{"id":1424,"date":"2026-01-20T10:25:11","date_gmt":"2026-01-20T02:25:11","guid":{"rendered":"http:\/\/www.preluna.xyz\/?p=1424"},"modified":"2026-01-25T01:19:07","modified_gmt":"2026-01-24T17:19:07","slug":"%e6%b7%b1%e5%85%a5%e7%90%86%e8%a7%a3%e9%9d%a2%e5%90%91%e8%bf%87%e7%a8%8b%e4%b8%8e%e9%9d%a2%e5%90%91%e5%af%b9%e8%b1%a1%ef%bc%9a%e4%bb%8e%e5%ad%a6%e7%94%9f%e7%ae%a1%e7%90%86%e7%b3%bb%e7%bb%9f%e7%9c%8b","status":"publish","type":"post","link":"http:\/\/www.preluna.xyz\/index.php\/2026\/01\/20\/%e6%b7%b1%e5%85%a5%e7%90%86%e8%a7%a3%e9%9d%a2%e5%90%91%e8%bf%87%e7%a8%8b%e4%b8%8e%e9%9d%a2%e5%90%91%e5%af%b9%e8%b1%a1%ef%bc%9a%e4%bb%8e%e5%ad%a6%e7%94%9f%e7%ae%a1%e7%90%86%e7%b3%bb%e7%bb%9f%e7%9c%8b\/preluna\/technology\/career-skills\/technology-horizon\/","title":{"rendered":"\u6df1\u5165\u7406\u89e3\u9762\u5411\u8fc7\u7a0b\u4e0e\u9762\u5411\u5bf9\u8c61\uff1a\u4ece\u5b66\u751f\u7ba1\u7406\u7cfb\u7edf\u770b\u4e24\u79cd\u7f16\u7a0b\u8303\u5f0f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u5341\u4e94\u8bfe\uff1a\u6df1\u5165\u7406\u89e3\u9762\u5411\u8fc7\u7a0b\u4e0e\u9762\u5411\u5bf9\u8c61\uff1a\u4e24\u79cd\u7f16\u7a0b\u8303\u5f0f\u7684\u5bf9\u6bd4<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4e24\u79cd\u7f16\u7a0b\u601d\u7ef4\u7684\u5bf9\u6bd4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7f16\u7a0b\u5b66\u4e60\u4e2d\uff0c\u9762\u5411\u8fc7\u7a0b\u548c\u9762\u5411\u5bf9\u8c61\u662f\u4e24\u79cd\u6839\u672c\u4e0d\u540c\u7684\u601d\u7ef4\u65b9\u5f0f\u3002\u8ba9\u6211\u7528\u4e00\u4e2a\u751f\u52a8\u7684\u6bd4\u55bb\u6765\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u8fc7\u7a0b<\/strong>\u5c31\u50cf\u505a\u4e00\u9053\u83dc\u65f6\uff0c\u4f60\u53ea\u5173\u5fc3\u505a\u83dc\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6d17\u83dc \u2192 2. \u5207\u83dc \u2192 3. \u7092\u83dc \u2192 4. \u88c5\u76d8<br>\u4f60\u5173\u6ce8\u7684\u662f&#8221;\u600e\u4e48\u505a&#8221;\uff0c\u628a\u6574\u4e2a\u6d41\u7a0b\u62c6\u5206\u6210\u4e00\u6b65\u6b65\u7684\u6307\u4ee4\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u5bf9\u8c61<\/strong>\u5219\u50cf\u662f\u4e00\u4e2a\u53a8\u623f\u56e2\u961f\uff0c\u6bcf\u4e2a\u4eba\u90fd\u6709\u660e\u786e\u7684\u804c\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53a8\u5e08\uff1a\u8d1f\u8d23\u7092\u83dc<\/li>\n\n\n\n<li>\u5207\u83dc\u5de5\uff1a\u8d1f\u8d23\u5207\u83dc<\/li>\n\n\n\n<li>\u6d17\u83dc\u5de5\uff1a\u8d1f\u8d23\u6d17\u83dc<\/li>\n\n\n\n<li>\u670d\u52a1\u5458\uff1a\u8d1f\u8d23\u4e0a\u83dc<br>\u4f60\u5173\u6ce8\u7684\u662f&#8221;\u8c01\u8d1f\u8d23\u4ec0\u4e48&#8221;\uff0c\u901a\u8fc7\u5bf9\u8c61\u4e4b\u95f4\u7684\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u6211\u5c06\u901a\u8fc7\u5b66\u751f\u7ba1\u7406\u7cfb\u7edf\u7684\u4e24\u79cd\u5b9e\u73b0\uff0c\u8be6\u7ec6\u89e3\u91ca\u8fd9\u4e24\u79cd\u601d\u7ef4\u7684\u533a\u522b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u6838\u5fc3\u533a\u522b\u7406\u89e3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5f00\u59cb\u4ee3\u7801\u524d\uff0c\u5148\u8bb0\u4f4f\u8fd9\u4e2a\u5173\u952e\u533a\u522b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u9762<\/th><th>\u9762\u5411\u8fc7\u7a0b<\/th><th>\u9762\u5411\u5bf9\u8c61<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6838\u5fc3\u601d\u60f3<\/strong><\/td><td>&#8220;\u600e\u4e48\u505a&#8221; &#8211; \u5173\u6ce8\u6b65\u9aa4\u548c\u6d41\u7a0b<\/td><td>&#8220;\u8c01\u505a\u4ec0\u4e48&#8221; &#8211; \u5173\u6ce8\u5bf9\u8c61\u548c\u8d23\u4efb<\/td><\/tr><tr><td><strong>\u4ee3\u7801\u7ec4\u7ec7<\/strong><\/td><td>\u6309\u529f\u80fd\u7ec4\u7ec7\u51fd\u6570<\/td><td>\u6309\u4e8b\u7269\u7ec4\u7ec7\u7c7b<\/td><\/tr><tr><td><strong>\u6570\u636e\u5b58\u50a8<\/strong><\/td><td>\u6570\u636e\u548c\u51fd\u6570\u5206\u79bb<\/td><td>\u6570\u636e\u548c\u65b9\u6cd5\u5c01\u88c5\u5728\u4e00\u8d77<\/td><\/tr><tr><td><strong>\u601d\u7ef4\u65b9\u5f0f<\/strong><\/td><td>\u6d41\u7a0b\u9a71\u52a8<\/td><td>\u5bf9\u8c61\u9a71\u52a8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u9762\u5411\u8fc7\u7a0b\u7248\u672c\u5b66\u751f\u7ba1\u7406\u7cfb\u7edf<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u9762\u5411\u8fc7\u7a0b\u7248\u672c\u7684\u5b66\u751f\u7ba1\u7406\u7cfb\u7edf\n# \u6838\u5fc3\u7279\u70b9\uff1a\u6570\u636e\u548c\u51fd\u6570\u5206\u79bb\uff0c\u6309\u6267\u884c\u6d41\u7a0b\u7ec4\u7ec7\u4ee3\u7801\n# ============================================================================\n\n# \u7b2c1\u6b65\uff1a\u5b9a\u4e49\u6570\u636e\u7ed3\u6784\uff08\u6570\u636e\u4e0e\u64cd\u4f5c\u5b8c\u5168\u5206\u79bb\uff09\nstudents = &#91;]  # \u5168\u5c40\u53d8\u91cf\u5b58\u50a8\u6240\u6709\u5b66\u751f\u6570\u636e\n\n# \u7b2c2\u6b65\uff1a\u5b9a\u4e49\u64cd\u4f5c\u6570\u636e\u7684\u51fd\u6570\ndef add_student(name, age, score):\n    \"\"\"\n    \u6dfb\u52a0\u5b66\u751f\u51fd\u6570\n    \u7279\u70b9\uff1a\u7eaf\u51fd\u6570\u5f0f\u601d\u7ef4\uff0c\u8f93\u5165\u53c2\u6570\uff0c\u8fd4\u56de\u7ed3\u679c\n    \u7f3a\u70b9\uff1a\u9700\u8981\u663e\u5f0f\u5730\u4f20\u9012\u6570\u636e\uff0c\u6570\u636e\u5bb9\u6613\u5728\u51fd\u6570\u95f4\u4f20\u9012\u6df7\u4e71\n    \"\"\"\n    new_student = {\n        \"name\": name,\n        \"age\": age,\n        \"score\": score\n    }\n    students.append(new_student)  # \u4fee\u6539\u5168\u5c40\u6570\u636e\n\ndef find_student(name):\n    \"\"\"\n    \u67e5\u627e\u5b66\u751f\u51fd\u6570\n    \u7279\u70b9\uff1a\u88ab\u52a8\u5904\u7406\u6570\u636e\uff0c\u6570\u636e\u4f5c\u4e3a\u53c2\u6570\u4f20\u5165\n    \u95ee\u9898\uff1a\u5982\u679c\u6570\u636e\u5206\u6563\u5728\u591a\u4e2a\u5730\u65b9\uff0c\u7ba1\u7406\u56f0\u96be\n    \"\"\"\n    for student in students:\n        if student&#91;\"name\"] == name:\n            return student\n    return None\n\ndef display_all_students():\n    \"\"\"\n    \u663e\u793a\u6240\u6709\u5b66\u751f\n    \u7279\u70b9\uff1a\u76f4\u63a5\u64cd\u4f5c\u5168\u5c40\u6570\u636e\n    \u98ce\u9669\uff1a\u4efb\u4f55\u51fd\u6570\u90fd\u53ef\u80fd\u4fee\u6539\u5168\u5c40\u6570\u636e\uff0c\u96be\u4ee5\u8ffd\u8e2a\u53d8\u5316\n    \"\"\"\n    print(\"\\n=== \u6240\u6709\u5b66\u751f ===\")\n    for student in students:\n        print(f\"\u59d3\u540d\uff1a{student&#91;'name']}\uff0c\u5e74\u9f84\uff1a{student&#91;'age']}\uff0c\u6210\u7ee9\uff1a{student&#91;'score']}\")\n\n# \u7b2c3\u6b65\uff1a\u7f16\u5199\u4e3b\u63a7\u5236\u6d41\u7a0b\ndef main():\n    \"\"\"\n    \u4e3b\u51fd\u6570\uff1a\u63a7\u5236\u7a0b\u5e8f\u6267\u884c\u6d41\u7a0b\n    \u7279\u70b9\uff1a\u660e\u786e\u7684\u6b65\u9aa4\u987a\u5e8f\uff0c\u50cf\u83dc\u8c31\u4e00\u6837\u4e00\u6b65\u4e00\u6b65\u6267\u884c\n    \u4f18\u70b9\uff1a\u903b\u8f91\u6e05\u6670\u76f4\u63a5\uff0c\u9002\u5408\u7b80\u5355\u4efb\u52a1\n    \u7f3a\u70b9\uff1a\u96be\u4ee5\u6269\u5c55\uff0c\u6dfb\u52a0\u65b0\u529f\u80fd\u9700\u8981\u4fee\u6539\u4e3b\u6d41\u7a0b\n    \"\"\"\n    while True:\n        print(\"\\n=== \u5b66\u751f\u7ba1\u7406\u7cfb\u7edf\uff08\u9762\u5411\u8fc7\u7a0b\u7248\uff09===\")\n        print(\"1. \u6dfb\u52a0\u5b66\u751f\")\n        print(\"2. \u67e5\u627e\u5b66\u751f\")\n        print(\"3. \u663e\u793a\u6240\u6709\u5b66\u751f\")\n        print(\"4. \u9000\u51fa\")\n\n        choice = input(\"\u8bf7\u9009\u62e9\u64cd\u4f5c\uff1a\")\n\n        if choice == \"1\":\n            name = input(\"\u8bf7\u8f93\u5165\u59d3\u540d\uff1a\")\n            age = int(input(\"\u8bf7\u8f93\u5165\u5e74\u9f84\uff1a\"))\n            score = float(input(\"\u8bf7\u8f93\u5165\u6210\u7ee9\uff1a\"))\n            add_student(name, age, score)\n            print(\"\u6dfb\u52a0\u6210\u529f\uff01\")\n\n        elif choice == \"2\":\n            name = input(\"\u8bf7\u8f93\u5165\u8981\u67e5\u627e\u7684\u59d3\u540d\uff1a\")\n            student = find_student(name)\n            if student:\n                print(f\"\u627e\u5230\u5b66\u751f\uff1a{student}\")\n            else:\n                print(\"\u672a\u627e\u5230\u8be5\u5b66\u751f\")\n\n        elif choice == \"3\":\n            display_all_students()\n\n        elif choice == \"4\":\n            print(\"\u518d\u89c1\uff01\")\n            break\n        else:\n            print(\"\u65e0\u6548\u9009\u62e9\uff01\")\n\n# \u7b2c4\u6b65\uff1a\u542f\u52a8\u7a0b\u5e8f\nif __name__ == \"__main__\":\n    main()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u9762\u5411\u8fc7\u7a0b\u7684\u6838\u5fc3\u7279\u70b9\u5206\u6790\uff1a<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u4e0e\u51fd\u6570\u5206\u79bb<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>students<\/code> \u5217\u8868\u5b58\u50a8\u6570\u636e<\/li>\n\n\n\n<li>\u5404\u79cd\u51fd\u6570\uff08<code>add_student<\/code>\u3001<code>find_student<\/code>\uff09\u5904\u7406\u6570\u636e<\/li>\n\n\n\n<li>\u6570\u636e\u662f&#8221;\u88ab\u52a8&#8221;\u7684\uff0c\u51fd\u6570\u662f&#8221;\u4e3b\u52a8&#8221;\u7684<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7ebf\u6027\u6d41\u7a0b\u63a7\u5236<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>main()<\/code> \u51fd\u6570\u63a7\u5236\u6240\u6709\u6267\u884c\u6d41\u7a0b<\/li>\n\n\n\n<li>\u50cf\u9605\u8bfb\u83dc\u8c31\u4e00\u6837\uff1a\u7b2c\u4e00\u6b65\u505a\u4ec0\u4e48\uff0c\u7b2c\u4e8c\u6b65\u505a\u4ec0\u4e48<\/li>\n\n\n\n<li>\u903b\u8f91\u7b80\u5355\u76f4\u63a5\uff0c\u4f46\u96be\u4ee5\u5904\u7406\u590d\u6742\u4ea4\u4e92<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5168\u5c40\u72b6\u6001\u95ee\u9898<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u4e2a\u51fd\u6570\u5171\u4eab\u548c\u4fee\u6539\u5168\u5c40\u53d8\u91cf <code>students<\/code><\/li>\n\n\n\n<li>\u96be\u4ee5\u8ffd\u8e2a\u6570\u636e\u53d8\u5316\u6765\u6e90<\/li>\n\n\n\n<li>\u5bb9\u6613\u51fa\u73b0\u610f\u5916\u7684\u526f\u4f5c\u7528<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9002\u5408\u573a\u666f<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b80\u5355\u811a\u672c\u548c\u5c0f\u5de5\u5177<\/li>\n\n\n\n<li>\u7b97\u6cd5\u5b9e\u73b0\uff08\u6392\u5e8f\u3001\u641c\u7d22\u7b49\uff09<\/li>\n\n\n\n<li>\u4e00\u6b21\u6027\u7684\u6570\u636e\u5904\u7406\u4efb\u52a1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u9762\u5411\u5bf9\u8c61\u7248\u672c\u5b66\u751f\u7ba1\u7406\u7cfb\u7edf<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u9762\u5411\u5bf9\u8c61\u7248\u672c\u7684\u5b66\u751f\u7ba1\u7406\u7cfb\u7edf\n# \u6838\u5fc3\u7279\u70b9\uff1a\u6570\u636e\u548c\u64cd\u4f5c\u5c01\u88c5\u5728\u5bf9\u8c61\u4e2d\uff0c\u5bf9\u8c61\u4e4b\u95f4\u901a\u8fc7\u6d88\u606f\u4f20\u9012\u534f\u4f5c\n# ============================================================================\n\n# \u7b2c1\u6b65\uff1a\u5b9a\u4e49\u5b66\u751f\u7c7b\uff08\u5c01\u88c5\u6570\u636e\u548c\u76f8\u5173\u64cd\u4f5c\uff09\nclass Student:\n    \"\"\"\n    \u5b66\u751f\u7c7b\uff1a\u4e00\u4e2a\u5b66\u751f\u5c31\u662f\u4e00\u4e2a\u5bf9\u8c61\n    \u7279\u70b9\uff1a\u5c06\u6570\u636e\uff08\u5c5e\u6027\uff09\u548c\u64cd\u4f5c\u6570\u636e\u7684\u65b9\u6cd5\u5c01\u88c5\u5728\u4e00\u8d77\n    \u5bf9\u8c61\u662f\"\u6d3b\"\u7684\uff0c\u5b83\u4e0d\u4ec5\u77e5\u9053\u81ea\u5df1\u7684\u4fe1\u606f\uff0c\u8fd8\u77e5\u9053\u81ea\u5df1\u80fd\u505a\u4ec0\u4e48\n    \"\"\"\n\n    def __init__(self, name, age, score):\n        \"\"\"\n        \u6784\u9020\u65b9\u6cd5\uff1a\u521b\u5efa\u5b66\u751f\u5bf9\u8c61\u65f6\u81ea\u52a8\u8c03\u7528\n        \u7279\u70b9\uff1a\u5bf9\u8c61\u77e5\u9053\u81ea\u5df1\u6709\u54ea\u4e9b\u5c5e\u6027\uff08\u6570\u636e\uff09\n        \"\"\"\n        self.name = name    # \u5c5e\u6027\uff1a\u5b66\u751f\u7684\u59d3\u540d\n        self.age = age      # \u5c5e\u6027\uff1a\u5b66\u751f\u7684\u5e74\u9f84\n        self.score = score  # \u5c5e\u6027\uff1a\u5b66\u751f\u7684\u6210\u7ee9\n\n    def display_info(self):\n        \"\"\"\n        \u65b9\u6cd5\uff1a\u5bf9\u8c61\u77e5\u9053\u81ea\u5df1\u5982\u4f55\u5c55\u793a\u81ea\u5df1\n        \u7279\u70b9\uff1a\u65b9\u6cd5\u53ef\u4ee5\u76f4\u63a5\u8bbf\u95ee\u5bf9\u8c61\u7684\u5c5e\u6027\uff0c\u4e0d\u9700\u8981\u53c2\u6570\u4f20\u9012\n        \"\"\"\n        return f\"\u59d3\u540d\uff1a{self.name}\uff0c\u5e74\u9f84\uff1a{self.age}\uff0c\u6210\u7ee9\uff1a{self.score}\"\n\n    def update_score(self, new_score):\n        \"\"\"\n        \u65b9\u6cd5\uff1a\u5bf9\u8c61\u77e5\u9053\u5982\u4f55\u66f4\u65b0\u81ea\u5df1\u7684\u6210\u7ee9\n        \u7279\u70b9\uff1a\u6570\u636e\u548c\u884c\u4e3a\u7ed1\u5b9a\uff0c\u5916\u90e8\u4e0d\u80fd\u76f4\u63a5\u4fee\u6539\u5185\u90e8\u6570\u636e\n        \"\"\"\n        if 0 &lt;= new_score &lt;= 100:\n            self.score = new_score\n            return True\n        return False\n\n# \u7b2c2\u6b65\uff1a\u5b9a\u4e49\u5b66\u751f\u7ba1\u7406\u7c7b\uff08\u804c\u8d23\u5206\u79bb\uff09\nclass StudentManager:\n    \"\"\"\n    \u5b66\u751f\u7ba1\u7406\u7c7b\uff1a\u8d1f\u8d23\u7ba1\u7406\u6240\u6709\u5b66\u751f\u5bf9\u8c61\n    \u7279\u70b9\uff1a\u6bcf\u4e2a\u7c7b\u6709\u660e\u786e\u7684\u804c\u8d23\uff0c\u5b66\u751f\u7c7b\u8d1f\u8d23\u5355\u4e2a\u5b66\u751f\uff0c\u7ba1\u7406\u7c7b\u8d1f\u8d23\u5b66\u751f\u96c6\u5408\n    \u5bf9\u8c61\u4e4b\u95f4\u901a\u8fc7\u65b9\u6cd5\u8c03\u7528\u534f\u4f5c\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u64cd\u4f5c\u6570\u636e\n    \"\"\"\n\n    def __init__(self):\n        \"\"\"\n        \u6784\u9020\u65b9\u6cd5\uff1a\u521b\u5efa\u7ba1\u7406\u5668\u65f6\u521d\u59cb\u5316\n        \u7279\u70b9\uff1a\u5c01\u88c5\u5185\u90e8\u6570\u636e\uff0c\u5916\u90e8\u65e0\u6cd5\u76f4\u63a5\u8bbf\u95ee\n        \"\"\"\n        self.students = &#91;]  # \u79c1\u6709\u5c5e\u6027\uff0c\u5b58\u50a8\u5b66\u751f\u5bf9\u8c61\u5217\u8868\n\n    def add_student(self, name, age, score):\n        \"\"\"\n        \u6dfb\u52a0\u5b66\u751f\u65b9\u6cd5\n        \u7279\u70b9\uff1a\u521b\u5efa\u5b66\u751f\u5bf9\u8c61\uff0c\u5e76\u4e0e\u7ba1\u7406\u5668\u5efa\u7acb\u5173\u7cfb\n        \"\"\"\n        student = Student(name, age, score)\n        self.students.append(student)\n        print(f\"\u6210\u529f\u6dfb\u52a0\u5b66\u751f\uff1a{name}\")\n\n    def find_student(self, name):\n        \"\"\"\n        \u67e5\u627e\u5b66\u751f\u65b9\u6cd5\n        \u7279\u70b9\uff1a\u8fd4\u56de\u5b66\u751f\u5bf9\u8c61\uff0c\u800c\u4e0d\u662f\u539f\u59cb\u6570\u636e\n        \"\"\"\n        for student in self.students:\n            if student.name == name:\n                return student  # \u8fd4\u56de\u7684\u662f\u5bf9\u8c61\uff0c\u4e0d\u662f\u5b57\u5178\n        return None\n\n    def display_all_students(self):\n        \"\"\"\n        \u663e\u793a\u6240\u6709\u5b66\u751f\n        \u7279\u70b9\uff1a\u8ba9\u5b66\u751f\u5bf9\u8c61\u81ea\u5df1\u5c55\u793a\u81ea\u5df1\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u64cd\u4f5c\u6570\u636e\n        \"\"\"\n        print(\"\\n=== \u6240\u6709\u5b66\u751f ===\")\n        if not self.students:\n            print(\"\u6682\u65e0\u5b66\u751f\u4fe1\u606f\")\n            return\n\n        for student in self.students:\n            print(student.display_info())\n\n# \u7b2c3\u6b65\uff1a\u5b9a\u4e49\u7528\u6237\u754c\u9762\u7c7b\uff08\u63a7\u5236\u5c42\uff09\nclass StudentSystemUI:\n    \"\"\"\n    \u7528\u6237\u754c\u9762\u7c7b\uff1a\u8d1f\u8d23\u4e0e\u7528\u6237\u4ea4\u4e92\n    \u7279\u70b9\uff1a\u5206\u5c42\u67b6\u6784\uff0c\u754c\u9762\u5c42\u53ea\u8d1f\u8d23\u8f93\u5165\u8f93\u51fa\uff0c\u4e1a\u52a1\u903b\u8f91\u7531\u5176\u4ed6\u7c7b\u5904\u7406\n    \"\"\"\n\n    def __init__(self):\n        \"\"\"\n        \u6784\u9020\u65b9\u6cd5\uff1a\u521b\u5efa\u754c\u9762\u65f6\u81ea\u52a8\u521b\u5efa\u7ba1\u7406\u5668\u5bf9\u8c61\n        \u7279\u70b9\uff1a\u5bf9\u8c61\u7ec4\u5408\uff0c\u4e00\u4e2a\u5bf9\u8c61\u5305\u542b\u5176\u4ed6\u5bf9\u8c61\n        \"\"\"\n        self.manager = StudentManager()  # \u7ec4\u5408\uff1a\u7cfb\u7edf\u5305\u542b\u4e00\u4e2a\u7ba1\u7406\u5668\n\n    def run(self):\n        \"\"\"\n        \u8fd0\u884c\u7cfb\u7edf\uff1a\u63a7\u5236\u7528\u6237\u4ea4\u4e92\u6d41\u7a0b\n        \u7279\u70b9\uff1a\u901a\u8fc7\u5bf9\u8c61\u7684\u65b9\u6cd5\u8c03\u7528\u5b9e\u73b0\u529f\u80fd\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u64cd\u4f5c\u6570\u636e\n        \"\"\"\n        while True:\n            self.show_menu()\n            choice = input(\"\u8bf7\u9009\u62e9\u64cd\u4f5c\uff1a\")\n\n            # \u5bf9\u8c61\u4e4b\u95f4\u7684\u6d88\u606f\u4f20\u9012\uff1a\u8c03\u7528\u7ba1\u7406\u5668\u5bf9\u8c61\u7684\u65b9\u6cd5\n            if choice == \"1\":\n                self.handle_add_student()\n            elif choice == \"2\":\n                self.handle_find_student()\n            elif choice == \"3\":\n                self.handle_display_all()\n            elif choice == \"4\":\n                print(\"\u8c22\u8c22\u4f7f\u7528\uff0c\u518d\u89c1\uff01\")\n                break\n            else:\n                print(\"\u65e0\u6548\u9009\u62e9\uff01\")\n\n    def show_menu(self):\n        \"\"\"\u663e\u793a\u83dc\u5355\uff1a\u53ea\u8d1f\u8d23\u663e\u793a\uff0c\u4e0d\u5904\u7406\u4e1a\u52a1\u903b\u8f91\"\"\"\n        print(\"\\n=== \u5b66\u751f\u7ba1\u7406\u7cfb\u7edf\uff08\u9762\u5411\u5bf9\u8c61\u7248\uff09===\")\n        print(\"1. \u6dfb\u52a0\u5b66\u751f\")\n        print(\"2. \u67e5\u627e\u5b66\u751f\")\n        print(\"3. \u663e\u793a\u6240\u6709\u5b66\u751f\")\n        print(\"4. \u9000\u51fa\")\n\n    def handle_add_student(self):\n        \"\"\"\u5904\u7406\u6dfb\u52a0\u5b66\u751f\uff1a\u6536\u96c6\u8f93\u5165\uff0c\u8c03\u7528\u7ba1\u7406\u5668\u65b9\u6cd5\"\"\"\n        try:\n            name = input(\"\u8bf7\u8f93\u5165\u59d3\u540d\uff1a\")\n            age = int(input(\"\u8bf7\u8f93\u5165\u5e74\u9f84\uff1a\"))\n            score = float(input(\"\u8bf7\u8f93\u5165\u6210\u7ee9\uff1a\"))\n            self.manager.add_student(name, age, score)\n        except ValueError:\n            print(\"\u8f93\u5165\u683c\u5f0f\u9519\u8bef\uff01\")\n\n    def handle_find_student(self):\n        \"\"\"\u5904\u7406\u67e5\u627e\u5b66\u751f\uff1a\u6536\u96c6\u8f93\u5165\uff0c\u8c03\u7528\u7ba1\u7406\u5668\u65b9\u6cd5\"\"\"\n        name = input(\"\u8bf7\u8f93\u5165\u8981\u67e5\u627e\u7684\u59d3\u540d\uff1a\")\n        student = self.manager.find_student(name)\n        if student:\n            print(f\"\u627e\u5230\u5b66\u751f\uff1a{student.display_info()}\")\n        else:\n            print(\"\u672a\u627e\u5230\u8be5\u5b66\u751f\")\n\n    def handle_display_all(self):\n        \"\"\"\u5904\u7406\u663e\u793a\u6240\u6709\uff1a\u59d4\u6258\u7ed9\u7ba1\u7406\u5668\u5bf9\u8c61\"\"\"\n        self.manager.display_all_students()\n\n# \u7b2c4\u6b65\uff1a\u542f\u52a8\u7cfb\u7edf\nif __name__ == \"__main__\":\n    system = StudentSystemUI()\n    system.run()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u9762\u5411\u5bf9\u8c61\u7684\u6838\u5fc3\u7279\u70b9\u5206\u6790\uff1a<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5c01\u88c5<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>Student<\/code> \u7c7b\u5c06\u5b66\u751f\u7684\u6570\u636e\uff08\u59d3\u540d\u3001\u5e74\u9f84\u3001\u6210\u7ee9\uff09\u548c\u64cd\u4f5c\uff08\u663e\u793a\u4fe1\u606f\u3001\u66f4\u65b0\u6210\u7ee9\uff09\u5c01\u88c5\u5728\u4e00\u8d77<\/li>\n\n\n\n<li>\u5916\u90e8\u4e0d\u80fd\u76f4\u63a5\u8bbf\u95ee\u5bf9\u8c61\u5185\u90e8\u6570\u636e\uff0c\u5fc5\u987b\u901a\u8fc7\u516c\u5171\u65b9\u6cd5<\/li>\n\n\n\n<li>\u5c31\u50cf\u7535\u89c6\u673a\uff1a\u4f60\u4e0d\u9700\u8981\u77e5\u9053\u5185\u90e8\u7535\u8def\uff0c\u53ea\u9700\u8981\u4f1a\u7528\u9065\u63a7\u5668<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5bf9\u8c61\u662f\u6d3b\u7684\u5b9e\u4f53<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u751f\u5bf9\u8c61 <code>student<\/code> \u4e0d\u4ec5\u77e5\u9053\u81ea\u5df1\u7684\u4fe1\u606f\uff0c\u8fd8\u77e5\u9053\u81ea\u5df1\u80fd\u505a\u4ec0\u4e48<\/li>\n\n\n\n<li><code>student.display_info()<\/code>\uff1a\u5bf9\u8c61\u5c55\u793a\u81ea\u5df1<\/li>\n\n\n\n<li><code>student.update_score(95)<\/code>\uff1a\u5bf9\u8c61\u66f4\u65b0\u81ea\u5df1\u7684\u6210\u7ee9<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6d88\u606f\u4f20\u9012\u673a\u5236<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u8c61\u4e4b\u95f4\u901a\u8fc7\u65b9\u6cd5\u8c03\u7528\u8fdb\u884c\u901a\u4fe1<\/li>\n\n\n\n<li><code>system.manager.add_student()<\/code>\uff1a\u754c\u9762\u5bf9\u8c61\u544a\u8bc9\u7ba1\u7406\u5668\u5bf9\u8c61\u6dfb\u52a0\u5b66\u751f<\/li>\n\n\n\n<li>\u4e0d\u662f\u76f4\u63a5\u64cd\u4f5c\u6570\u636e\uff0c\u800c\u662f\u53d1\u9001&#8221;\u6d88\u606f&#8221;<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u804c\u8d23\u5206\u79bb<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>Student<\/code> \u7c7b\uff1a\u8d1f\u8d23\u5355\u4e2a\u5b66\u751f\u7684\u4fe1\u606f\u7ba1\u7406<\/li>\n\n\n\n<li><code>StudentManager<\/code> \u7c7b\uff1a\u8d1f\u8d23\u5b66\u751f\u96c6\u5408\u7684\u7ba1\u7406<\/li>\n\n\n\n<li><code>StudentSystemUI<\/code> \u7c7b\uff1a\u8d1f\u8d23\u7528\u6237\u4ea4\u4e92<\/li>\n\n\n\n<li>\u6bcf\u4e2a\u7c7b\u6709\u5355\u4e00\u804c\u8d23\uff0c\u6613\u4e8e\u7ef4\u62a4\u548c\u6269\u5c55<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u4e24\u79cd\u65b9\u5f0f\u7684\u76f4\u89c2\u5bf9\u6bd4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba9\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\u6765\u611f\u53d7\u4e24\u79cd\u601d\u7ef4\u7684\u533a\u522b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u573a\u666f<\/strong>\uff1a\u67e5\u627e\u540d\u4e3a&#8221;\u5f20\u4e09&#8221;\u7684\u5b66\u751f\uff0c\u5e76\u5c06\u5176\u6210\u7ee9\u6539\u4e3a95\u5206<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u8fc7\u7a0b\u7684\u505a\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u8c03\u7528\u51fd\u6570\u67e5\u627e\u6570\u636e\nstudent_data = find_student(\"\u5f20\u4e09\")\n\n# 2. \u76f4\u63a5\u4fee\u6539\u6570\u636e\nif student_data:\n    student_data&#91;\"score\"] = 95  # \u76f4\u63a5\u64cd\u4f5c\u5b57\u5178\n    print(\"\u4fee\u6539\u6210\u529f\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u5bf9\u8c61\u7684\u505a\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u83b7\u53d6\u5b66\u751f\u5bf9\u8c61\nstudent = manager.find_student(\"\u5f20\u4e09\")\n\n# 2. \u544a\u8bc9\u5bf9\u8c61\u66f4\u65b0\u81ea\u5df1\u7684\u6210\u7ee9\nif student:\n    student.update_score(95)  # \u8c03\u7528\u5bf9\u8c61\u7684\u65b9\u6cd5\n    print(\"\u4fee\u6539\u6210\u529f\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u5b9e\u9645\u9879\u76ee\u4e2d\u7684\u9009\u62e9\u5efa\u8bae<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f55\u65f6\u9009\u62e9\u9762\u5411\u8fc7\u7a0b\uff1f<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7b80\u5355\u811a\u672c\u548c\u5de5\u5177<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code># \u9002\u5408\u7528\u9762\u5411\u8fc7\u7a0b\uff1a\u6587\u4ef6\u6279\u91cf\u91cd\u547d\u540d\u5de5\u5177\nimport os\n\ndef rename_files(directory, prefix):\n    \"\"\"\u91cd\u547d\u540d\u76ee\u5f55\u4e0b\u7684\u6240\u6709\u6587\u4ef6\"\"\"\n    for filename in os.listdir(directory):\n        new_name = f\"{prefix}_{filename}\"\n        os.rename(\n            os.path.join(directory, filename),\n            os.path.join(directory, new_name)\n        )<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u7b97\u6cd5\u5b9e\u73b0<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code># \u9002\u5408\u7528\u9762\u5411\u8fc7\u7a0b\uff1a\u6392\u5e8f\u7b97\u6cd5\ndef quick_sort(arr):\n    \"\"\"\u5feb\u901f\u6392\u5e8f\u7b97\u6cd5\"\"\"\n    if len(arr) &lt;= 1:\n        return arr\n    pivot = arr&#91;len(arr) \/\/ 2]\n    left = &#91;x for x in arr if x &lt; pivot]\n    middle = &#91;x for x in arr if x == pivot]\n    right = &#91;x for x in arr if x &gt; pivot]\n    return quick_sort(left) + middle + quick_sort(right)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f55\u65f6\u9009\u62e9\u9762\u5411\u5bf9\u8c61\uff1f<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56fe\u5f62\u7528\u6237\u754c\u9762<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code># \u9002\u5408\u7528\u9762\u5411\u5bf9\u8c61\uff1aGUI\u5e94\u7528\nclass LoginWindow:\n    def __init__(self):\n        self.username_entry = Entry()\n        self.password_entry = Entry()\n        self.login_button = Button(text=\"\u767b\u5f55\", command=self.login)\n\n    def login(self):\n        username = self.username_entry.get()\n        password = self.password_entry.get()\n        # \u767b\u5f55\u903b\u8f91...<\/code><\/pre>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u6e38\u620f\u5f00\u53d1<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code># \u9002\u5408\u7528\u9762\u5411\u5bf9\u8c61\uff1a\u6e38\u620f\u89d2\u8272\nclass GameCharacter:\n    def __init__(self, name, health, attack):\n        self.name = name\n        self.health = health\n        self.attack = attack\n\n    def take_damage(self, damage):\n        self.health -= damage\n        if self.health &lt;= 0:\n            self.die()\n\n    def attack_enemy(self, enemy):\n        enemy.take_damage(self.attack)\n\n    def die(self):\n        print(f\"{self.name}\u88ab\u51fb\u8d25\u4e86\uff01\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u5341\u516d\u8bfe\uff1a\u6df1\u5165\u7406\u89e3\u7c7b\u4e0e\u5bf9\u8c61\uff1a\u4ece\u73b0\u5b9e\u4e16\u754c\u5230\u4ee3\u7801\u4e16\u754c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4e3a\u4ec0\u4e48\u9700\u8981\u7c7b\u548c\u5bf9\u8c61\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u8c61\u4e00\u4e0b\u4f60\u8981\u63cf\u8ff0\u4e00\u4e2a&#8221;\u5b66\u751f&#8221;\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u8fc7\u7a0b\u7684\u63cf\u8ff0\u65b9\u5f0f<\/strong>\uff1a&#8221;\u6709\u4e00\u4e2a\u53eb\u5f20\u4e09\u7684\u4eba\uff0c\u4ed620\u5c81\uff0c\u6210\u7ee995\u5206&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u5bf9\u8c61\u7684\u63cf\u8ff0\u65b9\u5f0f<\/strong>\uff1a&#8221;\u5f20\u4e09\u662f\u4e00\u4e2a\u5b66\u751f\u5bf9\u8c61\uff0c\u4ed6\u6709\u5e74\u9f84\u5c5e\u602720\uff0c\u6210\u7ee9\u5c5e\u602795\uff0c\u53ef\u4ee5\u5b66\u4e60\u3001\u8003\u8bd5\u3001\u4ea4\u4f5c\u4e1a&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u533a\u522b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9762\u5411\u8fc7\u7a0b\u5173\u6ce8\u6570\u636e\uff08\u59d3\u540d\u3001\u5e74\u9f84\u3001\u6210\u7ee9\uff09<\/li>\n\n\n\n<li>\u9762\u5411\u5bf9\u8c61\u5173\u6ce8\u62e5\u6709\u6570\u636e\u7684\u5b9e\u4f53\uff08\u5b66\u751f\u8fd9\u4e2a\u5bf9\u8c61\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u6700\u76f4\u89c2\u7684\u6bd4\u55bb\u2014\u2014\u84dd\u56fe\u4e0e\u623f\u5b50<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6bd4\u55bb\u89e3\u91ca<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7c7b = \u5efa\u7b51\u84dd\u56fe<\/strong><\/li>\n\n\n\n<li>\u5b9a\u4e49\u4e86\u623f\u5b50\u7684\u7ed3\u6784\uff1a\u51e0\u5ba4\u51e0\u5385\u3001\u95e8\u7a97\u4f4d\u7f6e\u3001\u623f\u95f4\u5c3a\u5bf8<\/li>\n\n\n\n<li>\u4f46\u4e0d\u80fd\u4f4f\u4eba\uff0c\u53ea\u662f\u7eb8\u4e0a\u7684\u8bbe\u8ba1<\/li>\n\n\n\n<li>\u53ef\u4ee5\u53cd\u590d\u4f7f\u7528\u6765\u5efa\u9020\u591a\u680b\u623f\u5b50<\/li>\n\n\n\n<li><strong>\u5bf9\u8c61 = \u6309\u84dd\u56fe\u5efa\u597d\u7684\u623f\u5b50<\/strong><\/li>\n\n\n\n<li>\u5b9e\u5b9e\u5728\u5728\u7684\uff0c\u53ef\u4ee5\u4f4f\u4eba\u3001\u88c5\u4fee\u3001\u4f7f\u7528<\/li>\n\n\n\n<li>\u6bcf\u680b\u623f\u5b50\u90fd\u662f\u72ec\u7acb\u7684\uff08\u4f60\u7684\u623f\u5b50\u548c\u90bb\u5c45\u7684\u623f\u5b50\uff09<\/li>\n\n\n\n<li>\u623f\u5b50\u53ef\u4ee5\u6709\u4e0d\u540c\u72b6\u6001\uff08\u4f60\u7684\u623f\u5b50\u662f\u767d\u8272\uff0c\u90bb\u5c45\u7684\u662f\u7ea2\u8272\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ee3\u7801\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u7c7b\uff1a\u623f\u5b50\u7684\u84dd\u56fe\nclass HouseBlueprint:\n    \"\"\"\u8fd9\u662f\u4e00\u4e2a\u623f\u5b50\u7684\u8bbe\u8ba1\u84dd\u56fe\"\"\"\n    # \u84dd\u56fe\u5b9a\u4e49\u4e86\u623f\u5b50\u7684\u57fa\u672c\u7ed3\u6784\n    def __init__(self):\n        self.rooms = 3      # 3\u4e2a\u623f\u95f4\n        self.bathrooms = 2  # 2\u4e2a\u536b\u751f\u95f4\n        self.has_garage = True  # \u6709\u8f66\u5e93\n\n# \u5bf9\u8c61\uff1a\u6309\u84dd\u56fe\u5efa\u597d\u7684\u5b9e\u9645\u623f\u5b50\n# \u7528\u540c\u4e00\u4e2a\u84dd\u56fe\u53ef\u4ee5\u5efa\u591a\u680b\u623f\u5b50\nmy_house = HouseBlueprint()   # \u6211\u7684\u623f\u5b50\nyour_house = HouseBlueprint() # \u4f60\u7684\u623f\u5b50\n\nprint(\"\u6211\u7684\u623f\u5b50\uff1a\")\nprint(f\"  \u623f\u95f4\u6570\uff1a{my_house.rooms}\")\nprint(f\"  \u536b\u751f\u95f4\u6570\uff1a{my_house.bathrooms}\")\n\nprint(\"\\n\u4f60\u7684\u623f\u5b50\uff1a\")\nprint(f\"  \u623f\u95f4\u6570\uff1a{your_house.rooms}\")\nprint(f\"  \u536b\u751f\u95f4\u6570\uff1a{your_house.bathrooms}\")\n\n# \u4e24\u680b\u623f\u5b50\u90fd\u662f\u6309\u540c\u4e00\u4e2a\u84dd\u56fe\u5efa\u7684\uff0c\u7ed3\u6784\u4e00\u6837\n# \u4f46\u5b83\u4eec\u662f\u4e24\u4e2a\u5b8c\u5168\u72ec\u7acb\u7684\u623f\u5b50<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u7c7b\u548c\u5bf9\u8c61\u5728\u5185\u5b58\u4e2d\u7684\u533a\u522b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5185\u5b58\u4e2d\u7684\u8868\u73b0<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>class Student:\n    \"\"\"\u5b66\u751f\u7c7b\uff08\u84dd\u56fe\uff09\"\"\"\n    # \u7c7b\u5c5e\u6027\uff1a\u6240\u6709\u5b66\u751f\u5171\u4eab\n    school = \"\u6e05\u534e\u5927\u5b66\"\n\n    def __init__(self, name, age):\n        \"\"\"\u6784\u9020\u65b9\u6cd5\uff1a\u521b\u5efa\u5b66\u751f\u5bf9\u8c61\u65f6\u8c03\u7528\"\"\"\n        # \u5b9e\u4f8b\u5c5e\u6027\uff1a\u6bcf\u4e2a\u5b66\u751f\u72ec\u6709\u7684\n        self.name = name  # \u59d3\u540d\n        self.age = age    # \u5e74\u9f84\n\n    def study(self, subject):\n        \"\"\"\u5b66\u4e60\u65b9\u6cd5\uff1a\u5b66\u751f\u53ef\u4ee5\u5b66\u4e60\"\"\"\n        print(f\"{self.name}\u6b63\u5728\u5b66\u4e60{subject}\")\n\n# \u67e5\u770b\u7c7b\u672c\u8eab\uff08\u84dd\u56fe\uff09\nprint(\"=== \u67e5\u770b\u7c7b\uff08Student\uff09===\")\nprint(f\"1. \u7c7b\u540d\uff1a{Student.__name__}\")\nprint(f\"2. \u7c7b\u6587\u6863\uff1a{Student.__doc__}\")\nprint(f\"3. \u7c7b\u5c5e\u6027school\uff1a{Student.school}\")\nprint(f\"4. \u7c7b\u5728\u5185\u5b58\u4e2d\u7684\u5730\u5740\uff1a{id(Student)}\")\n\n# \u521b\u5efa\u5bf9\u8c61\uff08\u5b9e\u9645\u7684\u5b66\u751f\uff09\nzhangsan = Student(\"\u5f20\u4e09\", 20)\nlisi = Student(\"\u674e\u56db\", 21)\n\nprint(\"=== \u67e5\u770b\u5bf9\u8c61\uff08\u5b9e\u9645\u5b66\u751f\uff09===\")\nprint(f\"1. \u5f20\u4e09\u5bf9\u8c61\uff1a\")\nprint(f\"   - \u59d3\u540d\u5c5e\u6027\uff1a{zhangsan.name}\")\nprint(f\"   - \u5e74\u9f84\u5c5e\u6027\uff1a{zhangsan.age}\")\nprint(f\"   - \u5185\u5b58\u5730\u5740\uff1a{id(zhangsan)}\")\n\nprint(f\"\\n2. \u674e\u56db\u5bf9\u8c61\uff1a\")\nprint(f\"   - \u59d3\u540d\u5c5e\u6027\uff1a{lisi.name}\")\nprint(f\"   - \u5e74\u9f84\u5c5e\u6027\uff1a{lisi.age}\")\nprint(f\"   - \u5185\u5b58\u5730\u5740\uff1a{id(lisi)}\")\n\nprint(f\"\\n3. \u91cd\u8981\u53d1\u73b0\uff1a\")\nprint(f\"   - \u5f20\u4e09\u548c\u674e\u56db\u7684\u5185\u5b58\u5730\u5740\u4e0d\u540c\uff1a{id(zhangsan) != id(lisi)}\")\nprint(f\"   - \u8bf4\u660e\u8fd9\u662f\u4e24\u4e2a\u72ec\u7acb\u7684\u5bf9\u8c61\uff01\")\nprint(f\"   - \u4f46\u4ed6\u4eec\u5171\u4eab\u540c\u4e00\u4e2a\u7c7b\uff08\u84dd\u56fe\uff09\uff1a{zhangsan.__class__ == lisi.__class__}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u5341\u4e03\u8bfe\uff1a\u7c7b\u4e0e\u5bf9\u8c61\u7684\u6838\u5fc3\u6982\u5ff5\u8be6\u89e3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u533a\u522b1\uff1a\u5b9a\u4e49\u4e0e\u5b9e\u4f8b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c7b\uff08Class\uff09\u662f\u5b9a\u4e49\uff0c\u5bf9\u8c61\uff08Object\uff09\u662f\u5b9e\u4f8b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5b9a\u4e49\u4e00\u4e2a\"\u6c7d\u8f66\"\u7c7b\uff08\u5b9a\u4e49\u4ec0\u4e48\u662f\u6c7d\u8f66\uff09\nclass Car:\n    \"\"\"\u6c7d\u8f66\u7c7b\uff1a\u5b9a\u4e49\u6c7d\u8f66\u5e94\u8be5\u6709\u4ec0\u4e48\"\"\"\n\n    def __init__(self, brand, color):\n        # \u6c7d\u8f66\u5e94\u8be5\u6709\u54c1\u724c\u548c\u989c\u8272\n        self.brand = brand\n        self.color = color\n\n    def drive(self):\n        # \u6c7d\u8f66\u5e94\u8be5\u80fd\u5f00\n        print(f\"{self.color}\u7684{self.brand}\u6b63\u5728\u884c\u9a76\")\n\n# \u521b\u5efa\u6c7d\u8f66\u5bf9\u8c61\uff08\u5b9e\u9645\u7684\u6c7d\u8f66\uff09\nmy_car = Car(\"\u4e30\u7530\", \"\u767d\u8272\")      # \u6211\u7684\u767d\u8272\u4e30\u7530\nyour_car = Car(\"\u5b9d\u9a6c\", \"\u9ed1\u8272\")     # \u4f60\u7684\u9ed1\u8272\u5b9d\u9a6c\nher_car = Car(\"\u7279\u65af\u62c9\", \"\u7ea2\u8272\")    # \u5979\u7684\u7ea2\u8272\u7279\u65af\u62c9\n\nprint(\"\u95ee\u9898\uff1aCar\u662f\u4ec0\u4e48\uff1f\")\nprint(\"\u7b54\u6848\uff1aCar\u662f\u4e00\u4e2a\u5b9a\u4e49\uff0c\u544a\u8bc9\u6211\u4eec\u6c7d\u8f66\u5e94\u8be5\u6709\u4ec0\u4e48\u5c5e\u6027\u548c\u529f\u80fd\")\n\nprint(\"\\n\u95ee\u9898\uff1amy_car\u662f\u4ec0\u4e48\uff1f\")\nprint(\"\u7b54\u6848\uff1amy_car\u662f\u4e00\u4e2a\u5177\u4f53\u7684\u6c7d\u8f66\u5bf9\u8c61\uff0c\u6709\u5177\u4f53\u7684\u54c1\u724c\u548c\u989c\u8272\")\n\nprint(\"\\n\u95ee\u9898\uff1a\u4e00\u4e2a\u7c7b\u53ef\u4ee5\u6709\u591a\u4e2a\u5bf9\u8c61\u5417\uff1f\")\nprint(\"\u7b54\u6848\uff1a\u53ef\u4ee5\uff01\u4e00\u4e2aCar\u7c7b\u53ef\u4ee5\u6709\u65e0\u6570\u4e2a\u6c7d\u8f66\u5bf9\u8c61\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u533a\u522b2\uff1a\u9759\u6001\u4e0e\u52a8\u6001<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c7b\u662f\u9759\u6001\u7684\uff0c\u5bf9\u8c61\u662f\u52a8\u6001\u7684<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>class BankAccount:\n    \"\"\"\u94f6\u884c\u8d26\u6237\u7c7b\uff08\u9759\u6001\u5b9a\u4e49\uff09\"\"\"\n\n    # \u7c7b\u5c5e\u6027\uff1a\u6240\u6709\u8d26\u6237\u5171\u4eab\n    bank_name = \"\u4e2d\u56fd\u94f6\u884c\"\n    interest_rate = 0.03  # \u5229\u73873%\n\n    def __init__(self, account_holder, initial_balance=0):\n        \"\"\"\u521b\u5efa\u8d26\u6237\u5bf9\u8c61\"\"\"\n        self.holder = account_holder      # \u8d26\u6237\u6301\u6709\u4eba\n        self.balance = initial_balance    # \u8d26\u6237\u4f59\u989d\n\n    def deposit(self, amount):\n        \"\"\"\u5b58\u6b3e\"\"\"\n        self.balance += amount\n        print(f\"{self.holder}\u5b58\u6b3e{amount}\u5143\uff0c\u5f53\u524d\u4f59\u989d\uff1a{self.balance}\u5143\")\n\n    def withdraw(self, amount):\n        \"\"\"\u53d6\u6b3e\"\"\"\n        if amount &lt;= self.balance:\n            self.balance -= amount\n            print(f\"{self.holder}\u53d6\u6b3e{amount}\u5143\uff0c\u5f53\u524d\u4f59\u989d\uff1a{self.balance}\u5143\")\n        else:\n            print(\"\u4f59\u989d\u4e0d\u8db3\uff01\")\n\n# \u7c7b\u7684\u9759\u6001\u6027\uff1a\u5b9a\u4e49\u4e0d\u4f1a\u53d8\nprint(\"=== \u7c7b\u7684\u9759\u6001\u6027 ===\")\nprint(f\"\u94f6\u884c\u540d\u79f0\u5b9a\u4e49\uff1a{BankAccount.bank_name}\")\nprint(f\"\u5229\u7387\u5b9a\u4e49\uff1a{BankAccount.interest_rate}\")\nprint(\"\u6ce8\u610f\uff1a\u8fd9\u4e9b\u5b9a\u4e49\u5bf9\u6240\u6709\u8d26\u6237\u90fd\u4e00\u6837\uff0c\u4e0d\u4f1a\u53d8\")\n\n# \u5bf9\u8c61\u7684\u52a8\u6001\u6027\uff1a\u72b6\u6001\u4f1a\u53d8\naccount1 = BankAccount(\"\u5f20\u4e09\", 1000)\naccount2 = BankAccount(\"\u674e\u56db\", 500)\n\nprint(f\"\\n\u5f20\u4e09\u521d\u59cb\u4f59\u989d\uff1a{account1.balance}\u5143\")\nprint(f\"\u674e\u56db\u521d\u59cb\u4f59\u989d\uff1a{account2.balance}\u5143\")\n\n# \u5bf9\u8c61\u7684\u72b6\u6001\u4f1a\u53d8\u5316\naccount1.deposit(500)  # \u5f20\u4e09\u5b58\u6b3e\naccount2.withdraw(200) # \u674e\u56db\u53d6\u6b3e\n\nprint(f\"\\n\u5f20\u4e09\u5b58\u6b3e\u540e\u4f59\u989d\uff1a{account1.balance}\u5143\")\nprint(f\"\u674e\u56db\u53d6\u6b3e\u540e\u4f59\u989d\uff1a{account2.balance}\u5143\")\nprint(\"\u6ce8\u610f\uff1a\u5bf9\u8c61\u7684\u72b6\u6001\u4f1a\u968f\u65f6\u95f4\u53d8\u5316\uff01\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u533a\u522b3\uff1a\u6a21\u677f\u4e0e\u5b9e\u4f53<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7c7b\u662f\u6a21\u677f\uff0c\u5bf9\u8c61\u662f\u5b9e\u4f53<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6a21\u677f\uff1a\u5b9a\u4e49\u4e86\u624b\u673a\u5e94\u8be5\u6709\u4ec0\u4e48\nclass PhoneTemplate:\n    \"\"\"\u624b\u673a\u6a21\u677f\uff08\u7c7b\uff09\"\"\"\n\n    def __init__(self, brand, model, price):\n        self.brand = brand  # \u54c1\u724c\n        self.model = model  # \u578b\u53f7\n        self.price = price  # \u4ef7\u683c\n\n    def call(self, number):\n        print(f\"\u7528{self.brand} {self.model}\u6253\u7535\u8bdd\u7ed9{number}\")\n\n    def take_photo(self):\n        print(f\"\u7528{self.brand} {self.model}\u62cd\u7167\")\n\n# \u5b9e\u4f53\uff1a\u5177\u4f53\u7684\u624b\u673a\niphone14 = PhoneTemplate(\"\u82f9\u679c\", \"iPhone 14\", 6999)\nsamsung_s23 = PhoneTemplate(\"\u4e09\u661f\", \"Galaxy S23\", 5999)\nxiaomi_13 = PhoneTemplate(\"\u5c0f\u7c73\", \"\u5c0f\u7c7313\", 3999)\n\nprint(\"=== \u7406\u89e3\u6a21\u677f\u4e0e\u5b9e\u4f53 ===\")\nprint(\"1. PhoneTemplate\u662f\u6a21\u677f\uff0c\u5b9a\u4e49\u4e86\uff1a\")\nprint(\"   - \u624b\u673a\u5e94\u8be5\u6709\u54c1\u724c\u3001\u578b\u53f7\u3001\u4ef7\u683c\")\nprint(\"   - \u624b\u673a\u5e94\u8be5\u80fd\u6253\u7535\u8bdd\u3001\u62cd\u7167\")\n\nprint(\"\\n2. \u5b9e\u9645\u624b\u673a\u662f\u5b9e\u4f53\uff1a\")\nprint(f\"   - iphone14\uff1a{iphone14.brand} {iphone14.model}\uff0c\u4ef7\u683c{iphone14.price}\")\nprint(f\"   - samsung_s23\uff1a{samsung_s23.brand} {samsung_s23.model}\uff0c\u4ef7\u683c{samsung_s23.price}\")\nprint(f\"   - xiaomi_13\uff1a{xiaomi_13.brand} {xiaomi_13.model}\uff0c\u4ef7\u683c{xiaomi_13.price}\")\n\nprint(\"\\n3. \u91cd\u8981\u533a\u522b\uff1a\")\nprint(\"   - \u6a21\u677f\uff08\u7c7b\uff09\u53ea\u6709\u4e00\u4e2a\uff1aPhoneTemplate\")\nprint(\"   - \u5b9e\u4f53\uff08\u5bf9\u8c61\uff09\u53ef\u4ee5\u6709\u591a\u4e2a\uff1aiphone14, samsung_s23, xiaomi_13\")\nprint(\"   - \u6bcf\u4e2a\u5b9e\u4f53\u90fd\u6709\u72ec\u7acb\u7684\u72b6\u6001\u548c\u5c5e\u6027\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u5341\u516b\u8bfe\uff1a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u5b9e\u9645\u5e94\u7528\u6848\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b1\uff1a\u6e38\u620f\u89d2\u8272\u7cfb\u7edf<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u7c7b\uff1a\u89d2\u8272\u6a21\u677f\nclass GameCharacter:\n    \"\"\"\u6e38\u620f\u89d2\u8272\u7c7b\uff08\u6a21\u677f\uff09\"\"\"\n\n    # \u7c7b\u5c5e\u6027\uff1a\u6240\u6709\u89d2\u8272\u5171\u4eab\n    game_name = \"\u52c7\u8005\u5192\u9669\"\n\n    def __init__(self, name, character_class, level=1):\n        \"\"\"\u521b\u5efa\u89d2\u8272\u5bf9\u8c61\"\"\"\n        # \u5b9e\u4f8b\u5c5e\u6027\uff1a\u6bcf\u4e2a\u89d2\u8272\u72ec\u6709\u7684\n        self.name = name                # \u89d2\u8272\u540d\n        self.character_class = character_class  # \u804c\u4e1a\n        self.level = level              # \u7b49\u7ea7\n        self.health = 100              # \u751f\u547d\u503c\n        self.experience = 0            # \u7ecf\u9a8c\u503c\n\n    def attack(self, enemy):\n        \"\"\"\u653b\u51fb\u654c\u4eba\"\"\"\n        damage = self.level * 10\n        print(f\"{self.name}\u653b\u51fb{enemy}\uff0c\u9020\u6210{damage}\u70b9\u4f24\u5bb3\")\n        self.gain_experience(10)\n\n    def heal(self):\n        \"\"\"\u6cbb\u7597\u81ea\u5df1\"\"\"\n        heal_amount = 20\n        self.health += heal_amount\n        print(f\"{self.name}\u6062\u590d{heal_amount}\u70b9\u751f\u547d\uff0c\u5f53\u524d\u751f\u547d\uff1a{self.health}\")\n\n    def gain_experience(self, exp):\n        \"\"\"\u83b7\u5f97\u7ecf\u9a8c\"\"\"\n        self.experience += exp\n        print(f\"{self.name}\u83b7\u5f97{exp}\u70b9\u7ecf\u9a8c\uff0c\u603b\u7ecf\u9a8c\uff1a{self.experience}\")\n\n        # \u5347\u7ea7\u903b\u8f91\n        if self.experience &gt;= self.level * 100:\n            self.level_up()\n\n    def level_up(self):\n        \"\"\"\u5347\u7ea7\"\"\"\n        self.level += 1\n        self.health = 100\n        print(f\"\ud83c\udf89 {self.name}\u5347\u7ea7\u4e86\uff01\u5f53\u524d\u7b49\u7ea7\uff1a{self.level}\")\n\n# \u521b\u5efa\u89d2\u8272\u5bf9\u8c61\uff08\u5b9e\u9645\u89d2\u8272\uff09\nprint(\"=== \u521b\u5efa\u6e38\u620f\u89d2\u8272 ===\")\nwarrior = GameCharacter(\"\u96f7\u9706\u6218\u5c06\", \"\u6218\u58eb\", 5)   # \u6218\u58eb\u89d2\u8272\nmage = GameCharacter(\"\u706b\u7130\u6cd5\u5e08\", \"\u6cd5\u5e08\", 3)      # \u6cd5\u5e08\u89d2\u8272\narcher = GameCharacter(\"\u795e\u5c04\u624b\", \"\u5f13\u7bad\u624b\", 4)    # \u5f13\u7bad\u624b\u89d2\u8272\n\nprint(f\"1. \u6e38\u620f\u540d\u79f0\uff08\u7c7b\u5c5e\u6027\uff09\uff1a{GameCharacter.game_name}\")\nprint(f\"   \u6240\u6709\u89d2\u8272\u90fd\u5728\u540c\u4e00\u4e2a\u6e38\u620f\u4e2d\")\n\nprint(f\"\\n2. \u6218\u58eb\u89d2\u8272\uff1a\")\nprint(f\"   \u540d\u5b57\uff1a{warrior.name}\")\nprint(f\"   \u804c\u4e1a\uff1a{warrior.character_class}\")\nprint(f\"   \u7b49\u7ea7\uff1a{warrior.level}\")\n\nprint(f\"\\n3. \u6cd5\u5e08\u89d2\u8272\uff1a\")\nprint(f\"   \u540d\u5b57\uff1a{mage.name}\")\nprint(f\"   \u804c\u4e1a\uff1a{mage.character_class}\")\nprint(f\"   \u7b49\u7ea7\uff1a{mage.level}\")\n\nprint(f\"\\n4. \u91cd\u8981\u7406\u89e3\uff1a\")\nprint(f\"   - GameCharacter \u662f\u6a21\u677f\uff08\u7c7b\uff09\uff0c\u5b9a\u4e49\u4e86\u89d2\u8272\u5e94\u8be5\u6709\u4ec0\u4e48\")\nprint(f\"   - warrior, mage, archer \u662f\u5b9e\u9645\u89d2\u8272\uff08\u5bf9\u8c61\uff09\uff0c\u5404\u6709\u4e0d\u540c\")\nprint(f\"   - \u6bcf\u4e2a\u89d2\u8272\u53ef\u4ee5\u72ec\u7acb\u884c\u52a8\uff1a\")\n\n# \u6bcf\u4e2a\u89d2\u8272\u72ec\u7acb\u884c\u52a8\nprint(f\"\\n5. \u89d2\u8272\u884c\u52a8\uff1a\")\nwarrior.attack(\"\u54e5\u5e03\u6797\")\nmage.heal()\narcher.gain_experience(50)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b2\uff1a\u5b66\u6821\u7ba1\u7406\u7cfb\u7edf<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u7c7b\uff1a\u5b66\u751f\u6a21\u677f\nclass Student:\n    \"\"\"\u5b66\u751f\u7c7b\uff08\u6a21\u677f\uff09\"\"\"\n\n    # \u7c7b\u5c5e\u6027\uff1a\u6240\u6709\u5b66\u751f\u5171\u4eab\n    school = \"\u5317\u4eac\u5927\u5b66\"\n    total_students = 0  # \u7edf\u8ba1\u5b66\u751f\u603b\u6570\n\n    def __init__(self, student_id, name, major):\n        \"\"\"\u521b\u5efa\u5b66\u751f\u5bf9\u8c61\"\"\"\n        # \u5b9e\u4f8b\u5c5e\u6027\uff1a\u6bcf\u4e2a\u5b66\u751f\u72ec\u6709\u7684\n        self.student_id = student_id  # \u5b66\u53f7\n        self.name = name              # \u59d3\u540d\n        self.major = major            # \u4e13\u4e1a\n        self.grades = {}              # \u6210\u7ee9\u5b57\u5178\n        self.credits = 0              # \u5df2\u4fee\u5b66\u5206\n\n        # \u66f4\u65b0\u7c7b\u5c5e\u6027\n        Student.total_students += 1\n\n    def take_course(self, course_name, grade, credit):\n        \"\"\"\u9009\u4fee\u8bfe\u7a0b\"\"\"\n        self.grades&#91;course_name] = grade\n        self.credits += credit\n        print(f\"{self.name}\u9009\u4fee\u300a{course_name}\u300b\uff0c\u6210\u7ee9\uff1a{grade}\uff0c\u5b66\u5206\uff1a{credit}\")\n\n    def get_gpa(self):\n        \"\"\"\u8ba1\u7b97\u5e73\u5747\u7ee9\u70b9\"\"\"\n        if not self.grades:\n            return 0.0\n        total_points = sum(self.grades.values())\n        average = total_points \/ len(self.grades)\n        return round(average, 2)\n\n    def display_info(self):\n        \"\"\"\u663e\u793a\u5b66\u751f\u4fe1\u606f\"\"\"\n        print(f\"\\n=== \u5b66\u751f\u4fe1\u606f ===\")\n        print(f\"\u5b66\u53f7\uff1a{self.student_id}\")\n        print(f\"\u59d3\u540d\uff1a{self.name}\")\n        print(f\"\u5b66\u6821\uff1a{Student.school}\")\n        print(f\"\u4e13\u4e1a\uff1a{self.major}\")\n        print(f\"\u5df2\u4fee\u5b66\u5206\uff1a{self.credits}\")\n        print(f\"\u5e73\u5747\u7ee9\u70b9\uff1a{self.get_gpa()}\")\n\n        if self.grades:\n            print(\"\u6210\u7ee9\u5355\uff1a\")\n            for course, grade in self.grades.items():\n                print(f\"  \u300a{course}\u300b\uff1a{grade}\")\n\n# \u521b\u5efa\u5b66\u751f\u5bf9\u8c61\nprint(\"=== \u5317\u4eac\u5927\u5b66\u5b66\u751f\u7ba1\u7406\u7cfb\u7edf ===\")\n\n# \u521b\u5efa3\u4e2a\u5b66\u751f\u5bf9\u8c61\uff08\u5b9e\u9645\u7684\u5b66\u751f\uff09\nstudent1 = Student(\"2023001\", \"\u5f20\u4e09\", \"\u8ba1\u7b97\u673a\u79d1\u5b66\")\nstudent2 = Student(\"2023002\", \"\u674e\u56db\", \"\u8f6f\u4ef6\u5de5\u7a0b\")\nstudent3 = Student(\"2023003\", \"\u738b\u4e94\", \"\u4eba\u5de5\u667a\u80fd\")\n\nprint(f\"1. \u5b66\u6821\u4fe1\u606f\uff08\u7c7b\u5c5e\u6027\uff09\uff1a{Student.school}\")\nprint(f\"2. \u5b66\u751f\u603b\u6570\uff08\u7c7b\u5c5e\u6027\uff09\uff1a{Student.total_students}\")\n\n# \u6bcf\u4e2a\u5b66\u751f\u72ec\u7acb\u9009\u8bfe\nprint(f\"\\n3. \u5b66\u751f\u9009\u8bfe\u60c5\u51b5\uff1a\")\nstudent1.take_course(\"Python\u7f16\u7a0b\", 95, 3)\nstudent1.take_course(\"\u6570\u636e\u7ed3\u6784\", 88, 4)\n\nstudent2.take_course(\"Java\u7f16\u7a0b\", 92, 3)\nstudent2.take_course(\"\u6570\u636e\u5e93\u539f\u7406\", 85, 3)\n\nstudent3.take_course(\"\u673a\u5668\u5b66\u4e60\", 98, 4)\nstudent3.take_course(\"\u6df1\u5ea6\u5b66\u4e60\", 96, 4)\n\n# \u663e\u793a\u6bcf\u4e2a\u5b66\u751f\u7684\u4fe1\u606f\nstudent1.display_info()\nstudent2.display_info()\nstudent3.display_info()\n\nprint(f\"\\n4. \u5173\u952e\u7406\u89e3\uff1a\")\nprint(f\"   - Student \u662f\u5b66\u751f\u6a21\u677f\uff08\u7c7b\uff09\uff0c\u5b9a\u4e49\u4e86\u5b66\u751f\u5e94\u8be5\u6709\u4ec0\u4e48\u5c5e\u6027\")\nprint(f\"   - student1, student2, student3 \u662f\u5b9e\u9645\u5b66\u751f\uff08\u5bf9\u8c61\uff09\")\nprint(f\"   - \u6bcf\u4e2a\u5b66\u751f\u6709\u81ea\u5df1\u7684\u5b66\u53f7\u3001\u59d3\u540d\u3001\u6210\u7ee9\uff08\u72ec\u7acb\u72b6\u6001\uff09\")\nprint(f\"   - \u4f46\u4ed6\u4eec\u90fd\u5c5e\u4e8e\u540c\u4e00\u6240\u5b66\u6821\uff08\u5171\u4eab\u7c7b\u5c5e\u6027\uff09\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u5341\u4e5d\u8bfe\uff1a\u7c7b\u548c\u5bf9\u8c61\u7684\u521b\u5efa\u8fc7\u7a0b\u4e0e\u5e38\u89c1\u8bef\u533a<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7c7b\u7684\u521b\u5efa\u8fc7\u7a0b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u5b9a\u4e49\u7c7b\uff08\u521b\u5efa\u84dd\u56fe\uff09\nprint(\"=== \u6b65\u9aa41\uff1a\u5b9a\u4e49\u7c7b\uff08\u521b\u5efa\u84dd\u56fe\uff09===\")\nprint(\"class Dog:  # \u5f00\u59cb\u5b9a\u4e49Dog\u7c7b\")\nprint(\"    species = '\u54fa\u4e73\u52a8\u7269'  # \u5b9a\u4e49\u7c7b\u5c5e\u6027\")\nprint(\"    def __init__(self, name):  # \u5b9a\u4e49\u6784\u9020\u65b9\u6cd5\")\nprint(\"        self.name = name  # \u5b9a\u4e49\u5b9e\u4f8b\u5c5e\u6027\")\n\nclass Dog:\n    \"\"\"\u72d7\u7c7b\"\"\"\n    # \u7c7b\u5c5e\u6027\uff1a\u6240\u6709\u72d7\u5171\u4eab\n    species = \"\u54fa\u4e73\u52a8\u7269\"\n\n    def __init__(self, name):\n        \"\"\"\u6784\u9020\u65b9\u6cd5\uff1a\u521b\u5efa\u72d7\u5bf9\u8c61\u65f6\u8c03\u7528\"\"\"\n        # \u5b9e\u4f8b\u5c5e\u6027\uff1a\u6bcf\u53ea\u72d7\u72ec\u6709\u7684\n        self.name = name\n\n    def bark(self):\n        \"\"\"\u72d7\u53eb\u65b9\u6cd5\"\"\"\n        return f\"{self.name}\u5728\u6c6a\u6c6a\u53eb\uff01\"\n\nprint(f\"\\nDog\u7c7b\u5df2\u5b9a\u4e49\u5b8c\u6210\uff1a\")\nprint(f\"\u7c7b\u540d\uff1a{Dog.__name__}\")\nprint(f\"\u7c7b\u5c5e\u6027species\uff1a{Dog.species}\")\nprint(f\"\u7c7b\u65b9\u6cd5\uff1a{&#91;method for method in dir(Dog) if not method.startswith('__')]}\")\n\nprint(\"\\n\" + \"=\"*50)\n\n# 2. \u521b\u5efa\u5bf9\u8c61\uff08\u4f7f\u7528\u84dd\u56fe\u5efa\u9020\uff09\nprint(\"=== \u6b65\u9aa42\uff1a\u521b\u5efa\u5bf9\u8c61\uff08\u4f7f\u7528\u84dd\u56fe\u5efa\u9020\uff09===\")\n\nprint(\"\\n\u521b\u5efa\u7b2c\u4e00\u53ea\u72d7\uff1a\")\nprint(\"my_dog = Dog('\u65fa\u8d22')  # \u8c03\u7528Dog\u7c7b\u7684__init__\u65b9\u6cd5\")\nmy_dog = Dog(\"\u65fa\u8d22\")\n\nprint(f\"\\nmy_dog\u5bf9\u8c61\u5df2\u521b\u5efa\uff1a\")\nprint(f\"\u5bf9\u8c61\u7c7b\u578b\uff1a{type(my_dog)}\")\nprint(f\"\u5bf9\u8c61\u6240\u5c5e\u7684\u7c7b\uff1a{my_dog.__class__.__name__}\")\nprint(f\"\u5bf9\u8c61\u7684\u540d\u5b57\uff1a{my_dog.name}\")\nprint(f\"\u5bf9\u8c61\u7684\u7269\u79cd\uff1a{my_dog.species}\")\n\nprint(\"\\n\u521b\u5efa\u7b2c\u4e8c\u53ea\u72d7\uff1a\")\nprint(\"your_dog = Dog('\u5c0f\u9ed1')  # \u518d\u6b21\u8c03\u7528Dog\u7c7b\u7684__init__\u65b9\u6cd5\")\nyour_dog = Dog(\"\u5c0f\u9ed1\")\n\nprint(f\"\\nyour_dog\u5bf9\u8c61\u5df2\u521b\u5efa\uff1a\")\nprint(f\"\u5bf9\u8c61\u7c7b\u578b\uff1a{type(your_dog)}\")\nprint(f\"\u5bf9\u8c61\u6240\u5c5e\u7684\u7c7b\uff1a{your_dog.__class__.__name__}\")\nprint(f\"\u5bf9\u8c61\u7684\u540d\u5b57\uff1a{your_dog.name}\")\nprint(f\"\u5bf9\u8c61\u7684\u7269\u79cd\uff1a{your_dog.species}\")\n\nprint(\"\\n3. \u91cd\u8981\u89c2\u5bdf\uff1a\")\nprint(f\"my_dog\u548cyour_dog\u662f\u540c\u4e00\u4e2a\u7c7b\u7684\u5bf9\u8c61\u5417\uff1f{my_dog.__class__ == your_dog.__class__}\")\nprint(f\"my_dog\u548cyour_dog\u662f\u540c\u4e00\u4e2a\u5bf9\u8c61\u5417\uff1f{my_dog is your_dog}\")\nprint(f\"my_dog\u7684\u540d\u5b57\u662f\uff1a{my_dog.name}\")\nprint(f\"your_dog\u7684\u540d\u5b57\u662f\uff1a{your_dog.name}\")\nprint(f\"\u5b83\u4eec\u5171\u4eab\u7684\u7269\u79cd\u662f\uff1a{Dog.species}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e38\u89c1\u8bef\u533a\u4e0e\u6f84\u6e05<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a1\uff1a\u7c7b\u548c\u5bf9\u8c61\u662f\u4e00\u56de\u4e8b<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>print(\"=== \u8bef\u533a1\uff1a\u7c7b\u548c\u5bf9\u8c61\u662f\u4e00\u56de\u4e8b ===\")\n\nclass Car:\n    \"\"\"\u6c7d\u8f66\u7c7b\"\"\"\n    wheels = 4\n\n    def __init__(self, brand):\n        self.brand = brand\n\n# \u9519\u8bef\u7406\u89e3\uff1a\u8ba4\u4e3aCar\u548cmy_car\u662f\u4e00\u6837\u7684\nprint(\"\u274c \u9519\u8bef\u7406\u89e3\uff1aCar\u5c31\u662fmy_car\uff0cmy_car\u5c31\u662fCar\")\n\n# \u6b63\u786e\u7406\u89e3\nprint(\"\\n\u2705 \u6b63\u786e\u7406\u89e3\uff1a\")\nprint(\"Car\u662f\u7c7b\uff08\u6a21\u677f\uff09\uff0cmy_car\u662f\u5bf9\u8c61\uff08\u5b9e\u4f8b\uff09\")\nprint(\"Car.wheels = 4  # \u8fd9\u662f\u7c7b\u7684\u5c5e\u6027\uff0c\u6240\u6709\u6c7d\u8f66\u90fd\u67094\u4e2a\u8f6e\u5b50\")\nprint(\"my_car = Car('\u4e30\u7530')  # \u8fd9\u662f\u521b\u5efa\u5bf9\u8c61\")\nprint(\"my_car.brand = '\u4e30\u7530'  # \u8fd9\u662f\u5bf9\u8c61\u7684\u5c5e\u6027\uff0c\u53ea\u6709\u8fd9\u8f86\u8f66\u662f\u4e30\u7530\")\n\nprint(\"\\n\u9a8c\u8bc1\uff1a\")\nmy_car = Car(\"\u4e30\u7530\")\nprint(f\"1. \u80fd\u8bbf\u95eeCar.wheels\u5417\uff1f\u80fd -&gt; {Car.wheels}\")\nprint(f\"2. \u80fd\u8bbf\u95eemy_car.wheels\u5417\uff1f\u80fd -&gt; {my_car.wheels}\")\nprint(f\"3. \u80fd\u8bbf\u95eeCar.brand\u5417\uff1f\u4e0d\u80fd\uff01\u56e0\u4e3abrand\u662f\u5bf9\u8c61\u5c5e\u6027\")\nprint(f\"4. \u80fd\u8bbf\u95eemy_car.brand\u5417\uff1f\u80fd -&gt; {my_car.brand}\")\n\nprint(f\"\\n\u603b\u7ed3\uff1a\u7c7b\u5b9a\u4e49\u4e86\u6709\u4ec0\u4e48\uff0c\u5bf9\u8c61\u62e5\u6709\u5177\u4f53\u7684\u503c\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a2\uff1a\u4fee\u6539\u7c7b\u5c5e\u6027\u4f1a\u5f71\u54cd\u6240\u6709\u5bf9\u8c61<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>print(\"\\n=== \u8bef\u533a2\uff1a\u4fee\u6539\u7c7b\u5c5e\u6027\u4f1a\u5f71\u54cd\u6240\u6709\u5bf9\u8c61 ===\")\n\nclass Phone:\n    \"\"\"\u624b\u673a\u7c7b\"\"\"\n    os = \"Android\"  # \u7c7b\u5c5e\u6027\uff1a\u64cd\u4f5c\u7cfb\u7edf\n\n    def __init__(self, brand):\n        self.brand = brand\n\n# \u521b\u5efa\u4e24\u4e2a\u624b\u673a\u5bf9\u8c61\nphone1 = Phone(\"\u4e09\u661f\")\nphone2 = Phone(\"\u5c0f\u7c73\")\n\nprint(\"\u521d\u59cb\u72b6\u6001\uff1a\")\nprint(f\"Phone.os = {Phone.os}\")\nprint(f\"phone1.os = {phone1.os}\")\nprint(f\"phone2.os = {phone2.os}\")\n\nprint(\"\\n\u274c \u9519\u8bef\u7406\u89e3\uff1a\u4fee\u6539phone1.os\u53ea\u4f1a\u5f71\u54cdphone1\")\n\nprint(\"\\n\u2705 \u6b63\u786e\u7406\u89e3\uff1a\")\nprint(\"1. \u5982\u679c\u901a\u8fc7\u7c7b\u540d\u4fee\u6539\u7c7b\u5c5e\u6027\uff0c\u4f1a\u5f71\u54cd\u6240\u6709\u5bf9\u8c61\")\nPhone.os = \"HarmonyOS\"\nprint(f\"\\n\u4fee\u6539Phone.os\u4e3aHarmonyOS\u540e\uff1a\")\nprint(f\"Phone.os = {Phone.os}\")\nprint(f\"phone1.os = {phone1.os}  # \u53d7\u5f71\u54cd\")\nprint(f\"phone2.os = {phone2.os}  # \u53d7\u5f71\u54cd\")\n\nprint(\"\\n2. \u5982\u679c\u901a\u8fc7\u5bf9\u8c61\u4fee\u6539\uff0c\u4f1a\u521b\u5efa\u65b0\u7684\u5b9e\u4f8b\u5c5e\u6027\uff0c\u4e0d\u5f71\u54cd\u7c7b\u5c5e\u6027\")\nphone1.os = \"iOS\"\nprint(f\"\\n\u4fee\u6539phone1.os\u4e3aiOS\u540e\uff1a\")\nprint(f\"Phone.os = {Phone.os}  # \u4ecd\u7136\u662fHarmonyOS\uff0c\u6ca1\u53d8\")\nprint(f\"phone1.os = {phone1.os}  # \u73b0\u5728\u662fiOS\uff0c\u662f\u81ea\u5df1\u7684\u5c5e\u6027\")\nprint(f\"phone2.os = {phone2.os}  # \u4ecd\u7136\u662fHarmonyOS\uff0c\u6ca1\u53d8\")\n\nprint(\"\\n3. \u67e5\u770b\u5c5e\u6027\u5b57\u5178\u9a8c\u8bc1\uff1a\")\nprint(f\"Phone.__dict__\u4e2d\u7684os: {Phone.__dict__.get('os')}\")\nprint(f\"phone1.__dict__\u4e2d\u7684os: {phone1.__dict__.get('os')}\")\nprint(f\"phone2.__dict__\u4e2d\u7684os: {phone2.__dict__.get('os')}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u5341\u8bfe\uff1a\u7ed9\u521d\u5b66\u8005\u7684\u5b66\u4e60\u8def\u5f84\u5efa\u8bae<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b66\u4e60\u8def\u5f84\u5efa\u8bae<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u4ece\u9762\u5411\u8fc7\u7a0b\u5f00\u59cb\uff081-2\u4e2a\u6708\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u57fa\u672c\u8bed\u6cd5\uff1a\u53d8\u91cf\u3001\u6761\u4ef6\u3001\u5faa\u73af\u3001\u51fd\u6570<\/li>\n\n\n\n<li>\u7528\u9762\u5411\u8fc7\u7a0b\u601d\u7ef4\u89e3\u51b3\u7b80\u5355\u95ee\u9898\uff1a<\/li>\n\n\n\n<li>\u8ba1\u7b97\u5668<\/li>\n\n\n\n<li>\u6210\u7ee9\u7edf\u8ba1\u5de5\u5177<\/li>\n\n\n\n<li>\u6587\u4ef6\u5904\u7406\u5668<\/li>\n\n\n\n<li>\u7406\u89e3\uff1a\u7a0b\u5e8f = \u6570\u636e + \u64cd\u4f5c\u6570\u636e\u7684\u51fd\u6570<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u8fc7\u6e21\u5230\u9762\u5411\u5bf9\u8c61\uff082-3\u4e2a\u6708\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u7c7b\u3001\u5bf9\u8c61\u3001\u65b9\u6cd5\u7684\u6982\u5ff5<\/li>\n\n\n\n<li>\u5c06\u4e4b\u524d\u7684\u8fc7\u7a0b\u5f0f\u7a0b\u5e8f\u91cd\u5199\u4e3a\u9762\u5411\u5bf9\u8c61<\/li>\n\n\n\n<li>\u4f53\u4f1a\u5c01\u88c5\u7684\u4f18\u70b9\uff1a<\/li>\n\n\n\n<li>\u6570\u636e\u4fdd\u62a4<\/li>\n\n\n\n<li>\u4ee3\u7801\u7ec4\u7ec7\u66f4\u6e05\u6670<\/li>\n\n\n\n<li>\u590d\u7528\u6027\u66f4\u597d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u6df1\u5165\u9762\u5411\u5bf9\u8c61\uff083-4\u4e2a\u6708\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u7ee7\u627f\u3001\u591a\u6001\u3001\u62bd\u8c61<\/li>\n\n\n\n<li>\u7406\u89e3\u8bbe\u8ba1\u539f\u5219\uff08SOLID\uff09<\/li>\n\n\n\n<li>\u7528\u9762\u5411\u5bf9\u8c61\u601d\u7ef4\u8bbe\u8ba1\u4e2d\u7b49\u89c4\u6a21\u9879\u76ee<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u533a\u522b\u603b\u7ed3\u8868<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u9762<\/th><th>\u7c7b\uff08Class\uff09<\/th><th>\u5bf9\u8c61\uff08Object\uff09<\/th><\/tr><\/thead><tbody><tr><td><strong>\u672c\u8d28<\/strong><\/td><td>\u6a21\u677f\u3001\u84dd\u56fe\u3001\u5b9a\u4e49<\/td><td>\u5b9e\u4f8b\u3001\u5177\u4f53\u5b9e\u4f53<\/td><\/tr><tr><td><strong>\u6bd4\u55bb<\/strong><\/td><td>\u5efa\u7b51\u8bbe\u8ba1\u56fe<\/td><td>\u5efa\u597d\u7684\u623f\u5b50<\/td><\/tr><tr><td><strong>\u6570\u91cf<\/strong><\/td><td>\u4e00\u4e2a\u7c7b\u53ea\u6709\u4e00\u4e2a\u5b9a\u4e49<\/td><td>\u4e00\u4e2a\u7c7b\u53ef\u4ee5\u6709\u591a\u4e2a\u5bf9\u8c61<\/td><\/tr><tr><td><strong>\u5185\u5b58<\/strong><\/td><td>\u53ea\u5b58\u50a8\u4e00\u6b21<\/td><td>\u6bcf\u4e2a\u5bf9\u8c61\u6709\u81ea\u5df1\u7684\u5185\u5b58\u7a7a\u95f4<\/td><\/tr><tr><td><strong>\u5c5e\u6027<\/strong><\/td><td>\u7c7b\u5c5e\u6027\uff08\u6240\u6709\u5bf9\u8c61\u5171\u4eab\uff09<\/td><td>\u5b9e\u4f8b\u5c5e\u6027\uff08\u6bcf\u4e2a\u5bf9\u8c61\u72ec\u6709\uff09<\/td><\/tr><tr><td><strong>\u72b6\u6001<\/strong><\/td><td>\u9759\u6001\u7684\uff0c\u5b9a\u4e49\u4e0d\u4f1a\u53d8<\/td><td>\u52a8\u6001\u7684\uff0c\u72b6\u6001\u4f1a\u968f\u65f6\u95f4\u53d8\u5316<\/td><\/tr><tr><td><strong>\u521b\u5efa<\/strong><\/td><td>\u4f7f\u7528 class \u5173\u952e\u5b57\u5b9a\u4e49<\/td><td>\u4f7f\u7528 \u7c7b\u540d() \u521b\u5efa<\/td><\/tr><tr><td><strong>\u8bbf\u95ee<\/strong><\/td><td>\u901a\u8fc7\u7c7b\u540d\u8bbf\u95ee\u7c7b\u5c5e\u6027\/\u65b9\u6cd5<\/td><td>\u901a\u8fc7\u5bf9\u8c61\u540d\u8bbf\u95ee\u5b9e\u4f8b\u5c5e\u6027\/\u65b9\u6cd5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u7ec8\u68c0\u67e5\u6e05\u5355<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u5b8c\u7c7b\u548c\u5bf9\u8c61\u540e\uff0c\u95ee\u81ea\u5df1\u8fd9\u4e9b\u95ee\u9898\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6982\u5ff5\u7406\u89e3\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u6211\u80fd\u7528\u81ea\u5df1\u7684\u8bdd\u89e3\u91ca\u7c7b\u548c\u5bf9\u8c61\u7684\u533a\u522b\u5417\uff1f<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u4e3e\u51fa3\u4e2a\u73b0\u5b9e\u4e2d\u7684\u7c7b\u548c\u5bf9\u8c61\u7684\u4f8b\u5b50\u5417\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ee3\u7801\u7406\u89e3\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u6211\u770b\u5230 <code>class Dog:<\/code> \u77e5\u9053\u8fd9\u662f\u5b9a\u4e49\u7c7b\u5417\uff1f<\/li>\n\n\n\n<li>[ ] \u6211\u770b\u5230 <code>my_dog = Dog()<\/code> \u77e5\u9053\u8fd9\u662f\u521b\u5efa\u5bf9\u8c61\u5417\uff1f<\/li>\n\n\n\n<li>[ ] \u6211\u7406\u89e3 <code>self.name<\/code> \u4e2d\u7684<code>self<\/code>\u662f\u4ec0\u4e48\u610f\u601d\u5417\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5e94\u7528\u80fd\u529b\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u6211\u80fd\u8bbe\u8ba1\u4e00\u4e2a\u7b80\u5355\u7684\u7c7b\u5417\uff1f<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u521b\u5efa\u4e00\u4e2a\u7c7b\u7684\u591a\u4e2a\u5bf9\u8c61\u5417\uff1f<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u533a\u5206\u7c7b\u5c5e\u6027\u548c\u5b9e\u4f8b\u5c5e\u6027\u5417\uff1f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6559\u5b66\u603b\u7ed3\uff1a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u6838\u5fc3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u4e09\u5927\u7279\u5f81\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5c01\u88c5<\/strong>\uff1a\u5c06\u6570\u636e\u548c\u64cd\u4f5c\u6570\u636e\u7684\u65b9\u6cd5\u5305\u88c5\u5728\u4e00\u8d77\uff0c\u9690\u85cf\u5185\u90e8\u5b9e\u73b0\u7ec6\u8282<\/li>\n\n\n\n<li><strong>\u7ee7\u627f<\/strong>\uff1a\u5b50\u7c7b\u53ef\u4ee5\u7ee7\u627f\u7236\u7c7b\u7684\u5c5e\u6027\u548c\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4ee3\u7801\u590d\u7528<\/li>\n\n\n\n<li><strong>\u591a\u6001<\/strong>\uff1a\u4e0d\u540c\u7c7b\u7684\u5bf9\u8c61\u53ef\u4ee5\u5bf9\u540c\u4e00\u6d88\u606f\u505a\u51fa\u4e0d\u540c\u7684\u54cd\u5e94<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u8981\u539f\u5219\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9762\u5411\u5bf9\u8c61\u4e0d\u662f\u4e07\u80fd\u7684\uff0c\u8981\u6839\u636e\u95ee\u9898\u9009\u62e9\u5408\u9002\u7684\u7f16\u7a0b\u8303\u5f0f<\/li>\n\n\n\n<li>\u4ece\u7b80\u5355\u7684\u95ee\u9898\u5f00\u59cb\uff0c\u9010\u6b65\u8fc7\u6e21\u5230\u590d\u6742\u7684\u95ee\u9898<\/li>\n\n\n\n<li>\u591a\u5b9e\u8df5\uff0c\u591a\u601d\u8003\uff0c\u591a\u603b\u7ed3<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8de8\u8bed\u8a00\u5dee\u5f02\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\uff1a\u652f\u6301\u591a\u8303\u5f0f\uff0c\u9762\u5411\u5bf9\u8c61\u5b9e\u73b0\u7b80\u6d01\u76f4\u89c2<\/li>\n\n\n\n<li>Java\uff1a\u7eaf\u9762\u5411\u5bf9\u8c61\uff0c\u5f3a\u5236\u9762\u5411\u5bf9\u8c61\u601d\u7ef4<\/li>\n\n\n\n<li>C++\uff1a\u65e2\u652f\u6301\u9762\u5411\u8fc7\u7a0b\uff0c\u4e5f\u652f\u6301\u9762\u5411\u5bf9\u8c61<\/li>\n\n\n\n<li>JavaScript\uff1a\u57fa\u4e8e\u539f\u578b\u7684\u9762\u5411\u5bf9\u8c61<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u5df2\u7ecf\u638c\u63e1\u4e86\u7f16\u7a0b\u7684\u53e6\u4e00\u4e2a\u6838\u5fc3\u57fa\u7840\uff01\u73b0\u5728\u4f60\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7406\u89e3\u9762\u5411\u8fc7\u7a0b\u548c\u9762\u5411\u5bf9\u8c61\u7684\u533a\u522b<\/li>\n\n\n\n<li>\u6839\u636e\u95ee\u9898\u9009\u62e9\u5408\u9002\u7684\u7f16\u7a0b\u8303\u5f0f<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u7b80\u5355\u7684\u9762\u5411\u5bf9\u8c61\u7a0b\u5e8f<\/li>\n\n\n\n<li>\u7406\u89e3\u7c7b\u548c\u5bf9\u8c61\u7684\u6982\u5ff5\u548c\u5173\u7cfb<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bb0\u4f4f\uff1a\u7f16\u7a0b\u8bed\u8a00\u548c\u8303\u5f0f\u53ea\u662f\u5de5\u5177\uff0c\u771f\u6b63\u91cd\u8981\u7684\u662f\u89e3\u51b3\u95ee\u9898\u7684\u80fd\u529b\u3002\u4ece\u7406\u89e3\u95ee\u9898\u5f00\u59cb\uff0c\u7136\u540e\u9009\u62e9\u6700\u5408\u9002\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u6765\u89e3\u51b3\u95ee\u9898\u3002\u968f\u7740\u7ecf\u9a8c\u7684\u79ef\u7d2f\uff0c\u4f60\u4f1a\u8d8a\u6765\u8d8a\u6e05\u695a\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0b\u4f7f\u7528\u4ec0\u4e48\u65b9\u6cd5\u6700\u6709\u6548\u3002\u7f16\u7a0b\u7684\u5927\u95e8\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u5341\u4e00\u8bfe\uff1a\u6df1\u5165\u7406\u89e3\u63a5\u53e3\uff1a\u5b9a\u4e49\u5951\u7ea6\u4e0e\u5b9e\u73b0\u5206\u79bb\u7684\u827a\u672f<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u4ece\u73b0\u5b9e\u4e16\u754c\u7684\u534f\u8bae\u7406\u89e3\u63a5\u53e3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u8c61\u4f60\u8981\u7ec4\u5efa\u4e00\u4e2a\u4e50\u961f\u3002\u4f60\u4e0d\u9700\u8981\u77e5\u9053\u6bcf\u4e2a\u4e50\u624b\u5177\u4f53\u5982\u4f55\u6f14\u594f\u4ed6\u4eec\u7684\u4e50\u5668\uff0c\u4f46\u4f60\u9700\u8981\u5b9a\u4e49\u4e00\u4e9b\u57fa\u672c\u89c4\u5219\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5409\u4ed6\u624b\u534f\u8bae\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5fc5\u987b\u80fd\u5f39\u594f\u548c\u5f26<\/li>\n\n\n\n<li>\u5fc5\u987b\u80fd\u5f39\u594f\u72ec\u594f<\/li>\n\n\n\n<li>\u5fc5\u987b\u80fd\u8c03\u97f3<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9f13\u624b\u534f\u8bae\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5fc5\u987b\u80fd\u4fdd\u6301\u8282\u594f<\/li>\n\n\n\n<li>\u5fc5\u987b\u80fd\u5b8c\u6210\u8fc7\u95e8<\/li>\n\n\n\n<li>\u5fc5\u987b\u80fd\u63a7\u5236\u52a8\u6001<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3b\u5531\u534f\u8bae\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5fc5\u987b\u80fd\u5531\u4e3b\u65cb\u5f8b<\/li>\n\n\n\n<li>\u5fc5\u987b\u80fd\u548c\u58f0<\/li>\n\n\n\n<li>\u5fc5\u987b\u80fd\u63a7\u5236\u547c\u5438<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b&#8221;\u534f\u8bae&#8221;\u5c31\u662f<strong>\u63a5\u53e3<\/strong>\u3002\u5b83\u4eec\u5b9a\u4e49\u4e86&#8221;\u5fc5\u987b\u80fd\u505a\u4ec0\u4e48&#8221;\uff0c\u4f46\u4e0d\u89c4\u5b9a&#8221;\u5177\u4f53\u600e\u4e48\u505a&#8221;\u3002\u4e00\u4e2a\u6447\u6eda\u5409\u4ed6\u624b\u548c\u4e00\u4e2a\u7235\u58eb\u5409\u4ed6\u624b\u90fd\u9075\u5b88\u5409\u4ed6\u624b\u534f\u8bae\uff0c\u4f46\u6f14\u594f\u65b9\u5f0f\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u4e3a\u4ec0\u4e48\u9700\u8981\u63a5\u53e3\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u95ee\u9898\u573a\u666f\uff1a\u6ca1\u6709\u63a5\u53e3\u7684\u4ee3\u7801\u56f0\u5883<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u6ca1\u6709\u63a5\u53e3\u7684\u95ee\u9898\uff1a\u7c7b\u578b\u68c0\u67e5\u7684\u56f0\u5883\n# ============================================================================\n\nclass PDFReport:\n    \"\"\"PDF\u62a5\u544a\u751f\u6210\u5668\"\"\"\n\n    def generate(self, data):\n        \"\"\"\u751f\u6210PDF\u62a5\u544a\"\"\"\n        print(f\"\u6b63\u5728\u751f\u6210PDF\u62a5\u544a\uff0c\u6570\u636e\uff1a{data}\")\n        # PDF\u751f\u6210\u903b\u8f91...\n        return \"report.pdf\"\n\n    def save(self, filename):\n        \"\"\"\u4fdd\u5b58PDF\u6587\u4ef6\"\"\"\n        print(f\"\u4fdd\u5b58PDF\u6587\u4ef6\u5230\uff1a{filename}\")\n\nclass ExcelReport:\n    \"\"\"Excel\u62a5\u544a\u751f\u6210\u5668\"\"\"\n\n    def create(self, data):\n        \"\"\"\u521b\u5efaExcel\u62a5\u544a\"\"\"\n        print(f\"\u6b63\u5728\u521b\u5efaExcel\u62a5\u544a\uff0c\u6570\u636e\uff1a{data}\")\n        # Excel\u751f\u6210\u903b\u8f91...\n        return \"report.xlsx\"\n\n    def export(self, filename):\n        \"\"\"\u5bfc\u51faExcel\u6587\u4ef6\"\"\"\n        print(f\"\u5bfc\u51faExcel\u6587\u4ef6\u5230\uff1a{filename}\")\n\nclass HTMLReport:\n    \"\"\"HTML\u62a5\u544a\u751f\u6210\u5668\"\"\"\n\n    def build(self, data):\n        \"\"\"\u6784\u5efaHTML\u62a5\u544a\"\"\"\n        print(f\"\u6b63\u5728\u6784\u5efaHTML\u62a5\u544a\uff0c\u6570\u636e\uff1a{data}\")\n        # HTML\u751f\u6210\u903b\u8f91...\n        return \"report.html\"\n\n    def write_file(self, filename):\n        \"\"\"\u5199\u5165HTML\u6587\u4ef6\"\"\"\n        print(f\"\u5199\u5165HTML\u6587\u4ef6\u5230\uff1a{filename}\")\n\n# \u95ee\u9898\uff1a\u8fd9\u4e09\u4e2a\u7c7b\u529f\u80fd\u76f8\u4f3c\uff0c\u4f46\u65b9\u6cd5\u540d\u4e0d\u540c\uff01\n# \u5bfc\u81f4\u4f7f\u7528\u65f6\u7684\u56f0\u5883\uff1a\n\ndef process_report(reporter, data, filename):\n    \"\"\"\n    \u5904\u7406\u62a5\u544a\u7684\u51fd\u6570\n    \u95ee\u9898\uff1a\u9700\u8981\u68c0\u67e5reporter\u7684\u7c7b\u578b\uff0c\u624d\u80fd\u77e5\u9053\u8c03\u7528\u4ec0\u4e48\u65b9\u6cd5\n    \"\"\"\n    if isinstance(reporter, PDFReport):\n        file_path = reporter.generate(data)\n        reporter.save(filename)\n    elif isinstance(reporter, ExcelReport):\n        file_path = reporter.create(data)\n        reporter.export(filename)\n    elif isinstance(reporter, HTMLReport):\n        file_path = reporter.build(data)\n        reporter.write_file(filename)\n    else:\n        raise TypeError(\"\u4e0d\u652f\u6301\u7684\u62a5\u544a\u7c7b\u578b\")\n\n    print(f\"\u62a5\u544a\u5df2\u751f\u6210\uff1a{file_path}\")\n    return file_path\n\n# \u4f7f\u7528\u793a\u4f8b\npdf_reporter = PDFReport()\nexcel_reporter = ExcelReport()\nhtml_reporter = HTMLReport()\n\nprint(\"=== \u6ca1\u6709\u63a5\u53e3\u7684\u95ee\u9898\u6f14\u793a ===\")\nprocess_report(pdf_reporter, \"\u9500\u552e\u6570\u636e\", \"sales_report.pdf\")\nprocess_report(excel_reporter, \"\u5e93\u5b58\u6570\u636e\", \"inventory.xlsx\")\nprocess_report(html_reporter, \"\u7528\u6237\u6570\u636e\", \"users.html\")\n\nprint(\"\\n\u274c \u95ee\u9898\u603b\u7ed3\uff1a\")\nprint(\"1. \u65b9\u6cd5\u540d\u4e0d\u4e00\u81f4\uff1agenerate\/create\/build, save\/export\/write_file\")\nprint(\"2. \u9700\u8981\u7c7b\u578b\u68c0\u67e5\uff1a\u4f7f\u7528\u524d\u5fc5\u987b\u68c0\u67e5\u5bf9\u8c61\u7684\u7c7b\u578b\")\nprint(\"3. \u96be\u4ee5\u6269\u5c55\uff1a\u65b0\u589e\u62a5\u544a\u7c7b\u578b\u9700\u8981\u4fee\u6539process_report\u51fd\u6570\")\nprint(\"4. \u5bb9\u6613\u51fa\u9519\uff1a\u5fd8\u8bb0\u5904\u7406\u67d0\u79cd\u7c7b\u578b\u4f1a\u5bfc\u81f4\u8fd0\u884c\u65f6\u9519\u8bef\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a5\u53e3\u7684\u6838\u5fc3\u4ef7\u503c<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u9762<\/th><th>\u6ca1\u6709\u63a5\u53e3<\/th><th>\u6709\u63a5\u53e3<\/th><\/tr><\/thead><tbody><tr><td><strong>\u65b9\u6cd5\u547d\u540d<\/strong><\/td><td>\u5404\u73a9\u5404\u7684\uff0c\u6ca1\u6709\u7edf\u4e00\u6807\u51c6<\/td><td>\u7edf\u4e00\u547d\u540d\uff0c\u9075\u5b88\u5951\u7ea6<\/td><\/tr><tr><td><strong>\u7c7b\u578b\u68c0\u67e5<\/strong><\/td><td>\u9700\u8981\u663e\u5f0f\u68c0\u67e5\u7c7b\u578b<\/td><td>\u57fa\u4e8e\u63a5\u53e3\u7f16\u7a0b\uff0c\u4e0d\u9700\u8981\u5173\u5fc3\u5177\u4f53\u7c7b\u578b<\/td><\/tr><tr><td><strong>\u6269\u5c55\u6027<\/strong><\/td><td>\u4fee\u6539\u73b0\u6709\u4ee3\u7801<\/td><td>\u65b0\u589e\u5b9e\u73b0\u7c7b\u5373\u53ef<\/td><\/tr><tr><td><strong>\u7ef4\u62a4\u6027<\/strong><\/td><td>\u96be\u4ee5\u7406\u89e3\u548c\u7ef4\u62a4<\/td><td>\u7ed3\u6784\u6e05\u6670\uff0c\u6613\u4e8e\u7ef4\u62a4<\/td><\/tr><tr><td><strong>\u56e2\u961f\u534f\u4f5c<\/strong><\/td><td>\u5bb9\u6613\u51b2\u7a81\u548c\u4e0d\u4e00\u81f4<\/td><td>\u5b9a\u4e49\u597d\u63a5\u53e3\uff0c\u5404\u81ea\u5b9e\u73b0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1aPython\u4e2d\u7684\u63a5\u53e3\u5b9e\u73b0<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u5f0f1\uff1a\u4f7f\u7528\u62bd\u8c61\u57fa\u7c7b\uff08ABC\uff09\u2014\u2014 \u663e\u5f0f\u63a5\u53e3<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u63a5\u53e3\u5b9e\u73b0\uff1a\u4f7f\u7528\u62bd\u8c61\u57fa\u7c7b\uff08Abstract Base Classes, ABC\uff09\n# ============================================================================\n\nfrom abc import ABC, abstractmethod\nfrom typing import Any\n\n# ============ \u7b2c1\u6b65\uff1a\u5b9a\u4e49\u63a5\u53e3\uff08\u62bd\u8c61\u57fa\u7c7b\uff09 ============\nclass ReportGenerator(ABC):\n    \"\"\"\n    \u62a5\u544a\u751f\u6210\u5668\u63a5\u53e3\n    \u7279\u70b9\uff1a\u5b9a\u4e49\u5951\u7ea6\uff0c\u4e0d\u63d0\u4f9b\u5177\u4f53\u5b9e\u73b0\n    \u4f5c\u7528\uff1a\u6240\u6709\u62a5\u544a\u751f\u6210\u5668\u90fd\u5fc5\u987b\u5b9e\u73b0\u8fd9\u4e9b\u65b9\u6cd5\n    \"\"\"\n\n    @abstractmethod\n    def generate(self, data: Any) -&gt; str:\n        \"\"\"\n        \u751f\u6210\u62a5\u544a\n        \u53c2\u6570\uff1adata - \u62a5\u544a\u6570\u636e\n        \u8fd4\u56de\uff1a\u751f\u6210\u7684\u6587\u4ef6\u8def\u5f84\n        \"\"\"\n        pass\n\n    @abstractmethod\n    def save(self, filename: str) -&gt; None:\n        \"\"\"\n        \u4fdd\u5b58\u62a5\u544a\n        \u53c2\u6570\uff1afilename - \u4fdd\u5b58\u7684\u6587\u4ef6\u540d\n        \"\"\"\n        pass\n\n# ============ \u7b2c2\u6b65\uff1a\u5b9e\u73b0\u63a5\u53e3\uff08\u5177\u4f53\u7c7b\uff09 ============\nclass PDFReportV2(ReportGenerator):\n    \"\"\"PDF\u62a5\u544a\u751f\u6210\u5668 - \u5b9e\u73b0ReportGenerator\u63a5\u53e3\"\"\"\n\n    def generate(self, data: Any) -&gt; str:\n        \"\"\"\u751f\u6210PDF\u62a5\u544a\uff08\u5177\u4f53\u5b9e\u73b0\uff09\"\"\"\n        print(f\"&#91;PDF] \u6b63\u5728\u751f\u6210\u62a5\u544a\uff0c\u6570\u636e\uff1a{data}\")\n        # \u5b9e\u9645\u7684PDF\u751f\u6210\u903b\u8f91\n        file_path = f\"reports\/{hash(data)}.pdf\"\n        print(f\"&#91;PDF] \u62a5\u544a\u751f\u6210\u5b8c\u6210\uff1a{file_path}\")\n        return file_path\n\n    def save(self, filename: str) -&gt; None:\n        \"\"\"\u4fdd\u5b58PDF\u6587\u4ef6\uff08\u5177\u4f53\u5b9e\u73b0\uff09\"\"\"\n        print(f\"&#91;PDF] \u4fdd\u5b58\u6587\u4ef6\u5230\uff1a{filename}\")\n        # \u5b9e\u9645\u7684\u4fdd\u5b58\u903b\u8f91\n        print(f\"&#91;PDF] \u6587\u4ef6\u4fdd\u5b58\u6210\u529f\")\n\nclass ExcelReportV2(ReportGenerator):\n    \"\"\"Excel\u62a5\u544a\u751f\u6210\u5668 - \u5b9e\u73b0ReportGenerator\u63a5\u53e3\"\"\"\n\n    def generate(self, data: Any) -&gt; str:\n        \"\"\"\u751f\u6210Excel\u62a5\u544a\uff08\u5177\u4f53\u5b9e\u73b0\uff09\"\"\"\n        print(f\"&#91;Excel] \u6b63\u5728\u751f\u6210\u62a5\u544a\uff0c\u6570\u636e\uff1a{data}\")\n        # \u5b9e\u9645\u7684Excel\u751f\u6210\u903b\u8f91\n        file_path = f\"reports\/{hash(data)}.xlsx\"\n        print(f\"&#91;Excel] \u62a5\u544a\u751f\u6210\u5b8c\u6210\uff1a{file_path}\")\n        return file_path\n\n    def save(self, filename: str) -&gt; None:\n        \"\"\"\u4fdd\u5b58Excel\u6587\u4ef6\uff08\u5177\u4f53\u5b9e\u73b0\uff09\"\"\"\n        print(f\"&#91;Excel] \u4fdd\u5b58\u6587\u4ef6\u5230\uff1a{filename}\")\n        # \u5b9e\u9645\u7684\u4fdd\u5b58\u903b\u8f91\n        print(f\"&#91;Excel] \u6587\u4ef6\u4fdd\u5b58\u6210\u529f\")\n\nclass HTMLReportV2(ReportGenerator):\n    \"\"\"HTML\u62a5\u544a\u751f\u6210\u5668 - \u5b9e\u73b0ReportGenerator\u63a5\u53e3\"\"\"\n\n    def generate(self, data: Any) -&gt; str:\n        \"\"\"\u751f\u6210HTML\u62a5\u544a\uff08\u5177\u4f53\u5b9e\u73b0\uff09\"\"\"\n        print(f\"&#91;HTML] \u6b63\u5728\u751f\u6210\u62a5\u544a\uff0c\u6570\u636e\uff1a{data}\")\n        # \u5b9e\u9645\u7684HTML\u751f\u6210\u903b\u8f91\n        file_path = f\"reports\/{hash(data)}.html\"\n        print(f\"&#91;HTML] \u62a5\u544a\u751f\u6210\u5b8c\u6210\uff1a{file_path}\")\n        return file_path\n\n    def save(self, filename: str) -&gt; None:\n        \"\"\"\u4fdd\u5b58HTML\u6587\u4ef6\uff08\u5177\u4f53\u5b9e\u73b0\uff09\"\"\"\n        print(f\"&#91;HTML] \u4fdd\u5b58\u6587\u4ef6\u5230\uff1a{filename}\")\n        # \u5b9e\u9645\u7684\u4fdd\u5b58\u903b\u8f91\n        print(f\"&#91;HTML] \u6587\u4ef6\u4fdd\u5b58\u6210\u529f\")\n\n# ============ \u7b2c3\u6b65\uff1a\u4f7f\u7528\u63a5\u53e3\u7f16\u7a0b ============\ndef process_report_v2(reporter: ReportGenerator, data: Any, filename: str) -&gt; str:\n    \"\"\"\n    \u5904\u7406\u62a5\u544a\u7684\u51fd\u6570\uff08\u63a5\u53e3\u7248\u672c\uff09\n    \u7279\u70b9\uff1a\u57fa\u4e8e\u63a5\u53e3\u7f16\u7a0b\uff0c\u4e0d\u5173\u5fc3\u5177\u4f53\u5b9e\u73b0\n    \u4f18\u52bf\uff1a\u4efb\u4f55\u5b9e\u73b0\u4e86ReportGenerator\u63a5\u53e3\u7684\u5bf9\u8c61\u90fd\u53ef\u4ee5\u4f7f\u7528\n    \"\"\"\n    print(f\"\\n=== \u5f00\u59cb\u5904\u7406\u62a5\u544a ===\")\n    print(f\"\u62a5\u544a\u7c7b\u578b\uff1a{reporter.__class__.__name__}\")\n    print(f\"\u62a5\u544a\u6570\u636e\uff1a{data}\")\n\n    # \u4e0d\u9700\u8981\u7c7b\u578b\u68c0\u67e5\uff01\u76f4\u63a5\u8c03\u7528\u63a5\u53e3\u65b9\u6cd5\n    file_path = reporter.generate(data)\n    reporter.save(filename)\n\n    print(f\"=== \u62a5\u544a\u5904\u7406\u5b8c\u6210 ===\")\n    return file_path\n\n# ============ \u7b2c4\u6b65\uff1a\u6f14\u793a\u63a5\u53e3\u7684\u4f18\u52bf ============\nprint(\"=== \u63a5\u53e3\u7248\u672c\u6f14\u793a ===\")\n\n# \u521b\u5efa\u4e0d\u540c\u62a5\u544a\u751f\u6210\u5668\uff08\u90fd\u5b9e\u73b0\u4e86\u540c\u4e00\u4e2a\u63a5\u53e3\uff09\npdf_reporter_v2 = PDFReportV2()\nexcel_reporter_v2 = ExcelReportV2()\nhtml_reporter_v2 = HTMLReportV2()\n\n# \u4f7f\u7528\u540c\u4e00\u4e2a\u51fd\u6570\u5904\u7406\u4e0d\u540c\u7684\u62a5\u544a\u751f\u6210\u5668\nprint(\"\\n1. \u5904\u7406PDF\u62a5\u544a\uff1a\")\nprocess_report_v2(pdf_reporter_v2, \"2024\u5e74\u9500\u552e\u6570\u636e\", \"sales_2024.pdf\")\n\nprint(\"\\n2. \u5904\u7406Excel\u62a5\u544a\uff1a\")\nprocess_report_v2(excel_reporter_v2, \"\u7b2c\u4e00\u5b63\u5ea6\u8d22\u52a1\u62a5\u8868\", \"finance_q1.xlsx\")\n\nprint(\"\\n3. \u5904\u7406HTML\u62a5\u544a\uff1a\")\nprocess_report_v2(html_reporter_v2, \"\u7528\u6237\u884c\u4e3a\u5206\u6790\", \"user_behavior.html\")\n\n# ============ \u7b2c5\u6b65\uff1a\u63a5\u53e3\u7684\u6269\u5c55\u6027\u6f14\u793a ============\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u7684\u6269\u5c55\u6027\u6f14\u793a ===\")\n\n# \u65b0\u589e\u4e00\u4e2a\u62a5\u544a\u7c7b\u578b\uff0c\u4e0d\u9700\u8981\u4fee\u6539process_report_v2\u51fd\u6570\uff01\nclass CSVReport(ReportGenerator):\n    \"\"\"CSV\u62a5\u544a\u751f\u6210\u5668 - \u65b0\u589e\u5b9e\u73b0\"\"\"\n\n    def generate(self, data: Any) -&gt; str:\n        \"\"\"\u751f\u6210CSV\u62a5\u544a\"\"\"\n        print(f\"&#91;CSV] \u6b63\u5728\u751f\u6210\u62a5\u544a\uff0c\u6570\u636e\uff1a{data}\")\n        file_path = f\"reports\/{hash(data)}.csv\"\n        print(f\"&#91;CSV] \u62a5\u544a\u751f\u6210\u5b8c\u6210\uff1a{file_path}\")\n        return file_path\n\n    def save(self, filename: str) -&gt; None:\n        \"\"\"\u4fdd\u5b58CSV\u6587\u4ef6\"\"\"\n        print(f\"&#91;CSV] \u4fdd\u5b58\u6587\u4ef6\u5230\uff1a{filename}\")\n        print(f\"&#91;CSV] \u6587\u4ef6\u4fdd\u5b58\u6210\u529f\")\n\n# \u7acb\u5373\u53ef\u4ee5\u4f7f\u7528\uff01\nprint(\"\\n4. \u5904\u7406\u65b0\u589e\u7684CSV\u62a5\u544a\uff1a\")\ncsv_reporter = CSVReport()\nprocess_report_v2(csv_reporter, \"\u4ea7\u54c1\u5e93\u5b58\u6e05\u5355\", \"inventory.csv\")\n\nprint(\"\\n\u2705 \u63a5\u53e3\u4f18\u52bf\u603b\u7ed3\uff1a\")\nprint(\"1. \u7edf\u4e00\u65b9\u6cd5\u540d\uff1a\u6240\u6709\u62a5\u544a\u751f\u6210\u5668\u90fd\u6709generate()\u548csave()\u65b9\u6cd5\")\nprint(\"2. \u65e0\u9700\u7c7b\u578b\u68c0\u67e5\uff1a\u57fa\u4e8e\u63a5\u53e3\u7f16\u7a0b\uff0c\u51fd\u6570\u63a5\u6536ReportGenerator\u7c7b\u578b\")\nprint(\"3. \u6613\u4e8e\u6269\u5c55\uff1a\u65b0\u589eCSVReport\u4e0d\u9700\u8981\u4fee\u6539process_report_v2\u51fd\u6570\")\nprint(\"4. \u5f3a\u5236\u5b9e\u73b0\uff1a\u5fd8\u8bb0\u5b9e\u73b0\u62bd\u8c61\u65b9\u6cd5\u4f1a\u5728\u5b9e\u4f8b\u5316\u65f6\u62a5\u9519\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u5f0f2\uff1a\u9e2d\u5b50\u7c7b\u578b\uff08Duck Typing\uff09\u2014\u2014 \u9690\u5f0f\u63a5\u53e3<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# Python\u98ce\u683c\uff1a\u9e2d\u5b50\u7c7b\u578b\uff08Duck Typing\uff09\n# \u6838\u5fc3\u601d\u60f3\uff1a\"\u5982\u679c\u5b83\u8d70\u8d77\u6765\u50cf\u9e2d\u5b50\uff0c\u53eb\u8d77\u6765\u50cf\u9e2d\u5b50\uff0c\u90a3\u4e48\u5b83\u5c31\u662f\u9e2d\u5b50\"\n# ============================================================================\n\nprint(\"=== \u9e2d\u5b50\u7c7b\u578b\u6f14\u793a ===\")\n\nclass Duck:\n    \"\"\"\u9e2d\u5b50\u7c7b\"\"\"\n\n    def quack(self):\n        return \"\u9e2d\u5b50\uff1a\u560e\u560e\u560e\uff01\"\n\n    def walk(self):\n        return \"\u9e2d\u5b50\uff1a\u6447\u6447\u6446\u6446\u5730\u8d70\"\n\nclass Person:\n    \"\"\"\u4eba\u7c7b\uff08\u6a21\u4eff\u9e2d\u5b50\uff09\"\"\"\n\n    def quack(self):\n        return \"\u4eba\u7c7b\uff1a\u6211\u5728\u5b66\u9e2d\u5b50\u53eb\uff0c\u560e\u560e\u560e\uff01\"\n\n    def walk(self):\n        return \"\u4eba\u7c7b\uff1a\u6211\u5728\u5b66\u9e2d\u5b50\u8d70\u8def\"\n\nclass Dog:\n    \"\"\"\u72d7\u7c7b\uff08\u4e0d\u4f1a\u9e2d\u5b50\u53eb\uff09\"\"\"\n\n    def bark(self):\n        return \"\u72d7\uff1a\u6c6a\u6c6a\u6c6a\uff01\"\n\n    def run(self):\n        return \"\u72d7\uff1a\u5feb\u901f\u5954\u8dd1\"\n\n# \u5173\u952e\u51fd\u6570\uff1a\u4e0d\u68c0\u67e5\u7c7b\u578b\uff0c\u53ea\u68c0\u67e5\u884c\u4e3a\ndef make_it_quack_and_walk(thing):\n    \"\"\"\n    \u8ba9\u4e1c\u897f\u53eb\u548c\u8d70\n    \u7279\u70b9\uff1a\u4e0d\u5173\u5fc3thing\u7684\u7c7b\u578b\uff0c\u53ea\u5173\u5fc3\u5b83\u662f\u5426\u6709quack\u548cwalk\u65b9\u6cd5\n    \"\"\"\n    print(\"\u68c0\u67e5\u5bf9\u8c61\uff1a\")\n\n    # \u5c1d\u8bd5\u8c03\u7528\u65b9\u6cd5\uff08Python\u7684\u9e2d\u5b50\u7c7b\u578b\uff09\n    try:\n        print(f\"  \u53eb\u58f0\uff1a{thing.quack()}\")\n        print(f\"  \u8d70\u8def\uff1a{thing.walk()}\")\n        print(\"\u2705 \u8fd9\u662f\u4e00\u4e2a'\u9e2d\u5b50'\uff08\u6709quack\u548cwalk\u65b9\u6cd5\uff09\")\n    except AttributeError as e:\n        print(f\"\u274c \u8fd9\u4e0d\u662f\u4e00\u4e2a'\u9e2d\u5b50'\uff1a{e}\")\n\n    print()\n\n# \u6d4b\u8bd5\u4e0d\u540c\u5bf9\u8c61\nreal_duck = Duck()\nperson_acting = Person()\ndog = Dog()\n\nprint(\"1. \u6d4b\u8bd5\u771f\u6b63\u7684\u9e2d\u5b50\uff1a\")\nmake_it_quack_and_walk(real_duck)\n\nprint(\"2. \u6d4b\u8bd5\u6a21\u4eff\u9e2d\u5b50\u7684\u4eba\uff1a\")\nmake_it_quack_and_walk(person_acting)\n\nprint(\"3. \u6d4b\u8bd5\u72d7\uff08\u6ca1\u6709quack\u548cwalk\u65b9\u6cd5\uff09\uff1a\")\nmake_it_quack_and_walk(dog)  # \u4f1a\u629b\u51faAttributeError\n\nprint(\"\ud83d\udc24 \u9e2d\u5b50\u7c7b\u578b\u6838\u5fc3\u601d\u60f3\uff1a\")\nprint(\"   \u4e0d\u68c0\u67e5\u7c7b\u578b\uff08isinstance\uff09\uff0c\u53ea\u68c0\u67e5\u884c\u4e3a\uff08\u662f\u5426\u6709\u67d0\u4e2a\u65b9\u6cd5\uff09\")\nprint(\"   \u8fd9\u662fPython\u52a8\u6001\u7c7b\u578b\u7684\u4f18\u52bf\uff0c\u4e5f\u662fPythonic\u7684\u7f16\u7a0b\u65b9\u5f0f\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u63a5\u53e3\u8bbe\u8ba1\u539f\u5219\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u539f\u52191\uff1a\u63a5\u53e3\u9694\u79bb\u539f\u5219\uff08ISP\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u9694\u79bb\u539f\u5219\uff1a\u63a5\u53e3\u5e94\u8be5\u5c0f\u800c\u4e13\u4e00\uff0c\u4e0d\u8981\u5927\u800c\u5168\n# ============================================================================\n\nprint(\"=== \u63a5\u53e3\u9694\u79bb\u539f\u5219\u6f14\u793a ===\")\n\n# \u274c \u9519\u8bef\u505a\u6cd5\uff1a\u4e00\u4e2a\u5e9e\u5927\u7684\u63a5\u53e3\nclass Worker_BAD(ABC):\n    \"\"\"\u4e0d\u597d\u7684\u8bbe\u8ba1\uff1a\u628a\u6240\u6709\u5de5\u4f5c\u90fd\u653e\u5728\u4e00\u4e2a\u63a5\u53e3\u91cc\"\"\"\n\n    @abstractmethod\n    def code(self):\n        \"\"\"\u5199\u4ee3\u7801\"\"\"\n        pass\n\n    @abstractmethod\n    def test(self):\n        \"\"\"\u6d4b\u8bd5\"\"\"\n        pass\n\n    @abstractmethod\n    def deploy(self):\n        \"\"\"\u90e8\u7f72\"\"\"\n        pass\n\n    @abstractmethod\n    def design(self):\n        \"\"\"\u8bbe\u8ba1\"\"\"\n        pass\n\n    @abstractmethod\n    def manage(self):\n        \"\"\"\u7ba1\u7406\"\"\"\n        pass\n\n# \u2705 \u6b63\u786e\u505a\u6cd5\uff1a\u591a\u4e2a\u4e13\u95e8\u7684\u63a5\u53e3\nclass Coder(ABC):\n    \"\"\"\u7a0b\u5e8f\u5458\u63a5\u53e3\uff1a\u4e13\u95e8\u8d1f\u8d23\u7f16\u7801\"\"\"\n\n    @abstractmethod\n    def code(self):\n        pass\n\nclass Tester(ABC):\n    \"\"\"\u6d4b\u8bd5\u5458\u63a5\u53e3\uff1a\u4e13\u95e8\u8d1f\u8d23\u6d4b\u8bd5\"\"\"\n\n    @abstractmethod\n    def test(self):\n        pass\n\nclass Designer(ABC):\n    \"\"\"\u8bbe\u8ba1\u5e08\u63a5\u53e3\uff1a\u4e13\u95e8\u8d1f\u8d23\u8bbe\u8ba1\"\"\"\n\n    @abstractmethod\n    def design(self):\n        pass\n\n# \u5b9e\u73b0\u7c7b\uff1a\u53ef\u4ee5\u7ec4\u5408\u591a\u4e2a\u63a5\u53e3\nclass FullStackDeveloper(Coder, Tester):\n    \"\"\"\u5168\u6808\u5f00\u53d1\uff1a\u4f1a\u7f16\u7801\u548c\u6d4b\u8bd5\"\"\"\n\n    def code(self):\n        return \"\u7f16\u5199\u5168\u6808\u4ee3\u7801\"\n\n    def test(self):\n        return \"\u8fdb\u884c\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5\"\n\nclass UI_Designer(Designer):\n    \"\"\"UI\u8bbe\u8ba1\u5e08\uff1a\u53ea\u8d1f\u8d23\u8bbe\u8ba1\"\"\"\n\n    def design(self):\n        return \"\u8bbe\u8ba1\u7528\u6237\u754c\u9762\"\n\n# \u4f7f\u7528\u4e13\u95e8\u63a5\u53e3\u7684\u51fd\u6570\ndef coding_session(coder: Coder):\n    \"\"\"\u7f16\u7801\u4f1a\u8bae\uff1a\u53ea\u9700\u8981\u7a0b\u5e8f\u5458\"\"\"\n    print(f\"\u7f16\u7801\u4e2d\uff1a{coder.code()}\")\n\ndef testing_session(tester: Tester):\n    \"\"\"\u6d4b\u8bd5\u4f1a\u8bae\uff1a\u53ea\u9700\u8981\u6d4b\u8bd5\u5458\"\"\"\n    print(f\"\u6d4b\u8bd5\u4e2d\uff1a{tester.test()}\")\n\n# \u6f14\u793a\ndev = FullStackDeveloper()\ndesigner = UI_Designer()\n\nprint(\"1. \u5168\u6808\u5f00\u53d1\u4eba\u5458\uff1a\")\ncoding_session(dev)     # \u53ef\u4ee5\uff1a\u4ed6\u662fCoder\ntesting_session(dev)    # \u53ef\u4ee5\uff1a\u4ed6\u4e5f\u662fTester\n\nprint(\"\\n2. UI\u8bbe\u8ba1\u5e08\uff1a\")\n# coding_session(designer)  # \u9519\u8bef\uff1a\u8bbe\u8ba1\u5e08\u4e0d\u662f\u7a0b\u5e8f\u5458\nprint(\"\u8bbe\u8ba1\u5e08\u4e0d\u80fd\u53c2\u52a0\u7f16\u7801\u4f1a\u8bae\uff08\u5979\u6ca1\u6709code\u65b9\u6cd5\uff09\")\n\nprint(\"\\n\u2705 \u63a5\u53e3\u9694\u79bb\u539f\u5219\u7684\u597d\u5904\uff1a\")\nprint(\"1. \u63a5\u53e3\u804c\u8d23\u5355\u4e00\uff1a\u6bcf\u4e2a\u63a5\u53e3\u53ea\u8d1f\u8d23\u4e00\u4e2a\u65b9\u9762\")\nprint(\"2. \u7075\u6d3b\u7ec4\u5408\uff1a\u7c7b\u53ef\u4ee5\u5b9e\u73b0\u591a\u4e2a\u63a5\u53e3\")\nprint(\"3. \u907f\u514d\u81c3\u80bf\uff1a\u4e0d\u9700\u8981\u5b9e\u73b0\u4e0d\u9700\u8981\u7684\u65b9\u6cd5\")\nprint(\"4. \u6613\u4e8e\u7ef4\u62a4\uff1a\u4fee\u6539\u4e00\u4e2a\u63a5\u53e3\u4e0d\u5f71\u54cd\u5176\u4ed6\u63a5\u53e3\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u539f\u52192\uff1a\u4f9d\u8d56\u5012\u7f6e\u539f\u5219\uff08DIP\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u4f9d\u8d56\u5012\u7f6e\u539f\u5219\uff1a\u4f9d\u8d56\u62bd\u8c61\uff0c\u4e0d\u4f9d\u8d56\u5177\u4f53\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u4f9d\u8d56\u5012\u7f6e\u539f\u5219\u6f14\u793a ===\")\n\n# \u62bd\u8c61\u5c42\uff08\u9ad8\u5c42\u63a5\u53e3\uff09\nclass DataSource(ABC):\n    \"\"\"\u6570\u636e\u6e90\u63a5\u53e3\"\"\"\n\n    @abstractmethod\n    def get_data(self) -&gt; list:\n        \"\"\"\u83b7\u53d6\u6570\u636e\"\"\"\n        pass\n\nclass DataProcessor(ABC):\n    \"\"\"\u6570\u636e\u5904\u7406\u5668\u63a5\u53e3\"\"\"\n\n    @abstractmethod\n    def process(self, data: list) -&gt; dict:\n        \"\"\"\u5904\u7406\u6570\u636e\"\"\"\n        pass\n\n# \u5177\u4f53\u5b9e\u73b0\u5c42\uff08\u4f4e\u5c42\u5b9e\u73b0\uff09\nclass DatabaseSource(DataSource):\n    \"\"\"\u6570\u636e\u5e93\u6570\u636e\u6e90\"\"\"\n\n    def get_data(self) -&gt; list:\n        print(\"&#91;\u6570\u636e\u5e93] \u4eceMySQL\u6570\u636e\u5e93\u83b7\u53d6\u6570\u636e\")\n        return &#91;\"\u6570\u636e1\", \"\u6570\u636e2\", \"\u6570\u636e3\"]\n\nclass APISource(DataSource):\n    \"\"\"API\u6570\u636e\u6e90\"\"\"\n\n    def get_data(self) -&gt; list:\n        print(\"&#91;API] \u4eceREST API\u83b7\u53d6\u6570\u636e\")\n        return &#91;\"API\u6570\u636eA\", \"API\u6570\u636eB\"]\n\nclass CSVSource(DataSource):\n    \"\"\"CSV\u6587\u4ef6\u6570\u636e\u6e90\"\"\"\n\n    def get_data(self) -&gt; list:\n        print(\"&#91;CSV] \u4eceCSV\u6587\u4ef6\u8bfb\u53d6\u6570\u636e\")\n        return &#91;\"CSV\u884c1\", \"CSV\u884c2\", \"CSV\u884c3\"]\n\nclass StatisticsProcessor(DataProcessor):\n    \"\"\"\u7edf\u8ba1\u5904\u7406\u5668\"\"\"\n\n    def process(self, data: list) -&gt; dict:\n        print(\"&#91;\u7edf\u8ba1\u5904\u7406\u5668] \u8ba1\u7b97\u7edf\u8ba1\u6570\u636e\")\n        return {\n            \"\u603b\u6570\": len(data),\n            \"\u6837\u672c\": data&#91;:2],\n            \"\u5904\u7406\u65f6\u95f4\": \"2024-01-01 10:00:00\"\n        }\n\nclass MachineLearningProcessor(DataProcessor):\n    \"\"\"\u673a\u5668\u5b66\u4e60\u5904\u7406\u5668\"\"\"\n\n    def process(self, data: list) -&gt; dict:\n        print(\"&#91;ML\u5904\u7406\u5668] \u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\")\n        return {\n            \"\u51c6\u786e\u7387\": 0.95,\n            \"\u7279\u5f81\u6570\": len(data),\n            \"\u6a21\u578b\u7c7b\u578b\": \"\u968f\u673a\u68ee\u6797\"\n        }\n\n# \u9ad8\u5c42\u6a21\u5757\uff1a\u4f9d\u8d56\u62bd\u8c61\uff0c\u4e0d\u4f9d\u8d56\u5177\u4f53\nclass DataAnalysisSystem:\n    \"\"\"\u6570\u636e\u5206\u6790\u7cfb\u7edf\uff08\u9ad8\u5c42\u6a21\u5757\uff09\"\"\"\n\n    def __init__(self, data_source: DataSource, processor: DataProcessor):\n        \"\"\"\n        \u6784\u9020\u51fd\u6570\uff1a\u4f9d\u8d56\u63a5\u53e3\uff0c\u4e0d\u4f9d\u8d56\u5177\u4f53\u7c7b\n        \u53ef\u4ee5\u4f20\u5165\u4efb\u4f55\u5b9e\u73b0\u4e86DataSource\u548cDataProcessor\u7684\u5bf9\u8c61\n        \"\"\"\n        self.data_source = data_source  # \u62bd\u8c61\n        self.processor = processor      # \u62bd\u8c61\n\n    def run_analysis(self):\n        \"\"\"\u8fd0\u884c\u5206\u6790\"\"\"\n        print(\"\\n=== \u5f00\u59cb\u6570\u636e\u5206\u6790 ===\")\n\n        # \u83b7\u53d6\u6570\u636e\uff08\u4e0d\u5173\u5fc3\u6570\u636e\u4ece\u54ea\u91cc\u6765\uff09\n        raw_data = self.data_source.get_data()\n        print(f\"\u83b7\u53d6\u5230\u539f\u59cb\u6570\u636e\uff1a{raw_data}\")\n\n        # \u5904\u7406\u6570\u636e\uff08\u4e0d\u5173\u5fc3\u5982\u4f55\u5904\u7406\uff09\n        result = self.processor.process(raw_data)\n\n        print(f\"\u5206\u6790\u7ed3\u679c\uff1a{result}\")\n        print(\"=== \u6570\u636e\u5206\u6790\u5b8c\u6210 ===\\n\")\n        return result\n\n# \u6f14\u793a\uff1a\u7075\u6d3b\u7ec4\u5408\u4e0d\u540c\u7684\u6570\u636e\u6e90\u548c\u5904\u7406\u5668\nprint(\"1. \u6570\u636e\u5e93 + \u7edf\u8ba1\u5904\u7406\u5668\uff1a\")\ndb_source = DatabaseSource()\nstats_processor = StatisticsProcessor()\nsystem1 = DataAnalysisSystem(db_source, stats_processor)\nsystem1.run_analysis()\n\nprint(\"2. API + \u673a\u5668\u5b66\u4e60\u5904\u7406\u5668\uff1a\")\napi_source = APISource()\nml_processor = MachineLearningProcessor()\nsystem2 = DataAnalysisSystem(api_source, ml_processor)\nsystem2.run_analysis()\n\nprint(\"3. CSV + \u7edf\u8ba1\u5904\u7406\u5668\uff1a\")\ncsv_source = CSVSource()\nsystem3 = DataAnalysisSystem(csv_source, stats_processor)\nsystem3.run_analysis()\n\nprint(\"\u2705 \u4f9d\u8d56\u5012\u7f6e\u539f\u5219\u7684\u597d\u5904\uff1a\")\nprint(\"1. \u9ad8\u5c42\u6a21\u5757\u4e0d\u4f9d\u8d56\u4f4e\u5c42\u6a21\u5757\uff0c\u90fd\u4f9d\u8d56\u62bd\u8c61\")\nprint(\"2. \u6613\u4e8e\u66ff\u6362\uff1a\u66f4\u6362\u6570\u636e\u6e90\u6216\u5904\u7406\u5668\u53ea\u9700\u6362\u4e00\u4e2a\u5bf9\u8c61\")\nprint(\"3. \u6613\u4e8e\u6d4b\u8bd5\uff1a\u53ef\u4ee5\u4f7f\u7528Mock\u5bf9\u8c61\u8fdb\u884c\u5355\u5143\u6d4b\u8bd5\")\nprint(\"4. \u677e\u8026\u5408\uff1a\u5404\u4e2a\u6a21\u5757\u72ec\u7acb\u53d8\u5316\uff0c\u4e92\u4e0d\u5f71\u54cd\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u5b9e\u9645\u5e94\u7528\u6848\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b1\uff1a\u652f\u4ed8\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5b9e\u9645\u6848\u4f8b\uff1a\u652f\u4ed8\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1\n# ============================================================================\n\nfrom abc import ABC, abstractmethod\nfrom datetime import datetime\nfrom typing import Optional, Tuple\n\nprint(\"=== \u652f\u4ed8\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1 ===\")\n\n# ============ \u7b2c1\u5c42\uff1a\u652f\u4ed8\u63a5\u53e3 ============\nclass PaymentMethod(ABC):\n    \"\"\"\u652f\u4ed8\u65b9\u5f0f\u63a5\u53e3\uff08\u9876\u5c42\u62bd\u8c61\uff09\"\"\"\n\n    @abstractmethod\n    def pay(self, amount: float, order_id: str) -&gt; Tuple&#91;bool, str, str]:\n        \"\"\"\n        \u652f\u4ed8\u65b9\u6cd5\n        \u8fd4\u56de\uff1a(\u662f\u5426\u6210\u529f, \u4ea4\u6613\u53f7, \u6d88\u606f)\n        \"\"\"\n        pass\n\n    @abstractmethod\n    def refund(self, transaction_id: str, amount: float) -&gt; Tuple&#91;bool, str]:\n        \"\"\"\n        \u9000\u6b3e\u65b9\u6cd5\n        \u8fd4\u56de\uff1a(\u662f\u5426\u6210\u529f, \u6d88\u606f)\n        \"\"\"\n        pass\n\n    @abstractmethod\n    def check_status(self, transaction_id: str) -&gt; str:\n        \"\"\"\u68c0\u67e5\u4ea4\u6613\u72b6\u6001\"\"\"\n        pass\n\n# ============ \u7b2c2\u5c42\uff1a\u5177\u4f53\u652f\u4ed8\u5b9e\u73b0 ============\nclass AlipayPayment(PaymentMethod):\n    \"\"\"\u652f\u4ed8\u5b9d\u652f\u4ed8\"\"\"\n\n    def __init__(self, app_id: str, merchant_id: str):\n        self.app_id = app_id\n        self.merchant_id = merchant_id\n        print(f\"\u521d\u59cb\u5316\u652f\u4ed8\u5b9d\u652f\u4ed8: AppID={app_id}, \u5546\u6237ID={merchant_id}\")\n\n    def pay(self, amount: float, order_id: str) -&gt; Tuple&#91;bool, str, str]:\n        \"\"\"\u652f\u4ed8\u5b9d\u652f\u4ed8\u5b9e\u73b0\"\"\"\n        transaction_id = f\"ALIPAY_{datetime.now().strftime('%Y%m%d%H%M%S')}_{order_id}\"\n        print(f\"&#91;\u652f\u4ed8\u5b9d] \u652f\u4ed8\u8bf7\u6c42: \u8ba2\u5355{order_id}, \u91d1\u989d{amount}\u5143\")\n        print(f\"&#91;\u652f\u4ed8\u5b9d] \u8c03\u7528\u652f\u4ed8\u5b9dAPI...\")\n        print(f\"&#91;\u652f\u4ed8\u5b9d] \u751f\u6210\u4ea4\u6613\u53f7: {transaction_id}\")\n        return True, transaction_id, \"\u652f\u4ed8\u5b9d\u652f\u4ed8\u6210\u529f\"\n\n    def refund(self, transaction_id: str, amount: float) -&gt; Tuple&#91;bool, str]:\n        \"\"\"\u652f\u4ed8\u5b9d\u9000\u6b3e\u5b9e\u73b0\"\"\"\n        print(f\"&#91;\u652f\u4ed8\u5b9d] \u9000\u6b3e\u8bf7\u6c42: \u4ea4\u6613{transaction_id}, \u91d1\u989d{amount}\u5143\")\n        print(f\"&#91;\u652f\u4ed8\u5b9d] \u8c03\u7528\u652f\u4ed8\u5b9d\u9000\u6b3eAPI...\")\n        return True, \"\u652f\u4ed8\u5b9d\u9000\u6b3e\u6210\u529f\"\n\n    def check_status(self, transaction_id: str) -&gt; str:\n        \"\"\"\u68c0\u67e5\u652f\u4ed8\u5b9d\u4ea4\u6613\u72b6\u6001\"\"\"\n        print(f\"&#91;\u652f\u4ed8\u5b9d] \u68c0\u67e5\u4ea4\u6613\u72b6\u6001: {transaction_id}\")\n        return \"\u4ea4\u6613\u6210\u529f\"\n\nclass WeChatPayment(PaymentMethod):\n    \"\"\"\u5fae\u4fe1\u652f\u4ed8\"\"\"\n\n    def __init__(self, app_id: str, mch_id: str):\n        self.app_id = app_id\n        self.mch_id = mch_id\n        print(f\"\u521d\u59cb\u5316\u5fae\u4fe1\u652f\u4ed8: AppID={app_id}, \u5546\u6237\u53f7={mch_id}\")\n\n    def pay(self, amount: float, order_id: str) -&gt; Tuple&#91;bool, str, str]:\n        \"\"\"\u5fae\u4fe1\u652f\u4ed8\u5b9e\u73b0\"\"\"\n        transaction_id = f\"WECHAT_{datetime.now().strftime('%Y%m%d%H%M%S')}_{order_id}\"\n        print(f\"&#91;\u5fae\u4fe1\u652f\u4ed8] \u652f\u4ed8\u8bf7\u6c42: \u8ba2\u5355{order_id}, \u91d1\u989d{amount}\u5143\")\n        print(f\"&#91;\u5fae\u4fe1\u652f\u4ed8] \u8c03\u7528\u5fae\u4fe1\u652f\u4ed8API...\")\n        print(f\"&#91;\u5fae\u4fe1\u652f\u4ed8] \u751f\u6210\u4ea4\u6613\u53f7: {transaction_id}\")\n        return True, transaction_id, \"\u5fae\u4fe1\u652f\u4ed8\u6210\u529f\"\n\n    def refund(self, transaction_id: str, amount: float) -&gt; Tuple&#91;bool, str]:\n        \"\"\"\u5fae\u4fe1\u9000\u6b3e\u5b9e\u73b0\"\"\"\n        print(f\"&#91;\u5fae\u4fe1\u652f\u4ed8] \u9000\u6b3e\u8bf7\u6c42: \u4ea4\u6613{transaction_id}, \u91d1\u989d{amount}\u5143\")\n        print(f\"&#91;\u5fae\u4fe1\u652f\u4ed8] \u8c03\u7528\u5fae\u4fe1\u9000\u6b3eAPI...\")\n        return True, \"\u5fae\u4fe1\u9000\u6b3e\u6210\u529f\"\n\n    def check_status(self, transaction_id: str) -&gt; str:\n        \"\"\"\u68c0\u67e5\u5fae\u4fe1\u4ea4\u6613\u72b6\u6001\"\"\"\n        print(f\"&#91;\u5fae\u4fe1\u652f\u4ed8] \u68c0\u67e5\u4ea4\u6613\u72b6\u6001: {transaction_id}\")\n        return \"\u652f\u4ed8\u6210\u529f\"\n\nclass BankCardPayment(PaymentMethod):\n    \"\"\"\u94f6\u884c\u5361\u652f\u4ed8\"\"\"\n\n    def __init__(self, bank_name: str, card_type: str):\n        self.bank_name = bank_name\n        self.card_type = card_type\n        print(f\"\u521d\u59cb\u5316\u94f6\u884c\u5361\u652f\u4ed8: \u94f6\u884c={bank_name}, \u5361\u7c7b\u578b={card_type}\")\n\n    def pay(self, amount: float, order_id: str) -&gt; Tuple&#91;bool, str, str]:\n        \"\"\"\u94f6\u884c\u5361\u652f\u4ed8\u5b9e\u73b0\"\"\"\n        transaction_id = f\"BANK_{datetime.now().strftime('%Y%m%d%H%M%S')}_{order_id}\"\n        print(f\"&#91;\u94f6\u884c\u5361] \u652f\u4ed8\u8bf7\u6c42: \u8ba2\u5355{order_id}, \u91d1\u989d{amount}\u5143\")\n        print(f\"&#91;\u94f6\u884c\u5361] \u8fde\u63a5\u94f6\u884c\u7f51\u5173...\")\n        print(f\"&#91;\u94f6\u884c\u5361] \u9a8c\u8bc1\u5361\u7247\u4fe1\u606f...\")\n        print(f\"&#91;\u94f6\u884c\u5361] \u751f\u6210\u4ea4\u6613\u53f7: {transaction_id}\")\n        return True, transaction_id, \"\u94f6\u884c\u5361\u652f\u4ed8\u6210\u529f\"\n\n    def refund(self, transaction_id: str, amount: float) -&gt; Tuple&#91;bool, str]:\n        \"\"\"\u94f6\u884c\u5361\u9000\u6b3e\u5b9e\u73b0\"\"\"\n        print(f\"&#91;\u94f6\u884c\u5361] \u9000\u6b3e\u8bf7\u6c42: \u4ea4\u6613{transaction_id}, \u91d1\u989d{amount}\u5143\")\n        print(f\"&#91;\u94f6\u884c\u5361] \u8fde\u63a5\u94f6\u884c\u7f51\u5173...\")\n        return True, \"\u94f6\u884c\u5361\u9000\u6b3e\u6210\u529f\"\n\n    def check_status(self, transaction_id: str) -&gt; str:\n        \"\"\"\u68c0\u67e5\u94f6\u884c\u5361\u4ea4\u6613\u72b6\u6001\"\"\"\n        print(f\"&#91;\u94f6\u884c\u5361] \u68c0\u67e5\u4ea4\u6613\u72b6\u6001: {transaction_id}\")\n        return \"\u4ea4\u6613\u5b8c\u6210\"\n\n# ============ \u7b2c3\u5c42\uff1a\u652f\u4ed8\u7cfb\u7edf\uff08\u9ad8\u5c42\u6a21\u5757\uff09 ============\nclass PaymentSystem:\n    \"\"\"\u652f\u4ed8\u7cfb\u7edf\uff1a\u4f9d\u8d56PaymentMethod\u63a5\u53e3\uff0c\u4e0d\u4f9d\u8d56\u5177\u4f53\u5b9e\u73b0\"\"\"\n\n    def __init__(self, payment_method: PaymentMethod):\n        self.payment_method = payment_method\n\n    def make_payment(self, order_id: str, amount: float) -&gt; dict:\n        \"\"\"\u53d1\u8d77\u652f\u4ed8\"\"\"\n        print(f\"\\n\ud83d\udcb3 \u53d1\u8d77\u652f\u4ed8: \u8ba2\u5355{order_id}, \u91d1\u989d{amount}\u5143\")\n\n        success, transaction_id, message = self.payment_method.pay(amount, order_id)\n\n        result = {\n            \"order_id\": order_id,\n            \"amount\": amount,\n            \"success\": success,\n            \"transaction_id\": transaction_id,\n            \"message\": message,\n            \"payment_method\": self.payment_method.__class__.__name__,\n            \"timestamp\": datetime.now().isoformat()\n        }\n\n        if success:\n            print(f\"\u2705 \u652f\u4ed8\u6210\u529f: {message}\")\n        else:\n            print(f\"\u274c \u652f\u4ed8\u5931\u8d25: {message}\")\n\n        return result\n\n    def process_refund(self, transaction_id: str, amount: float) -&gt; dict:\n        \"\"\"\u5904\u7406\u9000\u6b3e\"\"\"\n        print(f\"\\n\ud83d\udd04 \u5904\u7406\u9000\u6b3e: \u4ea4\u6613{transaction_id}, \u91d1\u989d{amount}\u5143\")\n\n        success, message = self.payment_method.refund(transaction_id, amount)\n\n        result = {\n            \"transaction_id\": transaction_id,\n            \"refund_amount\": amount,\n            \"success\": success,\n            \"message\": message,\n            \"refund_time\": datetime.now().isoformat()\n        }\n\n        return result\n\n# ============ \u7b2c4\u5c42\uff1a\u6f14\u793a\u548c\u4f7f\u7528 ============\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u652f\u4ed8\u7cfb\u7edf\u6f14\u793a ===\")\n\n# \u521b\u5efa\u4e0d\u540c\u7684\u652f\u4ed8\u65b9\u5f0f\nalipay = AlipayPayment(\"2021000116688888\", \"2088101111111111\")\nwechat_pay = WeChatPayment(\"wx8888888888888888\", \"1230000109\")\nbank_card = BankCardPayment(\"\u4e2d\u56fd\u94f6\u884c\", \"\u4fe1\u7528\u5361\")\n\n# \u521b\u5efa\u652f\u4ed8\u7cfb\u7edf\uff08\u53ef\u4ee5\u5207\u6362\u4e0d\u540c\u7684\u652f\u4ed8\u65b9\u5f0f\uff09\nprint(\"\\n1. \u4f7f\u7528\u652f\u4ed8\u5b9d\u652f\u4ed8:\")\npayment_system = PaymentSystem(alipay)\nresult1 = payment_system.make_payment(\"ORDER_001\", 199.99)\nprint(f\"\u652f\u4ed8\u7ed3\u679c: {result1}\")\n\nprint(\"\\n2. \u4f7f\u7528\u5fae\u4fe1\u652f\u4ed8:\")\npayment_system = PaymentSystem(wechat_pay)\nresult2 = payment_system.make_payment(\"ORDER_002\", 299.50)\nprint(f\"\u652f\u4ed8\u7ed3\u679c: {result2}\")\n\nprint(\"\\n3. \u4f7f\u7528\u94f6\u884c\u5361\u652f\u4ed8:\")\npayment_system = PaymentSystem(bank_card)\nresult3 = payment_system.make_payment(\"ORDER_003\", 1500.00)\nprint(f\"\u652f\u4ed8\u7ed3\u679c: {result3}\")\n\n# \u9000\u6b3e\u6f14\u793a\nprint(\"\\n4. \u652f\u4ed8\u5b9d\u9000\u6b3e\u6f14\u793a:\")\nrefund_result = payment_system.process_refund(result3&#91;\"transaction_id\"], 1500.00)\nprint(f\"\u9000\u6b3e\u7ed3\u679c: {refund_result}\")\n\nprint(\"\\n\u2705 \u652f\u4ed8\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1\u4f18\u52bf\uff1a\")\nprint(\"1. \u7edf\u4e00\u63a5\u53e3\uff1a\u6240\u6709\u652f\u4ed8\u65b9\u5f0f\u90fd\u6709pay\u3001refund\u3001check_status\u65b9\u6cd5\")\nprint(\"2. \u6613\u4e8e\u6269\u5c55\uff1a\u65b0\u589e\u652f\u4ed8\u65b9\u5f0f\u53ea\u9700\u5b9e\u73b0PaymentMethod\u63a5\u53e3\")\nprint(\"3. \u7075\u6d3b\u5207\u6362\uff1a\u66f4\u6362\u652f\u4ed8\u65b9\u5f0f\u53ea\u9700\u6362\u4e00\u4e2a\u5bf9\u8c61\")\nprint(\"4. \u7ef4\u62a4\u7b80\u5355\uff1a\u4fee\u6539\u67d0\u4e2a\u652f\u4ed8\u65b9\u5f0f\u4e0d\u5f71\u54cd\u5176\u4ed6\u90e8\u5206\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u5e38\u89c1\u8bef\u533a\u4e0e\u6f84\u6e05<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bef\u533a1\uff1a\u63a5\u53e3\u5c31\u662f\u62bd\u8c61\u7c7b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u8bef\u533a\u6f84\u6e05\uff1a\u63a5\u53e3 vs \u62bd\u8c61\u7c7b\n# ============================================================================\n\nfrom abc import ABC, abstractmethod\n\nprint(\"=== \u63a5\u53e3 vs \u62bd\u8c61\u7c7b ===\")\n\n# \u63a5\u53e3\uff08\u7eaf\u62bd\u8c61\u7c7b\uff09\uff1a\u53ea\u6709\u62bd\u8c61\u65b9\u6cd5\nclass ShapeInterface(ABC):\n    \"\"\"\u5f62\u72b6\u63a5\u53e3\uff1a\u53ea\u5b9a\u4e49\u5951\u7ea6\uff0c\u4e0d\u63d0\u4f9b\u5b9e\u73b0\"\"\"\n\n    @abstractmethod\n    def area(self) -&gt; float:\n        \"\"\"\u8ba1\u7b97\u9762\u79ef\"\"\"\n        pass\n\n    @abstractmethod\n    def perimeter(self) -&gt; float:\n        \"\"\"\u8ba1\u7b97\u5468\u957f\"\"\"\n        pass\n\n# \u62bd\u8c61\u7c7b\uff1a\u53ef\u4ee5\u6709\u5177\u4f53\u5b9e\u73b0\nclass ShapeBase(ABC):\n    \"\"\"\u5f62\u72b6\u57fa\u7c7b\uff1a\u53ef\u4ee5\u63d0\u4f9b\u90e8\u5206\u5b9e\u73b0\"\"\"\n\n    def __init__(self, name: str):\n        self.name = name\n        print(f\"\u521b\u5efa\u5f62\u72b6: {name}\")\n\n    @abstractmethod\n    def area(self) -&gt; float:\n        \"\"\"\u62bd\u8c61\u65b9\u6cd5\uff1a\u5fc5\u987b\u7531\u5b50\u7c7b\u5b9e\u73b0\"\"\"\n        pass\n\n    def get_name(self) -&gt; str:\n        \"\"\"\u5177\u4f53\u65b9\u6cd5\uff1a\u5df2\u6709\u5b9e\u73b0\"\"\"\n        return f\"\u8fd9\u662f\u4e00\u4e2a{self.name}\"\n\n    def describe(self) -&gt; str:\n        \"\"\"\u5177\u4f53\u65b9\u6cd5\uff1a\u5df2\u6709\u5b9e\u73b0\"\"\"\n        return f\"\u5f62\u72b6: {self.name}, \u9762\u79ef: {self.area():.2f}\"\n\n# \u5b9e\u73b0\u63a5\u53e3\u7684\u7c7b\nclass CircleInterfaceImpl(ShapeInterface):\n    \"\"\"\u5b9e\u73b0\u5f62\u72b6\u63a5\u53e3\"\"\"\n\n    def __init__(self, radius: float):\n        self.radius = radius\n\n    def area(self) -&gt; float:\n        return 3.14159 * self.radius * self.radius\n\n    def perimeter(self) -&gt; float:\n        return 2 * 3.14159 * self.radius\n\n# \u7ee7\u627f\u62bd\u8c61\u7c7b\u7684\u7c7b\nclass CircleBaseImpl(ShapeBase):\n    \"\"\"\u7ee7\u627f\u5f62\u72b6\u57fa\u7c7b\"\"\"\n\n    def __init__(self, radius: float):\n        super().__init__(\"\u5706\u5f62\")\n        self.radius = radius\n\n    def area(self) -&gt; float:\n        \"\"\"\u5fc5\u987b\u5b9e\u73b0\u62bd\u8c61\u65b9\u6cd5\"\"\"\n        return 3.14159 * self.radius * self.radius\n\nprint(\"\\n1. \u63a5\u53e3\u7684\u7279\u70b9\uff1a\")\ncircle1 = CircleInterfaceImpl(5.0)\nprint(f\"   \u9762\u79ef: {circle1.area():.2f}\")\nprint(f\"   \u5468\u957f: {circle1.perimeter():.2f}\")\n# print(circle1.get_name())  # \u9519\u8bef\uff1a\u63a5\u53e3\u6ca1\u6709get_name\u65b9\u6cd5\n\nprint(\"\\n2. \u62bd\u8c61\u7c7b\u7684\u7279\u70b9\uff1a\")\ncircle2 = CircleBaseImpl(5.0)\nprint(f\"   \u540d\u79f0: {circle2.get_name()}\")  # \u53ef\u4ee5\uff1a\u62bd\u8c61\u7c7b\u6709\u5177\u4f53\u65b9\u6cd5\nprint(f\"   \u9762\u79ef: {circle2.area():.2f}\")\nprint(f\"   \u63cf\u8ff0: {circle2.describe()}\")  # \u53ef\u4ee5\uff1a\u62bd\u8c61\u7c7b\u6709\u5177\u4f53\u65b9\u6cd5\n\nprint(\"\\n\u2705 \u63a5\u53e3\u4e0e\u62bd\u8c61\u7c7b\u7684\u533a\u522b\uff1a\")\nprint(\"| \u65b9\u9762 | \u63a5\u53e3\uff08\u7eaf\u62bd\u8c61\u7c7b\uff09 | \u62bd\u8c61\u7c7b |\")\nprint(\"|------|----------------|--------|\")\nprint(\"| \u65b9\u6cd5 | \u53ea\u6709\u62bd\u8c61\u65b9\u6cd5 | \u53ef\u4ee5\u6709\u62bd\u8c61\u548c\u5177\u4f53\u65b9\u6cd5 |\")\nprint(\"| \u5c5e\u6027 | \u4e0d\u80fd\u6709\u5b9e\u4f8b\u5c5e\u6027 | \u53ef\u4ee5\u6709\u5b9e\u4f8b\u5c5e\u6027 |\")\nprint(\"| \u6784\u9020\u65b9\u6cd5 | \u4e0d\u80fd\u6709__init__ | \u53ef\u4ee5\u6709__init__ |\")\nprint(\"| \u591a\u7ee7\u627f | Python\u652f\u6301\u591a\u63a5\u53e3 | Python\u652f\u6301\u591a\u7ee7\u627f |\")\nprint(\"| \u76ee\u7684 | \u5b9a\u4e49\u5951\u7ea6 | \u63d0\u4f9b\u90e8\u5206\u5b9e\u73b0 + \u5b9a\u4e49\u62bd\u8c61 |\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bef\u533a2\uff1aPython\u4e0d\u9700\u8981\u63a5\u53e3<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u8bef\u533a\u6f84\u6e05\uff1aPython\u4e0d\u9700\u8981\u63a5\u53e3\uff1f\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== Python\u771f\u7684\u4e0d\u9700\u8981\u63a5\u53e3\u5417\uff1f ===\")\n\n# \u60c5\u51b51\uff1a\u5c0f\u9879\u76ee\uff0c\u4f7f\u7528\u9e2d\u5b50\u7c7b\u578b\nprint(\"\\n1. \u5c0f\u9879\u76ee\uff1a\u9e2d\u5b50\u7c7b\u578b\u8db3\u591f\")\nprint(\"   \u5f53\u9879\u76ee\u7b80\u5355\u3001\u56e2\u961f\u5c0f\u3001\u53d8\u5316\u5c11\u65f6\")\nprint(\"   \u9e2d\u5b50\u7c7b\u578b\uff08\u52a8\u6001\u7c7b\u578b\uff09\u66f4\u52a0Pythonic\")\nprint(\"   \u4ee3\u7801\u7b80\u6d01\uff0c\u5f00\u53d1\u5feb\u901f\")\n\nclass Dog:\n    def speak(self):\n        return \"\u6c6a\u6c6a\uff01\"\n\nclass Cat:\n    def speak(self):\n        return \"\u55b5\u55b5\uff01\"\n\ndef make_animal_speak(animal):\n    # \u4e0d\u68c0\u67e5\u7c7b\u578b\uff0c\u76f4\u63a5\u8c03\u7528\n    print(animal.speak())\n\nmake_animal_speak(Dog())\nmake_animal_speak(Cat())\n\n# \u60c5\u51b52\uff1a\u5927\u9879\u76ee\uff0c\u9700\u8981\u63a5\u53e3\nprint(\"\\n2. \u5927\u9879\u76ee\uff1a\u9700\u8981\u663e\u5f0f\u63a5\u53e3\")\nprint(\"   \u5f53\u9879\u76ee\u590d\u6742\u3001\u56e2\u961f\u5927\u3001\u9700\u8981\u957f\u671f\u7ef4\u62a4\u65f6\")\nprint(\"   \u63a5\u53e3\u63d0\u4f9b\u660e\u786e\u7684\u5951\u7ea6\u548c\u6587\u6863\")\nprint(\"   \u5e2e\u52a9\u56e2\u961f\u534f\u4f5c\uff0c\u51cf\u5c11\u9519\u8bef\")\n\nfrom abc import ABC, abstractmethod\n\nclass AnimalInterface(ABC):\n    @abstractmethod\n    def speak(self) -&gt; str:\n        \"\"\"\u52a8\u7269\u53eb\u58f0\"\"\"\n        pass\n\n    @abstractmethod\n    def move(self) -&gt; str:\n        \"\"\"\u52a8\u7269\u79fb\u52a8\u65b9\u5f0f\"\"\"\n        pass\n\nclass DogImpl(AnimalInterface):\n    def speak(self) -&gt; str:\n        return \"\u6c6a\u6c6a\uff01\"\n\n    def move(self) -&gt; str:\n        return \"\u7528\u56db\u6761\u817f\u8dd1\"\n\nclass FishImpl(AnimalInterface):\n    def speak(self) -&gt; str:\n        return \"...\uff08\u9c7c\u4e0d\u4f1a\u53eb\uff09\"\n\n    def move(self) -&gt; str:\n        return \"\u6e38\u52a8\"\n\ndef make_animal_act(animal: AnimalInterface):\n    \"\"\"\u660e\u786e\u7684\u7c7b\u578b\u63d0\u793a\uff1a\u9700\u8981AnimalInterface\"\"\"\n    print(f\"\u53eb\u58f0: {animal.speak()}\")\n    print(f\"\u79fb\u52a8: {animal.move()}\")\n\nprint(\"\\n3. \u4f7f\u7528\u63a5\u53e3\u7684\u52a8\u7269\u56ed\uff1a\")\nmake_animal_act(DogImpl())\nmake_animal_act(FishImpl())\n\nprint(\"\\n\u2705 \u4f55\u65f6\u4f7f\u7528\u63a5\u53e3\uff1a\")\nprint(\"| \u573a\u666f | \u63a8\u8350\u65b9\u5f0f | \u539f\u56e0 |\")\nprint(\"|------|----------|------|\")\nprint(\"| \u4e2a\u4eba\u5c0f\u9879\u76ee | \u9e2d\u5b50\u7c7b\u578b | \u5feb\u901f\u5f00\u53d1\uff0c\u7075\u6d3b |\")\nprint(\"| \u56e2\u961f\u5927\u9879\u76ee | \u663e\u5f0f\u63a5\u53e3 | \u660e\u786e\u5951\u7ea6\uff0c\u6613\u7ef4\u62a4 |\")\nprint(\"| \u63d0\u4f9bAPI\u5e93 | \u663e\u5f0f\u63a5\u53e3 | \u7528\u6237\u6e05\u695a\u5982\u4f55\u4f7f\u7528 |\")\nprint(\"| \u6846\u67b6\u5f00\u53d1 | \u663e\u5f0f\u63a5\u53e3 | \u5b9a\u4e49\u6269\u5c55\u70b9 |\")\nprint(\"| \u9700\u8981\u7c7b\u578b\u68c0\u67e5 | \u663e\u5f0f\u63a5\u53e3 | IDE\u652f\u6301\uff0c\u9759\u6001\u5206\u6790 |\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u516d\u90e8\u5206\uff1a\u5b66\u4e60\u8def\u5f84\u4e0e\u7ec3\u4e60<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5faa\u5e8f\u6e10\u8fdb\u7684\u5b66\u4e60\u8ba1\u5212<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9636\u6bb51\uff1a\u7406\u89e3\u63a5\u53e3\u6982\u5ff5\uff081-2\u5468\uff09<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7406\u89e3\u4e3a\u4ec0\u4e48\u9700\u8981\u63a5\u53e3<\/li>\n\n\n\n<li>\u638c\u63e1Python\u7684ABC\u6a21\u5757<\/li>\n\n\n\n<li>\u5b9e\u73b0\u7b80\u5355\u7684\u63a5\u53e3\u793a\u4f8b<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9636\u6bb52\uff1a\u638c\u63e1\u8bbe\u8ba1\u539f\u5219\uff082-3\u5468\uff09<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b66\u4e60SOLID\u539f\u5219\u4e2d\u7684ISP\u548cDIP<\/li>\n\n\n\n<li>\u7406\u89e3\u4f9d\u8d56\u5012\u7f6e<\/li>\n\n\n\n<li>\u5b9e\u8df5\u63a5\u53e3\u9694\u79bb<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ec3\u4e60\u9879\u76ee\u5efa\u8bae<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ec3\u4e601\uff1a\u65e5\u5fd7\u7cfb\u7edf\u63a5\u53e3<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4efb\u52a1\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u65e5\u5fd7\u7cfb\u7edf\u63a5\u53e3\n# \u8981\u6c42\uff1a\n# 1. \u5b9a\u4e49Logger\u63a5\u53e3\uff0c\u6709debug\u3001info\u3001warning\u3001error\u65b9\u6cd5\n# 2. \u5b9e\u73b0FileLogger\uff08\u5199\u5165\u6587\u4ef6\uff09\u3001ConsoleLogger\uff08\u63a7\u5236\u53f0\u6253\u5370\uff09\u3001DatabaseLogger\uff08\u5b58\u5165\u6570\u636e\u5e93\uff09\n# 3. \u5b9e\u73b0\u4e00\u4e2aLogManager\uff0c\u53ef\u4ee5\u52a8\u6001\u5207\u6362\u4e0d\u540c\u7684Logger<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ec3\u4e602\uff1a\u7f13\u5b58\u7cfb\u7edf\u63a5\u53e3<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4efb\u52a1\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u7f13\u5b58\u7cfb\u7edf\u63a5\u53e3\n# \u8981\u6c42\uff1a\n# 1. \u5b9a\u4e49Cache\u63a5\u53e3\uff0c\u6709get\u3001set\u3001delete\u3001clear\u65b9\u6cd5\n# 2. \u5b9e\u73b0MemoryCache\uff08\u5185\u5b58\u7f13\u5b58\uff09\u3001RedisCache\uff08Redis\u7f13\u5b58\uff09\u3001FileCache\uff08\u6587\u4ef6\u7f13\u5b58\uff09\n# 3. \u5b9e\u73b0\u7f13\u5b58\u7b56\u7565\uff1aLRU\u3001FIFO\u3001TTL<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ec3\u4e603\uff1a\u9a8c\u8bc1\u5668\u63a5\u53e3<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4efb\u52a1\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u6570\u636e\u9a8c\u8bc1\u5668\u63a5\u53e3\n# \u8981\u6c42\uff1a\n# 1. \u5b9a\u4e49Validator\u63a5\u53e3\uff0c\u6709validate\u65b9\u6cd5\n# 2. \u5b9e\u73b0EmailValidator\u3001PhoneValidator\u3001PasswordValidator\n# 3. \u5b9e\u73b0\u7ec4\u5408\u9a8c\u8bc1\u5668\uff1a\u53ef\u4ee5\u7ec4\u5408\u591a\u4e2a\u9a8c\u8bc1\u5668<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a5\u53e3\u8bbe\u8ba1\u68c0\u67e5\u6e05\u5355<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bbe\u8ba1\u63a5\u53e3\u65f6\uff0c\u95ee\u81ea\u5df1\u8fd9\u4e9b\u95ee\u9898\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6982\u5ff5\u7406\u89e3\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u8fd9\u4e2a\u63a5\u53e3\u7684\u804c\u8d23\u662f\u5426\u5355\u4e00\uff1f<\/li>\n\n\n\n<li>[ ] \u63a5\u53e3\u65b9\u6cd5\u540d\u662f\u5426\u6e05\u6670\u8868\u8fbe\u4e86\u610f\u56fe\uff1f<\/li>\n\n\n\n<li>[ ] \u63a5\u53e3\u662f\u5426\u5b9a\u4e49\u4e86\u660e\u786e\u7684\u5951\u7ea6\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u672f\u5b9e\u73b0\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u662f\u5426\u4f7f\u7528\u4e86@abstractmethod\uff1f<\/li>\n\n\n\n<li>[ ] \u8fd4\u56de\u7c7b\u578b\u63d0\u793a\u662f\u5426\u660e\u786e\uff1f<\/li>\n\n\n\n<li>[ ] \u5f02\u5e38\u5904\u7406\u662f\u5426\u8003\u8651\u5468\u5168\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f7f\u7528\u4f53\u9a8c\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u63a5\u53e3\u662f\u5426\u6613\u4e8e\u5b9e\u73b0\uff1f<\/li>\n\n\n\n<li>[ ] \u63a5\u53e3\u662f\u5426\u6613\u4e8e\u4f7f\u7528\uff1f<\/li>\n\n\n\n<li>[ ] \u63a5\u53e3\u662f\u5426\u6613\u4e8e\u6d4b\u8bd5\uff1f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6269\u5c55\u7ef4\u62a4\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u65b0\u589e\u5b9e\u73b0\u7c7b\u662f\u5426\u9700\u8981\u4fee\u6539\u63a5\u53e3\uff1f<\/li>\n\n\n\n<li>[ ] \u4fee\u6539\u63a5\u53e3\u662f\u5426\u4f1a\u5f71\u54cd\u73b0\u6709\u5b9e\u73b0\uff1f<\/li>\n\n\n\n<li>[ ] \u662f\u5426\u8003\u8651\u4e86\u5411\u540e\u517c\u5bb9\uff1f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3\uff1a\u63a5\u53e3\u7684\u6838\u5fc3\u4ef7\u503c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a5\u53e3\u7684\u672c\u8d28<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5951\u7ea6\u5b9a\u4e49<\/strong>\uff1a\u660e\u786e\u89c4\u5b9a\u4e86&#8221;\u5fc5\u987b\u5b9e\u73b0\u4ec0\u4e48&#8221;<\/li>\n\n\n\n<li><strong>\u62bd\u8c61\u5c42\u6b21<\/strong>\uff1a\u9690\u85cf\u5177\u4f53\u5b9e\u73b0\uff0c\u5173\u6ce8\u884c\u4e3a<\/li>\n\n\n\n<li><strong>\u591a\u6001\u57fa\u7840<\/strong>\uff1a\u4e0d\u540c\u5b9e\u73b0\u53ef\u4ee5\u4e92\u6362\u4f7f\u7528<\/li>\n\n\n\n<li><strong>\u89e3\u8026\u5de5\u5177<\/strong>\uff1a\u964d\u4f4e\u6a21\u5757\u95f4\u7684\u4f9d\u8d56<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Python\u4e2d\u7684\u63a5\u53e3\u54f2\u5b66<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Python\u4e4b\u7985\u76f8\u5173\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&#8220;\u663e\u5f0f\u4f18\u4e8e\u9690\u5f0f&#8221; \u2192 \u663e\u5f0f\u63a5\u53e3\u66f4\u660e\u786e<\/li>\n\n\n\n<li>&#8220;\u7b80\u5355\u4f18\u4e8e\u590d\u6742&#8221; \u2192 \u5c0f\u63a5\u53e3\u6bd4\u5927\u63a5\u53e3\u597d<\/li>\n\n\n\n<li>&#8220;\u6241\u5e73\u4f18\u4e8e\u5d4c\u5957&#8221; \u2192 \u63a5\u53e3\u5e94\u8be5\u6241\u5e73\u5316<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u7528\u5efa\u8bae\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u9879\u76ee\uff1a\u4ece\u9e2d\u5b50\u7c7b\u578b\u5f00\u59cb\uff0c\u9700\u8981\u65f6\u5f15\u5165\u63a5\u53e3<\/li>\n\n\n\n<li>\u5927\u9879\u76ee\uff1a\u4ece\u4e00\u5f00\u59cb\u5c31\u8bbe\u8ba1\u6e05\u6670\u7684\u63a5\u53e3<\/li>\n\n\n\n<li>API\u8bbe\u8ba1\uff1a\u5fc5\u987b\u4f7f\u7528\u63a5\u53e3\u660e\u786e\u5951\u7ea6<\/li>\n\n\n\n<li>\u56e2\u961f\u534f\u4f5c\uff1a\u63a5\u53e3\u662f\u56e2\u961f\u95f4\u7684&#8221;\u5408\u540c&#8221;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u7ec8\u68c0\u67e5\u6e05\u5355<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6210\u63a5\u53e3\u5b66\u4e60\u540e\uff0c\u68c0\u67e5\u81ea\u5df1\u662f\u5426\u638c\u63e1\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u7840\u638c\u63e1\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u6211\u80fd\u89e3\u91ca\u63a5\u53e3\u548c\u62bd\u8c61\u7c7b\u7684\u533a\u522b<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u4f7f\u7528ABC\u6a21\u5757\u5b9a\u4e49\u63a5\u53e3<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u5b9e\u73b0\u4e00\u4e2a\u63a5\u53e3\u7684\u591a\u4e2a\u4e0d\u540c\u5b9e\u73b0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bbe\u8ba1\u80fd\u529b\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u6211\u80fd\u6839\u636e\u9700\u6c42\u8bbe\u8ba1\u5408\u7406\u7684\u63a5\u53e3<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u5e94\u7528\u63a5\u53e3\u9694\u79bb\u539f\u5219<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u5e94\u7528\u4f9d\u8d56\u5012\u7f6e\u539f\u5219<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u8df5\u5e94\u7528\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>[ ] \u6211\u80fd\u5728\u9879\u76ee\u4e2d\u5b9e\u9645\u4f7f\u7528\u63a5\u53e3<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u4f7f\u7528\u63a5\u53e3\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u6d4b\u8bd5\u6027<\/li>\n\n\n\n<li>[ ] \u6211\u80fd\u4f7f\u7528\u63a5\u53e3\u5b9e\u73b0\u63d2\u4ef6\u7cfb\u7edf<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u53e3\u4e0d\u662fPython\u7684\u5f3a\u5236\u7279\u6027\uff0c\u4f46\u5b83\u662f\u4f18\u79c0\u8f6f\u4ef6\u8bbe\u8ba1\u7684\u91cd\u8981\u5de5\u5177\u3002\u638c\u63e1\u63a5\u53e3\uff0c\u4f60\u5c31\u638c\u63e1\u4e86\u6784\u5efa\u7075\u6d3b\u3001\u53ef\u7ef4\u62a4\u3001\u53ef\u6269\u5c55\u7cfb\u7edf\u7684\u5173\u952e\u6280\u80fd\u3002\u4ece\u7406\u89e3&#8221;\u5951\u7ea6&#8221;\u5f00\u59cb\uff0c\u9010\u6b65\u5b9e\u8df5\uff0c\u6700\u7ec8\u4f60\u4f1a\u4f53\u4f1a\u5230\uff1a\u597d\u7684\u63a5\u53e3\u8bbe\u8ba1\uff0c\u8ba9\u4ee3\u7801&#8221;\u6d3b&#8221;\u8d77\u6765\uff0c\u8ba9\u7cfb\u7edf&#8221;\u547c\u5438&#8221;\u987a\u7545\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u5341\u4e8c\u8bfe\uff1a\u8de8\u8bed\u8a00\u63a5\u53e3\u6982\u5ff5\u5bf9\u6bd4\u4e0e\u524d\u540e\u7aef\u63a5\u53e3\u6df1\u5165\u89e3\u6790<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00\uff1a\u63a5\u53e3\u7684\u591a\u91cd\u542b\u4e49<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u53e3\u8fd9\u4e2a\u8bcd\u5728\u4e0d\u540c\u8bed\u5883\u4e0b\u6709\u4e0d\u540c\u542b\u4e49\uff0c\u5bb9\u6613\u8ba9\u521d\u5b66\u8005\u6df7\u6dc6\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u4e2d\u7684\u63a5\u53e3<\/strong>\uff1a\u5b9a\u4e49\u884c\u4e3a\u5951\u7ea6\u7684\u62bd\u8c61\u7c7b\u578b<\/li>\n\n\n\n<li><strong>\u524d\u540e\u7aef\u4ea4\u4e92\u7684API\u63a5\u53e3<\/strong>\uff1a\u7cfb\u7edf\u95f4\u901a\u4fe1\u7684\u7ea6\u5b9a<\/li>\n\n\n\n<li><strong>\u64cd\u4f5c\u7cfb\u7edf\/\u786c\u4ef6\u7684\u63a5\u53e3<\/strong>\uff1a\u8f6f\u4ef6\u4e0e\u786c\u4ef6\u4ea4\u4e92\u7684\u89c4\u8303<\/li>\n\n\n\n<li><strong>\u7528\u6237\u754c\u9762(UI)<\/strong>\uff1a\u4eba\u4e0e\u7cfb\u7edf\u4ea4\u4e92\u7684\u754c\u9762<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5929\u6211\u4eec\u5c31\u6765\u6f84\u6e05\u8fd9\u4e9b\u6982\u5ff5\uff0c\u8ba9\u4f60\u5f7b\u5e95\u7406\u89e3&#8221;\u63a5\u53e3&#8221;\u8fd9\u4e2a\u591a\u9762\u624b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u5404\u7f16\u7a0b\u8bed\u8a00\u4e2d\u7684\u63a5\u53e3\u5b9e\u73b0\u5bf9\u6bd4<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5bf9\u6bd4\u8868\uff1a\u4e3b\u6d41\u8bed\u8a00\u7684\u63a5\u53e3\u5b9e\u73b0<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8bed\u8a00<\/th><th>\u63a5\u53e3\u5b9e\u73b0\u65b9\u5f0f<\/th><th>\u7279\u70b9<\/th><th>\u5f3a\u5236\u7a0b\u5ea6<\/th><th>\u591a\u7ee7\u627f\u652f\u6301<\/th><\/tr><\/thead><tbody><tr><td><strong>Python<\/strong><\/td><td>\u62bd\u8c61\u57fa\u7c7b(ABC)\u3001\u534f\u8bae(Protocol)\u3001\u9e2d\u5b50\u7c7b\u578b<\/td><td>\u52a8\u6001\u3001\u7075\u6d3b\u3001\u9690\u5f0f<\/td><td>\u53ef\u9009<\/td><td>\u652f\u6301\u591a\u63a5\u53e3<\/td><\/tr><tr><td><strong>Java<\/strong><\/td><td><code>interface<\/code> \u5173\u952e\u5b57<\/td><td>\u4e25\u683c\u3001\u663e\u5f0f\u3001\u7f16\u8bd1\u65f6\u68c0\u67e5<\/td><td>\u5f3a\u5236<\/td><td>\u652f\u6301\u591a\u63a5\u53e3\uff0c\u5355\u7ee7\u627f<\/td><\/tr><tr><td><strong>C#<\/strong><\/td><td><code>interface<\/code> \u5173\u952e\u5b57<\/td><td>\u7c7b\u4f3cJava\uff0c\u66f4\u5f3a\u5927<\/td><td>\u5f3a\u5236<\/td><td>\u652f\u6301\u591a\u63a5\u53e3<\/td><\/tr><tr><td><strong>Go<\/strong><\/td><td><code>interface<\/code> \u7c7b\u578b<\/td><td>\u9690\u5f0f\u3001\u975e\u4fb5\u5165\u5f0f<\/td><td>\u9690\u5f0f<\/td><td>\u652f\u6301\u591a\u63a5\u53e3<\/td><\/tr><tr><td><strong>TypeScript<\/strong><\/td><td><code>interface<\/code> \u6216 <code>type<\/code><\/td><td>\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u8fd0\u884c\u65f6\u65e0<\/td><td>\u53ef\u9009<\/td><td>\u652f\u6301\u591a\u63a5\u53e3<\/td><\/tr><tr><td><strong>C++<\/strong><\/td><td>\u7eaf\u865a\u7c7b<\/td><td>\u901a\u8fc7\u62bd\u8c61\u7c7b\u5b9e\u73b0<\/td><td>\u53ef\u9009<\/td><td>\u652f\u6301\u591a\u7ee7\u627f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5404\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u4ee3\u7801\u793a\u4f8b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# 1. Python\uff1a\u62bd\u8c61\u57fa\u7c7b + \u9e2d\u5b50\u7c7b\u578b\n# ============================================================================\n\nfrom abc import ABC, abstractmethod\nfrom typing import Protocol\n\nprint(\"=== Python\u63a5\u53e3\u5b9e\u73b0 ===\")\n\n# \u65b9\u5f0f1\uff1a\u62bd\u8c61\u57fa\u7c7b\uff08\u663e\u5f0f\u63a5\u53e3\uff09\nclass Drawable(ABC):\n    @abstractmethod\n    def draw(self) -&gt; str:\n        pass\n\nclass Circle(Drawable):\n    def draw(self) -&gt; str:\n        return \"\u7ed8\u5236\u5706\u5f62\"\n\n# \u65b9\u5f0f2\uff1a\u534f\u8bae\uff08Python 3.8+\uff0c\u9690\u5f0f\u63a5\u53e3\uff09\nclass DrawableProtocol(Protocol):\n    def draw(self) -&gt; str: ...\n\ndef render_shape(shape: DrawableProtocol) -&gt; None:\n    print(shape.draw())\n\n# \u65b9\u5f0f3\uff1a\u9e2d\u5b50\u7c7b\u578b\uff08\u6700Pythonic\uff09\nclass DuckDrawable:\n    def draw(self) -&gt; str:\n        return \"\u9e2d\u5b50\u7ed8\u5236\"\n\nclass NonDrawable:\n    def paint(self) -&gt; str:\n        return \"\u8fd9\u4e0d\u662fdraw\u65b9\u6cd5\"\n\n# \u6d4b\u8bd5\ncircle = Circle()\nduck = DuckDrawable()\nnon_draw = NonDrawable()\n\nrender_shape(circle)     # \u2705 \u660e\u786e\u5b9e\u73b0Drawable\u63a5\u53e3\nrender_shape(duck)       # \u2705 \u6709draw\u65b9\u6cd5\uff0c\u7b26\u5408\u534f\u8bae\n# render_shape(non_draw)  # \u274c \u6ca1\u6709draw\u65b9\u6cd5\uff0c\u7c7b\u578b\u68c0\u67e5\u4f1a\u8b66\u544a\n\nprint(\"\u2705 Python\u63a5\u53e3\u7279\u70b9\uff1a\")\nprint(\"1. \u7075\u6d3b\uff1a\u652f\u6301\u663e\u5f0f\u548c\u9690\u5f0f\u63a5\u53e3\")\nprint(\"2. \u52a8\u6001\uff1a\u8fd0\u884c\u65f6\u68c0\u67e5\")\nprint(\"3. \u591a\u91cd\uff1a\u652f\u6301\u591a\u91cd\u7ee7\u627f\")<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ ============================================================================\n\/\/ 2. Java\uff1a\u4e25\u683c\u7684\u63a5\u53e3\u7cfb\u7edf\n\/\/ ============================================================================\n\n\/*\n\/\/ Java\u63a5\u53e3\u793a\u4f8b\npublic interface Drawable {\n    \/\/ \u63a5\u53e3\u65b9\u6cd5\u9ed8\u8ba4\u4e3a public abstract\n    String draw();\n\n    \/\/ Java 8+ \u53ef\u4ee5\u6709\u9ed8\u8ba4\u65b9\u6cd5\n    default String getDescription() {\n        return \"\u8fd9\u662f\u4e00\u4e2a\u53ef\u7ed8\u5236\u7684\u5bf9\u8c61\";\n    }\n\n    \/\/ Java 8+ \u53ef\u4ee5\u6709\u9759\u6001\u65b9\u6cd5\n    static Drawable createDefault() {\n        return new Circle();\n    }\n}\n\n\/\/ \u5b9e\u73b0\u63a5\u53e3\npublic class Circle implements Drawable {\n    @Override\n    public String draw() {\n        return \"\u7ed8\u5236\u5706\u5f62\";\n    }\n}\n\n\/\/ \u4e00\u4e2a\u7c7b\u53ef\u4ee5\u5b9e\u73b0\u591a\u4e2a\u63a5\u53e3\npublic class Square implements Drawable, Resizable {\n    @Override\n    public String draw() {\n        return \"\u7ed8\u5236\u6b63\u65b9\u5f62\";\n    }\n\n    @Override\n    public void resize(int factor) {\n        \/\/ \u8c03\u6574\u5927\u5c0f\n    }\n}\n\n\/\/ \u4f7f\u7528\npublic class Main {\n    public static void main(String&#91;] args) {\n        Drawable circle = new Circle();\n        System.out.println(circle.draw());\n\n        \/\/ \u7f16\u8bd1\u65f6\u68c0\u67e5\uff1a\u5fc5\u987b\u5b9e\u73b0\u63a5\u53e3\u7684\u6240\u6709\u65b9\u6cd5\n        \/\/ \u5426\u5219\u7f16\u8bd1\u9519\u8bef\n    }\n}\n*\/\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== Java\u63a5\u53e3\u7279\u70b9 ===\")\nprint(\"1. \u4e25\u683c\uff1a\u4f7f\u7528 interface \u5173\u952e\u5b57\u660e\u786e\u58f0\u660e\")\nprint(\"2. \u7f16\u8bd1\u65f6\u68c0\u67e5\uff1a\u672a\u5b9e\u73b0\u63a5\u53e3\u65b9\u6cd5\u4f1a\u5bfc\u81f4\u7f16\u8bd1\u9519\u8bef\")\nprint(\"3. \u591a\u5b9e\u73b0\uff1a\u4e00\u4e2a\u7c7b\u53ef\u4ee5\u5b9e\u73b0\u591a\u4e2a\u63a5\u53e3\")\nprint(\"4. \u5355\u7ee7\u627f\uff1a\u7c7b\u53ea\u80fd\u7ee7\u627f\u4e00\u4e2a\u7236\u7c7b\uff0c\u4f46\u53ef\u4ee5\u5b9e\u73b0\u591a\u4e2a\u63a5\u53e3\")\nprint(\"5. \u7248\u672c\u517c\u5bb9\uff1aJava 8+ \u652f\u6301\u9ed8\u8ba4\u65b9\u6cd5\uff0c\u65b9\u4fbf\u63a5\u53e3\u6f14\u8fdb\")<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ ============================================================================\n\/\/ 3. C#\uff1a\u529f\u80fd\u4e30\u5bcc\u7684\u63a5\u53e3\n\/\/ ============================================================================\n\n\/*\n\/\/ C#\u63a5\u53e3\u793a\u4f8b\npublic interface IDrawable\n{\n    \/\/ \u63a5\u53e3\u65b9\u6cd5\n    string Draw();\n\n    \/\/ C# 8.0+ \u53ef\u4ee5\u6709\u9ed8\u8ba4\u5b9e\u73b0\n    string Description =&gt; \"\u8fd9\u662f\u4e00\u4e2a\u53ef\u7ed8\u5236\u7684\u5bf9\u8c61\";\n}\n\n\/\/ \u5b9e\u73b0\u63a5\u53e3\uff08C#\u7ea6\u5b9a\u63a5\u53e3\u540d\u4ee5I\u5f00\u5934\uff09\npublic class Circle : IDrawable\n{\n    public string Draw()\n    {\n        return \"\u7ed8\u5236\u5706\u5f62\";\n    }\n}\n\n\/\/ \u663e\u5f0f\u63a5\u53e3\u5b9e\u73b0\uff08\u907f\u514d\u547d\u540d\u51b2\u7a81\uff09\npublic class Square : IDrawable, IResizable\n{\n    string IDrawable.Draw()\n    {\n        return \"\u7ed8\u5236\u6b63\u65b9\u5f62\";\n    }\n\n    void IResizable.Resize(int factor)\n    {\n        \/\/ \u8c03\u6574\u5927\u5c0f\n    }\n}\n\n\/\/ \u5c5e\u6027\u4e5f\u53ef\u4ee5\u5728\u63a5\u53e3\u4e2d\u5b9a\u4e49\npublic interface IShape\n{\n    int Width { get; set; }\n    int Height { get; set; }\n}\n*\/\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== C#\u63a5\u53e3\u7279\u70b9 ===\")\nprint(\"1. \u89c4\u8303\uff1a\u63a5\u53e3\u540d\u901a\u5e38\u4ee5'I'\u5f00\u5934\")\nprint(\"2. \u4e30\u5bcc\uff1a\u652f\u6301\u5c5e\u6027\u3001\u4e8b\u4ef6\u3001\u7d22\u5f15\u5668\")\nprint(\"3. \u663e\u5f0f\u5b9e\u73b0\uff1a\u53ef\u4ee5\u660e\u786e\u6307\u5b9a\u54ea\u4e2a\u63a5\u53e3\u7684\u65b9\u6cd5\")\nprint(\"4. \u9ed8\u8ba4\u5b9e\u73b0\uff1aC# 8.0+ \u652f\u6301\u63a5\u53e3\u65b9\u6cd5\u7684\u9ed8\u8ba4\u5b9e\u73b0\")\nprint(\"5. \u591a\u91cd\u7ee7\u627f\uff1a\u53ef\u4ee5\u7ee7\u627f\u591a\u4e2a\u63a5\u53e3\")<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ ============================================================================\n\/\/ 4. Go\uff1a\u975e\u4fb5\u5165\u5f0f\u63a5\u53e3\n\/\/ ============================================================================\n\n\/*\n\/\/ Go\u63a5\u53e3\u793a\u4f8b\npackage main\n\nimport \"fmt\"\n\n\/\/ \u5b9a\u4e49\u63a5\u53e3\ntype Drawable interface {\n    Draw() string\n}\n\n\/\/ \u7ed3\u6784\u4f53\u4e0d\u9700\u8981\u58f0\u660e\u5b9e\u73b0\u63a5\u53e3\ntype Circle struct {\n    Radius float64\n}\n\n\/\/ \u53ea\u8981\u5b9e\u73b0\u4e86Draw\u65b9\u6cd5\uff0c\u5c31\u81ea\u52a8\u5b9e\u73b0\u4e86Drawable\u63a5\u53e3\nfunc (c Circle) Draw() string {\n    return fmt.Sprintf(\"\u7ed8\u5236\u534a\u5f84\u4e3a%v\u7684\u5706\", c.Radius)\n}\n\ntype Square struct {\n    Side float64\n}\n\nfunc (s Square) Draw() string {\n    return fmt.Sprintf(\"\u7ed8\u5236\u8fb9\u957f\u4e3a%v\u7684\u6b63\u65b9\u5f62\", s.Side)\n}\n\n\/\/ \u4f7f\u7528\u63a5\u53e3\nfunc Render(shape Drawable) {\n    fmt.Println(shape.Draw())\n}\n\nfunc main() {\n    circle := Circle{Radius: 5.0}\n    square := Square{Side: 4.0}\n\n    Render(circle)  \/\/ \u2705 Circle\u81ea\u52a8\u5b9e\u73b0\u4e86Drawable\n    Render(square)  \/\/ \u2705 Square\u4e5f\u5b9e\u73b0\u4e86Drawable\n}\n*\/\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== Go\u63a5\u53e3\u7279\u70b9 ===\")\nprint(\"1. \u9690\u5f0f\u5b9e\u73b0\uff1a\u4e0d\u9700\u8981\u660e\u786e\u58f0\u660e\u5b9e\u73b0\u63a5\u53e3\")\nprint(\"2. \u975e\u4fb5\u5165\u5f0f\uff1a\u63a5\u53e3\u5b9a\u4e49\u4e0e\u5b9e\u73b0\u5206\u79bb\")\nprint(\"3. \u9e2d\u5b50\u7c7b\u578b\uff1a\u6709\u5bf9\u5e94\u65b9\u6cd5\u5c31\u662f\u5b9e\u73b0\u4e86\u63a5\u53e3\")\nprint(\"4. \u7a7a\u63a5\u53e3\uff1ainterface{} \u53ef\u4ee5\u8868\u793a\u4efb\u4f55\u7c7b\u578b\")\nprint(\"5. \u7ec4\u5408\u63a5\u53e3\uff1a\u53ef\u4ee5\u7ec4\u5408\u591a\u4e2a\u63a5\u53e3\")<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>\/\/ ============================================================================\n\/\/ 5. TypeScript\uff1a\u7f16\u8bd1\u65f6\u63a5\u53e3\n\/\/ ============================================================================\n\n\/*\n\/\/ TypeScript\u63a5\u53e3\u793a\u4f8b\ninterface Drawable {\n    draw(): string;\n\n    \/\/ \u53ef\u9009\u5c5e\u6027\n    color?: string;\n\n    \/\/ \u53ea\u8bfb\u5c5e\u6027\n    readonly id: number;\n}\n\n\/\/ \u5b9e\u73b0\u63a5\u53e3\nclass Circle implements Drawable {\n    id: number;\n    color?: string;\n\n    constructor(id: number, color?: string) {\n        this.id = id;\n        this.color = color;\n    }\n\n    draw(): string {\n        return `\u7ed8\u5236${this.color || '\u9ed8\u8ba4\u989c\u8272'}\u7684\u5706\u5f62`;\n    }\n}\n\n\/\/ \u63a5\u53e3\u7ee7\u627f\ninterface Resizable {\n    resize(factor: number): void;\n}\n\ninterface Shape extends Drawable, Resizable {\n    name: string;\n}\n\n\/\/ \u51fd\u6570\u7c7b\u578b\u63a5\u53e3\ninterface RenderFunction {\n    (shape: Drawable): void;\n}\n\nconst render: RenderFunction = (shape) =&gt; {\n    console.log(shape.draw());\n};\n\n\/\/ \u4f7f\u7528\nconst circle = new Circle(1, '\u7ea2\u8272');\nrender(circle);\n*\/\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== TypeScript\u63a5\u53e3\u7279\u70b9 ===\")\nprint(\"1. \u7f16\u8bd1\u65f6\u68c0\u67e5\uff1a\u53ea\u5728\u7f16\u8bd1\u9636\u6bb5\u68c0\u67e5\uff0c\u8fd0\u884c\u65f6\u65e0\u5f71\u54cd\")\nprint(\"2. \u7ed3\u6784\u7c7b\u578b\uff1a\u57fa\u4e8e\u5f62\u72b6\uff08\u7ed3\u6784\uff09\u800c\u975e\u540d\u4e49\uff08\u540d\u79f0\uff09\")\nprint(\"3. \u4e30\u5bcc\u7279\u6027\uff1a\u652f\u6301\u53ef\u9009\u5c5e\u6027\u3001\u53ea\u8bfb\u5c5e\u6027\u3001\u51fd\u6570\u7c7b\u578b\u7b49\")\nprint(\"4. \u58f0\u660e\u5408\u5e76\uff1a\u540c\u540d\u63a5\u53e3\u4f1a\u81ea\u52a8\u5408\u5e76\")\nprint(\"5. \u7c7b\u578b\u522b\u540d\uff1atype \u4e5f\u53ef\u4ee5\u5b9a\u4e49\u7c7b\u4f3c\u63a5\u53e3\u7684\u7c7b\u578b\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8de8\u8bed\u8a00\u63a5\u53e3\u6982\u5ff5\u603b\u7ed3<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u8de8\u8bed\u8a00\u63a5\u53e3\u6982\u5ff5\u7edf\u4e00\u7406\u89e3\n# ============================================================================\n\nprint(\"=\"*50)\nprint(\"=== \u5404\u8bed\u8a00\u63a5\u53e3\u6838\u5fc3\u601d\u60f3\u5bf9\u6bd4 ===\")\n\ninterface_concepts = {\n    \"Python\": {\n        \"\u54f2\u5b66\": \"\u5b9e\u7528\u4e3b\u4e49\uff0c\u7075\u6d3b\u7b2c\u4e00\",\n        \"\u63a5\u53e3\u5b9e\u73b0\": \"ABC\u62bd\u8c61\u57fa\u7c7b\u3001Protocol\u534f\u8bae\u3001\u9e2d\u5b50\u7c7b\u578b\",\n        \"\u68c0\u67e5\u65f6\u673a\": \"\u8fd0\u884c\u65f6\u52a8\u6001\u68c0\u67e5\",\n        \"\u5178\u578b\u573a\u666f\": \"\u5927\u578b\u9879\u76ee\u7528ABC\uff0c\u5c0f\u578b\u9879\u76ee\u7528\u9e2d\u5b50\u7c7b\u578b\",\n        \"\u4f18\u70b9\": \"\u7075\u6d3b\uff0c\u6613\u4e8e\u539f\u578b\u5f00\u53d1\",\n        \"\u7f3a\u70b9\": \"\u7c7b\u578b\u5b89\u5168\u4f9d\u8d56\u5f00\u53d1\u8005\u81ea\u89c9\"\n    },\n    \"Java\": {\n        \"\u54f2\u5b66\": \"\u4e25\u8c28\uff0c\u5b89\u5168\u7b2c\u4e00\",\n        \"\u63a5\u53e3\u5b9e\u73b0\": \"interface\u5173\u952e\u5b57\",\n        \"\u68c0\u67e5\u65f6\u673a\": \"\u7f16\u8bd1\u65f6\u9759\u6001\u68c0\u67e5\",\n        \"\u5178\u578b\u573a\u666f\": \"\u4f01\u4e1a\u7ea7\u5e94\u7528\uff0c\u9700\u8981\u4e25\u683c\u5951\u7ea6\",\n        \"\u4f18\u70b9\": \"\u7c7b\u578b\u5b89\u5168\uff0cIDE\u652f\u6301\u597d\",\n        \"\u7f3a\u70b9\": \"\u6837\u677f\u4ee3\u7801\u591a\uff0c\u4e0d\u591f\u7075\u6d3b\"\n    },\n    \"Go\": {\n        \"\u54f2\u5b66\": \"\u7b80\u6d01\uff0c\u6548\u7387\u7b2c\u4e00\",\n        \"\u63a5\u53e3\u5b9e\u73b0\": \"\u9690\u5f0f\u63a5\u53e3\uff0c\u975e\u4fb5\u5165\u5f0f\",\n        \"\u68c0\u67e5\u65f6\u673a\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\u5b9e\u73b0\u662f\u5426\u5b8c\u6574\",\n        \"\u5178\u578b\u573a\u666f\": \"\u5fae\u670d\u52a1\uff0c\u9700\u8981\u677e\u8026\u5408\",\n        \"\u4f18\u70b9\": \"\u7b80\u6d01\uff0c\u7ec4\u5408\u7075\u6d3b\",\n        \"\u7f3a\u70b9\": \"\u521d\u5b66\u8005\u96be\u4ee5\u7406\u89e3\u9690\u5f0f\u5b9e\u73b0\"\n    },\n    \"TypeScript\": {\n        \"\u54f2\u5b66\": \"\u6e10\u8fdb\u5f0f\uff0c\u517c\u5bb9\u7b2c\u4e00\",\n        \"\u63a5\u53e3\u5b9e\u73b0\": \"interface\u6216type\",\n        \"\u68c0\u67e5\u65f6\u673a\": \"\u7f16\u8bd1\u65f6\u68c0\u67e5\uff0c\u8fd0\u884c\u65f6\u65e0\",\n        \"\u5178\u578b\u573a\u666f\": \"Web\u524d\u7aef\uff0c\u9700\u8981\u7c7b\u578b\u5b89\u5168\",\n        \"\u4f18\u70b9\": JavaScript\u751f\u6001 + \u7c7b\u578b\u5b89\u5168\",\n        \"\u7f3a\u70b9\": \"\u7f16\u8bd1\u540e\u63a5\u53e3\u4fe1\u606f\u4e22\u5931\"\n    }\n}\n\nprint(\"\\n\u63a5\u53e3\u7684\u56db\u4e2a\u6838\u5fc3\u7279\u6027\uff1a\")\nprint(\"1. \u5951\u7ea6\u6027\uff1a\u5b9a\u4e49\u5fc5\u987b\u5b9e\u73b0\u7684\u65b9\u6cd5\")\nprint(\"2. \u62bd\u8c61\u6027\uff1a\u9690\u85cf\u5177\u4f53\u5b9e\u73b0\u7ec6\u8282\")\nprint(\"3. \u591a\u6001\u6027\uff1a\u4e0d\u540c\u5b9e\u73b0\u53ef\u4ee5\u4e92\u6362\u4f7f\u7528\")\nprint(\"4. \u89e3\u8026\u6027\uff1a\u964d\u4f4e\u6a21\u5757\u95f4\u7684\u4f9d\u8d56\")\n\nprint(\"\\n\u9009\u62e9\u5efa\u8bae\uff1a\")\nprint(\"\u2022 \u9700\u8981\u4e25\u683c\u7c7b\u578b\u5b89\u5168 \u2192 Java\/C#\")\nprint(\"\u2022 \u9700\u8981\u5feb\u901f\u539f\u578b\u5f00\u53d1 \u2192 Python\")\nprint(\"\u2022 \u9700\u8981\u9ad8\u5e76\u53d1\u5fae\u670d\u52a1 \u2192 Go\")\nprint(\"\u2022 \u9700\u8981\u524d\u7aef\u7c7b\u578b\u5b89\u5168 \u2192 TypeScript\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1a\u524d\u540e\u7aefAPI\u63a5\u53e3\u6df1\u5165\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">API\u63a5\u53e3\u4e0eOOP\u63a5\u53e3\u7684\u672c\u8d28\u533a\u522b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# API\u63a5\u53e3 vs OOP\u63a5\u53e3\uff1a\u4e24\u79cd\u4e0d\u540c\u7684\"\u63a5\u53e3\"\n# ============================================================================\n\nprint(\"=== API\u63a5\u53e3 vs OOP\u63a5\u53e3 ===\")\n\n# \u7c7b\u6bd4\uff1a\u9910\u5385\u70b9\u9910\u7cfb\u7edf\nprint(\"\\n\ud83c\udf7d\ufe0f \u9910\u5385\u70b9\u9910\u7cfb\u7edf\u7c7b\u6bd4\uff1a\")\n\nprint(\"1. OOP\u63a5\u53e3\uff08\u53a8\u623f\u5185\u90e8\uff09\uff1a\")\nprint(\"   \u2514\u2500\u2500 \u53a8\u5e08\u63a5\u53e3\uff1a\")\nprint(\"       \u251c\u2500\u2500 \u5207\u83dc()\")\nprint(\"       \u251c\u2500\u2500 \u7092\u83dc()\")\nprint(\"       \u2514\u2500\u2500 \u88c5\u76d8()\")\nprint(\"   \u2514\u2500\u2500 \u670d\u52a1\u5458\u63a5\u53e3\uff1a\")\nprint(\"       \u251c\u2500\u2500 \u63a5\u5f85\u987e\u5ba2()\")\nprint(\"       \u251c\u2500\u2500 \u4e0b\u5355()\")\nprint(\"       \u2514\u2500\u2500 \u4e0a\u83dc()\")\nprint(\"   \u2192 \u9762\u5411\u5bf9\u8c61\u63a5\u53e3\uff1a\u5b9a\u4e49\u5185\u90e8\u89d2\u8272\u804c\u8d23\")\n\nprint(\"\\n2. API\u63a5\u53e3\uff08\u9910\u5385\u5bf9\u5916\u670d\u52a1\uff09\uff1a\")\nprint(\"   \u2514\u2500\u2500 \u83dc\u5355API\uff1a\")\nprint(\"       \u251c\u2500\u2500 GET \/menu \u2192 \u83b7\u53d6\u83dc\u5355\")\nprint(\"       \u251c\u2500\u2500 POST \/order \u2192 \u4e0b\u5355\")\nprint(\"       \u2514\u2500\u2500 GET \/order\/{id} \u2192 \u67e5\u8be2\u8ba2\u5355\")\nprint(\"   \u2192 HTTP API\u63a5\u53e3\uff1a\u5b9a\u4e49\u5bf9\u5916\u670d\u52a1\u5951\u7ea6\")\n\n# \u6280\u672f\u5bf9\u6bd4\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u6280\u672f\u5bf9\u6bd4 ===\")\n\ncomparison = {\n    \"\u9762\u5411\u5bf9\u8c61\u63a5\u53e3 (OOP Interface)\": {\n        \"\u5b9a\u4e49\": \"\u7c7b\u6216\u5bf9\u8c61\u4e4b\u95f4\u7684\u884c\u4e3a\u5951\u7ea6\",\n        \"\u4f5c\u7528\u8303\u56f4\": \"\u5355\u4e2a\u5e94\u7528\u7a0b\u5e8f\u5185\u90e8\",\n        \"\u901a\u4fe1\u65b9\u5f0f\": \"\u65b9\u6cd5\u8c03\u7528\uff08\u5185\u5b58\u4e2d\uff09\",\n        \"\u6280\u672f\u5b9e\u73b0\": \"\u7c7b\u3001\u62bd\u8c61\u7c7b\u3001\u63a5\u53e3\",\n        \"\u5173\u6ce8\u70b9\": \"\u4ee3\u7801\u7ec4\u7ec7\u3001\u590d\u7528\u3001\u591a\u6001\",\n        \"\u793a\u4f8b\": \"Drawable.draw(), Payment.pay()\"\n    },\n    \"\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3 (API)\": {\n        \"\u5b9a\u4e49\": \"\u7cfb\u7edf\u4e4b\u95f4\u4ea4\u4e92\u7684\u534f\u8bae\",\n        \"\u4f5c\u7528\u8303\u56f4\": \"\u4e0d\u540c\u7cfb\u7edf\/\u670d\u52a1\u4e4b\u95f4\",\n        \"\u901a\u4fe1\u65b9\u5f0f\": \"\u7f51\u7edc\u8bf7\u6c42\uff08HTTP\/RPC\u7b49\uff09\",\n        \"\u6280\u672f\u5b9e\u73b0\": \"HTTP\u7aef\u70b9\u3001gRPC\u3001GraphQL\",\n        \"\u5173\u6ce8\u70b9\": \"\u6570\u636e\u4ea4\u6362\u3001\u534f\u8bae\u3001\u7248\u672c\u7ba1\u7406\",\n        \"\u793a\u4f8b\": \"GET \/api\/users, POST \/api\/orders\"\n    }\n}\n\nfor category, details in comparison.items():\n    print(f\"\\n{category}:\")\n    for key, value in details.items():\n        print(f\"  {key}: {value}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">RESTful API\u63a5\u53e3\u8bbe\u8ba1\u793a\u4f8b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5b8c\u6574\u7684RESTful API\u8bbe\u8ba1\u793a\u4f8b\n# ============================================================================\n\nfrom datetime import datetime\nfrom typing import Dict, List, Optional, Any\nfrom enum import Enum\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== RESTful API\u63a5\u53e3\u8bbe\u8ba1 ===\")\n\n# ============ API\u63a5\u53e3\u5b9a\u4e49\uff08\u5951\u7ea6\uff09 ============\nclass HTTPMethod(Enum):\n    \"\"\"HTTP\u65b9\u6cd5\u679a\u4e3e\"\"\"\n    GET = \"GET\"\n    POST = \"POST\"\n    PUT = \"PUT\"\n    DELETE = \"DELETE\"\n    PATCH = \"PATCH\"\n\nclass APIEndpoint:\n    \"\"\"API\u7aef\u70b9\u5b9a\u4e49\"\"\"\n\n    def __init__(self, path: str, method: HTTPMethod, description: str):\n        self.path = path\n        self.method = method\n        self.description = description\n        self.parameters = &#91;]\n        self.request_body = None\n        self.responses = {}\n\n    def add_parameter(self, name: str, param_type: str, required: bool = True, \n                     description: str = \"\"):\n        \"\"\"\u6dfb\u52a0\u53c2\u6570\"\"\"\n        self.parameters.append({\n            \"name\": name,\n            \"type\": param_type,\n            \"required\": required,\n            \"description\": description\n        })\n        return self\n\n    def set_request_body(self, schema: Dict, description: str = \"\"):\n        \"\"\"\u8bbe\u7f6e\u8bf7\u6c42\u4f53\"\"\"\n        self.request_body = {\n            \"schema\": schema,\n            \"description\": description\n        }\n        return self\n\n    def add_response(self, status_code: int, description: str, schema: Optional&#91;Dict] = None):\n        \"\"\"\u6dfb\u52a0\u54cd\u5e94\"\"\"\n        self.responses&#91;status_code] = {\n            \"description\": description,\n            \"schema\": schema\n        }\n        return self\n\n# ============ \u7528\u6237\u7ba1\u7406API\u8bbe\u8ba1 ============\nprint(\"\\n\ud83d\udccb \u7528\u6237\u7ba1\u7406API\u8bbe\u8ba1\uff1a\")\n\n# \u7528\u6237\u6570\u636e\u7ed3\u6784\nuser_schema = {\n    \"type\": \"object\",\n    \"properties\": {\n        \"id\": {\"type\": \"integer\", \"description\": \"\u7528\u6237ID\"},\n        \"username\": {\"type\": \"string\", \"description\": \"\u7528\u6237\u540d\"},\n        \"email\": {\"type\": \"string\", \"format\": \"email\", \"description\": \"\u90ae\u7bb1\"},\n        \"created_at\": {\"type\": \"string\", \"format\": \"date-time\", \"description\": \"\u521b\u5efa\u65f6\u95f4\"}\n    },\n    \"required\": &#91;\"username\", \"email\"]\n}\n\n# \u521b\u5efaAPI\u7aef\u70b9\nuser_api = {\n    \"\u83b7\u53d6\u7528\u6237\u5217\u8868\": APIEndpoint(\n        path=\"\/api\/v1\/users\",\n        method=HTTPMethod.GET,\n        description=\"\u83b7\u53d6\u7528\u6237\u5217\u8868\"\n    ).add_parameter(\"page\", \"integer\", False, \"\u9875\u7801\")\n     .add_parameter(\"limit\", \"integer\", False, \"\u6bcf\u9875\u6570\u91cf\")\n     .add_response(200, \"\u6210\u529f\u83b7\u53d6\u7528\u6237\u5217\u8868\", {\n         \"type\": \"object\",\n         \"properties\": {\n             \"data\": {\"type\": \"array\", \"items\": user_schema},\n             \"total\": {\"type\": \"integer\"},\n             \"page\": {\"type\": \"integer\"},\n             \"limit\": {\"type\": \"integer\"}\n         }\n     }),\n\n    \"\u521b\u5efa\u7528\u6237\": APIEndpoint(\n        path=\"\/api\/v1\/users\",\n        method=HTTPMethod.POST,\n        description=\"\u521b\u5efa\u65b0\u7528\u6237\"\n    ).set_request_body(user_schema, \"\u7528\u6237\u4fe1\u606f\")\n     .add_response(201, \"\u7528\u6237\u521b\u5efa\u6210\u529f\", user_schema)\n     .add_response(400, \"\u8bf7\u6c42\u53c2\u6570\u9519\u8bef\"),\n\n    \"\u83b7\u53d6\u5355\u4e2a\u7528\u6237\": APIEndpoint(\n        path=\"\/api\/v1\/users\/{id}\",\n        method=HTTPMethod.GET,\n        description=\"\u83b7\u53d6\u6307\u5b9aID\u7684\u7528\u6237\"\n    ).add_parameter(\"id\", \"integer\", True, \"\u7528\u6237ID\")\n     .add_response(200, \"\u6210\u529f\u83b7\u53d6\u7528\u6237\", user_schema)\n     .add_response(404, \"\u7528\u6237\u4e0d\u5b58\u5728\"),\n\n    \"\u66f4\u65b0\u7528\u6237\": APIEndpoint(\n        path=\"\/api\/v1\/users\/{id}\",\n        method=HTTPMethod.PUT,\n        description=\"\u66f4\u65b0\u7528\u6237\u4fe1\u606f\"\n    ).add_parameter(\"id\", \"integer\", True, \"\u7528\u6237ID\")\n     .set_request_body(user_schema, \"\u66f4\u65b0\u7684\u7528\u6237\u4fe1\u606f\")\n     .add_response(200, \"\u7528\u6237\u66f4\u65b0\u6210\u529f\", user_schema)\n     .add_response(404, \"\u7528\u6237\u4e0d\u5b58\u5728\"),\n\n    \"\u5220\u9664\u7528\u6237\": APIEndpoint(\n        path=\"\/api\/v1\/users\/{id}\",\n        method=HTTPMethod.DELETE,\n        description=\"\u5220\u9664\u7528\u6237\"\n    ).add_parameter(\"id\", \"integer\", True, \"\u7528\u6237ID\")\n     .add_response(204, \"\u7528\u6237\u5220\u9664\u6210\u529f\")\n     .add_response(404, \"\u7528\u6237\u4e0d\u5b58\u5728\")\n}\n\n# \u663e\u793aAPI\u6587\u6863\nprint(\"\\nAPI\u6587\u6863\uff1a\")\nfor operation, endpoint in user_api.items():\n    print(f\"\\n\ud83d\udd39 {operation}:\")\n    print(f\"   {endpoint.method.value} {endpoint.path}\")\n    print(f\"   \u63cf\u8ff0: {endpoint.description}\")\n\n    if endpoint.parameters:\n        print(\"   \u53c2\u6570:\")\n        for param in endpoint.parameters:\n            required = \"\u5fc5\u9009\" if param&#91;\"required\"] else \"\u53ef\u9009\"\n            print(f\"     - {param&#91;'name']}: {param&#91;'type']} ({required})\")\n\n    if endpoint.request_body:\n        print(\"   \u8bf7\u6c42\u4f53: JSON\u5bf9\u8c61\")\n\n    print(\"   \u54cd\u5e94:\")\n    for status, response in endpoint.responses.items():\n        print(f\"     {status}: {response&#91;'description']}\")\n\n# ============ API\u63a5\u53e3\u5b9e\u73b0\u793a\u4f8b ============\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== API\u63a5\u53e3\u5b9e\u73b0\u793a\u4f8b ===\")\n\nclass User:\n    \"\"\"\u7528\u6237\u5b9e\u4f53\u7c7b\uff08OOP\u63a5\u53e3\uff09\"\"\"\n    def __init__(self, user_id: int, username: str, email: str):\n        self.id = user_id\n        self.username = username\n        self.email = email\n        self.created_at = datetime.now()\n\n    def to_dict(self) -&gt; Dict:\n        \"\"\"\u8f6c\u6362\u4e3a\u5b57\u5178\uff08\u5e8f\u5217\u5316\uff09\"\"\"\n        return {\n            \"id\": self.id,\n            \"username\": self.username,\n            \"email\": self.email,\n            \"created_at\": self.created_at.isoformat()\n        }\n\nclass UserService:\n    \"\"\"\u7528\u6237\u670d\u52a1\uff08\u4e1a\u52a1\u903b\u8f91\u5c42\uff09\"\"\"\n    def __init__(self):\n        self.users = {}\n        self.next_id = 1\n\n    def get_users(self, page: int = 1, limit: int = 10) -&gt; Dict:\n        \"\"\"\u83b7\u53d6\u7528\u6237\u5217\u8868\uff08\u4e1a\u52a1\u903b\u8f91\uff09\"\"\"\n        user_list = list(self.users.values())\n        start = (page - 1) * limit\n        end = start + limit\n\n        return {\n            \"data\": &#91;user.to_dict() for user in user_list&#91;start:end]],\n            \"total\": len(user_list),\n            \"page\": page,\n            \"limit\": limit\n        }\n\n    def create_user(self, username: str, email: str) -&gt; User:\n        \"\"\"\u521b\u5efa\u7528\u6237\uff08\u4e1a\u52a1\u903b\u8f91\uff09\"\"\"\n        user = User(self.next_id, username, email)\n        self.users&#91;user.id] = user\n        self.next_id += 1\n        return user\n\n    def get_user(self, user_id: int) -&gt; Optional&#91;User]:\n        \"\"\"\u83b7\u53d6\u5355\u4e2a\u7528\u6237\uff08\u4e1a\u52a1\u903b\u8f91\uff09\"\"\"\n        return self.users.get(user_id)\n\n    def update_user(self, user_id: int, username: str, email: str) -&gt; Optional&#91;User]:\n        \"\"\"\u66f4\u65b0\u7528\u6237\uff08\u4e1a\u52a1\u903b\u8f91\uff09\"\"\"\n        if user_id in self.users:\n            user = self.users&#91;user_id]\n            user.username = username\n            user.email = email\n            return user\n        return None\n\n    def delete_user(self, user_id: int) -&gt; bool:\n        \"\"\"\u5220\u9664\u7528\u6237\uff08\u4e1a\u52a1\u903b\u8f91\uff09\"\"\"\n        if user_id in self.users:\n            del self.users&#91;user_id]\n            return True\n        return False\n\n# ============ API\u63a7\u5236\u5668\u5c42 ============\nprint(\"\\n\ud83d\ude80 API\u63a7\u5236\u5668\u5c42\u5b9e\u73b0\uff08\u6a21\u62df\uff09\uff1a\")\n\nclass UserController:\n    \"\"\"\u7528\u6237API\u63a7\u5236\u5668\"\"\"\n\n    def __init__(self):\n        self.service = UserService()\n\n    # \u5bf9\u5e94 GET \/api\/v1\/users\n    def get_users(self, request_params: Dict) -&gt; Dict:\n        \"\"\"\u5904\u7406\u83b7\u53d6\u7528\u6237\u5217\u8868\u8bf7\u6c42\"\"\"\n        print(f\"&#91;API] \u5904\u7406\u8bf7\u6c42: GET \/api\/v1\/users\")\n        print(f\"      \u67e5\u8be2\u53c2\u6570: {request_params}\")\n\n        page = int(request_params.get(\"page\", 1))\n        limit = int(request_params.get(\"limit\", 10))\n\n        result = self.service.get_users(page, limit)\n        print(f\"      \u8fd4\u56de\u7ed3\u679c: {len(result&#91;'data'])} \u4e2a\u7528\u6237\")\n\n        return {\n            \"status\": 200,\n            \"data\": result\n        }\n\n    # \u5bf9\u5e94 POST \/api\/v1\/users\n    def create_user(self, request_body: Dict) -&gt; Dict:\n        \"\"\"\u5904\u7406\u521b\u5efa\u7528\u6237\u8bf7\u6c42\"\"\"\n        print(f\"&#91;API] \u5904\u7406\u8bf7\u6c42: POST \/api\/v1\/users\")\n        print(f\"      \u8bf7\u6c42\u4f53: {request_body}\")\n\n        username = request_body.get(\"username\")\n        email = request_body.get(\"email\")\n\n        if not username or not email:\n            return {\n                \"status\": 400,\n                \"error\": \"\u7528\u6237\u540d\u548c\u90ae\u7bb1\u4e0d\u80fd\u4e3a\u7a7a\"\n            }\n\n        user = self.service.create_user(username, email)\n        print(f\"      \u521b\u5efa\u7528\u6237: {user.username} (ID: {user.id})\")\n\n        return {\n            \"status\": 201,\n            \"data\": user.to_dict()\n        }\n\n    # \u5bf9\u5e94 GET \/api\/v1\/users\/{id}\n    def get_user(self, user_id: int) -&gt; Dict:\n        \"\"\"\u5904\u7406\u83b7\u53d6\u5355\u4e2a\u7528\u6237\u8bf7\u6c42\"\"\"\n        print(f\"&#91;API] \u5904\u7406\u8bf7\u6c42: GET \/api\/v1\/users\/{user_id}\")\n\n        user = self.service.get_user(user_id)\n\n        if not user:\n            return {\n                \"status\": 404,\n                \"error\": f\"\u7528\u6237 {user_id} \u4e0d\u5b58\u5728\"\n            }\n\n        return {\n            \"status\": 200,\n            \"data\": user.to_dict()\n        }\n\n# \u6a21\u62dfAPI\u8c03\u7528\nprint(\"\\n\ud83c\udfac \u6a21\u62dfAPI\u8c03\u7528\u6d41\u7a0b\uff1a\")\n\ncontroller = UserController()\n\n# 1. \u521b\u5efa\u7528\u6237\nprint(\"\\n1. \u521b\u5efa\u7528\u6237API\u8c03\u7528:\")\nresponse = controller.create_user({\n    \"username\": \"\u5f20\u4e09\",\n    \"email\": \"zhangsan@example.com\"\n})\nprint(f\"   \u54cd\u5e94: \u72b6\u6001\u7801 {response&#91;'status']}\")\nprint(f\"        \u6570\u636e: {response.get('data', response.get('error'))}\")\n\n# 2. \u83b7\u53d6\u7528\u6237\u5217\u8868\nprint(\"\\n2. \u83b7\u53d6\u7528\u6237\u5217\u8868API\u8c03\u7528:\")\nresponse = controller.get_users({\"page\": 1, \"limit\": 5})\nprint(f\"   \u54cd\u5e94: \u72b6\u6001\u7801 {response&#91;'status']}\")\nprint(f\"        \u6570\u636e: \u5171 {response&#91;'data']&#91;'total']} \u4e2a\u7528\u6237\")\n\n# 3. \u83b7\u53d6\u5355\u4e2a\u7528\u6237\nprint(\"\\n3. \u83b7\u53d6\u5355\u4e2a\u7528\u6237API\u8c03\u7528:\")\nresponse = controller.get_user(1)\nprint(f\"   \u54cd\u5e94: \u72b6\u6001\u7801 {response&#91;'status']}\")\nprint(f\"        \u6570\u636e: {response.get('data', response.get('error'))}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">API\u63a5\u53e3\u8bbe\u8ba1\u539f\u5219<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# RESTful API\u8bbe\u8ba1\u539f\u5219\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== RESTful API\u8bbe\u8ba1\u539f\u5219 ===\")\n\nrest_principles = &#91;\n    {\n        \"\u539f\u5219\": \"\u7edf\u4e00\u63a5\u53e3 (Uniform Interface)\",\n        \"\u8bf4\u660e\": \"\u6240\u6709API\u9075\u5faa\u4e00\u81f4\u7684\u7ea6\u5b9a\",\n        \"\u5177\u4f53\u5b9e\u8df5\": &#91;\n            \"\u8d44\u6e90\u6807\u8bc6\uff1a\u4f7f\u7528URI\u6807\u8bc6\u8d44\u6e90\",\n            \"\u64cd\u4f5c\u8868\u793a\uff1a\u4f7f\u7528HTTP\u65b9\u6cd5\u8868\u793a\u64cd\u4f5c\",\n            \"\u81ea\u63cf\u8ff0\u6d88\u606f\uff1a\u54cd\u5e94\u5305\u542b\u8db3\u591f\u4fe1\u606f\",\n            \"\u8d85\u5a92\u4f53\u9a71\u52a8\uff1a\u54cd\u5e94\u5305\u542b\u76f8\u5173\u94fe\u63a5(HATEOAS)\"\n        ]\n    },\n    {\n        \"\u539f\u5219\": \"\u65e0\u72b6\u6001 (Stateless)\",\n        \"\u8bf4\u660e\": \"\u6bcf\u4e2a\u8bf7\u6c42\u5305\u542b\u6240\u6709\u5fc5\u8981\u4fe1\u606f\",\n        \"\u5177\u4f53\u5b9e\u8df5\": &#91;\n            \"\u670d\u52a1\u5668\u4e0d\u4fdd\u5b58\u4f1a\u8bdd\u72b6\u6001\",\n            \"\u8ba4\u8bc1\u4fe1\u606f\u653e\u5728\u6bcf\u4e2a\u8bf7\u6c42\u4e2d\",\n            \"\u8bf7\u6c42\u4e4b\u95f4\u5b8c\u5168\u72ec\u7acb\"\n        ]\n    },\n    {\n        \"\u539f\u5219\": \"\u53ef\u7f13\u5b58 (Cacheable)\",\n        \"\u8bf4\u660e\": \"\u54cd\u5e94\u5e94\u8be5\u6807\u6ce8\u662f\u5426\u53ef\u7f13\u5b58\",\n        \"\u5177\u4f53\u5b9e\u8df5\": &#91;\n            \"\u4f7f\u7528Cache-Control\u5934\",\n            \"\u5bf9\u4e0d\u5e38\u53d8\u7684\u6570\u636e\u542f\u7528\u7f13\u5b58\",\n            \"\u5bf9\u654f\u611f\u6570\u636e\u7981\u7528\u7f13\u5b58\"\n        ]\n    },\n    {\n        \"\u539f\u5219\": \"\u5206\u5c42\u7cfb\u7edf (Layered System)\",\n        \"\u8bf4\u660e\": \"\u7cfb\u7edf\u53ef\u4ee5\u5206\u5c42\u90e8\u7f72\",\n        \"\u5177\u4f53\u5b9e\u8df5\": &#91;\n            \"\u5ba2\u6237\u7aef\u4e0d\u77e5\u9053\u662f\u5426\u76f4\u63a5\u8fde\u63a5\u5230\u6700\u7ec8\u670d\u52a1\u5668\",\n            \"\u4e2d\u95f4\u5c42\u53ef\u4ee5\u5904\u7406\u8d1f\u8f7d\u5747\u8861\u3001\u7f13\u5b58\u3001\u5b89\u5168\u7b49\"\n        ]\n    },\n    {\n        \"\u539f\u5219\": \"\u6309\u9700\u7f16\u7801 (Code on Demand)\",\n        \"\u8bf4\u660e\": \"\u670d\u52a1\u5668\u53ef\u4ee5\u53d1\u9001\u53ef\u6267\u884c\u4ee3\u7801\",\n        \"\u5177\u4f53\u5b9e\u8df5\": &#91;\n            \"JavaScript\u4ee3\u7801\",\n            \"\u5c0f\u7a0b\u5e8f\u6216\u63d2\u4ef6\",\n            \"\u53ef\u9009\u7684\uff0c\u4e0d\u662f\u5fc5\u987b\u7684\"\n        ]\n    }\n]\n\nprint(\"\\nRESTful API\u7684\u4e94\u4e2a\u6838\u5fc3\u539f\u5219\uff1a\")\nfor principle in rest_principles:\n    print(f\"\\n\ud83d\udd38 {principle&#91;'\u539f\u5219']}:\")\n    print(f\"   \u8bf4\u660e: {principle&#91;'\u8bf4\u660e']}\")\n    print(f\"   \u5b9e\u8df5:\")\n    for practice in principle&#91;\"\u5177\u4f53\u5b9e\u8df5\"]:\n        print(f\"     \u2022 {practice}\")\n\n# API\u7248\u672c\u7ba1\u7406\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== API\u7248\u672c\u7ba1\u7406\u7b56\u7565 ===\")\n\nversion_strategies = &#91;\n    {\n        \"\u7b56\u7565\": \"URI\u7248\u672c\u63a7\u5236\",\n        \"\u793a\u4f8b\": \"\/api\/v1\/users, \/api\/v2\/users\",\n        \"\u4f18\u70b9\": \"\u76f4\u89c2\uff0c\u6613\u4e8e\u7406\u89e3\",\n        \"\u7f3a\u70b9\": \"URI\u81a8\u80c0\uff0c\u7834\u574f\u7edf\u4e00\u63a5\u53e3\"\n    },\n    {\n        \"\u7b56\u7565\": \"\u8bf7\u6c42\u5934\u7248\u672c\u63a7\u5236\",\n        \"\u793a\u4f8b\": \"Accept: application\/vnd.myapi.v1+json\",\n        \"\u4f18\u70b9\": \"\u4fdd\u6301URI\u5e72\u51c0\",\n        \"\u7f3a\u70b9\": \"\u4e0d\u591f\u76f4\u89c2\uff0c\u8c03\u8bd5\u590d\u6742\"\n    },\n    {\n        \"\u7b56\u7565\": \"\u53c2\u6570\u7248\u672c\u63a7\u5236\",\n        \"\u793a\u4f8b\": \"\/api\/users?version=1\",\n        \"\u4f18\u70b9\": \"\u7b80\u5355\u6613\u7528\",\n        \"\u7f3a\u70b9\": \"\u6c61\u67d3\u67e5\u8be2\u53c2\u6570\"\n    },\n    {\n        \"\u7b56\u7565\": \"\u5b50\u57df\u540d\u7248\u672c\u63a7\u5236\",\n        \"\u793a\u4f8b\": \"v1.api.example.com, v2.api.example.com\",\n        \"\u4f18\u70b9\": \"\u5b8c\u5168\u9694\u79bb\",\n        \"\u7f3a\u70b9\": \"\u90e8\u7f72\u590d\u6742\"\n    }\n]\n\nprint(\"\\nAPI\u7248\u672c\u7ba1\u7406\u7b56\u7565\uff1a\")\nfor strategy in version_strategies:\n    print(f\"\\n\ud83d\udcca {strategy&#91;'\u7b56\u7565']}:\")\n    print(f\"   \u793a\u4f8b: {strategy&#91;'\u793a\u4f8b']}\")\n    print(f\"   \u4f18\u70b9: {strategy&#91;'\u4f18\u70b9']}\")\n    print(f\"   \u7f3a\u70b9: {strategy&#91;'\u7f3a\u70b9']}\")\n\nprint(\"\\n\u2705 \u63a8\u8350\u5b9e\u8df5\uff1a\")\nprint(\"1. \u65b0API\u4f18\u5148\u4f7f\u7528URI\u7248\u672c\u63a7\u5236 (\/api\/v2\/)\")\nprint(\"2. \u5411\u540e\u517c\u5bb9\u7684\u4fee\u6539\u4e0d\u9700\u8981\u7248\u672c\u5347\u7ea7\")\nprint(\"3. \u660e\u786e\u5f03\u7528\u65e7\u7248\u672c\uff0c\u7ed9\u51fa\u8fc1\u79fb\u65f6\u95f4\")\nprint(\"4. \u63d0\u4f9b\u8be6\u7ec6\u7684\u7248\u672c\u53d8\u66f4\u6587\u6863\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u63a5\u53e3\u5728\u4e0d\u540c\u5c42\u9762\u7684\u7edf\u4e00\u6982\u5ff5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a5\u53e3\u7684\u56db\u4e2a\u5c42\u6b21<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u7684\u56db\u4e2a\u62bd\u8c61\u5c42\u6b21\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u7684\u56db\u4e2a\u62bd\u8c61\u5c42\u6b21 ===\")\n\ninterface_levels = {\n    \"\u786c\u4ef6\u63a5\u53e3\": {\n        \"\u5b9a\u4e49\": \"\u7269\u7406\u8bbe\u5907\u4e4b\u95f4\u7684\u8fde\u63a5\u89c4\u8303\",\n        \"\u793a\u4f8b\": &#91;\"USB\u63a5\u53e3\", \"HDMI\u63a5\u53e3\", \"PCIe\u63a5\u53e3\"],\n        \"\u7279\u70b9\": \"\u7269\u7406\u5f62\u6001\u3001\u7535\u6c14\u7279\u6027\u3001\u901a\u4fe1\u534f\u8bae\",\n        \"\u6807\u51c6\u5316\u7ec4\u7ec7\": \"USB-IF, HDMI Licensing, PCI-SIG\"\n    },\n    \"\u64cd\u4f5c\u7cfb\u7edf\u63a5\u53e3\": {\n        \"\u5b9a\u4e49\": \"\u5e94\u7528\u7a0b\u5e8f\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u4ea4\u4e92\u7684\u89c4\u8303\",\n        \"\u793a\u4f8b\": &#91;\"\u7cfb\u7edf\u8c03\u7528\", \"Windows API\", \"POSIX API\"],\n        \"\u7279\u70b9\": \"\u8fdb\u7a0b\u7ba1\u7406\u3001\u6587\u4ef6\u64cd\u4f5c\u3001\u7f51\u7edc\u901a\u4fe1\",\n        \"\u6807\u51c6\u5316\u7ec4\u7ec7\": \"IEEE, ISO, \u5404\u64cd\u4f5c\u7cfb\u7edf\u5382\u5546\"\n    },\n    \"\u7f16\u7a0b\u63a5\u53e3\": {\n        \"\u5b9a\u4e49\": \"\u8f6f\u4ef6\u7ec4\u4ef6\u4e4b\u95f4\u7684\u4ea4\u4e92\u89c4\u8303\",\n        \"\u793a\u4f8b\": &#91;\"OOP\u63a5\u53e3\", \"\u51fd\u6570\u5e93API\", \"\u6846\u67b6\u6269\u5c55\u70b9\"],\n        \"\u7279\u70b9\": \"\u8bed\u8a00\u76f8\u5173\u3001\u7f16\u8bd1\u65f6\/\u8fd0\u884c\u65f6\u68c0\u67e5\",\n        \"\u6807\u51c6\u5316\u7ec4\u7ec7\": \"\u8bed\u8a00\u89c4\u8303\u3001\u5f00\u6e90\u793e\u533a\"\n    },\n    \"\u7f51\u7edc\u63a5\u53e3\": {\n        \"\u5b9a\u4e49\": \"\u7cfb\u7edf\u95f4\u7f51\u7edc\u901a\u4fe1\u7684\u89c4\u8303\",\n        \"\u793a\u4f8b\": &#91;\"REST API\", \"gRPC\", \"GraphQL\", \"SOAP\"],\n        \"\u7279\u70b9\": \"\u8de8\u7f51\u7edc\u3001\u8de8\u5e73\u53f0\u3001\u534f\u8bae\u9a71\u52a8\",\n        \"\u6807\u51c6\u5316\u7ec4\u7ec7\": \"W3C, IETF, \u5f00\u6e90\u57fa\u91d1\u4f1a\"\n    }\n}\n\nprint(\"\\n\u63a5\u53e3\u7684\u56db\u4e2a\u62bd\u8c61\u5c42\u6b21\uff1a\")\nfor level, info in interface_levels.items():\n    print(f\"\\n\ud83d\udd37 {level}:\")\n    print(f\"   \u5b9a\u4e49: {info&#91;'\u5b9a\u4e49']}\")\n    print(f\"   \u793a\u4f8b: {', '.join(info&#91;'\u793a\u4f8b'])}\")\n    print(f\"   \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n    print(f\"   \u6807\u51c6\u5316: {info&#91;'\u6807\u51c6\u5316\u7ec4\u7ec7']}\")\n\n# \u63a5\u53e3\u7684\u7edf\u4e00\u672c\u8d28\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u6240\u6709\u63a5\u53e3\u7684\u7edf\u4e00\u672c\u8d28 ===\")\n\nprint(\"\\n\u65e0\u8bba\u4ec0\u4e48\u5c42\u6b21\u7684\u63a5\u53e3\uff0c\u90fd\u6709\u4ee5\u4e0b\u5171\u540c\u70b9\uff1a\")\n\ninterface_essence = &#91;\n    \"1. \u5951\u7ea6\u6027: \u5b9a\u4e49\u4ea4\u4e92\u7684\u89c4\u5219\u548c\u7ea6\u5b9a\",\n    \"2. \u62bd\u8c61\u6027: \u9690\u85cf\u5b9e\u73b0\u7ec6\u8282\uff0c\u66b4\u9732\u5fc5\u8981\u529f\u80fd\",\n    \"3. \u8fb9\u754c\u6027: \u660e\u786e\u5212\u5206\u8d23\u4efb\u8303\u56f4\",\n    \"4. \u7a33\u5b9a\u6027: \u63a5\u53e3\u4e00\u65e6\u53d1\u5e03\uff0c\u5e94\u8be5\u4fdd\u6301\u7a33\u5b9a\",\n    \"5. \u6587\u6863\u5316: \u9700\u8981\u660e\u786e\u7684\u6587\u6863\u8bf4\u660e\u5982\u4f55\u4f7f\u7528\"\n]\n\nfor essence in interface_essence:\n    print(f\"   {essence}\")\n\nprint(\"\\n\ud83c\udfaf \u6838\u5fc3\u601d\u60f3\uff1a\")\nprint(\"   \u63a5\u53e3\u662f\u7cfb\u7edf\u4e4b\u95f4\u3001\u7ec4\u4ef6\u4e4b\u95f4\u3001\u5c42\u4e4b\u95f4\u7684'\u5408\u540c'\")\nprint(\"   \u597d\u7684\u63a5\u53e3\u8bbe\u8ba1\u8ba9\u590d\u6742\u7cfb\u7edf\u53d8\u5f97\u53ef\u63a7\u548c\u53ef\u7ef4\u62a4\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u73b0\u4ee3\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u7684\u63a5\u53e3<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u7684\u63a5\u53e3\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u7684\u63a5\u53e3 ===\")\n\n# \u5fae\u670d\u52a1\u63a5\u53e3\u7c7b\u578b\nmicroservice_interfaces = {\n    \"\u540c\u6b65\u63a5\u53e3\": {\n        \"\u7c7b\u578b\": &#91;\"REST API\", \"gRPC\", \"GraphQL\"],\n        \"\u7279\u70b9\": \"\u8bf7\u6c42-\u54cd\u5e94\u6a21\u5f0f\uff0c\u5b9e\u65f6\u901a\u4fe1\",\n        \"\u9002\u7528\u573a\u666f\": \"\u7528\u6237\u4ea4\u4e92\u3001\u5b9e\u65f6\u6570\u636e\u67e5\u8be2\",\n        \"\u6311\u6218\": \"\u670d\u52a1\u53ef\u7528\u6027\u3001\u5ef6\u8fdf\u3001\u8d85\u65f6\u5904\u7406\"\n    },\n    \"\u5f02\u6b65\u63a5\u53e3\": {\n        \"\u7c7b\u578b\": &#91;\"\u6d88\u606f\u961f\u5217\", \"\u4e8b\u4ef6\u603b\u7ebf\", \"\u53d1\u5e03-\u8ba2\u9605\"],\n        \"\u7279\u70b9\": \"\u4e8b\u4ef6\u9a71\u52a8\uff0c\u6700\u7ec8\u4e00\u81f4\u6027\",\n        \"\u9002\u7528\u573a\u666f\": \"\u6570\u636e\u540c\u6b65\u3001\u540e\u53f0\u5904\u7406\u3001\u901a\u77e5\",\n        \"\u6311\u6218\": \"\u6d88\u606f\u987a\u5e8f\u3001\u91cd\u590d\u5904\u7406\u3001\u9519\u8bef\u5904\u7406\"\n    },\n    \"\u6570\u636e\u63a5\u53e3\": {\n        \"\u7c7b\u578b\": &#91;\"\u6570\u636e\u5e93\", \"\u7f13\u5b58\", \"\u5bf9\u8c61\u5b58\u50a8\"],\n        \"\u7279\u70b9\": \"\u6570\u636e\u5171\u4eab\uff0c\u72b6\u6001\u6301\u4e45\u5316\",\n        \"\u9002\u7528\u573a\u666f\": \"\u6570\u636e\u5b58\u50a8\u3001\u5171\u4eab\u72b6\u6001\",\n        \"\u6311\u6218\": \"\u6570\u636e\u4e00\u81f4\u6027\u3001\u6027\u80fd\u3001\u5b89\u5168\"\n    }\n}\n\nprint(\"\\n\u5fae\u670d\u52a1\u4e2d\u7684\u4e09\u79cd\u63a5\u53e3\u7c7b\u578b\uff1a\")\nfor type_name, info in microservice_interfaces.items():\n    print(f\"\\n\ud83d\udce1 {type_name}:\")\n    print(f\"   \u5b9e\u73b0\u65b9\u5f0f: {', '.join(info&#91;'\u7c7b\u578b'])}\")\n    print(f\"   \u7279\u70b9: {info&#91;'\u7279\u70b9']}\")\n    print(f\"   \u9002\u7528\u573a\u666f: {info&#91;'\u9002\u7528\u573a\u666f']}\")\n    print(f\"   \u6311\u6218: {info&#91;'\u6311\u6218']}\")\n\n# \u670d\u52a1\u7f51\u683c\u548cAPI\u7f51\u5173\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u670d\u52a1\u6cbb\u7406\u4e2d\u7684\u63a5\u53e3 ===\")\n\nservice_governance = &#91;\n    {\n        \"\u7ec4\u4ef6\": \"API\u7f51\u5173\",\n        \"\u529f\u80fd\": \"\u7edf\u4e00\u5165\u53e3\u3001\u8ba4\u8bc1\u6388\u6743\u3001\u9650\u6d41\u7194\u65ad\",\n        \"\u63a5\u53e3\u7c7b\u578b\": \"\u5357\u5317\u5411\u6d41\u91cf\uff08\u5916\u90e8\u5230\u5185\u90e8\uff09\",\n        \"\u793a\u4f8b\": \"Kong, Apigee, AWS API Gateway\"\n    },\n    {\n        \"\u7ec4\u4ef6\": \"\u670d\u52a1\u7f51\u683c\",\n        \"\u529f\u80fd\": \"\u670d\u52a1\u53d1\u73b0\u3001\u8d1f\u8f7d\u5747\u8861\u3001\u76d1\u63a7\u8ffd\u8e2a\",\n        \"\u63a5\u53e3\u7c7b\u578b\": \"\u4e1c\u897f\u5411\u6d41\u91cf\uff08\u670d\u52a1\u5230\u670d\u52a1\uff09\",\n        \"\u793a\u4f8b\": \"Istio, Linkerd, Consul\"\n    },\n    {\n        \"\u7ec4\u4ef6\": \"\u670d\u52a1\u6ce8\u518c\u4e2d\u5fc3\",\n        \"\u529f\u80fd\": \"\u670d\u52a1\u6ce8\u518c\u4e0e\u53d1\u73b0\",\n        \"\u63a5\u53e3\u7c7b\u578b\": \"\u670d\u52a1\u5143\u6570\u636e\u63a5\u53e3\",\n        \"\u793a\u4f8b\": \"Eureka, ZooKeeper, etcd\"\n    }\n]\n\nprint(\"\\n\u5fae\u670d\u52a1\u6cbb\u7406\u4e2d\u7684\u5173\u952e\u63a5\u53e3\u7ec4\u4ef6\uff1a\")\nfor component in service_governance:\n    print(f\"\\n\ud83c\udfd7\ufe0f  {component&#91;'\u7ec4\u4ef6']}:\")\n    print(f\"   \u529f\u80fd: {component&#91;'\u529f\u80fd']}\")\n    print(f\"   \u63a5\u53e3\u7c7b\u578b: {component&#91;'\u63a5\u53e3\u7c7b\u578b']}\")\n    print(f\"   \u793a\u4f8b: {component&#91;'\u793a\u4f8b']}\")\n\nprint(\"\\n\u2705 \u5fae\u670d\u52a1\u63a5\u53e3\u8bbe\u8ba1\u6700\u4f73\u5b9e\u8df5\uff1a\")\nbest_practices = &#91;\n    \"1. \u660e\u786e\u670d\u52a1\u8fb9\u754c\uff1a\u6bcf\u4e2a\u670d\u52a1\u6709\u660e\u786e\u7684\u804c\u8d23\",\n    \"2. \u5b9a\u4e49\u6e05\u6670\u7684API\u5951\u7ea6\uff1a\u4f7f\u7528OpenAPI\/Swagger\",\n    \"3. \u7248\u672c\u7ba1\u7406\uff1a\u652f\u6301\u5411\u524d\u517c\u5bb9\",\n    \"4. \u9519\u8bef\u5904\u7406\uff1a\u7edf\u4e00\u7684\u9519\u8bef\u54cd\u5e94\u683c\u5f0f\",\n    \"5. \u6587\u6863\u5b8c\u5584\uff1a\u63d0\u4f9b\u5b8c\u6574\u7684API\u6587\u6863\",\n    \"6. \u76d1\u63a7\u544a\u8b66\uff1a\u8ddf\u8e2a\u63a5\u53e3\u8c03\u7528\u60c5\u51b5\",\n    \"7. \u5b89\u5168\u8bbe\u8ba1\uff1a\u8ba4\u8bc1\u3001\u6388\u6743\u3001\u52a0\u5bc6\"\n]\n\nfor practice in best_practices:\n    print(f\"   {practice}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u63a5\u53e3\u8bbe\u8ba1\u6a21\u5f0f\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e38\u7528\u63a5\u53e3\u8bbe\u8ba1\u6a21\u5f0f<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u76f8\u5173\u7684\u8bbe\u8ba1\u6a21\u5f0f\n# ============================================================================\n\nfrom abc import ABC, abstractmethod\nfrom typing import List, Dict, Any\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u76f8\u5173\u7684\u8bbe\u8ba1\u6a21\u5f0f ===\")\n\n# ============ 1. \u9002\u914d\u5668\u6a21\u5f0f (Adapter) ============\nprint(\"\\n1. \ud83d\udd0c \u9002\u914d\u5668\u6a21\u5f0f\uff1a\u8ba9\u4e0d\u517c\u5bb9\u7684\u63a5\u53e3\u53ef\u4ee5\u4e00\u8d77\u5de5\u4f5c\")\n\nclass OldPaymentSystem:\n    \"\"\"\u65e7\u652f\u4ed8\u7cfb\u7edf\uff08\u63a5\u53e3\u4e0d\u517c\u5bb9\uff09\"\"\"\n    def make_payment(self, amount: float, account: str) -&gt; str:\n        return f\"\u65e7\u7cfb\u7edf\u652f\u4ed8: \u5411{account}\u652f\u4ed8{amount}\u5143\"\n\nclass NewPaymentGateway(ABC):\n    \"\"\"\u65b0\u652f\u4ed8\u7f51\u5173\u63a5\u53e3\"\"\"\n    @abstractmethod\n    def pay(self, amount: float, recipient: str) -&gt; str:\n        pass\n\nclass OldSystemAdapter(NewPaymentGateway):\n    \"\"\"\u9002\u914d\u5668\uff1a\u8ba9\u65e7\u7cfb\u7edf\u9002\u914d\u65b0\u63a5\u53e3\"\"\"\n    def __init__(self, old_system: OldPaymentSystem):\n        self.old_system = old_system\n\n    def pay(self, amount: float, recipient: str) -&gt; str:\n        # \u8f6c\u6362\u53c2\u6570\uff0c\u8c03\u7528\u65e7\u7cfb\u7edf\n        return self.old_system.make_payment(amount, recipient)\n\n# \u4f7f\u7528\u793a\u4f8b\nold_system = OldPaymentSystem()\nadapter = OldSystemAdapter(old_system)\n\nprint(f\"   \u4f7f\u7528\u9002\u914d\u5668: {adapter.pay(100.0, '\u5f20\u4e09')}\")\n\n# ============ 2. \u5de5\u5382\u6a21\u5f0f (Factory) ============\nprint(\"\\n2. \ud83c\udfed \u5de5\u5382\u6a21\u5f0f\uff1a\u901a\u8fc7\u63a5\u53e3\u521b\u5efa\u5bf9\u8c61\")\n\nclass DatabaseConnection(ABC):\n    \"\"\"\u6570\u636e\u5e93\u8fde\u63a5\u63a5\u53e3\"\"\"\n    @abstractmethod\n    def connect(self) -&gt; str:\n        pass\n\n    @abstractmethod\n    def query(self, sql: str) -&gt; List&#91;Dict]:\n        pass\n\nclass MySQLConnection(DatabaseConnection):\n    def connect(self) -&gt; str:\n        return \"MySQL\u8fde\u63a5\u5df2\u5efa\u7acb\"\n\n    def query(self, sql: str) -&gt; List&#91;Dict]:\n        return &#91;{\"result\": \"MySQL\u67e5\u8be2\u7ed3\u679c\"}]\n\nclass PostgreSQLConnection(DatabaseConnection):\n    def connect(self) -&gt; str:\n        return \"PostgreSQL\u8fde\u63a5\u5df2\u5efa\u7acb\"\n\n    def query(self, sql: str) -&gt; List&#91;Dict]:\n        return &#91;{\"result\": \"PostgreSQL\u67e5\u8be2\u7ed3\u679c\"}]\n\nclass DatabaseFactory:\n    \"\"\"\u6570\u636e\u5e93\u5de5\u5382\"\"\"\n    @staticmethod\n    def create_connection(db_type: str) -&gt; DatabaseConnection:\n        if db_type == \"mysql\":\n            return MySQLConnection()\n        elif db_type == \"postgresql\":\n            return PostgreSQLConnection()\n        else:\n            raise ValueError(f\"\u4e0d\u652f\u6301\u7684\u6570\u636e\u5e93\u7c7b\u578b: {db_type}\")\n\n# \u4f7f\u7528\u5de5\u5382\u521b\u5efa\u5bf9\u8c61\nfactory = DatabaseFactory()\nmysql = factory.create_connection(\"mysql\")\nprint(f\"   \u521b\u5efaMySQL\u8fde\u63a5: {mysql.connect()}\")\n\n# ============ 3. \u7b56\u7565\u6a21\u5f0f (Strategy) ============\nprint(\"\\n3. \ud83c\udfaf \u7b56\u7565\u6a21\u5f0f\uff1a\u901a\u8fc7\u63a5\u53e3\u5207\u6362\u7b97\u6cd5\")\n\nclass DiscountStrategy(ABC):\n    \"\"\"\u6298\u6263\u7b56\u7565\u63a5\u53e3\"\"\"\n    @abstractmethod\n    def calculate(self, amount: float) -&gt; float:\n        pass\n\nclass NoDiscount(DiscountStrategy):\n    \"\"\"\u65e0\u6298\u6263\"\"\"\n    def calculate(self, amount: float) -&gt; float:\n        return amount\n\nclass PercentageDiscount(DiscountStrategy):\n    \"\"\"\u767e\u5206\u6bd4\u6298\u6263\"\"\"\n    def __init__(self, percentage: float):\n        self.percentage = percentage\n\n    def calculate(self, amount: float) -&gt; float:\n        return amount * (1 - self.percentage \/ 100)\n\nclass FixedDiscount(DiscountStrategy):\n    \"\"\"\u56fa\u5b9a\u91d1\u989d\u6298\u6263\"\"\"\n    def __init__(self, discount: float):\n        self.discount = discount\n\n    def calculate(self, amount: float) -&gt; float:\n        return max(0, amount - self.discount)\n\nclass ShoppingCart:\n    \"\"\"\u8d2d\u7269\u8f66\uff1a\u4f7f\u7528\u7b56\u7565\u6a21\u5f0f\"\"\"\n    def __init__(self, discount_strategy: DiscountStrategy):\n        self.items = &#91;]\n        self.discount_strategy = discount_strategy\n\n    def add_item(self, price: float):\n        self.items.append(price)\n\n    def calculate_total(self) -&gt; float:\n        total = sum(self.items)\n        return self.discount_strategy.calculate(total)\n\n# \u4f7f\u7528\u4e0d\u540c\u7b56\u7565\ncart = ShoppingCart(NoDiscount())\ncart.add_item(100)\ncart.add_item(200)\nprint(f\"   \u65e0\u6298\u6263\u603b\u4ef7: {cart.calculate_total()}\")\n\ncart.discount_strategy = PercentageDiscount(10)  # \u5207\u6362\u7b56\u7565\nprint(f\"   9\u6298\u540e\u603b\u4ef7: {cart.calculate_total()}\")\n\n# ============ 4. \u89c2\u5bdf\u8005\u6a21\u5f0f (Observer) ============\nprint(\"\\n4. \ud83d\udc40 \u89c2\u5bdf\u8005\u6a21\u5f0f\uff1a\u901a\u8fc7\u63a5\u53e3\u5b9e\u73b0\u53d1\u5e03-\u8ba2\u9605\")\n\nclass Observer(ABC):\n    \"\"\"\u89c2\u5bdf\u8005\u63a5\u53e3\"\"\"\n    @abstractmethod\n    def update(self, message: str):\n        pass\n\nclass Subject:\n    \"\"\"\u4e3b\u9898\uff08\u88ab\u89c2\u5bdf\u8005\uff09\"\"\"\n    def __init__(self):\n        self._observers: List&#91;Observer] = &#91;]\n\n    def attach(self, observer: Observer):\n        self._observers.append(observer)\n\n    def detach(self, observer: Observer):\n        self._observers.remove(observer)\n\n    def notify(self, message: str):\n        for observer in self._observers:\n            observer.update(message)\n\nclass EmailNotifier(Observer):\n    def update(self, message: str):\n        print(f\"\ud83d\udce7 \u53d1\u9001\u90ae\u4ef6: {message}\")\n\nclass SMSNotifier(Observer):\n    def update(self, message: str):\n        print(f\"\ud83d\udcf1 \u53d1\u9001\u77ed\u4fe1: {message}\")\n\n# \u4f7f\u7528\u89c2\u5bdf\u8005\u6a21\u5f0f\nsubject = Subject()\nemail = EmailNotifier()\nsms = SMSNotifier()\n\nsubject.attach(email)\nsubject.attach(sms)\n\nsubject.notify(\"\u60a8\u7684\u8ba2\u5355\u5df2\u53d1\u8d27\")\n\nprint(\"\\n\u2705 \u8bbe\u8ba1\u6a21\u5f0f\u4e2d\u7684\u63a5\u53e3\u4f5c\u7528\uff1a\")\nprint(\"   1. \u5b9a\u4e49\u6807\u51c6\u5951\u7ea6\")\nprint(\"   2. \u5b9e\u73b0\u677e\u8026\u5408\")\nprint(\"   3. \u652f\u6301\u6269\u5c55\u548c\u53d8\u5316\")\nprint(\"   4. \u63d0\u9ad8\u4ee3\u7801\u590d\u7528\u6027\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a5\u53e3\u8bbe\u8ba1\u6700\u4f73\u5b9e\u8df5<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u8bbe\u8ba1\u6700\u4f73\u5b9e\u8df5\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u8bbe\u8ba1\u6700\u4f73\u5b9e\u8df5 ===\")\n\nbest_practices = &#91;\n    {\n        \"\u539f\u5219\": \"\u5355\u4e00\u804c\u8d23\u539f\u5219\",\n        \"\u5185\u5bb9\": \"\u4e00\u4e2a\u63a5\u53e3\u53ea\u505a\u4e00\u4ef6\u4e8b\",\n        \"\u793a\u4f8b\": \"UserRepository\u53ea\u8d1f\u8d23\u7528\u6237\u6570\u636e\u8bbf\u95ee\uff0cUserService\u8d1f\u8d23\u4e1a\u52a1\u903b\u8f91\",\n        \"\u597d\u5904\": \"\u6613\u4e8e\u7406\u89e3\u3001\u6d4b\u8bd5\u548c\u7ef4\u62a4\"\n    },\n    {\n        \"\u539f\u5219\": \"\u63a5\u53e3\u9694\u79bb\u539f\u5219\",\n        \"\u5185\u5bb9\": \"\u4e0d\u8981\u5f3a\u8feb\u5ba2\u6237\u7aef\u4f9d\u8d56\u5b83\u4eec\u4e0d\u7528\u7684\u65b9\u6cd5\",\n        \"\u793a\u4f8b\": \"\u62c6\u5206\u4e3aReadable\u548cWritable\u63a5\u53e3\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u5927\u7684FileIO\u63a5\u53e3\",\n        \"\u597d\u5904\": \"\u907f\u514d\u63a5\u53e3\u81c3\u80bf\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u4f9d\u8d56\"\n    },\n    {\n        \"\u539f\u5219\": \"\u4f9d\u8d56\u5012\u7f6e\u539f\u5219\",\n        \"\u5185\u5bb9\": \"\u4f9d\u8d56\u62bd\u8c61\uff0c\u4e0d\u4f9d\u8d56\u5177\u4f53\",\n        \"\u793a\u4f8b\": \"\u9ad8\u5c42\u6a21\u5757\u4f9d\u8d56Repository\u63a5\u53e3\uff0c\u800c\u4e0d\u662f\u5177\u4f53\u7684MySQLRepository\",\n        \"\u597d\u5904\": \"\u63d0\u9ad8\u53ef\u6d4b\u8bd5\u6027\u548c\u7075\u6d3b\u6027\"\n    },\n    {\n        \"\u539f\u5219\": \"\u660e\u786e\u5951\u7ea6\",\n        \"\u5185\u5bb9\": \"\u63a5\u53e3\u5e94\u8be5\u6709\u6e05\u6670\u7684\u6587\u6863\u548c\u7c7b\u578b\u5b9a\u4e49\",\n        \"\u793a\u4f8b\": \"\u4f7f\u7528\u7c7b\u578b\u63d0\u793a\u3001\u6587\u6863\u5b57\u7b26\u4e32\u3001\u793a\u4f8b\u4ee3\u7801\",\n        \"\u597d\u5904\": \"\u51cf\u5c11\u4f7f\u7528\u9519\u8bef\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\"\n    },\n    {\n        \"\u539f\u5219\": \"\u5411\u540e\u517c\u5bb9\",\n        \"\u5185\u5bb9\": \"\u65b0\u7248\u672c\u63a5\u53e3\u5e94\u8be5\u517c\u5bb9\u65e7\u7248\u672c\",\n        \"\u793a\u4f8b\": \"\u65b0\u589e\u53ef\u9009\u53c2\u6570\uff0c\u800c\u4e0d\u662f\u4fee\u6539\u73b0\u6709\u53c2\u6570\",\n        \"\u597d\u5904\": \"\u5e73\u6ed1\u5347\u7ea7\uff0c\u51cf\u5c11\u7834\u574f\u6027\u53d8\u66f4\"\n    },\n    {\n        \"\u539f\u5219\": \"\u9519\u8bef\u5904\u7406\",\n        \"\u5185\u5bb9\": \"\u5b9a\u4e49\u6e05\u6670\u7684\u9519\u8bef\u5904\u7406\u673a\u5236\",\n        \"\u793a\u4f8b\": \"\u4f7f\u7528\u5f02\u5e38\u6216\u9519\u8bef\u7801\uff0c\u7edf\u4e00\u9519\u8bef\u683c\u5f0f\",\n        \"\u597d\u5904\": \"\u4fbf\u4e8e\u8c03\u8bd5\u548c\u9519\u8bef\u5904\u7406\"\n    }\n]\n\nprint(\"\\n\u63a5\u53e3\u8bbe\u8ba1\u7684\u516d\u5927\u539f\u5219\uff1a\")\nfor i, practice in enumerate(best_practices, 1):\n    print(f\"\\n{i}. \ud83c\udfc6 {practice&#91;'\u539f\u5219']}:\")\n    print(f\"   \u5185\u5bb9: {practice&#91;'\u5185\u5bb9']}\")\n    print(f\"   \u793a\u4f8b: {practice&#91;'\u793a\u4f8b']}\")\n    print(f\"   \u597d\u5904: {practice&#91;'\u597d\u5904']}\")\n\n# API\u8bbe\u8ba1\u68c0\u67e5\u6e05\u5355\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== API\u63a5\u53e3\u8bbe\u8ba1\u68c0\u67e5\u6e05\u5355 ===\")\n\napi_checklist = &#91;\n    (\"\u8bbe\u8ba1\u9636\u6bb5\", &#91;\n        \"\u2705 \u662f\u5426\u660e\u786e\u4e86API\u7684\u7528\u9014\u548c\u53d7\u4f17\uff1f\",\n        \"\u2705 \u662f\u5426\u9075\u5faa\u4e86RESTful\u539f\u5219\uff1f\",\n        \"\u2705 \u662f\u5426\u8003\u8651\u4e86\u7248\u672c\u7ba1\u7406\u7b56\u7565\uff1f\",\n        \"\u2705 \u662f\u5426\u8bbe\u8ba1\u4e86\u5408\u7406\u7684\u8d44\u6e90\u6a21\u578b\uff1f\",\n        \"\u2705 \u662f\u5426\u8003\u8651\u4e86\u5b89\u5168\u9700\u6c42\uff1f\"\n    ]),\n    (\"\u5b9e\u73b0\u9636\u6bb5\", &#91;\n        \"\u2705 \u662f\u5426\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684API\u6587\u6863\uff1f\",\n        \"\u2705 \u662f\u5426\u5b9e\u73b0\u4e86\u6b63\u786e\u7684HTTP\u72b6\u6001\u7801\uff1f\",\n        \"\u2705 \u662f\u5426\u8bbe\u8ba1\u4e86\u5408\u7406\u7684\u8bf7\u6c42\/\u54cd\u5e94\u683c\u5f0f\uff1f\",\n        \"\u2705 \u662f\u5426\u5b9e\u73b0\u4e86\u9519\u8bef\u5904\u7406\u673a\u5236\uff1f\",\n        \"\u2705 \u662f\u5426\u652f\u6301\u5206\u9875\u3001\u8fc7\u6ee4\u3001\u6392\u5e8f\uff1f\"\n    ]),\n    (\"\u6d4b\u8bd5\u9636\u6bb5\", &#91;\n        \"\u2705 \u662f\u5426\u7f16\u5199\u4e86\u81ea\u52a8\u5316\u6d4b\u8bd5\uff1f\",\n        \"\u2705 \u662f\u5426\u6d4b\u8bd5\u4e86\u8fb9\u754c\u60c5\u51b5\u548c\u9519\u8bef\u573a\u666f\uff1f\",\n        \"\u2705 \u662f\u5426\u8fdb\u884c\u4e86\u6027\u80fd\u6d4b\u8bd5\uff1f\",\n        \"\u2705 \u662f\u5426\u8fdb\u884c\u4e86\u5b89\u5168\u6d4b\u8bd5\uff1f\",\n        \"\u2705 \u662f\u5426\u8fdb\u884c\u4e86\u517c\u5bb9\u6027\u6d4b\u8bd5\uff1f\"\n    ]),\n    (\"\u90e8\u7f72\u7ef4\u62a4\", &#91;\n        \"\u2705 \u662f\u5426\u914d\u7f6e\u4e86\u76d1\u63a7\u548c\u65e5\u5fd7\uff1f\",\n        \"\u2705 \u662f\u5426\u8bbe\u7f6e\u4e86\u901f\u7387\u9650\u5236\uff1f\",\n        \"\u2705 \u662f\u5426\u89c4\u5212\u4e86API\u751f\u547d\u5468\u671f\uff1f\",\n        \"\u2705 \u662f\u5426\u63d0\u4f9b\u4e86\u5ba2\u6237\u7aefSDK\uff1f\",\n        \"\u2705 \u662f\u5426\u5efa\u7acb\u4e86\u7528\u6237\u53cd\u9988\u6e20\u9053\uff1f\"\n    ])\n]\n\nprint(\"\\nAPI\u8bbe\u8ba1\u68c0\u67e5\u6e05\u5355\uff1a\")\nfor phase, items in api_checklist:\n    print(f\"\\n\ud83d\udccb {phase}:\")\n    for item in items:\n        print(f\"   {item}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u5b9e\u6218\u7ec3\u4e60\u4e0e\u7efc\u5408\u5e94\u7528<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7efc\u5408\u7ec3\u4e60\uff1a\u7535\u5546\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u7efc\u5408\u7ec3\u4e60\uff1a\u7535\u5546\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1\n# ============================================================================\n\nfrom datetime import datetime\nfrom typing import List, Dict, Optional, Any\nfrom abc import ABC, abstractmethod\nfrom enum import Enum\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u7efc\u5408\u7ec3\u4e60\uff1a\u7535\u5546\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1 ===\")\n\n# ============ 1. \u5b9a\u4e49\u9886\u57df\u6a21\u578b ============\nclass Product:\n    \"\"\"\u5546\u54c1\u5b9e\u4f53\"\"\"\n    def __init__(self, id: int, name: str, price: float, stock: int):\n        self.id = id\n        self.name = name\n        self.price = price\n        self.stock = stock\n        self.created_at = datetime.now()\n\n    def to_dict(self) -&gt; Dict:\n        return {\n            \"id\": self.id,\n            \"name\": self.name,\n            \"price\": self.price,\n            \"stock\": self.stock,\n            \"created_at\": self.created_at.isoformat()\n        }\n\nclass OrderStatus(Enum):\n    \"\"\"\u8ba2\u5355\u72b6\u6001\u679a\u4e3e\"\"\"\n    PENDING = \"\u5f85\u652f\u4ed8\"\n    PAID = \"\u5df2\u652f\u4ed8\"\n    SHIPPED = \"\u5df2\u53d1\u8d27\"\n    DELIVERED = \"\u5df2\u9001\u8fbe\"\n    CANCELLED = \"\u5df2\u53d6\u6d88\"\n\nclass Order:\n    \"\"\"\u8ba2\u5355\u5b9e\u4f53\"\"\"\n    def __init__(self, id: int, user_id: int, items: List&#91;Dict]):\n        self.id = id\n        self.user_id = user_id\n        self.items = items  # &#91;{\"product_id\": 1, \"quantity\": 2}, ...]\n        self.total_amount = sum(item&#91;\"quantity\"] * 100 for item in items)  # \u7b80\u5316\u8ba1\u7b97\n        self.status = OrderStatus.PENDING\n        self.created_at = datetime.now()\n        self.updated_at = datetime.now()\n\n    def to_dict(self) -&gt; Dict:\n        return {\n            \"id\": self.id,\n            \"user_id\": self.user_id,\n            \"items\": self.items,\n            \"total_amount\": self.total_amount,\n            \"status\": self.status.value,\n            \"created_at\": self.created_at.isoformat(),\n            \"updated_at\": self.updated_at.isoformat()\n        }\n\n# ============ 2. \u5b9a\u4e49OOP\u63a5\u53e3 ============\nprint(\"\\n\ud83d\udce6 OOP\u63a5\u53e3\u8bbe\u8ba1\uff08\u7cfb\u7edf\u5185\u90e8\uff09\uff1a\")\n\nclass ProductRepository(ABC):\n    \"\"\"\u5546\u54c1\u4ed3\u5e93\u63a5\u53e3\"\"\"\n    @abstractmethod\n    def find_by_id(self, product_id: int) -&gt; Optional&#91;Product]:\n        pass\n\n    @abstractmethod\n    def find_all(self, page: int = 1, size: int = 10) -&gt; List&#91;Product]:\n        pass\n\n    @abstractmethod\n    def save(self, product: Product) -&gt; Product:\n        pass\n\n    @abstractmethod\n    def update_stock(self, product_id: int, quantity: int) -&gt; bool:\n        pass\n\nclass OrderService(ABC):\n    \"\"\"\u8ba2\u5355\u670d\u52a1\u63a5\u53e3\"\"\"\n    @abstractmethod\n    def create_order(self, user_id: int, items: List&#91;Dict]) -&gt; Order:\n        pass\n\n    @abstractmethod\n    def get_order(self, order_id: int) -&gt; Optional&#91;Order]:\n        pass\n\n    @abstractmethod\n    def update_order_status(self, order_id: int, status: OrderStatus) -&gt; bool:\n        pass\n\n    @abstractmethod\n    def cancel_order(self, order_id: int) -&gt; bool:\n        pass\n\nclass PaymentGateway(ABC):\n    \"\"\"\u652f\u4ed8\u7f51\u5173\u63a5\u53e3\"\"\"\n    @abstractmethod\n    def process_payment(self, order_id: int, amount: float, payment_method: str) -&gt; Dict:\n        pass\n\n    @abstractmethod\n    def refund(self, transaction_id: str, amount: float) -&gt; bool:\n        pass\n\n# ============ 3. \u5b9a\u4e49REST API\u63a5\u53e3 ============\nprint(\"\\n\ud83c\udf10 REST API\u63a5\u53e3\u8bbe\u8ba1\uff08\u7cfb\u7edf\u5bf9\u5916\uff09\uff1a\")\n\n# API\u7aef\u70b9\u5b9a\u4e49\necommerce_apis = &#91;\n    {\n        \"method\": \"GET\",\n        \"path\": \"\/api\/v1\/products\",\n        \"description\": \"\u83b7\u53d6\u5546\u54c1\u5217\u8868\",\n        \"parameters\": &#91;\n            {\"name\": \"page\", \"type\": \"integer\", \"required\": False, \"default\": 1},\n            {\"name\": \"size\", \"type\": \"integer\", \"required\": False, \"default\": 10},\n            {\"name\": \"category\", \"type\": \"string\", \"required\": False}\n        ],\n        \"response\": {\n            \"200\": {\n                \"description\": \"\u6210\u529f\",\n                \"schema\": {\n                    \"type\": \"object\",\n                    \"properties\": {\n                        \"data\": {\n                            \"type\": \"array\",\n                            \"items\": {\"$ref\": \"#\/components\/schemas\/Product\"}\n                        },\n                        \"pagination\": {\n                            \"type\": \"object\",\n                            \"properties\": {\n                                \"total\": {\"type\": \"integer\"},\n                                \"page\": {\"type\": \"integer\"},\n                                \"size\": {\"type\": \"integer\"},\n                                \"total_pages\": {\"type\": \"integer\"}\n                            }\n                        }\n                    }\n                }\n            }\n        }\n    },\n    {\n        \"method\": \"POST\",\n        \"path\": \"\/api\/v1\/orders\",\n        \"description\": \"\u521b\u5efa\u8ba2\u5355\",\n        \"request_body\": {\n            \"required\": True,\n            \"content\": {\n                \"application\/json\": {\n                    \"schema\": {\n                        \"type\": \"object\",\n                        \"required\": &#91;\"user_id\", \"items\"],\n                        \"properties\": {\n                            \"user_id\": {\"type\": \"integer\"},\n                            \"items\": {\n                                \"type\": \"array\",\n                                \"items\": {\n                                    \"type\": \"object\",\n                                    \"required\": &#91;\"product_id\", \"quantity\"],\n                                    \"properties\": {\n                                        \"product_id\": {\"type\": \"integer\"},\n                                        \"quantity\": {\"type\": \"integer\", \"minimum\": 1}\n                                    }\n                                }\n                            }\n                        }\n                    }\n                }\n            }\n        },\n        \"response\": {\n            \"201\": {\n                \"description\": \"\u8ba2\u5355\u521b\u5efa\u6210\u529f\",\n                \"schema\": {\"$ref\": \"#\/components\/schemas\/Order\"}\n            },\n            \"400\": {\"description\": \"\u8bf7\u6c42\u53c2\u6570\u9519\u8bef\"},\n            \"404\": {\"description\": \"\u5546\u54c1\u4e0d\u5b58\u5728\"}\n        }\n    },\n    {\n        \"method\": \"POST\",\n        \"path\": \"\/api\/v1\/orders\/{order_id}\/payment\",\n        \"description\": \"\u652f\u4ed8\u8ba2\u5355\",\n        \"parameters\": &#91;\n            {\"name\": \"order_id\", \"in\": \"path\", \"required\": True, \"type\": \"integer\"}\n        ],\n        \"request_body\": {\n            \"required\": True,\n            \"content\": {\n                \"application\/json\": {\n                    \"schema\": {\n                        \"type\": \"object\",\n                        \"required\": &#91;\"payment_method\"],\n                        \"properties\": {\n                            \"payment_method\": {\"type\": \"string\", \"enum\": &#91;\"alipay\", \"wechat\", \"bank_card\"]}\n                        }\n                    }\n                }\n            }\n        },\n        \"response\": {\n            \"200\": {\n                \"description\": \"\u652f\u4ed8\u6210\u529f\",\n                \"schema\": {\n                    \"type\": \"object\",\n                    \"properties\": {\n                        \"success\": {\"type\": \"boolean\"},\n                        \"transaction_id\": {\"type\": \"string\"},\n                        \"message\": {\"type\": \"string\"}\n                    }\n                }\n            },\n            \"404\": {\"description\": \"\u8ba2\u5355\u4e0d\u5b58\u5728\"},\n            \"400\": {\"description\": \"\u8ba2\u5355\u72b6\u6001\u4e0d\u53ef\u652f\u4ed8\"}\n        }\n    }\n]\n\n# \u663e\u793aAPI\u6587\u6863\nprint(\"\\n\u7535\u5546\u7cfb\u7edfAPI\u6587\u6863\uff1a\")\nfor api in ecommerce_apis:\n    print(f\"\\n\ud83d\udd38 {api&#91;'method']} {api&#91;'path']}\")\n    print(f\"   \u63cf\u8ff0: {api&#91;'description']}\")\n\n    if \"parameters\" in api:\n        print(\"   \u53c2\u6570:\")\n        for param in api&#91;\"parameters\"]:\n            required = \"\u5fc5\u9009\" if param.get(\"required\", False) else \"\u53ef\u9009\"\n            print(f\"     - {param&#91;'name']}: {param&#91;'type']} ({required})\")\n\n    if \"request_body\" in api:\n        print(\"   \u8bf7\u6c42\u4f53: JSON\")\n\n    print(\"   \u54cd\u5e94:\")\n    for status_code, response in api&#91;\"response\"].items():\n        print(f\"     {status_code}: {response&#91;'description']}\")\n\n# ============ 4. \u5b9e\u73b0\u793a\u4f8b ============\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u5b9e\u73b0\u793a\u4f8b ===\")\n\n# \u5b9e\u73b0ProductRepository\nclass InMemoryProductRepository(ProductRepository):\n    def __init__(self):\n        self.products = {\n            1: Product(1, \"iPhone 15\", 7999.0, 100),\n            2: Product(2, \"MacBook Pro\", 12999.0, 50),\n            3: Product(3, \"AirPods Pro\", 1999.0, 200)\n        }\n\n    def find_by_id(self, product_id: int) -&gt; Optional&#91;Product]:\n        return self.products.get(product_id)\n\n    def find_all(self, page: int = 1, size: int = 10) -&gt; List&#91;Product]:\n        all_products = list(self.products.values())\n        start = (page - 1) * size\n        return all_products&#91;start:start + size]\n\n    def save(self, product: Product) -&gt; Product:\n        self.products&#91;product.id] = product\n        return product\n\n    def update_stock(self, product_id: int, quantity: int) -&gt; bool:\n        if product_id in self.products:\n            product = self.products&#91;product_id]\n            if product.stock &gt;= quantity:\n                product.stock -= quantity\n                return True\n        return False\n\n# \u5b9e\u73b0OrderService\nclass SimpleOrderService(OrderService):\n    def __init__(self, product_repo: ProductRepository):\n        self.product_repo = product_repo\n        self.orders = {}\n        self.next_order_id = 1\n\n    def create_order(self, user_id: int, items: List&#91;Dict]) -&gt; Order:\n        # \u9a8c\u8bc1\u5546\u54c1\u548c\u5e93\u5b58\n        for item in items:\n            product = self.product_repo.find_by_id(item&#91;\"product_id\"])\n            if not product or product.stock &lt; item&#91;\"quantity\"]:\n                raise ValueError(f\"\u5546\u54c1{item&#91;'product_id']}\u5e93\u5b58\u4e0d\u8db3\u6216\u4e0d\u5b58\u5728\")\n\n        # \u6263\u51cf\u5e93\u5b58\n        for item in items:\n            self.product_repo.update_stock(item&#91;\"product_id\"], item&#91;\"quantity\"])\n\n        # \u521b\u5efa\u8ba2\u5355\n        order = Order(self.next_order_id, user_id, items)\n        self.orders&#91;order.id] = order\n        self.next_order_id += 1\n        return order\n\n    def get_order(self, order_id: int) -&gt; Optional&#91;Order]:\n        return self.orders.get(order_id)\n\n    def update_order_status(self, order_id: int, status: OrderStatus) -&gt; bool:\n        if order_id in self.orders:\n            order = self.orders&#91;order_id]\n            order.status = status\n            order.updated_at = datetime.now()\n            return True\n        return False\n\n    def cancel_order(self, order_id: int) -&gt; bool:\n        return self.update_order_status(order_id, OrderStatus.CANCELLED)\n\n# \u6a21\u62dfAPI\u63a7\u5236\u5668\nclass ECommerceController:\n    def __init__(self):\n        self.product_repo = InMemoryProductRepository()\n        self.order_service = SimpleOrderService(self.product_repo)\n\n    # API: GET \/api\/v1\/products\n    def get_products(self, request: Dict) -&gt; Dict:\n        page = int(request.get(\"page\", 1))\n        size = int(request.get(\"size\", 10))\n\n        products = self.product_repo.find_all(page, size)\n\n        return {\n            \"status\": 200,\n            \"data\": {\n                \"data\": &#91;p.to_dict() for p in products],\n                \"pagination\": {\n                    \"total\": len(self.product_repo.products),\n                    \"page\": page,\n                    \"size\": size,\n                    \"total_pages\": (len(self.product_repo.products) + size - 1) \/\/ size\n                }\n            }\n        }\n\n    # API: POST \/api\/v1\/orders\n    def create_order(self, request_body: Dict) -&gt; Dict:\n        try:\n            user_id = request_body&#91;\"user_id\"]\n            items = request_body&#91;\"items\"]\n\n            order = self.order_service.create_order(user_id, items)\n\n            return {\n                \"status\": 201,\n                \"data\": order.to_dict()\n            }\n        except ValueError as e:\n            return {\n                \"status\": 400,\n                \"error\": str(e)\n            }\n        except KeyError as e:\n            return {\n                \"status\": 400,\n                \"error\": f\"\u7f3a\u5c11\u5fc5\u8981\u53c2\u6570: {e}\"\n            }\n\n# \u6a21\u62dfAPI\u8c03\u7528\nprint(\"\\n\ud83c\udfac \u6a21\u62df\u7535\u5546API\u8c03\u7528\uff1a\")\n\ncontroller = ECommerceController()\n\nprint(\"\\n1. \u83b7\u53d6\u5546\u54c1\u5217\u8868:\")\nresponse = controller.get_products({\"page\": 1, \"size\": 5})\nprint(f\"   \u54cd\u5e94: \u72b6\u6001\u7801 {response&#91;'status']}\")\nprint(f\"        \u8fd4\u56de {len(response&#91;'data']&#91;'data'])} \u4e2a\u5546\u54c1\")\n\nprint(\"\\n2. \u521b\u5efa\u8ba2\u5355:\")\nresponse = controller.create_order({\n    \"user_id\": 1,\n    \"items\": &#91;\n        {\"product_id\": 1, \"quantity\": 1},\n        {\"product_id\": 3, \"quantity\": 2}\n    ]\n})\nprint(f\"   \u54cd\u5e94: \u72b6\u6001\u7801 {response&#91;'status']}\")\nif response&#91;\"status\"] == 201:\n    print(f\"        \u8ba2\u5355ID: {response&#91;'data']&#91;'id']}\")\n    print(f\"        \u8ba2\u5355\u91d1\u989d: {response&#91;'data']&#91;'total_amount']}\")\nelse:\n    print(f\"        \u9519\u8bef: {response&#91;'error']}\")\n\nprint(\"\\n\u2705 \u7535\u5546\u7cfb\u7edf\u63a5\u53e3\u8bbe\u8ba1\u603b\u7ed3\uff1a\")\nprint(\"   1. OOP\u63a5\u53e3\uff1a\u5b9a\u4e49\u7cfb\u7edf\u5185\u90e8\u7684\u7ec4\u4ef6\u5951\u7ea6\")\nprint(\"   2. REST API\uff1a\u5b9a\u4e49\u7cfb\u7edf\u5bf9\u5916\u7684\u670d\u52a1\u5951\u7ea6\")\nprint(\"   3. \u5206\u5c42\u67b6\u6784\uff1a\u5206\u79bb\u5173\u6ce8\u70b9\uff0c\u63d0\u9ad8\u53ef\u7ef4\u62a4\u6027\")\nprint(\"   4. \u5951\u7ea6\u9a71\u52a8\uff1a\u5148\u5b9a\u4e49\u63a5\u53e3\uff0c\u518d\u5b9e\u73b0\u529f\u80fd\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u516d\u90e8\u5206\uff1a\u5b66\u4e60\u8def\u5f84\u4e0e\u8d44\u6e90\u63a8\u8350<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a5\u53e3\u5b66\u4e60\u8def\u7ebf\u56fe<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u5b66\u4e60\u8def\u7ebf\u56fe\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u5b66\u4e60\u8def\u7ebf\u56fe ===\")\n\nlearning_path = {\n    \"\u7b2c1\u9636\u6bb5\uff1a\u57fa\u7840\u6982\u5ff5\uff081-2\u5468\uff09\": &#91;\n        \"\u7406\u89e3OOP\u63a5\u53e3\u7684\u6982\u5ff5\u548c\u7528\u9014\",\n        \"\u638c\u63e1Python\u7684ABC\u6a21\u5757\",\n        \"\u4e86\u89e3\u9e2d\u5b50\u7c7b\u578b\u548c\u534f\u8bae\",\n        \"\u5b9e\u73b0\u7b80\u5355\u7684\u63a5\u53e3\u793a\u4f8b\"\n    ],\n    \"\u7b2c2\u9636\u6bb5\uff1a\u6df1\u5165\u7406\u89e3\uff082-3\u5468\uff09\": &#91;\n        \"\u5b66\u4e60SOLID\u539f\u5219\u4e2d\u7684\u63a5\u53e3\u76f8\u5173\u539f\u5219\",\n        \"\u7406\u89e3\u4f9d\u8d56\u5012\u7f6e\u548c\u63a5\u53e3\u9694\u79bb\",\n        \"\u638c\u63e1\u63a5\u53e3\u4e0e\u62bd\u8c61\u7c7b\u7684\u533a\u522b\",\n        \"\u5b66\u4e60\u5e38\u89c1\u63a5\u53e3\u8bbe\u8ba1\u6a21\u5f0f\"\n    ],\n    \"\u7b2c3\u9636\u6bb5\uff1aAPI\u8bbe\u8ba1\uff083-4\u5468\uff09\": &#91;\n        \"\u7406\u89e3RESTful API\u8bbe\u8ba1\u539f\u5219\",\n        \"\u5b66\u4e60OpenAPI\/Swagger\u89c4\u8303\",\n        \"\u638c\u63e1API\u7248\u672c\u7ba1\u7406\u7b56\u7565\",\n        \"\u8bbe\u8ba1\u5b8c\u6574\u7684REST API\"\n    ],\n    \"\u7b2c4\u9636\u6bb5\uff1a\u5b9e\u6218\u5e94\u7528\uff084-6\u5468\uff09\": &#91;\n        \"\u5b9e\u73b0\u5fae\u670d\u52a1\u63a5\u53e3\u8bbe\u8ba1\",\n        \"\u5b66\u4e60gRPC\u548cGraphQL\",\n        \"\u638c\u63e1API\u7f51\u5173\u548c\u670d\u52a1\u7f51\u683c\",\n        \"\u8bbe\u8ba1\u4f01\u4e1a\u7ea7API\u7cfb\u7edf\"\n    ],\n    \"\u7b2c5\u9636\u6bb5\uff1a\u9ad8\u7ea7\u4e3b\u9898\uff08\u957f\u671f\uff09\": &#91;\n        \"\u5b66\u4e60API\u5b89\u5168\u6700\u4f73\u5b9e\u8df5\",\n        \"\u638c\u63e1API\u6027\u80fd\u4f18\u5316\",\n        \"\u4e86\u89e3API\u6cbb\u7406\u548c\u76d1\u63a7\",\n        \"\u7814\u7a76\u65b0\u5174API\u6280\u672f\"\n    ]\n}\n\nprint(\"\\n\ud83d\udcda \u4e94\u9636\u6bb5\u5b66\u4e60\u8def\u7ebf\uff1a\")\nfor stage, topics in learning_path.items():\n    print(f\"\\n{stage}:\")\n    for topic in topics:\n        print(f\"   \u2022 {topic}\")\n\n# \u63a8\u8350\u5b66\u4e60\u8d44\u6e90\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a8\u8350\u5b66\u4e60\u8d44\u6e90 ===\")\n\nresources = {\n    \"\u4e66\u7c4d\u63a8\u8350\": &#91;\n        \"\u300a\u8bbe\u8ba1\u6a21\u5f0f\uff1a\u53ef\u590d\u7528\u9762\u5411\u5bf9\u8c61\u8f6f\u4ef6\u7684\u57fa\u7840\u300b\",\n        \"\u300a\u4ee3\u7801\u6574\u6d01\u4e4b\u9053\u300b\",\n        \"\u300a\u5b9e\u73b0\u9886\u57df\u9a71\u52a8\u8bbe\u8ba1\u300b\",\n        \"\u300aRESTful Web APIs\u300b\",\n        \"\u300aBuilding Microservices\u300b\"\n    ],\n    \"\u5728\u7ebf\u8bfe\u7a0b\": &#91;\n        \"Coursera: Object Oriented Design\",\n        \"Udemy: REST API Design, Development &amp; Management\",\n        \"edX: Microservices Architecture\",\n        \"\u6781\u5ba2\u65f6\u95f4: \u8bbe\u8ba1\u6a21\u5f0f\u4e4b\u7f8e\",\n        \"\u6155\u8bfe\u7f51: RESTful API\u5b9e\u6218\"\n    ],\n    \"\u5de5\u5177\u63a8\u8350\": &#91;\n        \"API\u8bbe\u8ba1: Swagger Editor, Postman\",\n        \"API\u6587\u6863: Redoc, Swagger UI\",\n        \"API\u6d4b\u8bd5: Postman, Insomnia\",\n        \"API\u76d1\u63a7: Prometheus, Grafana\",\n        \"API\u7f51\u5173: Kong, Apigee\"\n    ],\n    \"\u5f00\u6e90\u9879\u76ee\": &#91;\n        \"GitHub: \u5fae\u670d\u52a1\u5b9e\u8df5\u9879\u76ee\",\n        \"GitHub: REST API\u793a\u4f8b\",\n        \"GitHub: \u8bbe\u8ba1\u6a21\u5f0f\u793a\u4f8b\",\n        \"GitHub: OpenAPI\u89c4\u8303\u793a\u4f8b\",\n        \"GitHub: API\u7f51\u5173\u5b9e\u73b0\"\n    ]\n}\n\nfor category, items in resources.items():\n    print(f\"\\n\ud83d\udcd6 {category}:\")\n    for item in items:\n        print(f\"   \u2022 {item}\")\n\nprint(\"\\n\ud83c\udf10 \u5b9e\u8df5\u5efa\u8bae\uff1a\")\nprint(\"   1. \u4ece\u6a21\u4eff\u5f00\u59cb\uff1a\u5b66\u4e60\u4f18\u79c0\u5f00\u6e90\u9879\u76ee\u7684\u63a5\u53e3\u8bbe\u8ba1\")\nprint(\"   2. \u52a8\u624b\u5b9e\u8df5\uff1a\u81ea\u5df1\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u5b8c\u6574\u7684API\u7cfb\u7edf\")\nprint(\"   3. \u53c2\u4e0e\u5f00\u6e90\uff1a\u4e3a\u5f00\u6e90\u9879\u76ee\u8d21\u732e\u63a5\u53e3\u8bbe\u8ba1\u6216\u5b9e\u73b0\")\nprint(\"   4. \u6301\u7eed\u5b66\u4e60\uff1a\u5173\u6ce8API\u6280\u672f\u7684\u6700\u65b0\u53d1\u5c55\")\nprint(\"   5. \u5206\u4eab\u4ea4\u6d41\uff1a\u5728\u6280\u672f\u793e\u533a\u5206\u4eab\u81ea\u5df1\u7684\u63a5\u53e3\u8bbe\u8ba1\u7ecf\u9a8c\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a5\u53e3\u8bbe\u8ba1\u9762\u8bd5\u51c6\u5907<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u8bbe\u8ba1\u9762\u8bd5\u5e38\u89c1\u95ee\u9898\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u8bbe\u8ba1\u9762\u8bd5\u51c6\u5907 ===\")\n\ninterview_questions = {\n    \"\u57fa\u7840\u6982\u5ff5\": &#91;\n        \"\u4ec0\u4e48\u662f\u63a5\u53e3\uff1f\u63a5\u53e3\u548c\u62bd\u8c61\u7c7b\u6709\u4ec0\u4e48\u533a\u522b\uff1f\",\n        \"\u89e3\u91ca\u4e00\u4e0b\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u4e2d\u7684\u591a\u6001\u6027\",\n        \"\u4ec0\u4e48\u662f\u9e2d\u5b50\u7c7b\u578b\uff1fPython\u4e2d\u5982\u4f55\u5b9e\u73b0\u63a5\u53e3\uff1f\",\n        \"\u4f9d\u8d56\u5012\u7f6e\u539f\u5219\u662f\u4ec0\u4e48\uff1f\u5b83\u5982\u4f55\u5f71\u54cd\u63a5\u53e3\u8bbe\u8ba1\uff1f\"\n    ],\n    \"\u8bbe\u8ba1\u539f\u5219\": &#91;\n        \"\u89e3\u91ca\u63a5\u53e3\u9694\u79bb\u539f\u5219\uff0c\u5e76\u4e3e\u4f8b\u8bf4\u660e\",\n        \"\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u53ef\u6269\u5c55\u7684API\u63a5\u53e3\uff1f\",\n        \"RESTful API\u7684\u8bbe\u8ba1\u539f\u5219\u6709\u54ea\u4e9b\uff1f\",\n        \"\u5982\u4f55\u8bbe\u8ba1API\u7684\u7248\u672c\u7ba1\u7406\u7b56\u7565\uff1f\"\n    ],\n    \"\u5b9e\u9645\u95ee\u9898\": &#91;\n        \"\u8bbe\u8ba1\u4e00\u4e2a\u7535\u5546\u7cfb\u7edf\u7684\u8ba2\u5355API\",\n        \"\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u652f\u6301\u591a\u652f\u4ed8\u65b9\u5f0f\u7684\u652f\u4ed8\u63a5\u53e3\uff1f\",\n        \"\u8bbe\u8ba1\u4e00\u4e2a\u7528\u6237\u8ba4\u8bc1\u548c\u6388\u6743\u7684API\u7cfb\u7edf\",\n        \"\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u652f\u6301\u9ad8\u5e76\u53d1\u7684API\u63a5\u53e3\uff1f\"\n    ],\n    \"\u6700\u4f73\u5b9e\u8df5\": &#91;\n        \"API\u63a5\u53e3\u5e94\u8be5\u5982\u4f55\u8bbe\u8ba1\u9519\u8bef\u5904\u7406\uff1f\",\n        \"\u5982\u4f55\u4fdd\u8bc1API\u63a5\u53e3\u7684\u5b89\u5168\u6027\uff1f\",\n        \"\u5982\u4f55\u8bbe\u8ba1API\u7684\u9650\u6d41\u548c\u7194\u65ad\u673a\u5236\uff1f\",\n    ]\n}\n\nprint(\"\\n\ud83c\udfaf \u9762\u8bd5\u5e38\u89c1\u95ee\u9898\uff1a\")\nfor category, questions in interview_questions.items():\n    print(f\"\\n{category}:\")\n    for i, question in enumerate(questions, 1):\n        print(f\"   {i}. {question}\")\n\nprint(\"\\n\ud83d\udca1 \u9762\u8bd5\u51c6\u5907\u5efa\u8bae\uff1a\")\nadvices = &#91;\n    \"1. \u7406\u89e3\u6982\u5ff5\uff1a\u4e0d\u4ec5\u8981\u8bb0\u4f4f\u5b9a\u4e49\uff0c\u8fd8\u8981\u7406\u89e3\u4e3a\u4ec0\u4e48\",\n    \"2. \u51c6\u5907\u6848\u4f8b\uff1a\u51c6\u5907\u51e0\u4e2a\u81ea\u5df1\u8bbe\u8ba1\u63a5\u53e3\u7684\u5b9e\u9645\u6848\u4f8b\",\n    \"3. \u601d\u8003\u6743\u8861\uff1a\u5bf9\u4e8e\u8bbe\u8ba1\u51b3\u7b56\uff0c\u8981\u80fd\u8bf4\u660e\u4f18\u7f3a\u70b9\",\n    \"4. \u5b9e\u8df5\u7ec3\u4e60\uff1a\u591a\u7ec3\u4e60\u7cfb\u7edf\u8bbe\u8ba1\u9898\uff0c\u7279\u522b\u662fAPI\u8bbe\u8ba1\",\n    \"5. \u4e86\u89e3\u8d8b\u52bf\uff1a\u4e86\u89e3\u6700\u65b0\u7684API\u6280\u672f\u548c\u6700\u4f73\u5b9e\u8df5\"\n]\n\nfor advice in advices:\n    print(f\"   {advice}\")\n\nprint(\"\\n\u2705 \u7ec8\u6781\u68c0\u67e5\u6e05\u5355\uff1a\")\nchecklist = &#91;\n    \"\u2611 \u6211\u80fd\u6e05\u6670\u89e3\u91ca\u63a5\u53e3\u5728\u4e0d\u540c\u8bed\u5883\u4e0b\u7684\u542b\u4e49\",\n    \"\u2611 \u6211\u7406\u89e3\u5404\u8bed\u8a00\u63a5\u53e3\u5b9e\u73b0\u7684\u5dee\u5f02\",\n    \"\u2611 \u6211\u80fd\u8bbe\u8ba1\u826f\u597d\u7684OOP\u63a5\u53e3\",\n    \"\u2611 \u6211\u80fd\u8bbe\u8ba1RESTful API\",\n    \"\u2611 \u6211\u7406\u89e3\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u7684\u63a5\u53e3\u8bbe\u8ba1\",\n    \"\u2611 \u6211\u80fd\u5e94\u7528\u63a5\u53e3\u76f8\u5173\u8bbe\u8ba1\u6a21\u5f0f\",\n    \"\u2611 \u6211\u4e86\u89e3API\u5b89\u5168\u6027\u548c\u6027\u80fd\u8003\u8651\",\n    \"\u2611 \u6211\u80fd\u5904\u7406API\u7248\u672c\u7ba1\u7406\u548c\u517c\u5bb9\u6027\"\n]\n\nfor item in checklist:\n    print(f\"   {item}\")<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3\uff1a\u63a5\u53e3\u7684\u7edf\u4e00\u54f2\u5b66<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6240\u6709\u63a5\u53e3\u7684\u5171\u540c\u672c\u8d28<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># ============================================================================\n# \u63a5\u53e3\u7684\u7edf\u4e00\u54f2\u5b66\n# ============================================================================\n\nprint(\"\\n\" + \"=\"*50)\nprint(\"=== \u63a5\u53e3\u7684\u7edf\u4e00\u54f2\u5b66 ===\")\n\nprint(\"\\n\ud83c\udf1f \u65e0\u8bba\u4ec0\u4e48\u5c42\u9762\u7684\u63a5\u53e3\uff0c\u90fd\u9075\u5faa\u4ee5\u4e0b\u6838\u5fc3\u601d\u60f3\uff1a\")\n\ninterface_philosophy = &#91;\n    \"1. \u5951\u7ea6\u7cbe\u795e\uff1a\u63a5\u53e3\u662f\u627f\u8bfa\uff0c\u5b9a\u4e49\u4e86\u4ea4\u4e92\u7684\u89c4\u5219\",\n    \"2. \u62bd\u8c61\u601d\u7ef4\uff1a\u9690\u85cf\u590d\u6742\uff0c\u66b4\u9732\u7b80\u5355\",\n    \"3. \u8fb9\u754c\u610f\u8bc6\uff1a\u660e\u786e\u4ec0\u4e48\u53ef\u4ee5\u505a\uff0c\u4ec0\u4e48\u4e0d\u80fd\u505a\",\n    \"4. \u6f14\u5316\u601d\u7ef4\uff1a\u63a5\u53e3\u9700\u8981\u968f\u7740\u9700\u6c42\u53d8\u5316\u800c\u6f14\u8fdb\",\n    \"5. \u517c\u5bb9\u610f\u8bc6\uff1a\u597d\u7684\u63a5\u53e3\u8bbe\u8ba1\u8003\u8651\u5411\u524d\u548c\u5411\u540e\u517c\u5bb9\"\n]\n\nfor principle in interface_philosophy:\n    print(f\"   {principle}\")\n\nprint(\"\\n\ud83c\udf93 \u5b66\u4e60\u6536\u83b7\uff1a\")\nlearning_gains = &#91;\n    \"\u2022 \u7406\u89e3\u4e86OOP\u63a5\u53e3\u4e0eAPI\u63a5\u53e3\u7684\u533a\u522b\u4e0e\u8054\u7cfb\",\n    \"\u2022 \u638c\u63e1\u4e86\u5404\u7f16\u7a0b\u8bed\u8a00\u4e2d\u63a5\u53e3\u7684\u5b9e\u73b0\u65b9\u5f0f\",\n    \"\u2022 \u5b66\u4f1a\u4e86\u5982\u4f55\u8bbe\u8ba1\u826f\u597d\u7684RESTful API\",\n    \"\u2022 \u4e86\u89e3\u4e86\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\u7684\u63a5\u53e3\u8bbe\u8ba1\",\n    \"\u2022 \u638c\u63e1\u4e86\u63a5\u53e3\u76f8\u5173\u7684\u8bbe\u8ba1\u6a21\u5f0f\u548c\u6700\u4f73\u5b9e\u8df5\"\n]\n\nfor gain in learning_gains:\n    print(f\"   {gain}\")\n\nprint(\"\\n\ud83d\ude80 \u4e0b\u4e00\u6b65\u884c\u52a8\uff1a\")\nnext_steps = &#91;\n    \"1. \u5728\u4f60\u7684\u4e0b\u4e00\u4e2a\u9879\u76ee\u4e2d\u5b9e\u8df5\u63a5\u53e3\u8bbe\u8ba1\",\n    \"2. \u5b66\u4e60OpenAPI\u89c4\u8303\uff0c\u4e3a\u4f60\u7684API\u751f\u6210\u6587\u6863\",\n    \"3. \u7814\u7a76\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u7684\u63a5\u53e3\u8bbe\u8ba1\",\n    \"4. \u5c1d\u8bd5\u4f7f\u7528\u4e0d\u540c\u7684API\u6280\u672f\uff08gRPC\u3001GraphQL\u7b49\uff09\",\n    \"5. \u5728\u56e2\u961f\u4e2d\u63a8\u5e7f\u63a5\u53e3\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5\"\n]\n\nfor step in next_steps:\n    print(f\"   {step}\")\n\nprint(\"\\n\ud83d\udcad \u6700\u540e\u601d\u8003\uff1a\")\nprint(\"   \u63a5\u53e3\u8bbe\u8ba1\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u601d\u7ef4\u65b9\u5f0f\u95ee\u9898\u3002\")\nprint(\"   \u597d\u7684\u63a5\u53e3\u8bbe\u8ba1\u5c31\u50cf\u597d\u7684\u5bf9\u8bdd\uff1a\u6e05\u6670\u3001\u7b80\u6d01\u3001\u6709\u793c\u8c8c\u3002\")\nprint(\"   \u5b83\u8ba9\u590d\u6742\u7684\u7cfb\u7edf\u53d8\u5f97\u53ef\u7406\u89e3\u3001\u53ef\u7ef4\u62a4\u3001\u53ef\u6269\u5c55\u3002\")\nprint(\"   \u4ece\u4eca\u5929\u8d77\uff0c\u7528\u63a5\u53e3\u7684\u601d\u7ef4\u53bb\u8bbe\u8ba1\u548c\u6784\u5efa\u7cfb\u7edf\u5427\uff01\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u5df2\u7ecf\u638c\u63e1\u4e86\u63a5\u53e3\u8fd9\u4e00\u591a\u9762\u6982\u5ff5\u3002\u8bb0\u4f4f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>OOP\u63a5\u53e3<\/strong>\uff1a\u5173\u6ce8\u4ee3\u7801\u7ec4\u7ec7\u548c\u89e3\u8026<\/li>\n\n\n\n<li><strong>API\u63a5\u53e3<\/strong>\uff1a\u5173\u6ce8\u7cfb\u7edf\u95f4\u901a\u4fe1\u548c\u96c6\u6210<\/li>\n\n\n\n<li><strong>\u5171\u540c\u70b9<\/strong>\uff1a\u90fd\u662f\u5951\u7ea6\uff0c\u90fd\u662f\u8fb9\u754c\uff0c\u90fd\u662f\u62bd\u8c61<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u4f60\u7ecf\u9a8c\u7684\u79ef\u7d2f\uff0c\u4f60\u4f1a\u8d8a\u6765\u8d8a\u4f53\u4f1a\u5230\uff1a<strong>\u597d\u7684\u63a5\u53e3\u8bbe\u8ba1\u662f\u4f18\u79c0\u8f6f\u4ef6\u7684\u57fa\u77f3<\/strong>\u3002\u5b83\u8ba9\u590d\u6742\u7684\u7cfb\u7edf\u53d8\u5f97\u6e05\u6670\uff0c\u8ba9\u53d8\u5316\u7684\u7cfb\u7edf\u4fdd\u6301\u7a33\u5b9a\uff0c\u8ba9\u534f\u4f5c\u7684\u5f00\u53d1\u4fdd\u6301\u9ad8\u6548\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u7406\u89e3\u63a5\u53e3\u5f00\u59cb\uff0c\u8fc8\u5411\u6210\u4e3a\u67b6\u6784\u5e08\u7684\u7b2c\u4e00\u6b65\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7f16\u7a0b\u8303\u5f0f\u6f14\u8fdb\u4e0e\u63a5\u53e3\u6982\u5ff5\u603b\u89c8<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u7ae0\uff1a\u7f16\u7a0b\u601d\u7ef4\u7684\u53d1\u5c55\u5386\u7a0b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u9762\u5411\u8fc7\u7a0b\u7f16\u7a0b\uff1a\u81ea\u7136\u7684\u8d77\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f16\u7a0b\u5b66\u4e60\u5f80\u5f80\u4ece<strong>\u9762\u5411\u8fc7\u7a0b<\/strong>\u601d\u7ef4\u5f00\u59cb\uff0c\u8fd9\u662f\u4eba\u7c7b\u6700\u81ea\u7136\u7684\u601d\u8003\u65b9\u5f0f\u3002\u5f53\u6211\u4eec\u9762\u5bf9\u4e00\u4e2a\u95ee\u9898\u65f6\uff0c\u6211\u4eec\u672c\u80fd\u5730\u4f1a\u601d\u8003\uff1a&#8221;\u7b2c\u4e00\u6b65\u505a\u4ec0\u4e48\uff1f\u7b2c\u4e8c\u6b65\u505a\u4ec0\u4e48\uff1f&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u8fc7\u7a0b\u7f16\u7a0b\u7684\u6838\u5fc3\u7279\u5f81\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7a0b\u5e8f\u7531\u4e00\u7cfb\u5217\u6b65\u9aa4\u7ec4\u6210<\/li>\n\n\n\n<li>\u5173\u6ce8&#8221;\u600e\u4e48\u505a&#8221;\uff08How to do\uff09<\/li>\n\n\n\n<li>\u6570\u636e\u4e0e\u64cd\u4f5c\u5206\u79bb<\/li>\n\n\n\n<li>\u4ee5\u51fd\u6570\u4e3a\u57fa\u672c\u7ec4\u7ec7\u5355\u5143<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u793a\u4f8b\u601d\u8003\u8fc7\u7a0b\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8981\u5b8c\u6210\u5b66\u751f\u4fe1\u606f\u7ba1\u7406\uff1a\n1. \u6536\u96c6\u5b66\u751f\u4fe1\u606f\n2. \u5b58\u50a8\u5b66\u751f\u4fe1\u606f  \n3. \u67e5\u8be2\u5b66\u751f\u4fe1\u606f\n4. \u5c55\u793a\u5b66\u751f\u4fe1\u606f<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u601d\u7ef4\u65b9\u5f0f\u7b80\u5355\u76f4\u63a5\uff0c\u9002\u5408\u89e3\u51b3\u89c4\u6a21\u8f83\u5c0f\u3001\u903b\u8f91\u76f8\u5bf9\u7b80\u5355\u7684\u95ee\u9898\u3002\u4f46\u968f\u7740\u7cfb\u7edf\u590d\u6742\u5ea6\u7684\u589e\u52a0\uff0c\u9762\u5411\u8fc7\u7a0b\u7f16\u7a0b\u4f1a\u9762\u4e34\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u6269\u5c55\u6027\u7684\u6311\u6218\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\uff1a\u8ba4\u8bc6\u4e8b\u7269\u7684\u672c\u8d28<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u95ee\u9898\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u65f6\uff0c\u6211\u4eec\u9700\u8981\u66f4\u8d34\u8fd1\u73b0\u5b9e\u4e16\u754c\u7684\u601d\u7ef4\u65b9\u5f0f\u3002<strong>\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b<\/strong>\u5c06\u6ce8\u610f\u529b\u4ece&#8221;\u6b65\u9aa4&#8221;\u8f6c\u79fb\u5230&#8221;\u4e8b\u7269&#8221;\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u8981\u6982\u5ff5\u533a\u5206\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6982\u5ff5<\/th><th>\u6bd4\u55bb<\/th><th>\u89e3\u91ca<\/th><\/tr><\/thead><tbody><tr><td><strong>\u7c7b (Class)<\/strong><\/td><td>\u5efa\u7b51\u8bbe\u8ba1\u84dd\u56fe<\/td><td>\u5b9a\u4e49\u4e8b\u7269\u7684\u62bd\u8c61\u7279\u5f81<\/td><\/tr><tr><td><strong>\u5bf9\u8c61 (Object)<\/strong><\/td><td>\u6309\u84dd\u56fe\u5efa\u9020\u7684\u623f\u5b50<\/td><td>\u7c7b\u7684\u5177\u4f53\u5b9e\u4f8b<\/td><\/tr><tr><td><strong>\u5c5e\u6027 (Attribute)<\/strong><\/td><td>\u623f\u5b50\u7684\u623f\u95f4\u6570\u3001\u989c\u8272<\/td><td>\u5bf9\u8c61\u7684\u72b6\u6001\u6570\u636e<\/td><\/tr><tr><td><strong>\u65b9\u6cd5 (Method)<\/strong><\/td><td>\u623f\u5b50\u7684\u5f00\u95e8\u3001\u5173\u7a97\u529f\u80fd<\/td><td>\u5bf9\u8c61\u7684\u884c\u4e3a\u80fd\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u5bf9\u8c61\u7684\u4e09\u8981\u7d20\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5c01\u88c5<\/strong>\uff1a\u5c06\u6570\u636e\u548c\u5bf9\u6570\u636e\u7684\u64cd\u4f5c\u5c01\u88c5\u5728\u4e00\u8d77<\/li>\n\n\n\n<li><strong>\u7ee7\u627f<\/strong>\uff1a\u5b50\u7c7b\u53ef\u4ee5\u7ee7\u627f\u7236\u7c7b\u7684\u7279\u6027<\/li>\n\n\n\n<li><strong>\u591a\u6001<\/strong>\uff1a\u4e0d\u540c\u5bf9\u8c61\u5bf9\u540c\u4e00\u6d88\u606f\u505a\u51fa\u4e0d\u540c\u54cd\u5e94<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8ba9\u4ee3\u7801\u7684\u7ec4\u7ec7\u66f4\u7b26\u5408\u4eba\u7c7b\u5bf9\u73b0\u5b9e\u4e16\u754c\u7684\u8ba4\u8bc6\uff0c\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u53ef\u91cd\u7528\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u7ae0\uff1a\u63a5\u53e3\u6982\u5ff5\u7684\u591a\u5c42\u6b21\u7406\u89e3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 OOP\u63a5\u53e3\uff1a\u5bf9\u8c61\u95f4\u7684\u534f\u4f5c\u5951\u7ea6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9762\u5411\u5bf9\u8c61\u7cfb\u7edf\u4e2d\uff0c\u5f53\u591a\u4e2a\u5bf9\u8c61\u9700\u8981\u534f\u4f5c\u65f6\uff0c\u9700\u8981\u5b9a\u4e49\u5b83\u4eec\u4e4b\u95f4\u7684<strong>\u4ea4\u4e92\u89c4\u5219<\/strong>\uff0c\u8fd9\u5c31\u662fOOP\u63a5\u53e3\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63a5\u53e3\u7684\u6838\u5fc3\u601d\u60f3\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9a\u4e49&#8221;\u5fc5\u987b\u80fd\u505a\u4ec0\u4e48&#8221;\uff0c\u4e0d\u89c4\u5b9a&#8221;\u5177\u4f53\u600e\u4e48\u505a&#8221;<\/li>\n\n\n\n<li>\u5efa\u7acb\u5bf9\u8c61\u4e4b\u95f4\u7684\u5951\u7ea6<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u6001\uff0c\u5141\u8bb8\u4e0d\u540c\u5b9e\u73b0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u73b0\u5b9e\u4e16\u754c\u7c7b\u6bd4\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7535\u6e90\u63d2\u5ea7\u5b9a\u4e49\u63d2\u5b54\u5f62\u72b6\u548c\u7535\u538b\u6807\u51c6<\/li>\n\n\n\n<li>\u7535\u5668\u53ea\u8981\u7b26\u5408\u8fd9\u4e2a\u6807\u51c6\u5c31\u80fd\u4f7f\u7528<\/li>\n\n\n\n<li>\u4e0d\u5173\u5fc3\u7535\u5668\u5185\u90e8\u7684\u5b9e\u73b0\u7ec6\u8282<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u63a5\u53e3\u5e26\u6765\u7684\u597d\u5904\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u89e3\u8026<\/strong>\uff1a\u4f7f\u7528\u8005\u548c\u5b9e\u73b0\u8005\u5206\u79bb<\/li>\n\n\n\n<li><strong>\u6269\u5c55<\/strong>\uff1a\u6613\u4e8e\u6dfb\u52a0\u65b0\u7684\u5b9e\u73b0<\/li>\n\n\n\n<li><strong>\u6d4b\u8bd5<\/strong>\uff1a\u4fbf\u4e8e\u8fdb\u884c\u5355\u5143\u6d4b\u8bd5<\/li>\n\n\n\n<li><strong>\u534f\u4f5c<\/strong>\uff1a\u56e2\u961f\u95f4\u6709\u660e\u786e\u7684\u5951\u7ea6<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 API\u63a5\u53e3\uff1a\u7cfb\u7edf\u95f4\u7684\u901a\u4fe1\u6865\u6881<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7cfb\u7edf\u89c4\u6a21\u8fdb\u4e00\u6b65\u6269\u5927\uff0c\u4e0d\u540c\u7cfb\u7edf\u4e4b\u95f4\u9700\u8981\u901a\u4fe1\u65f6\uff0c\u5c31\u9700\u8981<strong>API\uff08Application Programming Interface\uff09<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>API\u4e0eOOP\u63a5\u53e3\u7684\u5bf9\u6bd4\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u9762<\/th><th>OOP\u63a5\u53e3<\/th><th>API\u63a5\u53e3<\/th><\/tr><\/thead><tbody><tr><td><strong>\u4f5c\u7528\u8303\u56f4<\/strong><\/td><td>\u5355\u4e2a\u7a0b\u5e8f\u5185\u90e8<\/td><td>\u4e0d\u540c\u7cfb\u7edf\u4e4b\u95f4<\/td><\/tr><tr><td><strong>\u901a\u4fe1\u65b9\u5f0f<\/strong><\/td><td>\u65b9\u6cd5\u8c03\u7528<\/td><td>\u7f51\u7edc\u8bf7\u6c42<\/td><\/tr><tr><td><strong>\u5173\u6ce8\u70b9<\/strong><\/td><td>\u4ee3\u7801\u7ed3\u6784<\/td><td>\u6570\u636e\u4ea4\u6362<\/td><\/tr><tr><td><strong>\u6280\u672f\u5b9e\u73b0<\/strong><\/td><td>\u7c7b\u3001\u62bd\u8c61\u7c7b<\/td><td>HTTP\u3001gRPC\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>API\u7684\u5e38\u89c1\u5f62\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>RESTful API\uff1a\u57fa\u4e8eHTTP\u534f\u8bae<\/li>\n\n\n\n<li>RPC\u63a5\u53e3\uff1a\u8fdc\u7a0b\u8fc7\u7a0b\u8c03\u7528<\/li>\n\n\n\n<li>WebSocket\uff1a\u53cc\u5411\u901a\u4fe1<\/li>\n\n\n\n<li>GraphQL\uff1a\u7075\u6d3b\u7684\u67e5\u8be2\u8bed\u8a00<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u63a5\u53e3\u7684\u7edf\u4e00\u54f2\u5b66<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u7136OOP\u63a5\u53e3\u548cAPI\u63a5\u53e3\u5728\u6280\u672f\u5b9e\u73b0\u4e0a\u6709\u6240\u4e0d\u540c\uff0c\u4f46\u5b83\u4eec\u5171\u4eab\u76f8\u540c\u7684\u8bbe\u8ba1\u54f2\u5b66\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5951\u7ea6\u7cbe\u795e<\/strong>\uff1a\u660e\u786e\u5b9a\u4e49\u4ea4\u4e92\u89c4\u5219<\/li>\n\n\n\n<li><strong>\u62bd\u8c61\u601d\u7ef4<\/strong>\uff1a\u9690\u85cf\u5b9e\u73b0\u7ec6\u8282<\/li>\n\n\n\n<li><strong>\u8fb9\u754c\u610f\u8bc6<\/strong>\uff1a\u660e\u786e\u8d23\u4efb\u8303\u56f4<\/li>\n\n\n\n<li><strong>\u6f14\u5316\u539f\u5219<\/strong>\uff1a\u8003\u8651\u7248\u672c\u517c\u5bb9\u6027<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u7ae0\uff1a\u7f16\u7a0b\u601d\u7ef4\u7684\u6f14\u8fdb\u8def\u5f84<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u4ece\u8fc7\u7a0b\u5230\u5bf9\u8c61\u7684\u601d\u7ef4\u8f6c\u53d8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u601d\u7ef4\u65b9\u5f0f\u7684\u5bf9\u6bd4\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u8fc7\u7a0b\u601d\u7ef4\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cd\u70b9\uff1a\u7b97\u6cd5\u548c\u6b65\u9aa4<\/li>\n\n\n\n<li>\u5355\u5143\uff1a\u51fd\u6570<\/li>\n\n\n\n<li>\u6570\u636e\uff1a\u88ab\u52a8\uff0c\u88ab\u51fd\u6570\u64cd\u4f5c<\/li>\n\n\n\n<li>\u4f8b\u5b50\uff1a\u98df\u8c31\u4e2d\u7684\u6b65\u9aa4\u8bf4\u660e<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u5bf9\u8c61\u601d\u7ef4\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cd\u70b9\uff1a\u5bf9\u8c61\u548c\u4ea4\u4e92<\/li>\n\n\n\n<li>\u5355\u5143\uff1a\u5bf9\u8c61<\/li>\n\n\n\n<li>\u6570\u636e\uff1a\u4e3b\u52a8\uff0c\u5305\u542b\u884c\u4e3a<\/li>\n\n\n\n<li>\u4f8b\u5b50\uff1a\u9910\u5385\u4e2d\u7684\u89d2\u8272\u5206\u5de5<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8f6c\u53d8\u7684\u5173\u952e\u70b9\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece\u52a8\u8bcd\u5230\u540d\u8bcd<\/strong>\uff1a\u5173\u6ce8\u4e8b\u7269\u800c\u975e\u52a8\u4f5c<\/li>\n\n\n\n<li><strong>\u4ece\u64cd\u4f5c\u5230\u8d23\u4efb<\/strong>\uff1a\u8003\u8651\u8c01\u8d1f\u8d23\u4ec0\u4e48<\/li>\n\n\n\n<li><strong>\u4ece\u5e8f\u5217\u5230\u534f\u4f5c<\/strong>\uff1a\u5bf9\u8c61\u4e4b\u95f4\u901a\u8fc7\u6d88\u606f\u534f\u4f5c<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u63a5\u53e3\u601d\u7ef4\u7684\u5f15\u5165<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u53e3\u601d\u7ef4\u662f\u5728\u9762\u5411\u5bf9\u8c61\u57fa\u7840\u4e0a\u7684\u8fdb\u4e00\u6b65\u62bd\u8c61\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4ece\u5177\u4f53\u5230\u62bd\u8c61<\/strong>\uff1a\u4e0d\u5173\u5fc3\u5177\u4f53\u5b9e\u73b0\uff0c\u53ea\u5173\u5fc3\u80fd\u529b<\/li>\n\n\n\n<li><strong>\u4ece\u7ee7\u627f\u5230\u5b9e\u73b0<\/strong>\uff1a\u901a\u8fc7\u63a5\u53e3\u5b9a\u4e49\u5951\u7ea6\uff0c\u901a\u8fc7\u7c7b\u5b9e\u73b0\u5951\u7ea6<\/li>\n\n\n\n<li><strong>\u4ece\u7d27\u8026\u5408\u5230\u677e\u8026\u5408<\/strong>\uff1a\u4f9d\u8d56\u62bd\u8c61\u800c\u975e\u5177\u4f53\u5b9e\u73b0<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u7cfb\u7edf\u601d\u7ef4\u7684\u5efa\u7acb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">API\u63a5\u53e3\u7684\u8bbe\u8ba1\u9700\u8981\u7cfb\u7edf\u601d\u7ef4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8fb9\u754c\u601d\u7ef4<\/strong>\uff1a\u660e\u786e\u7cfb\u7edf\u8fb9\u754c<\/li>\n\n\n\n<li><strong>\u534f\u8bae\u601d\u7ef4<\/strong>\uff1a\u5b9a\u4e49\u901a\u4fe1\u89c4\u5219<\/li>\n\n\n\n<li><strong>\u7248\u672c\u601d\u7ef4<\/strong>\uff1a\u8003\u8651\u517c\u5bb9\u6027\u548c\u6f14\u5316<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u601d\u7ef4<\/strong>\uff1a\u4fdd\u62a4\u7cfb\u7edf\u548c\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u7ae0\uff1a\u5b9e\u9645\u5e94\u7528\u4e0e\u9009\u62e9\u6307\u5357<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u4e0d\u540c\u573a\u666f\u7684\u8303\u5f0f\u9009\u62e9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u9762\u5411\u8fc7\u7a0b\u7684\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b80\u5355\u811a\u672c\u548c\u5de5\u5177<\/li>\n\n\n\n<li>\u7b97\u6cd5\u5b9e\u73b0<\/li>\n\n\n\n<li>\u4e00\u6b21\u6027\u6570\u636e\u5904\u7406<\/li>\n\n\n\n<li>\u539f\u578b\u9a8c\u8bc1<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u9762\u5411\u5bf9\u8c61\u7684\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e1a\u52a1\u7cfb\u7edf\u5f00\u53d1<\/li>\n\n\n\n<li>\u9700\u8981\u957f\u671f\u7ef4\u62a4\u7684\u9879\u76ee<\/li>\n\n\n\n<li>\u56e2\u961f\u534f\u4f5c\u5f00\u53d1<\/li>\n\n\n\n<li>\u9700\u8981\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u7684\u7cfb\u7edf<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9700\u8981\u63a5\u53e3\u8bbe\u8ba1\u7684\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7cfb\u7edf\u9700\u8981\u652f\u6301\u591a\u79cd\u5b9e\u73b0<\/li>\n\n\n\n<li>\u9700\u8981\u63d2\u4ef6\u673a\u5236<\/li>\n\n\n\n<li>\u56e2\u961f\u5206\u5de5\u9700\u8981\u660e\u786e\u5951\u7ea6<\/li>\n\n\n\n<li>\u9700\u8981\u66ff\u6362\u5b9e\u73b0\u800c\u4e0d\u5f71\u54cd\u8c03\u7528\u8005<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9700\u8981API\u8bbe\u8ba1\u7684\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7cfb\u7edf\u95f4\u9700\u8981\u96c6\u6210<\/li>\n\n\n\n<li>\u63d0\u4f9b\u516c\u5171\u670d\u52a1<\/li>\n\n\n\n<li>\u5fae\u670d\u52a1\u67b6\u6784<\/li>\n\n\n\n<li>\u524d\u540e\u7aef\u5206\u79bb\u5f00\u53d1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u5b66\u4e60\u8def\u5f84\u5efa\u8bae<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\u5efa\u7acb<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u638c\u63e1\u9762\u5411\u8fc7\u7a0b\u7f16\u7a0b<\/li>\n\n\n\n<li>\u7406\u89e3\u57fa\u672c\u6570\u636e\u7ed3\u6784\u548c\u7b97\u6cd5<\/li>\n\n\n\n<li>\u57f9\u517b\u89e3\u51b3\u95ee\u9898\u7684\u903b\u8f91\u601d\u7ef4<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u9762\u5411\u5bf9\u8c61\u5165\u95e8<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7406\u89e3\u7c7b\u548c\u5bf9\u8c61\u7684\u6982\u5ff5<\/li>\n\n\n\n<li>\u638c\u63e1\u5c01\u88c5\u3001\u7ee7\u627f\u3001\u591a\u6001<\/li>\n\n\n\n<li>\u7528\u9762\u5411\u5bf9\u8c61\u601d\u7ef4\u89e3\u51b3\u5b9e\u9645\u95ee\u9898<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u6df1\u5165\u9762\u5411\u5bf9\u8c61<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7406\u89e3\u63a5\u53e3\u548c\u62bd\u8c61\u7c7b<\/li>\n\n\n\n<li>\u5b66\u4e60\u8bbe\u8ba1\u539f\u5219\uff08SOLID\uff09<\/li>\n\n\n\n<li>\u638c\u63e1\u5e38\u89c1\u8bbe\u8ba1\u6a21\u5f0f<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u56db\u9636\u6bb5\uff1a\u7cfb\u7edf\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b66\u4e60API\u8bbe\u8ba1\u539f\u5219<\/li>\n\n\n\n<li>\u638c\u63e1RESTful API\u8bbe\u8ba1<\/li>\n\n\n\n<li>\u7406\u89e3\u5fae\u670d\u52a1\u67b6\u6784<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e94\u9636\u6bb5\uff1a\u878d\u4f1a\u8d2f\u901a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6839\u636e\u95ee\u9898\u9009\u62e9\u5408\u9002\u7684\u8303\u5f0f<\/li>\n\n\n\n<li>\u5728\u5b9e\u8df5\u4e2d\u79ef\u7d2f\u7ecf\u9a8c<\/li>\n\n\n\n<li>\u6301\u7eed\u5b66\u4e60\u65b0\u6280\u672f\u548c\u65b0\u601d\u60f3<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u5e38\u89c1\u8bef\u533a\u6f84\u6e05<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a\u4e00\uff1a\u9762\u5411\u5bf9\u8c61\u4e00\u5b9a\u4f18\u4e8e\u9762\u5411\u8fc7\u7a0b<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u5b9e\uff1a\u5404\u6709\u9002\u7528\u573a\u666f\uff0c\u7b80\u5355\u95ee\u9898\u7528\u9762\u5411\u5bf9\u8c61\u53cd\u800c\u590d\u6742<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a\u4e8c\uff1a\u63a5\u53e3\u5c31\u662f\u62bd\u8c61\u7c7b<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u5b9e\uff1a\u63a5\u53e3\u5b9a\u4e49\u5951\u7ea6\uff0c\u62bd\u8c61\u7c7b\u53ef\u4ee5\u63d0\u4f9b\u90e8\u5206\u5b9e\u73b0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a\u4e09\uff1aAPI\u53ea\u662f\u7f51\u7edc\u8bf7\u6c42<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u5b9e\uff1aAPI\u662f\u7cfb\u7edf\u95f4\u901a\u4fe1\u7684\u5951\u7ea6\uff0c\u53ef\u4ee5\u6709\u591a\u79cd\u5b9e\u73b0\u5f62\u5f0f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bef\u533a\u56db\uff1a\u5fc5\u987b\u4ece\u4e00\u5f00\u59cb\u5c31\u5b8c\u7f8e\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u5b9e\uff1a\u5148\u8ba9\u7cfb\u7edf\u5de5\u4f5c\uff0c\u7136\u540e\u9010\u6b65\u91cd\u6784\u4f18\u5316<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u7ae0\uff1a\u6838\u5fc3\u6982\u5ff5\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u5173\u952e\u6982\u5ff5\u5bf9\u6bd4\u8868<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6982\u5ff5<\/th><th>\u5b9a\u4e49<\/th><th>\u6bd4\u55bb<\/th><th>\u5173\u6ce8\u70b9<\/th><\/tr><\/thead><tbody><tr><td><strong>\u9762\u5411\u8fc7\u7a0b<\/strong><\/td><td>\u6309\u6b65\u9aa4\u6267\u884c\u7684\u7f16\u7a0b\u65b9\u5f0f<\/td><td>\u83dc\u8c31\u6b65\u9aa4<\/td><td>\u600e\u4e48\u505a<\/td><\/tr><tr><td><strong>\u9762\u5411\u5bf9\u8c61<\/strong><\/td><td>\u57fa\u4e8e\u5bf9\u8c61\u548c\u7c7b\u7684\u7f16\u7a0b\u65b9\u5f0f<\/td><td>\u56e2\u961f\u5206\u5de5<\/td><td>\u8c01\u505a\u4ec0\u4e48<\/td><\/tr><tr><td><strong>\u7c7b<\/strong><\/td><td>\u5bf9\u8c61\u7684\u62bd\u8c61\u5b9a\u4e49<\/td><td>\u5efa\u7b51\u8bbe\u8ba1\u56fe<\/td><td>\u6709\u4ec0\u4e48\u7279\u5f81<\/td><\/tr><tr><td><strong>\u5bf9\u8c61<\/strong><\/td><td>\u7c7b\u7684\u5177\u4f53\u5b9e\u4f8b<\/td><td>\u5efa\u597d\u7684\u623f\u5b50<\/td><td>\u5177\u4f53\u72b6\u6001<\/td><\/tr><tr><td><strong>OOP\u63a5\u53e3<\/strong><\/td><td>\u5bf9\u8c61\u95f4\u7684\u884c\u4e3a\u5951\u7ea6<\/td><td>\u804c\u4f4d\u63cf\u8ff0<\/td><td>\u5fc5\u987b\u80fd\u505a\u4ec0\u4e48<\/td><\/tr><tr><td><strong>API\u63a5\u53e3<\/strong><\/td><td>\u7cfb\u7edf\u95f4\u7684\u901a\u4fe1\u5951\u7ea6<\/td><td>\u670d\u52a1\u534f\u8bae<\/td><td>\u5982\u4f55\u4ea4\u4e92<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u7f16\u7a0b\u8303\u5f0f\u7684\u6f14\u8fdb\u5173\u7cfb<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u9762\u5411\u8fc7\u7a0b\u7f16\u7a0b\n    \u2193 (\u5173\u6ce8\u6570\u636e\u548c\u64cd\u4f5c\u7684\u5206\u79bb)\n\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\n    \u251c\u2500\u2500 \u7c7b\u4e0e\u5bf9\u8c61\uff08\u5c01\u88c5\u6570\u636e\u548c\u884c\u4e3a\uff09\n    \u2514\u2500\u2500 \u7ee7\u627f\u4e0e\u591a\u6001\uff08\u4ee3\u7801\u590d\u7528\u548c\u6269\u5c55\uff09\n        \u2193 (\u5173\u6ce8\u5bf9\u8c61\u95f4\u7684\u534f\u4f5c)\n\u63a5\u53e3\u8bbe\u8ba1\n    \u251c\u2500\u2500 OOP\u63a5\u53e3\uff08\u5bf9\u8c61\u95f4\u7684\u5951\u7ea6\uff09\n    \u2514\u2500\u2500 API\u63a5\u53e3\uff08\u7cfb\u7edf\u95f4\u7684\u5951\u7ea6\uff09<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u8bbe\u8ba1\u539f\u5219\u603b\u7ed3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9762\u5411\u5bf9\u8c61\u8bbe\u8ba1\u539f\u5219\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5355\u4e00\u804c\u8d23\u539f\u5219<\/strong>\uff1a\u4e00\u4e2a\u7c7b\u53ea\u8d1f\u8d23\u4e00\u4ef6\u4e8b<\/li>\n\n\n\n<li><strong>\u5f00\u653e\u5c01\u95ed\u539f\u5219<\/strong>\uff1a\u5bf9\u6269\u5c55\u5f00\u653e\uff0c\u5bf9\u4fee\u6539\u5c01\u95ed<\/li>\n\n\n\n<li><strong>\u91cc\u6c0f\u66ff\u6362\u539f\u5219<\/strong>\uff1a\u5b50\u7c7b\u53ef\u4ee5\u66ff\u6362\u7236\u7c7b<\/li>\n\n\n\n<li><strong>\u63a5\u53e3\u9694\u79bb\u539f\u5219<\/strong>\uff1a\u63a5\u53e3\u5e94\u8be5\u5c0f\u800c\u4e13\u4e00<\/li>\n\n\n\n<li><strong>\u4f9d\u8d56\u5012\u7f6e\u539f\u5219<\/strong>\uff1a\u4f9d\u8d56\u62bd\u8c61\u800c\u975e\u5177\u4f53<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>API\u8bbe\u8ba1\u539f\u5219\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7edf\u4e00\u63a5\u53e3<\/strong>\uff1a\u4e00\u81f4\u7684\u4ea4\u4e92\u65b9\u5f0f<\/li>\n\n\n\n<li><strong>\u65e0\u72b6\u6001<\/strong>\uff1a\u8bf7\u6c42\u5305\u542b\u6240\u6709\u5fc5\u8981\u4fe1\u606f<\/li>\n\n\n\n<li><strong>\u53ef\u7f13\u5b58<\/strong>\uff1a\u660e\u786e\u6807\u8bc6\u53ef\u7f13\u5b58\u6027<\/li>\n\n\n\n<li><strong>\u5206\u5c42\u7cfb\u7edf<\/strong>\uff1a\u652f\u6301\u4e2d\u95f4\u5c42\u5904\u7406<\/li>\n\n\n\n<li><strong>\u6309\u9700\u7f16\u7801<\/strong>\uff1a\u53ef\u9009\u7684\u53ef\u6267\u884c\u4ee3\u7801<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u7b2c\u4e09\u5341\u4e94\u8bfe\uff1a\u6df1\u5165\u7406\u89e3\u9762\u5411\u8fc7\u7a0b\u4e0e\u9762\u5411\u5bf9\u8c61\uff1a\u4e24\u79cd\u7f16\u7a0b\u8303\u5f0f\u7684\u5bf9\u6bd4 \u524d\u8a00\uff1a\u4e24\u79cd\u7f16\u7a0b\u601d\u7ef4\u7684\u5bf9\u6bd4 \u5728\u7f16\u7a0b\u5b66\u4e60\u4e2d\uff0c\u9762\u5411\u8fc7\u7a0b\u548c [&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-1424","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\/1424","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=1424"}],"version-history":[{"count":4,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/posts\/1424\/revisions"}],"predecessor-version":[{"id":1436,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/posts\/1424\/revisions\/1436"}],"wp:attachment":[{"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/media?parent=1424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/categories?post=1424"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.preluna.xyz\/index.php\/wp-json\/wp\/v2\/tags?post=1424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}