<\/h3>\n\n\n\n<p>\u88c5\u9970\u5668\u53ef\u4ee5\u4e0e\u7c7b\u578b\u6ce8\u89e3\u7ed3\u5408\uff0c\u521b\u5efa\u5f3a\u5927\u7684\u7c7b\u578b\u68c0\u67e5\u548c\u8fd0\u884c\u65f6\u9a8c\u8bc1\u5de5\u5177\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u4f7f\u7528\u88c5\u9970\u5668\u589e\u5f3a\u7c7b\u578b\u6ce8\u89e3\n# ============================================================================\n\nprint(\"\\n=== \u4f7f\u7528\u88c5\u9970\u5668\u589e\u5f3a\u7c7b\u578b\u6ce8\u89e3 ===\")\n\ndef demonstrate_type_enhancement():\n    \"\"\"\u6f14\u793a\u4f7f\u7528\u88c5\u9970\u5668\u589e\u5f3a\u7c7b\u578b\u6ce8\u89e3\"\"\"\n\n    # 1. \u8fd0\u884c\u65f6\u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\n    print(\"1. \u8fd0\u884c\u65f6\u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\uff1a\")\n\n    from typing import get_type_hints, get_origin, get_args\n    import inspect\n\n    def type_enforced(func):\n        \"\"\"\u8fd0\u884c\u65f6\u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\"\"\"\n        type_hints = get_type_hints(func)\n\n        def wrapper(*args, **kwargs):\n            # \u83b7\u53d6\u53c2\u6570\u7ed1\u5b9a\n            sig = inspect.signature(func)\n            bound_args = sig.bind(*args, **kwargs)\n            bound_args.apply_defaults()\n\n            # \u68c0\u67e5\u53c2\u6570\u7c7b\u578b\n            for param_name, param_value in bound_args.arguments.items():\n                if param_name in type_hints:\n                    expected_type = type_hints&#91;param_name]\n\n                    # \u8df3\u8fc7\u8fd4\u56de\u7c7b\u578b\u6ce8\u89e3\n                    if param_name == 'return':\n                        continue\n\n                    # \u68c0\u67e5\u7c7b\u578b\n                    if not is_instance_of_type(param_value, expected_type):\n                        raise TypeError(\n                            f\"\u53c2\u6570 '{param_name}' \u5e94\u8be5\u662f {format_type(expected_type)} \u7c7b\u578b, \"\n                            f\"\u4f46\u5f97\u5230\u7684\u662f {type(param_value).__name__} \u7c7b\u578b\"\n                        )\n\n            # \u6267\u884c\u51fd\u6570\n            result = func(*args, **kwargs)\n\n            # \u68c0\u67e5\u8fd4\u56de\u503c\u7c7b\u578b\n            return_type = type_hints.get('return')\n            if return_type and not is_instance_of_type(result, return_type):\n                raise TypeError(\n                    f\"\u8fd4\u56de\u503c\u5e94\u8be5\u662f {format_type(return_type)} \u7c7b\u578b, \"\n                    f\"\u4f46\u5f97\u5230\u7684\u662f {type(result).__name__} \u7c7b\u578b\"\n                )\n\n            return result\n\n        return wrapper\n\n    def is_instance_of_type(value, expected_type) -&gt; bool:\n        \"\"\"\u68c0\u67e5\u503c\u662f\u5426\u5339\u914d\u7c7b\u578b\uff08\u652f\u6301\u6cdb\u578b\uff09\"\"\"\n        # \u5904\u7406\u7279\u6b8a\u7c7b\u578b\n        if expected_type is any:\n            return True\n\n        # \u83b7\u53d6\u7c7b\u578b\u7684origin\uff08\u5bf9\u4e8e\u6cdb\u578b\uff09\n        origin = get_origin(expected_type)\n\n        if origin is None:\n            # \u666e\u901a\u7c7b\u578b\n            return isinstance(value, expected_type)\n\n        # \u5904\u7406Union\u7c7b\u578b\n        if origin is Union:\n            args = get_args(expected_type)\n            return any(is_instance_of_type(value, arg) for arg in args)\n\n        # \u5904\u7406List\u3001Dict\u7b49\u6cdb\u578b\n        if origin in (list, List):\n            if not isinstance(value, list):\n                return False\n            args = get_args(expected_type)\n            if args:\n                item_type = args&#91;0]\n                return all(is_instance_of_type(item, item_type) for item in value)\n            return True\n\n        if origin in (dict, Dict):\n            if not isinstance(value, dict):\n                return False\n            args = get_args(expected_type)\n            if len(args) == 2:\n                key_type, value_type = args\n                return all(\n                    is_instance_of_type(k, key_type) and is_instance_of_type(v, value_type)\n                    for k, v in value.items()\n                )\n            return True\n\n        # \u5904\u7406\u5176\u4ed6\u6cdb\u578b\n        if not isinstance(value, origin):\n            return False\n\n        # TODO: \u8fd9\u91cc\u53ef\u4ee5\u6dfb\u52a0\u66f4\u591a\u6cdb\u578b\u7c7b\u578b\u7684\u68c0\u67e5\n        return True\n\n    def format_type(t) -&gt; str:\n        \"\"\"\u683c\u5f0f\u5316\u7c7b\u578b\u4ee5\u663e\u793a\"\"\"\n        origin = get_origin(t)\n\n        if origin is None:\n            return t.__name__\n\n        if origin is Union:\n            args = get_args(t)\n            return \" | \".join(format_type(arg) for arg in args)\n\n        if origin in (list, List):\n            args = get_args(t)\n            if args:\n                return f\"List&#91;{format_type(args&#91;0])}]\"\n            return \"List\"\n\n        if origin in (dict, Dict):\n            args = get_args(t)\n            if len(args) == 2:\n                return f\"Dict&#91;{format_type(args&#91;0])}, {format_type(args&#91;1])}]\"\n            return \"Dict\"\n\n        return str(t)\n\n    @type_enforced\n    def process_data(\n        name: str,\n        scores: List&#91;float],\n        metadata: Dict&#91;str, Union&#91;int, str]] = None\n    ) -&gt; Dict&#91;str, any]:\n        \"\"\"\u5904\u7406\u6570\u636e\u51fd\u6570\"\"\"\n        metadata = metadata or {}\n\n        avg_score = sum(scores) \/ len(scores) if scores else 0.0\n\n        return {\n            \"name\": name,\n            \"average_score\": avg_score,\n            \"max_score\": max(scores) if scores else 0.0,\n            \"metadata\": metadata,\n        }\n\n    print(\"\u8fd0\u884c\u65f6\u7c7b\u578b\u68c0\u67e5\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n\n    # \u6b63\u786e\u8c03\u7528\n    try:\n        result = process_data(\n            \"Alice\",\n            &#91;95.5, 88.0, 92.5],\n            {\"age\": 30, \"city\": \"New York\"}\n        )\n        print(f\"\u6b63\u786e\u8c03\u7528\u7ed3\u679c: {result}\")\n    except TypeError as e:\n        print(f\"\u7c7b\u578b\u9519\u8bef: {e}\")\n\n    # \u9519\u8bef\u8c03\u7528 - \u9519\u8bef\u7684\u5206\u6570\u7c7b\u578b\n    try:\n        result = process_data(\"Bob\", &#91;95.5, \"88.0\", 92.5])\n        print(f\"\u7ed3\u679c: {result}\")\n    except TypeError as e:\n        print(f\"\u7c7b\u578b\u9519\u8bef: {e}\")\n\n    # \u9519\u8bef\u8c03\u7528 - \u9519\u8bef\u7684metadata\u7c7b\u578b\n    try:\n        result = process_data(\n            \"Charlie\",\n            &#91;85.0, 90.0],\n            {\"age\": \"twenty-five\"}  # age\u5e94\u8be5\u662fint\n        )\n        print(f\"\u7ed3\u679c: {result}\")\n    except TypeError as e:\n        print(f\"\u7c7b\u578b\u9519\u8bef: {e}\")\n\n    # 2. \u6570\u636e\u9a8c\u8bc1\u88c5\u9970\u5668\n    print(\"\\n2. \u6570\u636e\u9a8c\u8bc1\u88c5\u9970\u5668\uff1a\")\n\n    def validate(**validators):\n        \"\"\"\u6570\u636e\u9a8c\u8bc1\u88c5\u9970\u5668\u5de5\u5382\"\"\"\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                # \u83b7\u53d6\u53c2\u6570\u7ed1\u5b9a\n                sig = inspect.signature(func)\n                bound_args = sig.bind(*args, **kwargs)\n                bound_args.apply_defaults()\n\n                # \u5e94\u7528\u9a8c\u8bc1\u5668\n                for param_name, validator in validators.items():\n                    if param_name in bound_args.arguments:\n                        value = bound_args.arguments&#91;param_name]\n\n                        if callable(validator):\n                            # \u5982\u679c\u662f\u51fd\u6570\u9a8c\u8bc1\u5668\n                            if not validator(value):\n                                raise ValueError(f\"\u53c2\u6570 '{param_name}' \u9a8c\u8bc1\u5931\u8d25: {value}\")\n                        elif isinstance(validator, (list, tuple)):\n                            # \u5982\u679c\u662f\u9a8c\u8bc1\u5668\u5217\u8868\n                            for v in validator:\n                                if not v(value):\n                                    raise ValueError(f\"\u53c2\u6570 '{param_name}' \u9a8c\u8bc1\u5931\u8d25: {value}\")\n                        else:\n                            # \u5982\u679c\u662f\u6b63\u5219\u8868\u8fbe\u5f0f\n                            import re\n                            if not re.match(validator, str(value)):\n                                raise ValueError(\n                                    f\"\u53c2\u6570 '{param_name}' \u5fc5\u987b\u5339\u914d\u6a21\u5f0f: {validator}\"\n                                )\n\n                return func(*args, **kwargs)\n\n            return wrapper\n        return decorator\n\n    # \u9a8c\u8bc1\u5668\u51fd\u6570\n    def is_positive(value):\n        return value &gt; 0\n\n    def is_email(value):\n        import re\n        return re.match(r'^&#91;a-zA-Z0-9._%+-]+@&#91;a-zA-Z0-9.-]+\\.&#91;a-zA-Z]{2,}$', value)\n\n    def is_valid_age(value):\n        return 0 &lt;= value &lt;= 150\n\n    @validate(\n        name=lambda n: len(n) &gt;= 2,\n        age=&#91;is_positive, is_valid_age],\n        email=is_email,\n        phone=r'^\\+?1?\\d{9,15}$'  # \u6b63\u5219\u8868\u8fbe\u5f0f\n    )\n    def create_user(name: str, age: int, email: str, phone: str = \"\") -&gt; dict:\n        \"\"\"\u521b\u5efa\u7528\u6237\"\"\"\n        return {\n            \"name\": name,\n            \"age\": age,\n            \"email\": email,\n            \"phone\": phone,\n            \"created_at\": \"2024-01-20\"\n        }\n\n    print(\"\u6570\u636e\u9a8c\u8bc1\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n\n    # \u6b63\u786e\u8c03\u7528\n    try:\n        user = create_user(\"Alice\", 30, \"alice@example.com\", \"+1234567890\")\n        print(f\"\u521b\u5efa\u7528\u6237\u6210\u529f: {user}\")\n    except ValueError as e:\n        print(f\"\u9a8c\u8bc1\u5931\u8d25: {e}\")\n\n    # \u9519\u8bef\u8c03\u7528 - \u65e0\u6548\u90ae\u7bb1\n    try:\n        user = create_user(\"Bob\", 25, \"invalid-email\", \"+1234567890\")\n        print(f\"\u521b\u5efa\u7528\u6237\u6210\u529f: {user}\")\n    except ValueError as e:\n        print(f\"\u9a8c\u8bc1\u5931\u8d25: {e}\")\n\n    # \u9519\u8bef\u8c03\u7528 - \u65e0\u6548\u5e74\u9f84\n    try:\n        user = create_user(\"Charlie\", 200, \"charlie@example.com\")\n        print(f\"\u521b\u5efa\u7528\u6237\u6210\u529f: {user}\")\n    except ValueError as e:\n        print(f\"\u9a8c\u8bc1\u5931\u8d25: {e}\")\n\n    # 3. \u5e8f\u5217\u5316\/\u53cd\u5e8f\u5217\u5316\u88c5\u9970\u5668\n    print(\"\\n3. \u5e8f\u5217\u5316\/\u53cd\u5e8f\u5217\u5316\u88c5\u9970\u5668\uff1a\")\n\n    def serializable(cls):\n        \"\"\"\u4f7f\u7c7b\u53ef\u5e8f\u5217\u5316\u7684\u88c5\u9970\u5668\"\"\"\n\n        def to_dict(self):\n            \"\"\"\u8f6c\u6362\u4e3a\u5b57\u5178\"\"\"\n            result = {}\n            for key, value in self.__dict__.items():\n                # \u8df3\u8fc7\u79c1\u6709\u5c5e\u6027\n                if key.startswith('_'):\n                    continue\n\n                # \u9012\u5f52\u5904\u7406\u53ef\u5e8f\u5217\u5316\u5bf9\u8c61\n                if hasattr(value, 'to_dict'):\n                    result&#91;key] = value.to_dict()\n                elif isinstance(value, (list, tuple)):\n                    result&#91;key] = &#91;\n                        item.to_dict() if hasattr(item, 'to_dict') else item\n                        for item in value\n                    ]\n                elif isinstance(value, dict):\n                    result&#91;key] = {\n                        k: v.to_dict() if hasattr(v, 'to_dict') else v\n                        for k, v in value.items()\n                    }\n                else:\n                    result&#91;key] = value\n\n            return result\n\n        @classmethod\n        def from_dict(cls, data: dict):\n            \"\"\"\u4ece\u5b57\u5178\u521b\u5efa\u5b9e\u4f8b\"\"\"\n            # \u83b7\u53d6\u7c7b\u578b\u63d0\u793a\n            type_hints = get_type_hints(cls)\n\n            kwargs = {}\n            for key, value in data.items():\n                if key in type_hints:\n                    expected_type = type_hints&#91;key]\n\n                    # \u68c0\u67e5\u662f\u5426\u9700\u8981\u9012\u5f52\u53cd\u5e8f\u5217\u5316\n                    origin = get_origin(expected_type)\n\n                    if origin is None:\n                        # \u666e\u901a\u7c7b\u578b\uff0c\u68c0\u67e5\u662f\u5426\u6709from_dict\u65b9\u6cd5\n                        if hasattr(expected_type, 'from_dict') and isinstance(value, dict):\n                            kwargs&#91;key] = expected_type.from_dict(value)\n                        else:\n                            kwargs&#91;key] = value\n\n                    elif origin in (list, List):\n                        # \u5217\u8868\u7c7b\u578b\n                        args = get_args(expected_type)\n                        if args and hasattr(args&#91;0], 'from_dict'):\n                            item_type = args&#91;0]\n                            kwargs&#91;key] = &#91;\n                                item_type.from_dict(item) if isinstance(item, dict) else item\n                                for item in value\n                            ]\n                        else:\n                            kwargs&#91;key] = value\n\n                    elif origin in (dict, Dict):\n                        # \u5b57\u5178\u7c7b\u578b\n                        args = get_args(expected_type)\n                        if len(args) == 2 and hasattr(args&#91;1], 'from_dict'):\n                            _, value_type = args\n                            kwargs&#91;key] = {\n                                k: value_type.from_dict(v) if isinstance(v, dict) else v\n                                for k, v in value.items()\n                            }\n                        else:\n                            kwargs&#91;key] = value\n\n                    else:\n                        kwargs&#91;key] = value\n                else:\n                    kwargs&#91;key] = value\n\n            return cls(**kwargs)\n\n        # \u6dfb\u52a0\u65b9\u6cd5\u5230\u7c7b\n        cls.to_dict = to_dict\n        cls.from_dict = classmethod(from_dict)\n\n        return cls\n\n    @serializable\n    class Address:\n        \"\"\"\u5730\u5740\u7c7b\"\"\"\n        def __init__(self, street: str, city: str, zip_code: str):\n            self.street = street\n            self.city = city\n            self.zip_code = zip_code\n\n    @serializable\n    class Product:\n        \"\"\"\u4ea7\u54c1\u7c7b\"\"\"\n        def __init__(self, id: int, name: str, price: float, tags: List&#91;str] = None):\n            self.id = id\n            self.name = name\n            self.price = price\n            self.tags = tags or &#91;]\n\n    @serializable\n    class Order:\n        \"\"\"\u8ba2\u5355\u7c7b\"\"\"\n        def __init__(\n            self,\n            order_id: str,\n            customer_name: str,\n            shipping_address: Address,\n            products: List&#91;Product],\n            metadata: Dict&#91;str, any] = None\n        ):\n            self.order_id = order_id\n            self.customer_name = customer_name\n            self.shipping_address = shipping_address\n            self.products = products\n            self.metadata = metadata or {}\n            self.total = sum(p.price for p in products)\n\n    print(\"\u5e8f\u5217\u5316\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u5bf9\u8c61\n    address = Address(\"123 Main St\", \"New York\", \"10001\")\n    products = &#91;\n        Product(1, \"Laptop\", 999.99, &#91;\"electronics\", \"computers\"]),\n        Product(2, \"Mouse\", 29.99, &#91;\"electronics\", \"accessories\"]),\n    ]\n    order = Order(\"ORD-001\", \"Alice\", address, products, {\"priority\": \"high\"})\n\n    # \u5e8f\u5217\u5316\n    order_dict = order.to_dict()\n    print(\"\u5e8f\u5217\u5316\u540e\u7684\u5b57\u5178\uff1a\")\n    print(json.dumps(order_dict, indent=2, default=str))\n\n    # \u53cd\u5e8f\u5217\u5316\n    print(\"\\n\u53cd\u5e8f\u5217\u5316\uff1a\")\n    new_order = Order.from_dict(order_dict)\n    print(f\"\u53cd\u5e8f\u5217\u5316\u6210\u529f: {new_order.customer_name}\")\n    print(f\"\u8ba2\u5355\u603b\u989d: ${new_order.total:.2f}\")\n\n    # 4. API\u54cd\u5e94\u88c5\u9970\u5668\n    print(\"\\n4. API\u54cd\u5e94\u88c5\u9970\u5668\uff1a\")\n\n    def api_response(\n        success_status: int = 200,\n        error_status: int = 500\n    ):\n        \"\"\"API\u54cd\u5e94\u88c5\u9970\u5668\"\"\"\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                try:\n                    # \u6267\u884c\u51fd\u6570\n                    result = func(*args, **kwargs)\n\n                    # \u6784\u5efa\u6210\u529f\u54cd\u5e94\n                    response = {\n                        \"success\": True,\n                        \"code\": success_status,\n                        \"data\": result,\n                        \"timestamp\": time.strftime(\"%Y-%m-%d %H:%M:%S\"),\n                    }\n\n                    return response\n\n                except Exception as e:\n                    # \u6784\u5efa\u9519\u8bef\u54cd\u5e94\n                    response = {\n                        \"success\": False,\n                        \"code\": error_status,\n                        \"error\": {\n                            \"type\": e.__class__.__name__,\n                            \"message\": str(e),\n                        },\n                        \"timestamp\": time.strftime(\"%Y-%m-%d %H:%M:%S\"),\n                    }\n\n                    return response\n\n            return wrapper\n        return decorator\n\n    @api_response(success_status=200, error_status=400)\n    def get_user_info(user_id: int) -&gt; dict:\n        \"\"\"\u83b7\u53d6\u7528\u6237\u4fe1\u606f\"\"\"\n        # \u6a21\u62df\u6570\u636e\u5e93\u67e5\u8be2\n        users = {\n            1: {\"name\": \"Alice\", \"email\": \"alice@example.com\", \"role\": \"admin\"},\n            2: {\"name\": \"Bob\", \"email\": \"bob@example.com\", \"role\": \"user\"},\n        }\n\n        if user_id not in users:\n            raise ValueError(f\"\u7528\u6237ID {user_id} \u4e0d\u5b58\u5728\")\n\n        return users&#91;user_id]\n\n    @api_response(success_status=201, error_status=422)\n    def create_user_data(name: str, email: str, age: int) -&gt; dict:\n        \"\"\"\u521b\u5efa\u7528\u6237\u6570\u636e\"\"\"\n        # \u9a8c\u8bc1\u6570\u636e\n        if not name or not email:\n            raise ValueError(\"\u59d3\u540d\u548c\u90ae\u7bb1\u4e0d\u80fd\u4e3a\u7a7a\")\n\n        if age &lt; 0 or age &gt; 150:\n            raise ValueError(\"\u5e74\u9f84\u5fc5\u987b\u57280-150\u4e4b\u95f4\")\n\n        # \u6a21\u62df\u521b\u5efa\n        return {\n            \"id\": 1001,\n            \"name\": name,\n            \"email\": email,\n            \"age\": age,\n            \"created_at\": time.strftime(\"%Y-%m-%d %H:%M:%S\"),\n        }\n\n    print(\"API\u54cd\u5e94\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n\n    # \u6210\u529f\u8c03\u7528\n    print(\"\u83b7\u53d6\u5b58\u5728\u7684\u7528\u6237\uff1a\")\n    response = get_user_info(1)\n    print(json.dumps(response, indent=2))\n\n    # \u9519\u8bef\u8c03\u7528\n    print(\"\\n\u83b7\u53d6\u4e0d\u5b58\u5728\u7684\u7528\u6237\uff1a\")\n    response = get_user_info(999)\n    print(json.dumps(response, indent=2))\n\n    # \u521b\u5efa\u7528\u6237\n    print(\"\\n\u521b\u5efa\u6709\u6548\u7528\u6237\uff1a\")\n    response = create_user_data(\"Charlie\", \"charlie@example.com\", 30)\n    print(json.dumps(response, indent=2))\n\n    print(\"\\n\u521b\u5efa\u65e0\u6548\u7528\u6237\uff1a\")\n    response = create_user_data(\"\", \"invalid@example.com\", 200)\n    print(json.dumps(response, indent=2))\n\n    # 5. \u6027\u80fd\u76d1\u63a7\u88c5\u9970\u5668\n    print(\"\\n5. \u6027\u80fd\u76d1\u63a7\u88c5\u9970\u5668\uff1a\")\n\n    def performance_monitor(threshold: float = 1.0):\n        \"\"\"\u6027\u80fd\u76d1\u63a7\u88c5\u9970\u5668\"\"\"\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                start_time = time.time()\n\n                # \u6267\u884c\u51fd\u6570\n                result = func(*args, **kwargs)\n\n                end_time = time.time()\n                execution_time = end_time - start_time\n\n                # \u8bb0\u5f55\u6027\u80fd\u6570\u636e\n                performance_data = {\n                    \"function\": func.__name__,\n                    \"execution_time\": execution_time,\n                    \"timestamp\": end_time,\n                    \"args\": args,\n                    \"kwargs\": kwargs.keys(),\n                    \"slow\": execution_time &gt; threshold,\n                }\n\n                # \u5982\u679c\u6267\u884c\u65f6\u95f4\u8d85\u8fc7\u9608\u503c\uff0c\u8bb0\u5f55\u8b66\u544a\n                if execution_time &gt; threshold:\n                    print(f\"\u26a0\ufe0f  \u6027\u80fd\u8b66\u544a: {func.__name__} \u6267\u884c\u65f6\u95f4 {execution_time:.3f}s \u8d85\u8fc7\u9608\u503c {threshold}s\")\n\n                # \u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8fd9\u91cc\u53ef\u4ee5\u5c06\u6027\u80fd\u6570\u636e\u53d1\u9001\u5230\u76d1\u63a7\u7cfb\u7edf\n                wrapper.performance_history.append(performance_data)\n\n                # \u9650\u5236\u5386\u53f2\u8bb0\u5f55\u5927\u5c0f\n                if len(wrapper.performance_history) &gt; 100:\n                    wrapper.performance_history.pop(0)\n\n                return result\n\n            # \u6dfb\u52a0\u6027\u80fd\u5386\u53f2\u8bb0\u5f55\n            wrapper.performance_history = &#91;]\n\n            return wrapper\n        return decorator\n\n    @performance_monitor(threshold=0.1)\n    def fast_operation(data: list) -&gt; list:\n        \"\"\"\u5feb\u901f\u64cd\u4f5c\"\"\"\n        return &#91;x * 2 for x in data]\n\n    @performance_monitor(threshold=0.05)\n    def slow_operation(data: list) -&gt; list:\n        \"\"\"\u6162\u901f\u64cd\u4f5c\"\"\"\n        time.sleep(0.2)  # \u6a21\u62df\u6162\u64cd\u4f5c\n        return &#91;x ** 2 for x in data]\n\n    print(\"\u6027\u80fd\u76d1\u63a7\u88c5\u9970\u5668\u793a\u4f8b\uff1a\")\n\n    # \u6267\u884c\u64cd\u4f5c\n    data = list(range(1000))\n\n    print(\"\u6267\u884c\u5feb\u901f\u64cd\u4f5c\uff1a\")\n    result1 = fast_operation(data)\n    print(f\"\u7ed3\u679c\u957f\u5ea6: {len(result1)}\")\n\n    print(\"\\n\u6267\u884c\u6162\u901f\u64cd\u4f5c\uff1a\")\n    result2 = slow_operation(data)\n    print(f\"\u7ed3\u679c\u957f\u5ea6: {len(result2)}\")\n\n    # \u67e5\u770b\u6027\u80fd\u5386\u53f2\n    print(f\"\\n\u5feb\u901f\u64cd\u4f5c\u6027\u80fd\u5386\u53f2: {len(fast_operation.performance_history)} \u6761\u8bb0\u5f55\")\n    print(f\"\u6162\u901f\u64cd\u4f5c\u6027\u80fd\u5386\u53f2: {len(slow_operation.performance_history)} \u6761\u8bb0\u5f55\")\n\n    if fast_operation.performance_history:\n        last_record = fast_operation.performance_history&#91;-1]\n        print(f\"\u6700\u540e\u4e00\u6b21\u5feb\u901f\u64cd\u4f5c: {last_record&#91;'execution_time']:.3f}s\")\n\n    if slow_operation.performance_history:\n        last_record = slow_operation.performance_history&#91;-1]\n        print(f\"\u6700\u540e\u4e00\u6b21\u6162\u901f\u64cd\u4f5c: {last_record&#91;'execution_time']:.3f}s\")\n        print(f\"\u662f\u5426\u6162: {last_record&#91;'slow']}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_type_enhancement()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u88c5\u9970\u5668\u7684\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u672a\u6765\u8d8b\u52bf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u88c5\u9970\u5668\u7684\u8bbe\u8ba1\u54f2\u5b66\u601d\u8003<\/h3>\n\n\n\n<p>\u88c5\u9970\u5668\u548c\u6ce8\u89e3\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u5de5\u5177\uff0c\u5b83\u4eec\u4ee3\u8868\u4e86\u4e00\u79cd\u7f16\u7a0b\u8303\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u88c5\u9970\u5668\u7684\u8bbe\u8ba1\u54f2\u5b66\u601d\u8003\n# ============================================================================\n\nprint(\"\\n=== \u88c5\u9970\u5668\u7684\u8bbe\u8ba1\u54f2\u5b66\u601d\u8003 ===\")\n\ndef demonstrate_decorator_philosophy():\n    \"\"\"\u6f14\u793a\u88c5\u9970\u5668\u7684\u8bbe\u8ba1\u54f2\u5b66\"\"\"\n\n    print(\"\u88c5\u9970\u5668\u80cc\u540e\u7684\u8f6f\u4ef6\u8bbe\u8ba1\u54f2\u5b66\uff1a\")\n\n    # 1. \u5173\u6ce8\u70b9\u5206\u79bb\uff08Separation of Concerns\uff09\n    print(\"\\n1. \u5173\u6ce8\u70b9\u5206\u79bb\uff08Separation of Concerns\uff09\uff1a\")\n    print(\"   - \u4e1a\u52a1\u903b\u8f91\u4e0e\u6a2a\u5207\u5173\u6ce8\u70b9\u5206\u79bb\")\n    print(\"   - \u88c5\u9970\u5668\u5904\u7406\u901a\u7528\u529f\u80fd\uff0c\u51fd\u6570\u4e13\u6ce8\u4e8e\u6838\u5fc3\u903b\u8f91\")\n\n    # \u793a\u4f8b\uff1a\u6ca1\u6709\u88c5\u9970\u5668\u7684\u4ee3\u7801\n    def process_order_without_decorator(order_data):\n        \"\"\"\u6ca1\u6709\u4f7f\u7528\u88c5\u9970\u5668\u7684\u8ba2\u5355\u5904\u7406\"\"\"\n        # \u65e5\u5fd7\u8bb0\u5f55\n        print(f\"&#91;LOG] \u5f00\u59cb\u5904\u7406\u8ba2\u5355: {order_data&#91;'id']}\")\n        start_time = time.time()\n\n        # \u8ba4\u8bc1\u68c0\u67e5\n        if not order_data.get('authenticated'):\n            raise ValueError(\"\u672a\u8ba4\u8bc1\u7528\u6237\")\n\n        # \u6743\u9650\u68c0\u67e5\n        if order_data.get('user_role') != 'customer':\n            raise ValueError(\"\u6743\u9650\u4e0d\u8db3\")\n\n        # \u4e1a\u52a1\u903b\u8f91\n        try:\n            result = f\"\u5904\u7406\u8ba2\u5355 {order_data&#91;'id']}: {order_data&#91;'items']}\"\n\n            # \u6027\u80fd\u76d1\u63a7\n            end_time = time.time()\n            print(f\"&#91;PERF] \u8ba2\u5355\u5904\u7406\u65f6\u95f4: {end_time - start_time:.3f}s\")\n\n            # \u65e5\u5fd7\u8bb0\u5f55\n            print(f\"&#91;LOG] \u8ba2\u5355\u5904\u7406\u5b8c\u6210: {order_data&#91;'id']}\")\n\n            return result\n        except Exception as e:\n            # \u9519\u8bef\u5904\u7406\n            print(f\"&#91;ERROR] \u8ba2\u5355\u5904\u7406\u5931\u8d25: {e}\")\n            raise\n\n    # \u793a\u4f8b\uff1a\u4f7f\u7528\u88c5\u9970\u5668\u7684\u4ee3\u7801\n    def log_execution(func):\n        def wrapper(*args, **kwargs):\n            print(f\"&#91;LOG] \u5f00\u59cb\u6267\u884c: {func.__name__}\")\n            result = func(*args, **kwargs)\n            print(f\"&#91;LOG] \u6267\u884c\u5b8c\u6210: {func.__name__}\")\n            return result\n        return wrapper\n\n    def require_auth(func):\n        def wrapper(*args, **kwargs):\n            # \u7b80\u5316\uff1a\u4ece\u7b2c\u4e00\u4e2a\u53c2\u6570\u83b7\u53d6\u8ba4\u8bc1\u4fe1\u606f\n            order_data = args&#91;0] if args else kwargs.get('order_data', {})\n            if not order_data.get('authenticated'):\n                raise ValueError(\"\u672a\u8ba4\u8bc1\u7528\u6237\")\n            return func(*args, **kwargs)\n        return wrapper\n\n    def require_role(role):\n        def decorator(func):\n            def wrapper(*args, **kwargs):\n                order_data = args&#91;0] if args else kwargs.get('order_data', {})\n                if order_data.get('user_role') != role:\n                    raise ValueError(f\"\u9700\u8981{role}\u89d2\u8272\")\n                return func(*args, **kwargs)\n            return wrapper\n        return decorator\n\n    def monitor_performance(func):\n        def wrapper(*args, **kwargs):\n            start_time = time.time()\n            result = func(*args, **kwargs)\n            end_time = time.time()\n            print(f\"&#91;PERF] {func.__name__} \u6267\u884c\u65f6\u95f4: {end_time - start_time:.3f}s\")\n            return result\n        return wrapper\n\n    @log_execution\n    @require_auth\n    @require_role('customer')\n    @monitor_performance\n    def process_order_with_decorator(order_data):\n        \"\"\"\u4f7f\u7528\u88c5\u9970\u5668\u7684\u8ba2\u5355\u5904\u7406\"\"\"\n        return f\"\u5904\u7406\u8ba2\u5355 {order_data&#91;'id']}: {order_data&#91;'items']}\"\n\n    print(\"\\n\u5173\u6ce8\u70b9\u5206\u79bb\u5bf9\u6bd4\uff1a\")\n    print(\"\u6ca1\u6709\u88c5\u9970\u5668\uff1a\u4e1a\u52a1\u903b\u8f91\u4e0e\u6a2a\u5207\u5173\u6ce8\u70b9\u6df7\u6742\")\n    print(\"\u4f7f\u7528\u88c5\u9970\u5668\uff1a\u4e1a\u52a1\u903b\u8f91\u6e05\u6670\uff0c\u6a2a\u5207\u5173\u6ce8\u70b9\u7531\u88c5\u9970\u5668\u5904\u7406\")\n\n    # 2. \u5f00\u95ed\u539f\u5219\uff08Open\/Closed Principle\uff09\n    print(\"\\n2. \u5f00\u95ed\u539f\u5219\uff08Open\/Closed Principle\uff09\uff1a\")\n    print(\"   - \u5bf9\u6269\u5c55\u5f00\u653e\uff0c\u5bf9\u4fee\u6539\u5c01\u95ed\")\n    print(\"   - \u901a\u8fc7\u6dfb\u52a0\u65b0\u88c5\u9970\u5668\u6765\u6269\u5c55\u529f\u80fd\uff0c\u65e0\u9700\u4fee\u6539\u73b0\u6709\u4ee3\u7801\")\n\n    class PaymentProcessor:\n        \"\"\"\u652f\u4ed8\u5904\u7406\u5668\"\"\"\n\n        def process(self, amount: float) -&gt; str:\n            return f\"\u5904\u7406\u652f\u4ed8 ${amount}\"\n\n    # \u6269\u5c55\u529f\u80fd\u800c\u4e0d\u4fee\u6539\u539f\u59cb\u7c7b\n    def add_logging(cls):\n        \"\"\"\u6dfb\u52a0\u65e5\u5fd7\u529f\u80fd\u7684\u88c5\u9970\u5668\"\"\"\n        original_process = cls.process\n\n        def new_process(self, amount):\n            print(f\"&#91;LOG] \u5f00\u59cb\u5904\u7406\u652f\u4ed8: ${amount}\")\n            result = original_process(self, amount)\n            print(f\"&#91;LOG] \u652f\u4ed8\u5904\u7406\u5b8c\u6210\")\n            return result\n\n        cls.process = new_process\n        return cls\n\n    def add_validation(cls):\n        \"\"\"\u6dfb\u52a0\u9a8c\u8bc1\u529f\u80fd\u7684\u88c5\u9970\u5668\"\"\"\n        original_process = cls.process\n\n        def new_process(self, amount):\n            if amount &lt;= 0:\n                raise ValueError(\"\u652f\u4ed8\u91d1\u989d\u5fc5\u987b\u5927\u4e8e0\")\n            return original_process(self, amount)\n\n        cls.process = new_process\n        return cls\n\n    # \u5e94\u7528\u88c5\u9970\u5668\n    @add_logging\n    @add_validation\n    class EnhancedPaymentProcessor(PaymentProcessor):\n        pass\n\n    print(\"\\n\u5f00\u95ed\u539f\u5219\u793a\u4f8b\uff1a\")\n    processor = EnhancedPaymentProcessor()\n    try:\n        result = processor.process(100.0)\n        print(f\"\u6210\u529f: {result}\")\n\n        result = processor.process(-50.0)  # \u5e94\u8be5\u5931\u8d25\n        print(f\"\u7ed3\u679c: {result}\")\n    except ValueError as e:\n        print(f\"\u9a8c\u8bc1\u5931\u8d25: {e}\")\n\n    # 3. \u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f\uff08Composition over Inheritance\uff09\n    print(\"\\n3. \u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f\uff08Composition over Inheritance\uff09\uff1a\")\n    print(\"   - \u901a\u8fc7\u88c5\u9970\u5668\u7ec4\u5408\u529f\u80fd\uff0c\u800c\u4e0d\u662f\u901a\u8fc7\u7ee7\u627f\u5c42\u6b21\")\n    print(\"   - \u66f4\u7075\u6d3b\uff0c\u907f\u514d\u7ee7\u627f\u7684\u7d27\u8026\u5408\")\n\n    # \u4f20\u7edf\u7ee7\u627f\u65b9\u5f0f\n    class LoggedProcessor(PaymentProcessor):\n        def process(self, amount):\n            print(f\"&#91;LOG] \u5f00\u59cb\u5904\u7406\")\n            result = super().process(amount)\n            print(f\"&#91;LOG] \u5904\u7406\u5b8c\u6210\")\n            return result\n\n    class ValidatedProcessor(PaymentProcessor):\n        def process(self, amount):\n            if amount &lt;= 0:\n                raise ValueError(\"\u91d1\u989d\u65e0\u6548\")\n            return super().process(amount)\n\n    # \u5982\u679c\u9700\u8981\u540c\u65f6\u6709\u65e5\u5fd7\u548c\u9a8c\u8bc1\uff0c\u9700\u8981\u521b\u5efa\u65b0\u7c7b\n    class LoggedAndValidatedProcessor(LoggedProcessor, ValidatedProcessor):\n        pass  # \u591a\u91cd\u7ee7\u627f\u53ef\u80fd\u5e26\u6765\u590d\u6742\u6027\n\n    # \u88c5\u9970\u5668\u65b9\u5f0f\n    def create_processor(*decorators):\n        \"\"\"\u901a\u8fc7\u88c5\u9970\u5668\u7ec4\u5408\u521b\u5efa\u5904\u7406\u5668\"\"\"\n        processor = PaymentProcessor()\n\n        # \u53cd\u5411\u5e94\u7528\u88c5\u9970\u5668\uff08\u56e0\u4e3a\u88c5\u9970\u5668\u4ece\u5185\u5411\u5916\u6267\u884c\uff09\n        for decorator in reversed(decorators):\n            processor.process = decorator(processor.process)\n\n        return processor\n\n    # \u5b9a\u4e49\u88c5\u9970\u5668\u51fd\u6570\n    def make_logged(func):\n        def wrapper(self, amount):\n            print(f\"&#91;LOG] \u5f00\u59cb\u5904\u7406\")\n            result = func(self, amount)\n            print(f\"&#91;LOG] \u5904\u7406\u5b8c\u6210\")\n            return result\n        return wrapper\n\n    def make_validated(func):\n        def wrapper(self, amount):\n            if amount &lt;= 0:\n                raise ValueError(\"\u91d1\u989d\u65e0\u6548\")\n            return func(self, amount)\n        return wrapper\n\n    def make_cached(func):\n        cache = {}\n        def wrapper(self, amount):\n            if amount in cache:\n                print(f\"&#91;CACHE] \u7f13\u5b58\u547d\u4e2d\")\n                return cache&#91;amount]\n            result = func(self, amount)\n            cache&#91;amount] = result\n            return result\n        return wrapper\n\n    print(\"\\n\u7ec4\u5408\u4f18\u4e8e\u7ee7\u627f\u793a\u4f8b\uff1a\")\n\n    # \u521b\u5efa\u5177\u6709\u4e0d\u540c\u529f\u80fd\u7ec4\u5408\u7684\u5904\u7406\u5668\n    basic_processor = create_processor()\n    logged_processor = create_processor(make_logged)\n    full_processor = create_processor(make_logged, make_validated, make_cached)\n\n    print(\"\u57fa\u7840\u5904\u7406\u5668:\")\n    print(f\"  {basic_processor.process(100)}\")\n\n    print(\"\\n\u5e26\u65e5\u5fd7\u7684\u5904\u7406\u5668:\")\n    print(f\"  {logged_processor.process(100)}\")\n\n    print(\"\\n\u5b8c\u6574\u529f\u80fd\u7684\u5904\u7406\u5668:\")\n    print(f\"  \u7b2c\u4e00\u6b21\u8c03\u7528: {full_processor.process(100)}\")\n    print(f\"  \u7b2c\u4e8c\u6b21\u8c03\u7528\uff08\u7f13\u5b58\uff09: {full_processor.process(100)}\")\n\n    # 4. \u58f0\u660e\u5f0f\u7f16\u7a0b\uff08Declarative Programming\uff09\n    print(\"\\n4. \u58f0\u660e\u5f0f\u7f16\u7a0b\uff08Declarative Programming\uff09\uff1a\")\n    print(\"   - \u4f7f\u7528\u88c5\u9970\u5668\u58f0\u660e\u610f\u56fe\uff0c\u800c\u4e0d\u662f\u6307\u5b9a\u5b9e\u73b0\")\n    print(\"   - \u4ee3\u7801\u66f4\u6e05\u6670\uff0c\u66f4\u6613\u4e8e\u7406\u89e3\")\n\n    # \u4f20\u7edf\u547d\u4ee4\u5f0f\u65b9\u5f0f\n    def process_user_command_imperative(command, user):\n        \"\"\"\u547d\u4ee4\u5f0f\u5904\u7406\u7528\u6237\u547d\u4ee4\"\"\"\n        # \u68c0\u67e5\u6743\u9650\n        if user.get('role') != 'admin':\n            return \"\u6743\u9650\u4e0d\u8db3\"\n\n        # \u9a8c\u8bc1\u547d\u4ee4\n        if not command or len(command) &gt; 100:\n            return \"\u547d\u4ee4\u65e0\u6548\"\n\n        # \u8bb0\u5f55\u65e5\u5fd7\n        print(f\"&#91;LOG] \u7528\u6237 {user&#91;'name']} \u6267\u884c\u547d\u4ee4: {command}\")\n\n        # \u6267\u884c\u547d\u4ee4\n        result = f\"\u6267\u884c\u547d\u4ee4: {command}\"\n\n        # \u66f4\u65b0\u6700\u540e\u6d3b\u52a8\u65f6\u95f4\n        user&#91;'last_active'] = time.time()\n\n        return result\n\n    # \u58f0\u660e\u5f0f\u65b9\u5f0f\n    @require_role('admin')\n    def validate_command(command: str):\n        if not command or len(command) &gt; 100:\n            raise ValueError(\"\u547d\u4ee4\u65e0\u6548\")\n        return command\n\n    @log_execution\n    def update_user_activity(user: dict):\n        user&#91;'last_active'] = time.time()\n        return user\n\n    def process_user_command_declarative(command, user):\n        \"\"\"\u58f0\u660e\u5f0f\u5904\u7406\u7528\u6237\u547d\u4ee4\"\"\"\n        # \u9a8c\u8bc1\u548c\u6743\u9650\u68c0\u67e5\u901a\u8fc7\u88c5\u9970\u5668\u58f0\u660e\n        validated_command = validate_command(command)\n\n        # \u6267\u884c\u547d\u4ee4\n        result = f\"\u6267\u884c\u547d\u4ee4: {validated_command}\"\n\n        # \u66f4\u65b0\u7528\u6237\u6d3b\u52a8\n        updated_user = update_user_activity(user)\n\n        return result\n\n    print(\"\\n\u58f0\u660e\u5f0f\u7f16\u7a0b\u793a\u4f8b\uff1a\")\n    user = {'name': 'Alice', 'role': 'admin'}\n\n    print(\"\u547d\u4ee4\u5f0f\u65b9\u5f0f:\")\n    result = process_user_command_imperative(\"create user\", user)\n    print(f\"  \u7ed3\u679c: {result}\")\n\n    print(\"\\n\u58f0\u660e\u5f0f\u65b9\u5f0f:\")\n    result = process_user_command_declarative(\"create user\", user)\n    print(f\"  \u7ed3\u679c: {result}\")\n\n    # 5. \u5143\u7f16\u7a0b\u54f2\u5b66\n    print(\"\\n5. \u5143\u7f16\u7a0b\u54f2\u5b66\uff1a\")\n    print(\"   - \u4ee3\u7801\u5904\u7406\u4ee3\u7801\u672c\u8eab\")\n    print(\"   - \u5728\u66f4\u9ad8\u62bd\u8c61\u5c42\u6b21\u4e0a\u601d\u8003\u95ee\u9898\")\n\n    # \u5143\u7f16\u7a0b\u88c5\u9970\u5668\u793a\u4f8b\n    def auto_register(cls):\n        \"\"\"\u81ea\u52a8\u6ce8\u518c\u7c7b\u7684\u88c5\u9970\u5668\"\"\"\n        if not hasattr(auto_register, 'registry'):\n            auto_register.registry = {}\n\n        # \u6ce8\u518c\u7c7b\n        auto_register.registry&#91;cls.__name__] = cls\n\n        # \u6dfb\u52a0\u7c7b\u65b9\u6cd5\n        @classmethod\n        def get_all_classes(cls):\n            return list(auto_register.registry.values())\n\n        @classmethod\n        def get_class_by_name(cls, name):\n            return auto_register.registry.get(name)\n\n        cls.get_all_classes = get_all_classes\n        cls.get_class_by_name = get_class_by_name\n\n        return cls\n\n    @auto_register\n    class PluginA:\n        def execute(self):\n            return \"\u6267\u884c\u63d2\u4ef6A\"\n\n    @auto_register\n    class PluginB:\n        def execute(self):\n            return \"\u6267\u884c\u63d2\u4ef6B\"\n\n    @auto_register\n    class PluginC:\n        def execute(self):\n            return \"\u6267\u884c\u63d2\u4ef6C\"\n\n    print(\"\u5143\u7f16\u7a0b\u793a\u4f8b - \u81ea\u52a8\u6ce8\u518c\uff1a\")\n    print(f\"\u6ce8\u518c\u7684\u7c7b: {list(auto_register.registry.keys())}\")\n\n    # \u52a8\u6001\u521b\u5efa\u548c\u8c03\u7528\u5b9e\u4f8b\n    for plugin_name in auto_register.registry:\n        plugin_class = auto_register.registry&#91;plugin_name]\n        plugin_instance = plugin_class()\n        print(f\"{plugin_name}: {plugin_instance.execute()}\")\n\n    # 6. \u88c5\u9970\u5668\u4e0e\u8f6f\u4ef6\u67b6\u6784\n    print(\"\\n6. \u88c5\u9970\u5668\u4e0e\u8f6f\u4ef6\u67b6\u6784\uff1a\")\n\n    architectural_patterns = &#91;\n        (\"\u4e2d\u95f4\u4ef6\u6a21\u5f0f\", \"\u88c5\u9970\u5668\u5b9e\u73b0HTTP\u4e2d\u95f4\u4ef6\u94fe\", \"\u8bf7\u6c42\u9884\u5904\u7406\u548c\u540e\u5904\u7406\"),\n        (\"\u9762\u5411\u5207\u9762\u7f16\u7a0b\", \"\u88c5\u9970\u5668\u5b9e\u73b0\u5207\u9762\", \"\u6a2a\u5207\u5173\u6ce8\u70b9\u7684\u6a21\u5757\u5316\"),\n        (\"\u63d2\u4ef6\u67b6\u6784\", \"\u88c5\u9970\u5668\u5b9e\u73b0\u63d2\u4ef6\u6ce8\u518c\", \"\u52a8\u6001\u6269\u5c55\u7cfb\u7edf\u529f\u80fd\"),\n        (\"\u62e6\u622a\u5668\u6a21\u5f0f\", \"\u88c5\u9970\u5668\u62e6\u622a\u65b9\u6cd5\u8c03\u7528\", \"\u6743\u9650\u68c0\u67e5\u3001\u7f13\u5b58\u7b49\"),\n    ]\n\n    print(\"\u88c5\u9970\u5668\u5728\u8f6f\u4ef6\u67b6\u6784\u4e2d\u7684\u5e94\u7528\uff1a\")\n    for pattern, implementation, use_case in architectural_patterns:\n        print(f\"  \u2022 {pattern:15}: {implementation:25} -&gt; {use_case}\")\n\n# \u8fd0\u884c\u6f14\u793a\ndemonstrate_decorator_philosophy()\n\n# \u88c5\u9970\u5668\u7684\u672a\u6765\u8d8b\u52bf\nprint(\"\\n\" + \"=\"*60)\nprint(\"\u88c5\u9970\u5668\u7684\u672a\u6765\u8d8b\u52bf\")\nprint(\"=\"*60)\n\nprint(\"\"\"\n1. \u7f16\u8bd1\u65f6\u88c5\u9970\u5668\n   \u2022 \u66f4\u65e9\u7684\u4ee3\u7801\u8f6c\u6362\n   \u2022 \u66f4\u597d\u7684\u6027\u80fd\u4f18\u5316\n   \u2022 \u66f4\u4e25\u683c\u7684\u7c7b\u578b\u68c0\u67e5\n\n2. \u9886\u57df\u7279\u5b9a\u88c5\u9970\u5668\n   \u2022 \u9488\u5bf9\u7279\u5b9a\u9886\u57df\u4f18\u5316\n   \u2022 Web\u5f00\u53d1\u3001\u6570\u636e\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u7b49\n   \u2022 \u6807\u51c6\u5316\u7684\u88c5\u9970\u5668\u5e93\n\n3. \u667a\u80fd\u88c5\u9970\u5668\n   \u2022 AI\u8f85\u52a9\u7684\u88c5\u9970\u5668\u751f\u6210\n   \u2022 \u81ea\u52a8\u68c0\u6d4b\u9002\u7528\u7684\u88c5\u9970\u5668\n   \u2022 \u6027\u80fd\u4f18\u5316\u7684\u81ea\u52a8\u88c5\u9970\n\n4. \u7c7b\u578b\u7cfb\u7edf\u6df1\u5ea6\u96c6\u6210\n   \u2022 \u88c5\u9970\u5668\u7c7b\u578b\u7b7e\u540d\n   \u2022 \u7f16\u8bd1\u65f6\u88c5\u9970\u5668\u9a8c\u8bc1\n   \u2022 \u66f4\u597d\u7684IDE\u652f\u6301\n\n5. \u8de8\u8bed\u8a00\u88c5\u9970\u5668\n   \u2022 \u7edf\u4e00\u7684\u88c5\u9970\u5668\u8bed\u6cd5\n   \u2022 \u8bed\u8a00\u95f4\u88c5\u9970\u5668\u4e92\u64cd\u4f5c\n   \u2022 \u591a\u8bed\u8a00\u6846\u67b6\u652f\u6301\n\n6. \u54cd\u5e94\u5f0f\u88c5\u9970\u5668\n   \u2022 \u54cd\u5e94\u5f0f\u7f16\u7a0b\u652f\u6301\n   \u2022 \u81ea\u52a8\u4f9d\u8d56\u8ddf\u8e2a\n   \u2022 \u9ad8\u6548\u7684\u53d8\u66f4\u68c0\u6d4b\n\n7. \u5b89\u5168\u589e\u5f3a\u88c5\u9970\u5668\n   \u2022 \u81ea\u52a8\u5b89\u5168\u5ba1\u8ba1\n   \u2022 \u6f0f\u6d1e\u68c0\u6d4b\n   \u2022 \u5408\u89c4\u6027\u68c0\u67e5\n\n8. \u53ef\u89c6\u5316\u88c5\u9970\u5668\n   \u2022 \u56fe\u5f62\u5316\u88c5\u9970\u5668\u914d\u7f6e\n   \u2022 \u88c5\u9970\u5668\u6548\u679c\u53ef\u89c6\u5316\n   \u2022 \u8c03\u8bd5\u548c\u76d1\u63a7\u96c6\u6210\n\n\u6311\u6218\u4e0e\u673a\u9047\uff1a\n1. \u590d\u6742\u6027\u7ba1\u7406\uff1a\u907f\u514d\u88c5\u9970\u5668\u8fc7\u5ea6\u4f7f\u7528\u5bfc\u81f4\u7684\"\u88c5\u9970\u5668\u5730\u72f1\"\n2. \u8c03\u8bd5\u56f0\u96be\uff1a\u591a\u5c42\u88c5\u9970\u5668\u6808\u7684\u8c03\u8bd5\u6311\u6218\n3. \u6027\u80fd\u5f00\u9500\uff1a\u8fd0\u884c\u65f6\u88c5\u9970\u5668\u7684\u6027\u80fd\u5f71\u54cd\n4. \u5b66\u4e60\u66f2\u7ebf\uff1a\u65b0\u7279\u6027\u7684\u7406\u89e3\u548c\u638c\u63e1\n5. \u751f\u6001\u7cfb\u7edf\uff1a\u5de5\u5177\u94fe\u548c\u5e93\u7684\u5168\u9762\u652f\u6301\n\n\u6700\u4f73\u5b9e\u8df5\u6f14\u8fdb\uff1a\n1. \u88c5\u9970\u5668\u7ec4\u5408\u89c4\u8303\uff1a\u5b9a\u4e49\u88c5\u9970\u5668\u7ec4\u5408\u7684\u6700\u4f73\u5b9e\u8df5\n2. \u88c5\u9970\u5668\u6d4b\u8bd5\uff1a\u4e13\u95e8\u7684\u88c5\u9970\u5668\u6d4b\u8bd5\u6846\u67b6\n3. \u88c5\u9970\u5668\u6587\u6863\uff1a\u6807\u51c6\u5316\u7684\u88c5\u9970\u5668\u6587\u6863\u683c\u5f0f\n4. \u88c5\u9970\u5668\u6027\u80fd\u5206\u6790\uff1a\u4e13\u95e8\u7684\u6027\u80fd\u5206\u6790\u5de5\u5177\n\n\u7ed3\u8bed\uff1a\u88c5\u9970\u5668\u4f5c\u4e3a\u5143\u7f16\u7a0b\u7684\u91cd\u8981\u5de5\u5177\n\u5c06\u7ee7\u7eed\u5728\u63d0\u9ad8\u4ee3\u7801\u8d28\u91cf\u3001\u4fc3\u8fdb\u5173\u6ce8\u70b9\u5206\u79bb\u3001\n\u589e\u5f3a\u4ee3\u7801\u53ef\u7ef4\u62a4\u6027\u65b9\u9762\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002\n\u968f\u7740\u7f16\u7a0b\u8bed\u8a00\u548c\u5de5\u5177\u7684\u53d1\u5c55\uff0c\u88c5\u9970\u5668\u5c06\u53d8\u5f97\u66f4\u52a0\u5f3a\u5927\u3001\n\u6613\u7528\u548c\u667a\u80fd\uff0c\u6210\u4e3a\u73b0\u4ee3\u8f6f\u4ef6\u5f00\u53d1\u7684\u6838\u5fc3\u6280\u672f\u4e4b\u4e00\u3002\n\"\"\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u88c5\u9970\u5668\u7684\u6838\u5fc3\u6d1e\u89c1<\/h3>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u5802\u8bfe\uff0c\u6211\u4eec\u83b7\u5f97\u4e86\u4ee5\u4e0b\u6838\u5fc3\u6d1e\u89c1\uff1a<\/p>\n\n\n\n<p><strong>\u88c5\u9970\u5668\u662f\u8bed\u6cd5\u7cd6<\/strong>\uff1a<code>@decorator<\/code>\u8bed\u6cd5\u662f\u9ad8\u9636\u51fd\u6570\u8c03\u7528\u7684\u7f8e\u5316\u5f62\u5f0f\uff0c\u4f7f\u4ee3\u7801\u66f4\u6e05\u6670\u3002<\/p>\n\n\n\n<p><strong>\u88c5\u9970\u5668\u5b9e\u73b0\u5173\u6ce8\u70b9\u5206\u79bb<\/strong>\uff1a\u5c06\u6a2a\u5207\u5173\u6ce8\u70b9\uff08\u65e5\u5fd7\u3001\u8ba4\u8bc1\u3001\u7f13\u5b58\u7b49\uff09\u4ece\u4e1a\u52a1\u903b\u8f91\u4e2d\u5206\u79bb\u3002<\/p>\n\n\n\n<p><strong>\u88c5\u9970\u5668\u652f\u6301\u7ec4\u5408<\/strong>\uff1a\u591a\u4e2a\u88c5\u9970\u5668\u53ef\u4ee5\u7ec4\u5408\u4f7f\u7528\uff0c\u5f62\u6210\u5904\u7406\u94fe\u3002<\/p>\n\n\n\n<p><strong>\u88c5\u9970\u5668\u662f\u5143\u7f16\u7a0b\u5de5\u5177<\/strong>\uff1a\u5b83\u4eec\u5728\u7f16\u8bd1\u65f6\u3001\u52a0\u8f7d\u65f6\u6216\u8fd0\u884c\u65f6\u4fee\u6539\u4ee3\u7801\u884c\u4e3a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u88c5\u9970\u5668\u7684\u4f18\u52bf<\/h3>\n\n\n\n<p><strong>\u63d0\u9ad8\u4ee3\u7801\u53ef\u91cd\u7528\u6027<\/strong>\uff1a\u901a\u7528\u529f\u80fd\u5b9e\u73b0\u4e00\u6b21\uff0c\u591a\u5904\u4f7f\u7528\u3002<\/p>\n\n\n\n<p><strong>\u589e\u5f3a\u4ee3\u7801\u53ef\u8bfb\u6027<\/strong>\uff1a\u88c5\u9970\u5668\u8bed\u6cd5\u6e05\u6670\u8868\u8fbe\u610f\u56fe\u3002<\/p>\n\n\n\n<p><strong>\u964d\u4f4e\u8026\u5408\u5ea6<\/strong>\uff1a\u529f\u80fd\u901a\u8fc7\u88c5\u9970\u5668\u6dfb\u52a0\uff0c\u800c\u4e0d\u662f\u4fee\u6539\u539f\u59cb\u4ee3\u7801\u3002<\/p>\n\n\n\n<p><strong>\u652f\u6301\u52a8\u6001\u884c\u4e3a<\/strong>\uff1a\u8fd0\u884c\u65f6\u51b3\u5b9a\u662f\u5426\u5e94\u7528\u88c5\u9970\u5668\uff0c\u6216\u5e94\u7528\u54ea\u4e9b\u88c5\u9970\u5668\u3002<\/p>\n\n\n\n<p><strong>\u4fc3\u8fdb\u58f0\u660e\u5f0f\u7f16\u7a0b<\/strong>\uff1a\u4f7f\u7528\u88c5\u9970\u5668\u58f0\u660e\u529f\u80fd\uff0c\u800c\u4e0d\u662f\u547d\u4ee4\u5f0f\u5b9e\u73b0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u5b9e\u7528\u5efa\u8bae<\/h3>\n\n\n\n<p><strong>\u4f55\u65f6\u4f7f\u7528\u88c5\u9970\u5668\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u9700\u8981\u4e3a\u591a\u4e2a\u51fd\u6570\u6dfb\u52a0\u76f8\u540c\u529f\u80fd\u65f6<\/li>\n\n\n\n<li>\u5f53\u529f\u80fd\u662f\u6a2a\u5207\u5173\u6ce8\u70b9\u65f6\uff08\u65e5\u5fd7\u3001\u7f13\u5b58\u3001\u8ba4\u8bc1\u7b49\uff09<\/li>\n\n\n\n<li>\u5f53\u9700\u8981\u5728\u4e0d\u4fee\u6539\u539f\u59cb\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\u6dfb\u52a0\u529f\u80fd\u65f6<\/li>\n\n\n\n<li>\u5f53\u9700\u8981\u7ec4\u5408\u591a\u4e2a\u72ec\u7acb\u529f\u80fd\u65f6<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f55\u65f6\u4e0d\u4f7f\u7528\u88c5\u9970\u5668\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u529f\u80fd\u7d27\u5bc6\u8026\u5408\u5230\u4e1a\u52a1\u903b\u8f91\u65f6<\/li>\n\n\n\n<li>\u5f53\u88c5\u9970\u5668\u4f1a\u4f7f\u4ee3\u7801\u66f4\u96be\u7406\u89e3\u65f6<\/li>\n\n\n\n<li>\u5f53\u6027\u80fd\u662f\u5173\u952e\u8003\u8651\u56e0\u7d20\u65f6<\/li>\n\n\n\n<li>\u5f53\u88c5\u9970\u5668\u6808\u592a\u6df1\u5bfc\u81f4\u8c03\u8bd5\u56f0\u96be\u65f6<\/li>\n<\/ul>\n\n\n\n<p><strong>\u88c5\u9970\u5668\u8bbe\u8ba1\u539f\u5219\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5355\u4e00\u804c\u8d23\uff1a\u6bcf\u4e2a\u88c5\u9970\u5668\u53ea\u505a\u4e00\u4ef6\u4e8b<\/li>\n\n\n\n<li>\u4fdd\u6301\u900f\u660e\uff1a\u4f7f\u7528<code>functools.wraps<\/code>\u4fdd\u6301\u539f\u59cb\u51fd\u6570\u5143\u6570\u636e<\/li>\n\n\n\n<li>\u6b63\u786e\u5904\u7406\u53c2\u6570\uff1a\u88c5\u9970\u5668\u5e94\u8be5\u80fd\u591f\u5904\u7406\u4efb\u610f\u53c2\u6570<\/li>\n\n\n\n<li>\u63d0\u4f9b\u826f\u597d\u9519\u8bef\u4fe1\u606f\uff1a\u88c5\u9970\u5668\u4e2d\u7684\u9519\u8bef\u5e94\u8be5\u6613\u4e8e\u8c03\u8bd5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 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&#8211; \u5143\u7f16\u7a0b\u7684\u827a\u672f\uff01\u5b8c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c\u56db\u5341\u4e5d\u8bfe\uff1a\u5bf9\u8c61\u95f4\u5173\u7cfb &#8211; \u6784\u5efa\u8f6f\u4ef6\u793e\u4f1a\u7684\u56db\u6881\u516b\u67f1 \u524d\u8a00\uff1a\u8f6f\u4ef6\u4e16\u754c\u7684\u793e\u4ea4\u7f51\u7edc \u5728\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u4e2d\uff0c\u5bf9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30],"tags":[],"class_list":["post-1440","post","type-post","status-publish","format-standard","hentry","category-technology-horizon"],"_links":{"self":[{"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/posts\/1440","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/comments?post=1440"}],"version-history":[{"count":6,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/posts\/1440\/revisions"}],"predecessor-version":[{"id":1459,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/posts\/1440\/revisions\/1459"}],"wp:attachment":[{"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/media?parent=1440"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/categories?post=1440"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/tags?post=1440"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}