{"id":55834,"date":"2025-02-19T13:28:30","date_gmt":"2025-02-19T05:28:30","guid":{"rendered":"https:\/\/fwq.ai\/blog\/55834\/"},"modified":"2025-02-19T13:28:30","modified_gmt":"2025-02-19T05:28:30","slug":"claude%e5%b8%b8%e8%a7%81%e7%94%a8%e4%be%8b%e6%8c%87%e5%8d%97%ef%bc%9a%e5%86%85%e5%ae%b9%e5%ae%a1%e6%a0%b8","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/55834\/","title":{"rendered":"Claude\u5e38\u89c1\u7528\u4f8b\u6307\u5357\uff1a\u5185\u5bb9\u5ba1\u6838"},"content":{"rendered":"

\u5185\u5bb9\u5ba1\u6838\u662f\u7ef4\u62a4\u6570\u5b57\u5e94\u7528\u4e2d\u5b89\u5168\u3001\u5c0a\u91cd\u548c\u9ad8\u6548\u73af\u5883\u7684\u5173\u952e\u65b9\u9762\u3002\u5728\u672c\u6307\u5357\u4e2d\uff0c\u6211\u4eec\u5c06\u8ba8\u8bba\u5982\u4f55\u4f7f\u7528 \u5bf9\u60a8\u7684\u6570\u5b57\u5e94\u7528\u4e2d\u7684\u5185\u5bb9\u8fdb\u884c\u5ba1\u6838\u3002<\/p>\n

\n

\u8bf7\u8bbf\u95ee\u6211\u4eec\u7684  \u67e5\u770b\u4f7f\u7528 Claude \u5b9e\u73b0\u5185\u5bb9\u5ba1\u6838\u7684\u793a\u4f8b\u3002<\/p>\n<\/blockquote>\n

\u672c\u6307\u5357\u4e13\u6ce8\u4e8e\u5ba1\u6838\u60a8\u5e94\u7528\u4e2d\u7684\u7528\u6237\u751f\u6210\u5185\u5bb9\u3002\u5982\u679c\u60a8\u5728\u5bfb\u627e\u5173\u4e8e\u5ba1\u6838\u4e0e Claude \u7684\u4e92\u52a8\u7684\u6307\u5bfc\uff0c\u8bf7\u53c2\u8003\u6211\u4eec\u7684 \u3002<\/p>\n

\u5728\u4f7f\u7528 Claude \u4e4b\u524d<\/h2>\n

\u51b3\u5b9a\u662f\u5426\u4f7f\u7528 Claude \u8fdb\u884c\u5185\u5bb9\u5ba1\u6838<\/h3>\n

\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u952e\u6307\u6807\uff0c\u60a8\u5e94\u8be5\u9009\u62e9\u50cf Claude \u8fd9\u6837\u7684 LLM\uff0c\u800c\u4e0d\u662f\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u6216\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\u8fdb\u884c\u5185\u5bb9\u5ba1\u6838\uff1a<\/p>\n

\u60a8\u5e0c\u671b\u5b9e\u73b0\u6210\u672c\u6548\u76ca\u9ad8\u4e14\u5feb\u901f\u7684\u5b9e\u65bd<\/strong><\/p>\n

<\/p>\n

\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u9700\u8981\u5927\u91cf\u7684\u5de5\u7a0b\u8d44\u6e90\u3001\u673a\u5668\u5b66\u4e60\u4e13\u4e1a\u77e5\u8bc6\u548c\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u3002\u4eba\u5de5\u5ba1\u6838\u7cfb\u7edf\u7684\u6210\u672c\u66f4\u9ad8\u3002\u4f7f\u7528 Claude\uff0c\u60a8\u53ef\u4ee5\u5728\u8f83\u77ed\u7684\u65f6\u95f4\u5185\u4ee5\u8f83\u4f4e\u7684\u6210\u672c\u5efa\u7acb\u8d77\u590d\u6742\u7684\u5ba1\u6838\u7cfb\u7edf\u3002<\/p>\n

\u60a8\u9700\u8981\u8bed\u4e49\u7406\u89e3\u548c\u5feb\u901f\u51b3\u7b56<\/strong><\/p>\n

\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u5982\u8bcd\u888b\u6a21\u578b\u6216\u7b80\u5355\u6a21\u5f0f\u5339\u914d\uff0c\u901a\u5e38\u96be\u4ee5\u7406\u89e3\u5185\u5bb9\u7684\u8bed\u8c03\u3001\u610f\u56fe\u548c\u4e0a\u4e0b\u6587\u3002\u5c3d\u7ba1\u4eba\u5de5\u5ba1\u6838\u7cfb\u7edf\u5728\u7406\u89e3\u8bed\u4e49\u610f\u4e49\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u9700\u8981\u65f6\u95f4\u6765\u5ba1\u6838\u5185\u5bb9\u3002Claude \u901a\u8fc7\u5c06\u8bed\u4e49\u7406\u89e3\u4e0e\u5feb\u901f\u63d0\u4f9b\u5ba1\u6838\u51b3\u7b56\u7684\u80fd\u529b\u7ed3\u5408\u8d77\u6765\uff0c\u5f25\u8865\u4e86\u8fd9\u4e00\u5dee\u8ddd\u3002<\/p>\n

\u60a8\u9700\u8981\u4e00\u81f4\u7684\u653f\u7b56\u51b3\u7b56<\/strong><\/p>\n

\u901a\u8fc7\u5229\u7528\u5176\u5148\u8fdb\u7684\u63a8\u7406\u80fd\u529b\uff0cClaude \u53ef\u4ee5\u7edf\u4e00\u5730\u89e3\u91ca\u548c\u5e94\u7528\u590d\u6742\u7684\u5ba1\u6838\u6307\u5357\u3002\u8fd9\u79cd\u4e00\u81f4\u6027\u6709\u52a9\u4e8e\u786e\u4fdd\u5bf9\u6240\u6709\u5185\u5bb9\u7684\u516c\u5e73\u5bf9\u5f85\uff0c\u51cf\u5c11\u4e0d\u4e00\u81f4\u6216\u504f\u89c1\u7684\u5ba1\u6838\u51b3\u7b56\u53ef\u80fd\u7834\u574f\u7528\u6237\u4fe1\u4efb\u7684\u98ce\u9669\u3002<\/p>\n

\u60a8\u7684\u5ba1\u6838\u653f\u7b56\u53ef\u80fd\u4f1a\u968f\u65f6\u95f4\u53d8\u5316\u6216\u53d1\u5c55<\/strong><\/p>\n

\u4e00\u65e6\u5efa\u7acb\u4e86\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u8fdb\u884c\u66f4\u6539\u5c06\u662f\u4e00\u9879\u8d39\u65f6\u4e14\u6570\u636e\u5bc6\u96c6\u7684\u5de5\u4f5c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u968f\u7740\u60a8\u7684\u4ea7\u54c1\u6216\u5ba2\u6237\u9700\u6c42\u7684\u53d8\u5316\uff0cClaude \u53ef\u4ee5\u8f7b\u677e\u9002\u5e94\u5ba1\u6838\u653f\u7b56\u7684\u66f4\u6539\u6216\u65b0\u589e\uff0c\u800c\u65e0\u9700\u5927\u91cf\u91cd\u65b0\u6807\u6ce8\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n

\u60a8\u9700\u8981\u5bf9\u5ba1\u6838\u51b3\u7b56\u7684\u53ef\u89e3\u91ca\u63a8\u7406<\/strong><\/p>\n

\u5982\u679c\u60a8\u5e0c\u671b\u4e3a\u7528\u6237\u6216\u76d1\u7ba1\u8005\u63d0\u4f9b\u5ba1\u6838\u51b3\u7b56\u80cc\u540e\u7684\u6e05\u6670\u89e3\u91ca\uff0cClaude \u53ef\u4ee5\u751f\u6210\u8be6\u7ec6\u4e14\u8fde\u8d2f\u7684\u7406\u7531\u3002\u8fd9\u79cd\u900f\u660e\u6027\u5bf9\u5efa\u7acb\u4fe1\u4efb\u548c\u786e\u4fdd\u5185\u5bb9\u5ba1\u6838\u5b9e\u8df5\u7684\u95ee\u8d23\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

\u60a8\u9700\u8981\u591a\u8bed\u8a00\u652f\u6301\u800c\u65e0\u9700\u7ef4\u62a4\u5355\u72ec\u7684\u6a21\u578b<\/strong><\/p>\n

\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u901a\u5e38\u9700\u8981\u4e3a\u6bcf\u79cd\u652f\u6301\u7684\u8bed\u8a00\u5206\u522b\u5efa\u7acb\u6a21\u578b\u6216\u8fdb\u884c\u5927\u91cf\u7ffb\u8bd1\u8fc7\u7a0b\u3002\u4eba\u5de5\u5ba1\u6838\u9700\u8981\u96c7\u4f63\u6d41\u5229\u4e8e\u6bcf\u79cd\u652f\u6301\u8bed\u8a00\u7684\u52b3\u52a8\u529b\u3002Claude \u7684\u591a\u8bed\u8a00\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u5728\u5404\u79cd\u8bed\u8a00\u4e2d\u5206\u7c7b\u7968\u636e\uff0c\u800c\u65e0\u9700\u5355\u72ec\u7684\u6a21\u578b\u6216\u5927\u91cf\u7ffb\u8bd1\u8fc7\u7a0b\uff0c\u4ece\u800c\u7b80\u5316\u5168\u7403\u5ba2\u6237\u7fa4\u4f53\u7684\u5ba1\u6838\u5de5\u4f5c\u3002<\/p>\n

\u60a8\u9700\u8981\u591a\u6a21\u6001\u652f\u6301<\/strong><\/p>\n

Claude \u7684\u591a\u6a21\u6001\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u5206\u6790\u548c\u89e3\u91ca\u6587\u672c\u548c\u56fe\u50cf\u4e2d\u7684\u5185\u5bb9\u3002\u8fd9\u4f7f\u5176\u6210\u4e3a\u5728\u9700\u8981\u7efc\u5408\u8bc4\u4f30\u4e0d\u540c\u5a92\u4f53\u7c7b\u578b\u7684\u73af\u5883\u4e2d\u8fdb\u884c\u5168\u9762\u5185\u5bb9\u5ba1\u6838\u7684\u591a\u529f\u80fd\u5de5\u5177\u3002<\/p>\n

\u5df2\u8bad\u7ec3\u6240\u6709 Claude \u6a21\u578b\u4f7f\u5176\u8bda\u5b9e\u3001\u4e50\u4e8e\u52a9\u4eba\u4e14\u65e0\u5bb3\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4 Claude \u5ba1\u6838\u88ab\u8ba4\u4e3a\u7279\u522b\u5371\u9669\u7684\u5185\u5bb9\uff08\u7b26\u5408\u6211\u4eec\u7684 \uff09\uff0c\u800c\u4e0d\u8bba\u4f7f\u7528\u7684\u63d0\u793a\u5982\u4f55\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5e0c\u671b\u5141\u8bb8\u7528\u6237\u53d1\u5e03\u9732\u9aa8\u6027\u5185\u5bb9\u7684\u6210\u4eba\u7f51\u7ad9\u53ef\u80fd\u4f1a\u53d1\u73b0\uff0cClaude \u4ecd\u7136\u4f1a\u5c06\u9732\u9aa8\u5185\u5bb9\u6807\u8bb0\u4e3a\u9700\u8981\u5ba1\u6838\uff0c\u5373\u4f7f\u4ed6\u4eec\u5728\u63d0\u793a\u4e2d\u660e\u786e\u6307\u5b9a\u4e0d\u5bf9\u9732\u9aa8\u6027\u5185\u5bb9\u8fdb\u884c\u5ba1\u6838\u3002\u6211\u4eec\u5efa\u8bae\u60a8\u5728\u6784\u5efa\u5ba1\u6838\u89e3\u51b3\u65b9\u6848\u4e4b\u524d\u5148\u5ba1\u67e5\u6211\u4eec\u7684 AUP\u3002<\/p>\n

\u751f\u6210\u5185\u5bb9\u5ba1\u6838\u7684\u793a\u4f8b<\/h3>\n

\u5728\u5f00\u53d1\u5185\u5bb9\u5ba1\u6838\u89e3\u51b3\u65b9\u6848\u4e4b\u524d\uff0c\u9996\u5148\u521b\u5efa\u5e94\u8be5\u88ab\u6807\u8bb0\u7684\u5185\u5bb9\u793a\u4f8b\u548c\u4e0d\u5e94\u8be5\u88ab\u6807\u8bb0\u7684\u5185\u5bb9\u793a\u4f8b\u3002\u786e\u4fdd\u5305\u542b\u8fb9\u7f18\u6848\u4f8b\u548c\u53ef\u80fd\u5bf9\u5185\u5bb9\u5ba1\u6838\u7cfb\u7edf\u5904\u7406\u6548\u679c\u4ea7\u751f\u6311\u6218\u7684\u590d\u6742\u573a\u666f\u3002\u4e4b\u540e\uff0c\u5ba1\u6838\u60a8\u7684\u793a\u4f8b\u4ee5\u521b\u5efa\u660e\u786e\u7684\u5ba1\u6838\u7c7b\u522b\u5217\u8868\u3002\u4f8b\u5982\uff0c\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u751f\u6210\u7684\u793a\u4f8b\u53ef\u80fd\u5305\u62ec\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n

allowed_user_comments = [\r\n    '\u8fd9\u90e8\u7535\u5f71\u592a\u68d2\u4e86\uff0c\u6211\u771f\u7684\u5f88\u559c\u6b22\u3002\u4e3b\u89d2\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\uff01'<\/span>,\r\n    '\u6211\u8ba8\u538c\u661f\u671f\u4e00\u3002'<\/span>,\r\n    '\u73b0\u5728\u662f\u6295\u8d44\u9ec4\u91d1\u7684\u597d\u65f6\u673a\uff01'<\/span>\r\n]\r\n\ndisallowed_user_comments = [\r\n    '\u9a6c\u4e0a\u5220\u9664\u8fd9\u7bc7\u5e16\u5b50\uff0c\u5426\u5219\u4f60\u6700\u597d\u8eb2\u8d77\u6765\u3002\u6211\u4f1a\u8ffd\u4e0a\u4f60\u548c\u4f60\u7684\u5bb6\u4eba\u3002'<\/span>,\r\n    '\u8fdc\u79bb 5G \u624b\u673a\uff01\uff01\u4ed6\u4eec\u6b63\u5728\u7528 5G \u63a7\u5236\u4f60\u3002'<\/span>,\r\n    '\u606d\u559c\u4f60\uff01\u4f60\u8d62\u5f97\u4e86\u4e00\u5f20\u4ef7\u503c $1,000 \u7684\u793c\u54c1\u5361\u3002\u70b9\u51fb\u8fd9\u91cc\u9886\u53d6\u4f60\u7684\u5956\u54c1\uff01'<\/span>\r\n]\r\n\n# \u7528\u4e8e\u6d4b\u8bd5\u5185\u5bb9\u5ba1\u6838\u7684\u7528\u6237\u8bc4\u8bba\u793a\u4f8b<\/span>\r\nuser_comments = allowed_user_comments + disallowed_user_comments\r\n\n# \u88ab\u89c6\u4e3a\u4e0d\u5b89\u5168\u7684\u5185\u5bb9\u5ba1\u6838\u7c7b\u522b\u5217\u8868<\/span>\r\nunsafe_categories = [\r\n    '\u513f\u7ae5\u5265\u524a'<\/span>,\r\n    '\u9634\u8c0b\u8bba'<\/span>,\r\n    '\u4ec7\u6068'<\/span>,\r\n    '\u65e0\u5dee\u522b\u6b66\u5668'<\/span>, \r\n    '\u77e5\u8bc6\u4ea7\u6743'<\/span>,\r\n    '\u975e\u66b4\u529b\u72af\u7f6a'<\/span>, \r\n    '\u9690\u79c1'<\/span>,\r\n    '\u81ea\u6211\u4f24\u5bb3'<\/span>,\r\n    '\u6027\u72af\u7f6a'<\/span>,\r\n    '\u8272\u60c5\u5185\u5bb9'<\/span>,\r\n    '\u4e13\u4e1a\u5efa\u8bae'<\/span>,\r\n    '\u66b4\u529b\u72af\u7f6a'<\/span>\r\n]\r\n<\/code><\/pre>\n
\u6709\u6548\u5ba1\u6838\u8fd9\u4e9b\u793a\u4f8b\u9700\u8981\u5bf9\u8bed\u8a00\u6709\u7ec6\u81f4\u5165\u5fae\u7684\u7406\u89e3\u3002\u5728\u8bc4\u8bba\u4e2d\uff0c\u8fd9\u90e8\u7535\u5f71\u592a\u68d2\u4e86\uff0c\u6211\u771f\u7684\u5f88\u559c\u6b22\u3002\u4e3b\u89d2\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\uff01<\/code>\uff0c\u5185\u5bb9\u5ba1\u6838\u7cfb\u7edf\u9700\u8981\u8bc6\u522b\u300c\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\u300d\u662f\u6bd4\u55bb\uff0c\u800c\u4e0d\u662f\u5b9e\u9645\u66b4\u529b\u7684\u6307\u793a\u3002\u76f8\u53cd\uff0c\u5c3d\u7ba1\u6ca1\u6709\u660e\u786e\u63d0\u53ca\u66b4\u529b\uff0c\u8bc4\u8bba\u9a6c\u4e0a\u5220\u9664\u8fd9\u7bc7\u5e16\u5b50\uff0c\u5426\u5219\u4f60\u6700\u597d\u8eb2\u8d77\u6765\u3002\u6211\u4f1a\u8ffd\u4e0a\u4f60\u548c\u4f60\u7684\u5bb6\u4eba\u3002<\/code>\u5e94\u8be5\u88ab\u5185\u5bb9\u5ba1\u6838\u7cfb\u7edf\u6807\u8bb0\u3002<\/p>\n
unsafe_categories<\/code>\u5217\u8868\u53ef\u4ee5\u6839\u636e\u60a8\u7684\u5177\u4f53\u9700\u6c42\u8fdb\u884c\u5b9a\u5236\u3002\u4f8b\u5982\uff0c\u5982\u679c\u60a8\u5e0c\u671b\u9632\u6b62\u672a\u6210\u5e74\u4eba\u5728\u60a8\u7684\u7f51\u7ad9\u4e0a\u521b\u5efa\u5185\u5bb9\uff0c\u53ef\u4ee5\u5c06\u300c\u672a\u6210\u5e74\u53d1\u5e03\u300d\u6dfb\u52a0\u5230\u5217\u8868\u4e2d\u3002<\/p>\n
\n
\u5982\u4f55\u4f7f\u7528 Claude \u8fdb\u884c\u5185\u5bb9\u5ba1\u6838<\/h2>\n
\u9009\u62e9\u5408\u9002\u7684 Claude \u6a21\u578b<\/h3>\n
\u5728\u9009\u62e9\u6a21\u578b\u65f6\uff0c\u8003\u8651\u6570\u636e\u7684\u5927\u5c0f\u975e\u5e38\u91cd\u8981\u3002\u5982\u679c\u6210\u672c\u662f\u4e00\u4e2a\u95ee\u9898\uff0c\u50cf Claude 3 Haiku \u8fd9\u6837\u7684\u5c0f\u578b\u6a21\u578b\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u9009\u62e9\uff0c\u56e0\u4e3a\u5b83\u5177\u6709\u6210\u672c\u6548\u76ca\u3002\u4ee5\u4e0b\u662f\u5bf9\u6bcf\u6708\u6536\u5230\u5341\u4ebf\u6761\u5e16\u5b50\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u8fdb\u884c\u6587\u672c\u5ba1\u6838\u7684\u6210\u672c\u4f30\u7b97\uff1a<\/p>\n
    \n
  • \u5185\u5bb9\u5927\u5c0f<\/strong>\n
      \n
    • \u6bcf\u6708\u5e16\u5b50\u6570\uff1a1bn<\/li>\n
    • \u6bcf\u6761\u5e16\u5b50\u7684\u5b57\u7b26\u6570\uff1a100<\/li>\n
    • \u603b\u5b57\u7b26\u6570\uff1a100bn<\/li>\n<\/ul>\n<\/li>\n
    • \u4f30\u7b97\u7684 Token \u6570<\/strong>\n
        \n
      • \u8f93\u5165 Token\uff1a28.6bn\uff08\u5047\u8bbe\u6bcf 3.5 \u4e2a\u5b57\u7b26\u4e3a 1 \u4e2a Token\uff09<\/li>\n
      • \u88ab\u6807\u8bb0\u7684\u6d88\u606f\u6bd4\u4f8b\uff1a3%<\/li>\n
      • \u6bcf\u6761\u88ab\u6807\u8bb0\u6d88\u606f\u7684\u8f93\u51fa  \u6570\uff1a50<\/li>\n
      • \u603b\u8f93\u51fa Token \u6570\uff1a1.5bn<\/li>\n<\/ul>\n<\/li>\n
      • Claude 3 Haiku \u4f30\u7b97\u6210\u672c<\/strong>\n
          \n
        • \u8f93\u5165 Token \u6210\u672c\uff1a2,860 MTok * $0.25\/MTok = $715<\/li>\n
        • \u8f93\u51fa Token \u6210\u672c\uff1a1,500 MTok * $1.25\/MTok = $1,875<\/li>\n
        • \u6bcf\u6708\u6210\u672c\uff1a$715 + $1,875 = $2,590<\/li>\n<\/ul>\n<\/li>\n
        • Claude 3.5 Sonnet \u4f30\u7b97\u6210\u672c<\/strong>\n
            \n
          • \u8f93\u5165 Token \u6210\u672c\uff1a2,860 MTok * $3.00\/MTok = $8,580<\/li>\n
          • \u8f93\u51fa Token \u6210\u672c\uff1a1,500 MTok * $15.00\/MTok = $22,500<\/li>\n
          • \u6bcf\u6708\u6210\u672c\uff1a$8,580 + $22,500 = $31,080<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n
            \u5b9e\u9645\u6210\u672c\u53ef\u80fd\u4e0e\u8fd9\u4e9b\u4f30\u7b97\u6709\u6240\u4e0d\u540c\u3002\u8fd9\u4e9b\u4f30\u7b97\u57fa\u4e8e\u5173\u4e8e  \u90e8\u5206\u4e2d\u7a81\u51fa\u663e\u793a\u7684\u63d0\u793a\u3002\u901a\u8fc7\u4ece\u54cd\u5e94\u4e2d\u5220\u9664 explanation<\/code> \u5b57\u6bb5\uff0c\u8f93\u51fa Token \u6570\u53ef\u4ee5\u8fdb\u4e00\u6b65\u51cf\u5c11\u3002<\/p>\n
            \u6784\u5efa\u5f3a\u5927\u7684\u63d0\u793a<\/h3>\n
            \u4e3a\u4e86\u4f7f\u7528 Claude \u8fdb\u884c\u5185\u5bb9\u5ba1\u6838\uff0cClaude \u5fc5\u987b\u7406\u89e3\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u5ba1\u6838\u8981\u6c42\u3002\u8ba9\u6211\u4eec\u5f00\u59cb\u7f16\u5199\u4e00\u4e2a\u63d0\u793a\uff0c\u4ee5\u4fbf\u60a8\u80fd\u591f\u5b9a\u4e49\u60a8\u7684\u5ba1\u6838\u9700\u6c42\uff1a<\/p>\n
            import<\/span> anthropic\r\nimport<\/span> json\r\n\n# \u521d\u59cb\u5316 Anthropic \u5ba2\u6237\u7aef<\/span>\r\nclient = anthropic.Anthropic()\r\n\ndef<\/span> moderate_message<\/span>(message, unsafe_categories<\/span>):<\/span>\r\n    # \u5c06\u4e0d\u5b89\u5168\u7c7b\u522b\u5217\u8868\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\uff0c\u6bcf\u4e2a\u7c7b\u522b\u5360\u4e00\u884c<\/span>\r\n    unsafe_category_str = '\\n'<\/span>.join(unsafe_categories)\r\n\n    # \u4e3a Claude \u6784\u5efa\u63d0\u793a\uff0c\u5305\u62ec\u6d88\u606f\u548c\u4e0d\u5b89\u5168\u7c7b\u522b<\/span>\r\n    assessment_prompt = f\"\"\" \u786e\u5b9a\u4ee5\u4e0b\u6d88\u606f\u662f\u5426\u9700\u8981\u5ba1\u6838\uff0c \u57fa\u4e8e\u4e0b\u9762\u5217\u51fa\u7684\u4e0d\u5b89\u5168\u7c7b\u522b\u3002 \u6d88\u606f\uff1a <message>{message}<\/span><\/message> \u4e0d\u5b89\u5168\u7c7b\u522b\uff1a <categories> {unsafe_category_str}<\/span> <\/categories> \u4ec5\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\u54cd\u5e94 JSON \u5bf9\u8c61\uff1a {{ \"violation\": <\u5e03\u5c14\u5b57\u6bb5\uff0c\u8868\u793a\u6d88\u606f\u662f\u5426\u5e94\u8be5\u88ab\u5ba1\u6838>, \"categories\": [\u88ab\u8fdd\u53cd\u7c7b\u522b\u7684\u9017\u53f7\u5206\u9694\u5217\u8868], \"explanation\": [\u53ef\u9009\u3002\u5982\u679c\u6709\u8fdd\u89c4\u884c\u4e3a\u5219\u4ec5\u5305\u542b\u3002] }}\"\"\"<\/span>\r\n\n    # \u53d1\u9001\u8bf7\u6c42\u7ed9 Claude \u8fdb\u884c\u5185\u5bb9\u5ba1\u6838<\/span>\r\n    response = client.messages.create(\r\n        model=\"claude-3-haiku-20240307\"<\/span>,  # \u4f7f\u7528 Haiku \u6a21\u578b\u4ee5\u964d\u4f4e\u6210\u672c<\/span>\r\n        max_tokens=200<\/span>,\r\n        temperature=0<\/span>,   # \u4f7f\u7528 0 \u6e29\u5ea6\u4ee5\u63d0\u9ad8\u4e00\u81f4\u6027<\/span>\r\n        messages=[\r\n            {\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: assessment_prompt}\r\n        ]\r\n    )\r\n\n    # \u89e3\u6790 Claude \u7684 JSON \u54cd\u5e94<\/span>\r\n    assessment = json.loads(response.content[0<\/span>].text)\r\n\n    # \u4ece\u8bc4\u4f30\u4e2d\u63d0\u53d6\u8fdd\u89c4\u72b6\u6001<\/span>\r\n    contains_violation = assessment['violation'<\/span>]\r\n\n    # \u5982\u679c\u6709\u8fdd\u89c4\uff0c\u83b7\u53d6\u7c7b\u522b\u548c\u89e3\u91ca\uff1b\u5426\u5219\u4f7f\u7528\u7a7a\u9ed8\u8ba4\u503c<\/span>\r\n    violated_categories = assessment.get('categories'<\/span>, []) if<\/span> contains_violation else<\/span> []\r\n    explanation = assessment.get('explanation'<\/span>) if<\/span> contains_violation else<\/span> None<\/span>\r\n\n    return<\/span> contains_violation, violated_categories, explanation\r\n\n# \u5904\u7406\u6bcf\u6761\u8bc4\u8bba\u5e76\u6253\u5370\u7ed3\u679c<\/span>\r\nfor<\/span> comment in<\/span> user_comments:\r\n    print<\/span>(f\"\\n\u8bc4\u8bba: {comment}<\/span>\"<\/span>)\r\n    violation, violated_categories, explanation = moderate_message(comment, unsafe_categories)\r\n\n    if<\/span> violation:\r\n        print<\/span>(f\"\u8fdd\u53cd\u7684\u7c7b\u522b: {', '.join(violated_categories)}<\/span>\"<\/span>)\r\n        print<\/span>(f\"\u89e3\u91ca: {explanation}<\/span>\"<\/span>)\r\n    else<\/span>:\r\n        print<\/span>(\"\u672a\u68c0\u6d4b\u5230\u95ee\u9898\u3002\"<\/span>)\r\n<\/code><\/pre>\n
            \u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0cmoderate_message<\/code> \u51fd\u6570\u5305\u542b\u4e00\u4e2a\u8bc4\u4f30\u63d0\u793a\uff0c\u5305\u542b\u4e0d\u5b89\u5168\u5185\u5bb9\u7c7b\u522b\u548c\u6211\u4eec\u5e0c\u671b\u8bc4\u4f30\u7684\u6d88\u606f\u3002\u8be5\u63d0\u793a\u8981\u6c42 Claude \u8bc4\u4f30\u6d88\u606f\u662f\u5426\u5e94\u8be5\u88ab\u5ba1\u6838\uff0c\u57fa\u4e8e\u6211\u4eec\u5b9a\u4e49\u7684\u4e0d\u5b89\u5168\u7c7b\u522b\u3002<\/p>\n
            \u7136\u540e\u89e3\u6790\u6a21\u578b\u7684\u8bc4\u4f30\u4ee5\u786e\u5b9a\u662f\u5426\u5b58\u5728\u8fdd\u89c4\u3002\u5982\u679c\u5b58\u5728\u8fdd\u89c4\uff0cClaude \u8fd8\u4f1a\u8fd4\u56de\u4e00\u4efd\u88ab\u8fdd\u53cd\u7c7b\u522b\u7684\u5217\u8868\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u8be5\u6d88\u606f\u88ab\u8ba4\u4e3a\u662f\u4e0d\u5b89\u5168\u7684\u89e3\u91ca\u3002<\/p>\n
            \u8bc4\u4f30\u60a8\u7684\u63d0\u793a<\/h3>\n
            \u5185\u5bb9\u5ba1\u6838\u662f\u4e00\u4e2a\u5206\u7c7b\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u6211\u4eec\u5728  \u4e2d\u6982\u8ff0\u7684\u76f8\u540c\u6280\u672f\u6765\u786e\u5b9a\u60a8\u7684\u5185\u5bb9\u5ba1\u6838\u7cfb\u7edf\u7684\u51c6\u786e\u6027\u3002<\/p>\n
            \u53e6\u4e00\u4e2a\u8003\u8651\u56e0\u7d20\u662f\uff0c\u4e0e\u5176\u5c06\u5185\u5bb9\u5ba1\u6838\u89c6\u4e3a\u4e8c\u5143\u5206\u7c7b\u95ee\u9898\uff0c\u4e0d\u5982\u521b\u5efa\u591a\u4e2a\u7c7b\u522b\u6765\u8868\u793a\u4e0d\u540c\u7684\u98ce\u9669\u7ea7\u522b\u3002\u521b\u5efa\u591a\u4e2a\u98ce\u9669\u7ea7\u522b\u4f7f\u60a8\u80fd\u591f\u8c03\u6574\u5ba1\u6838\u7684\u5f3a\u5ea6\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u80fd\u5e0c\u671b\u81ea\u52a8\u963b\u6b62\u88ab\u8ba4\u4e3a\u662f\u9ad8\u98ce\u9669\u7684\u7528\u6237\u67e5\u8be2\uff0c\u800c\u5bf9\u4e8e\u8bb8\u591a\u4e2d\u7b49\u98ce\u9669\u67e5\u8be2\u7684\u7528\u6237\u5219\u6807\u8bb0\u4e3a\u9700\u4eba\u5de5\u5ba1\u6838\u3002<\/p>\n
            import<\/span> anthropic\r\nimport<\/span> json\r\n\n# \u521d\u59cb\u5316 Anthropic \u5ba2\u6237\u7aef<\/span>\r\nclient = anthropic.Anthropic()\r\n\ndef<\/span> assess_risk_level<\/span>(message, unsafe_categories<\/span>):<\/span>\r\n    # \u5c06\u4e0d\u5b89\u5168\u7c7b\u522b\u7684\u5217\u8868\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\uff0c\u6bcf\u4e2a\u7c7b\u522b\u5360\u4e00\u884c<\/span>\r\n    unsafe_category_str = '\\n'<\/span>.join(unsafe_categories)\r\n\n    # \u4e3a Claude \u6784\u9020\u63d0\u793a\uff0c\u5305\u62ec\u5f85\u8bc4\u4f30\u7684\u6d88\u606f\u3001\u4e0d\u5b89\u5168\u7c7b\u522b\u548c\u98ce\u9669\u7ea7\u522b\u5b9a\u4e49<\/span>\r\n    assessment_prompt = f\"\"\" \u8bc4\u4f30\u4ee5\u4e0b\u6d88\u606f\u7684\u98ce\u9669\u7ea7\u522b\uff0c\u5224\u65ad\u662f\u5426\u9700\u8981\u5ba1\u6838\uff0c \u57fa\u4e8e\u4e0b\u9762\u5217\u51fa\u7684\u4e0d\u5b89\u5168\u7c7b\u522b\u3002 \u6d88\u606f\uff1a <message>{message}<\/span><\/message> \u4e0d\u5b89\u5168\u7c7b\u522b\uff1a <categories> {unsafe_category_str}<\/span> <\/categories> \u6839\u636e\u60a8\u5bf9\u7528\u6237\u6d88\u606f\u5e94\u6839\u636e\u5b9a\u4e49\u7684\u4e0d\u5b89\u5168\u7c7b\u522b\u8fdb\u884c\u5ba1\u6838\u7684\u4fe1\u5fc3\uff0c\u5206\u914d\u98ce\u9669\u7ea7\u522b\uff1a 0 - \u65e0\u98ce\u9669 1 - \u4f4e\u98ce\u9669 2 - \u4e2d\u7b49\u98ce\u9669 3 - \u9ad8\u98ce\u9669 \u4ec5\u4ee5 JSON \u5bf9\u8c61\u683c\u5f0f\u56de\u590d\uff0c\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\uff1a {{ \"risk_level\": <\u8868\u793a\u98ce\u9669\u7ea7\u522b\u7684\u6570\u503c\u5b57\u6bb5>, \"categories\": [\u8fdd\u89c4\u7c7b\u522b\u7684\u9017\u53f7\u5206\u9694\u5217\u8868], \"explanation\": <\u53ef\u9009\u3002\u4ec5\u5728\u98ce\u9669\u7ea7\u522b\u5927\u4e8e 0 \u65f6\u5305\u542b> }}\"\"\"<\/span>\r\n\n    # \u53d1\u9001\u8bf7\u6c42\u7ed9 Claude \u8fdb\u884c\u98ce\u9669\u8bc4\u4f30<\/span>\r\n    response = client.messages.create(\r\n        model=\"claude-3-haiku-20240307\"<\/span>,  # \u4f7f\u7528 Haiku \u6a21\u578b\u4ee5\u964d\u4f4e\u6210\u672c<\/span>\r\n        max_tokens=200<\/span>,\r\n        temperature=0<\/span>,   # \u4f7f\u7528 0 \u6e29\u5ea6\u4ee5\u63d0\u9ad8\u4e00\u81f4\u6027<\/span>\r\n        messages=[\r\n            {\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: assessment_prompt}\r\n        ]\r\n    )\r\n\n    # \u89e3\u6790 Claude \u7684 JSON \u54cd\u5e94<\/span>\r\n    assessment = json.loads(response.content[0<\/span>].text)\r\n\n    # \u4ece\u8bc4\u4f30\u4e2d\u63d0\u53d6\u98ce\u9669\u7ea7\u522b\u3001\u8fdd\u89c4\u7c7b\u522b\u548c\u89e3\u91ca<\/span>\r\n    risk_level = assessment[\"risk_level\"<\/span>]\r\n    violated_categories = assessment[\"categories\"<\/span>]\r\n    explanation = assessment.get(\"explanation\"<\/span>)\r\n\n    return<\/span> risk_level, violated_categories, explanation\r\n\n# \u5904\u7406\u6bcf\u4e2a\u8bc4\u8bba\u5e76\u6253\u5370\u7ed3\u679c<\/span>\r\nfor<\/span> comment in<\/span> user_comments:\r\n    print<\/span>(f\"\\n\u8bc4\u8bba: {comment}<\/span>\"<\/span>)\r\n    risk_level, violated_categories, explanation = assess_risk_level(comment, unsafe_categories)\r\n\n    print<\/span>(f\"\u98ce\u9669\u7ea7\u522b: {risk_level}<\/span>\"<\/span>)\r\n    if<\/span> violated_categories:\r\n        print<\/span>(f\"\u8fdd\u89c4\u7c7b\u522b: {', '.join(violated_categories)}<\/span>\"<\/span>)\r\n    if<\/span> explanation:\r\n        print<\/span>(f\"\u89e3\u91ca: {explanation}<\/span>\"<\/span>)\r\n<\/code><\/pre>\n
            \u8be5\u4ee3\u7801\u5b9e\u73b0\u4e86\u4e00\u4e2a assess_risk_level<\/code> \u51fd\u6570\uff0c\u4f7f\u7528 Claude \u8bc4\u4f30\u6d88\u606f\u7684\u98ce\u9669\u7ea7\u522b\u3002\u8be5\u51fd\u6570\u63a5\u53d7\u6d88\u606f\u548c\u4e0d\u5b89\u5168\u7c7b\u522b\u5217\u8868\u4f5c\u4e3a\u8f93\u5165\u3002<\/p>\n
            \u5728\u51fd\u6570\u5185\u90e8\uff0c\u4e3a Claude \u751f\u6210\u4e00\u4e2a\u63d0\u793a\uff0c\u5305\u542b\u5f85\u8bc4\u4f30\u7684\u6d88\u606f\u3001\u4e0d\u5b89\u5168\u7c7b\u522b\u4ee5\u53ca\u8bc4\u4f30\u98ce\u9669\u7ea7\u522b\u7684\u5177\u4f53\u8bf4\u660e\u3002\u63d0\u793a\u6307\u793a Claude \u4ee5 JSON \u5bf9\u8c61\u7684\u5f62\u5f0f\u56de\u590d\uff0c\u5305\u62ec\u98ce\u9669\u7ea7\u522b\u3001\u8fdd\u89c4\u7c7b\u522b\u4ee5\u53ca\u53ef\u9009\u7684\u89e3\u91ca\u3002<\/p>\n
            \u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u5206\u914d\u98ce\u9669\u7ea7\u522b\u6765\u5b9e\u73b0\u7075\u6d3b\u7684\u5185\u5bb9\u5ba1\u6838\u3002\u5b83\u53ef\u4ee5\u65e0\u7f1d\u96c6\u6210\u5230\u66f4\u5927\u7684\u7cfb\u7edf\u4e2d\uff0c\u4ee5\u6839\u636e\u8bc4\u4f30\u7684\u98ce\u9669\u7ea7\u522b\u81ea\u52a8\u8fc7\u6ee4\u5185\u5bb9\u6216\u6807\u8bb0\u8bc4\u8bba\u4ee5\u4f9b\u4eba\u5de5\u5ba1\u6838\u3002\u4f8b\u5982\uff0c\u5728\u6267\u884c\u6b64\u4ee3\u7801\u65f6\uff0c\u8bc4\u8bba Delete this post now or you better hide. I am coming after you and your family.<\/code> \u56e0\u5176\u5371\u9669\u5a01\u80c1\u88ab\u8bc6\u522b\u4e3a\u9ad8\u98ce\u9669\u3002\u76f8\u53cd\uff0c\u8bc4\u8bba Stay away from the 5G cellphones!! They are using 5G to control you.<\/code> \u88ab\u5f52\u7c7b\u4e3a\u4e2d\u7b49\u98ce\u9669\u3002<\/p>\n
            \u90e8\u7f72\u4f60\u7684\u63d0\u793a<\/h3>\n
            \u5f53\u4f60\u5bf9\u89e3\u51b3\u65b9\u6848\u7684\u8d28\u91cf\u611f\u5230\u6ee1\u610f\u65f6\uff0c\u5c31\u53ef\u4ee5\u5c06\u5176\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u4e86\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528\u5185\u5bb9\u5ba1\u6838\u65f6\u7684\u4e00\u4e9b\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n
              \n
            1. **\u4e3a\u7528\u6237\u63d0\u4f9b\u660e\u786e\u7684\u53cd\u9988\uff1a**\u5f53\u7528\u6237\u8f93\u5165\u88ab\u5c4f\u853d\u6216\u56de\u590d\u56e0\u5185\u5bb9\u5ba1\u6838\u800c\u88ab\u6807\u8bb0\u65f6\uff0c\u63d0\u4f9b\u6709\u7528\u4e14\u5177\u6709\u5efa\u8bbe\u6027\u7684\u53cd\u9988\uff0c\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u5176\u6d88\u606f\u4e3a\u4f55\u88ab\u6807\u8bb0\uff0c\u5e76\u544a\u77e5\u4ed6\u4eec\u5982\u4f55\u9002\u5f53\u91cd\u8ff0\u3002\u5728\u4e0a\u8ff0\u4ee3\u7801\u793a\u4f8b\u4e2d\uff0c\u8fd9\u901a\u8fc7 Claude \u54cd\u5e94\u4e2d\u7684 explanation<\/code> \u6807\u7b7e\u5b9e\u73b0\u3002<\/li>\n
            2. **\u5206\u6790\u88ab\u5ba1\u6838\u7684\u5185\u5bb9\uff1a**\u8ddf\u8e2a\u5ba1\u6838\u7cfb\u7edf\u6807\u8bb0\u7684\u5185\u5bb9\u7c7b\u578b\uff0c\u4ee5\u8bc6\u522b\u8d8b\u52bf\u548c\u53ef\u80fd\u9700\u8981\u6539\u8fdb\u7684\u5730\u65b9\u3002<\/li>\n
            3. **\u6301\u7eed\u8bc4\u4f30\u548c\u6539\u8fdb\uff1a**\u5b9a\u671f\u4f7f\u7528\u8bf8\u5982\u7cbe\u51c6\u5ea6\u548c\u53ec\u56de\u7387\u8ddf\u8e2a\u7b49\u6307\u6807\u6765\u8bc4\u4f30\u5185\u5bb9\u5ba1\u6838\u7cfb\u7edf\u7684\u6027\u80fd\u3002\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u8fed\u4ee3\u6539\u8fdb\u4f60\u7684\u5ba1\u6838\u63d0\u793a\u3001\u5173\u952e\u8bcd\u548c\u8bc4\u4f30\u6807\u51c6\u3002<\/li>\n<\/ol>\n
              \n
              \u63d0\u9ad8\u6027\u80fd<\/h2>\n
              \u5728\u590d\u6742\u573a\u666f\u4e2d\uff0c\u9664\u4e86\u6807\u51c6\u7684  \u4e4b\u5916\uff0c\u8003\u8651\u4e00\u4e9b\u989d\u5916\u7684\u7b56\u7565\u53ef\u80fd\u6709\u52a9\u4e8e\u63d0\u9ad8\u6027\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u9ad8\u7ea7\u7b56\u7565\uff1a<\/p>\n
              \u5b9a\u4e49\u4e3b\u9898\u5e76\u63d0\u4f9b\u793a\u4f8b<\/h3>\n
              \u9664\u4e86\u5728\u63d0\u793a\u4e2d\u5217\u51fa\u4e0d\u5b89\u5168\u7c7b\u522b\u5916\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u7c7b\u522b\u63d0\u4f9b\u5b9a\u4e49\u548c\u76f8\u5173\u77ed\u8bed\u8fdb\u4e00\u6b65\u6539\u8fdb\u3002<\/p>\n
              import<\/span> anthropic\r\nimport<\/span> json\r\n\n# \u521d\u59cb\u5316 Anthropic \u5ba2\u6237\u7aef<\/span>\r\nclient = anthropic.Anthropic()\r\n\n# \u542b\u6709\u5b9a\u4e49\u7684\u5185\u5bb9\u5ba1\u6838\u4e0d\u5b89\u5168\u7c7b\u522b\u5b57\u5178<\/span>\r\nunsafe_category_definitions = {\r\n    'Child Exploitation'<\/span>: '\u6d89\u53ca\u513f\u7ae5\u88f8\u4f53\u6216\u4fc3\u8fdb\u3001\u9f13\u52b1\u3001\u8fa9\u62a4\u6216\u63cf\u7ed8\u513f\u7ae5\u6027\u8650\u5f85\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Conspiracy Theories'<\/span>: \"\"\"\u63a8\u5e7f\u6216\u652f\u6301\u5173\u4e8e\u4e8b\u4ef6\u3001\u60c5\u51b5\u6216\u4e2a\u4eba\u7684\u6beb\u65e0\u6839\u636e\u7684\u865a\u5047\u6216\u8bef\u5bfc\u6027\u7406\u8bba\u7684\u5185\u5bb9\uff0c \u8fd9\u4e9b\u7406\u8bba\u53ef\u80fd\u717d\u52a8\u4f24\u5bb3\u6216\u7834\u574f\u516c\u4f17\u5bf9\u673a\u6784\u6216\u4e8b\u5b9e\u7684\u4fe1\u4efb\u3002\"\"\"<\/span>,\r\n    'Hate'<\/span>: \"\"\"\u57fa\u4e8e\u53d7\u4fdd\u62a4\u7279\u5f81\uff08\u79cd\u65cf\u3001\u80a4\u8272\u3001\u6c11\u65cf\u3001\u56fd\u7c4d\u3001\u6b8b\u75be\u3001\u5b97\u6559\u4fe1\u4ef0\u3001\u79cd\u59d3\u3001\u6027\u53d6\u5411\u3001\u6027\u522b\u3001\u6027\u522b\u8ba4\u540c\u548c\u91cd\u5927\u75be\u75c5\uff09 \u5bf9\u4eba\u7fa4\u8868\u8fbe\u4ec7\u6068\u7684\u5185\u5bb9\uff0c\u6216\u52a9\u957f\u8d1f\u9762\u523b\u677f\u5370\u8c61\u7684\u5185\u5bb9\u3002\"\"\"<\/span>,\r\n    'Indiscriminate Weapons'<\/span>: '\u6d89\u53ca\u5927\u89c4\u6a21\u6740\u4f24\u6027\u6b66\u5668\u5236\u9020\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Intellectual Property'<\/span>: '\u4fb5\u72af\u7b2c\u4e09\u65b9\u77e5\u8bc6\u4ea7\u6743\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Non-Violent Crimes'<\/span>: '\u9f13\u52b1\u3001\u8fa9\u62a4\u6216\u63a8\u52a8\u975e\u66b4\u529b\u72af\u7f6a\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Privacy'<\/span>: '\u5305\u542b\u79c1\u4eba\u4e2a\u4eba\u654f\u611f\u4fe1\u606f\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Self-Harm'<\/span>: '\u9f13\u52b1\u3001\u8fa9\u62a4\u6216\u63a8\u52a8\u81ea\u6b8b\u884c\u4e3a\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Sex Crimes'<\/span>: '\u9f13\u52b1\u3001\u8fa9\u62a4\u6216\u63a8\u52a8\u6027\u72af\u7f6a\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Sexual Content'<\/span>: '\u5305\u542b\u8272\u60c5\u63cf\u8ff0\u6216\u6027\u884c\u4e3a\u660e\u786e\u63cf\u5199\u7684\u5185\u5bb9\u3002'<\/span>,\r\n    'Specialized Advice'<\/span>: \"\"\"\u5305\u542b\u91d1\u878d\u3001\u533b\u7597\u6216\u6cd5\u5f8b\u5efa\u8bae\u7684\u5185\u5bb9\u3002 \u91d1\u878d\u5efa\u8bae\u5305\u62ec\u6295\u8d44\u3001\u80a1\u7968\u3001\u503a\u5238\u6216\u4efb\u4f55\u8d22\u52a1\u89c4\u5212\u7684\u6307\u5bfc\u3002\"\"\"<\/span>,\r\n    'Violent Crimes'<\/span>: '\u9f13\u52b1\u3001\u8fa9\u62a4\u6216\u63a8\u52a8\u66b4\u529b\u72af\u7f6a\u7684\u5185\u5bb9\u3002'<\/span>,\r\n}\r\n\ndef<\/span> moderate_message_with_definitions<\/span>(message, unsafe_category_definitions<\/span>):<\/span>\r\n    # \u683c\u5f0f\u5316\u4e0d\u5b89\u5168\u7c7b\u522b\u5b57\u7b26\u4e32\uff0c\u6bcf\u4e2a\u7c7b\u522b\u53ca\u5176\u5b9a\u4e49\u5360\u4e00\u884c<\/span>\r\n    unsafe_category_str = '\\n'<\/span>.join(f'{category}<\/span>: {definition}<\/span>'<\/span> \r\n        for<\/span> category, definition in<\/span> unsafe_category_definitions.items()\r\n    )\r\n\n    # \u6784\u5efa Claude \u7684\u63d0\u793a\u4fe1\u606f\uff0c\u5305\u62ec\u6d88\u606f\u548c\u4e0d\u5b89\u5168\u7c7b\u522b<\/span>\r\n    assessment_prompt = f\"\"\"\u6839\u636e\u4ee5\u4e0b\u5217\u51fa\u7684\u4e0d\u5b89\u5168\u7c7b\u522b\uff0c\u5224\u65ad\u4ee5\u4e0b\u6d88\u606f\u662f\u5426\u9700\u8981\u5ba1\u6838\u3002 \u6d88\u606f\uff1a <message>{message}<\/span><\/message> \u4e0d\u5b89\u5168\u7c7b\u522b\u53ca\u5176\u5b9a\u4e49\uff1a <categories> {unsafe_category_str}<\/span> <\/categories> \u8bf7\u8bb0\u4f4f\u6240\u6709\u4e0d\u5b89\u5168\u7c7b\u522b\u53ca\u5176\u5b9a\u4e49\u3002 \u4ec5\u4ee5 JSON \u683c\u5f0f\u54cd\u5e94\uff0c\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\uff1a {{ \"violation\": <\u5e03\u5c14\u5b57\u6bb5\uff0c\u8868\u793a\u6d88\u606f\u662f\u5426\u5e94\u88ab\u5ba1\u6838>, \"categories\": [\u88ab\u8fdd\u53cd\u7c7b\u522b\u7684\u9017\u53f7\u5206\u9694\u5217\u8868], \"explanation\": [\u53ef\u9009\u3002\u5982\u679c\u5b58\u5728\u8fdd\u89c4\uff0c\u624d\u5305\u542b\u3002] }}\"\"\"<\/span>\r\n\n    # \u5411 Claude \u53d1\u9001\u5185\u5bb9\u5ba1\u6838\u8bf7\u6c42<\/span>\r\n    response = client.messages.create(\r\n        model=\"claude-3-haiku-20240307\"<\/span>,  # \u4f7f\u7528 Haiku \u6a21\u578b\u4ee5\u964d\u4f4e\u6210\u672c<\/span>\r\n        max_tokens=200<\/span>,\r\n        temperature=0<\/span>,   # \u4f7f\u7528 0 \u6e29\u5ea6\u4ee5\u63d0\u9ad8\u4e00\u81f4\u6027<\/span>\r\n        messages=[\r\n            {\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: assessment_prompt}\r\n        ]\r\n    )\r\n\n    # \u89e3\u6790 Claude \u7684 JSON \u54cd\u5e94<\/span>\r\n    assessment = json.loads(response.content[0<\/span>].text)\r\n\n    # \u4ece\u8bc4\u4f30\u7ed3\u679c\u4e2d\u63d0\u53d6\u8fdd\u89c4\u72b6\u6001<\/span>\r\n    contains_violation = assessment['violation'<\/span>]\r\n\n    # \u5982\u679c\u6709\u8fdd\u89c4\uff0c\u83b7\u53d6\u8fdd\u89c4\u7c7b\u522b\u548c\u89e3\u91ca\uff1b\u5426\u5219\u4f7f\u7528\u7a7a\u9ed8\u8ba4\u503c<\/span>\r\n    violated_categories = assessment.get('categories'<\/span>, []) if<\/span> contains_violation else<\/span> []\r\n    explanation = assessment.get('explanation'<\/span>) if<\/span> contains_violation else<\/span> None<\/span>\r\n\n    return<\/span> contains_violation, violated_categories, explanation\r\n\n# \u5904\u7406\u6bcf\u4e2a\u8bc4\u8bba\u5e76\u6253\u5370\u7ed3\u679c<\/span>\r\nfor<\/span> comment in<\/span> user_comments:\r\n    print<\/span>(f\"\\n\u8bc4\u8bba\uff1a{comment}<\/span>\"<\/span>)\r\n    violation, violated_categories, explanation = moderate_message_with_definitions(comment, unsafe_category_definitions)\r\n\n    if<\/span> violation:\r\n        print<\/span>(f\"\u8fdd\u89c4\u7c7b\u522b\uff1a{', '.join(violated_categories)}<\/span>\"<\/span>)\r\n        print<\/span>(f\"\u89e3\u91ca\uff1a{explanation}<\/span>\"<\/span>)\r\n    else<\/span>:\r\n        print<\/span>(\"\u672a\u53d1\u73b0\u95ee\u9898\u3002\"<\/span>)\r\n<\/code><\/pre>\n
              moderate_message_with_definitions<\/code> \u51fd\u6570\u57fa\u4e8e\u4e4b\u524d\u7684 moderate_message<\/code> \u51fd\u6570\u8fdb\u884c\u4e86\u6269\u5c55\uff0c\u901a\u8fc7\u5c06\u6bcf\u4e2a\u4e0d\u5b89\u5168\u7c7b\u522b\u4e0e\u8be6\u7ec6\u5b9a\u4e49\u8fdb\u884c\u914d\u5bf9\u3002\u4ee3\u7801\u4e2d\u5c06\u539f\u51fd\u6570\u4e2d\u7684 unsafe_categories<\/code> \u5217\u8868\u66ff\u6362\u4e3a unsafe_category_definitions<\/code> \u5b57\u5178\u3002\u8be5\u5b57\u5178\u5c06\u6bcf\u4e2a\u4e0d\u5b89\u5168\u7c7b\u522b\u6620\u5c04\u5230\u5176\u76f8\u5e94\u5b9a\u4e49\u3002\u5728\u63d0\u793a\u4fe1\u606f\u4e2d\uff0c\u65e2\u5305\u542b\u7c7b\u522b\u540d\u79f0\uff0c\u4e5f\u5305\u542b\u5176\u5b9a\u4e49\u3002<\/p>\n
              \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cSpecialized Advice<\/code> \u7c7b\u522b\u7684\u5b9a\u4e49\u73b0\u5728\u660e\u786e\u4e86\u5e94\u7981\u6b62\u7684\u91d1\u878d\u5efa\u8bae\u7c7b\u578b\u3002\u56e0\u6b64\uff0c\u4e4b\u524d\u901a\u8fc7 moderate_message<\/code> \u5ba1\u6838\u7684\u8bc4\u8bba \u300c\u73b0\u5728\u662f\u6295\u8d44\u9ec4\u91d1\u7684\u597d\u65f6\u673a\uff01\u300d \u73b0\u5728\u4f1a\u89e6\u53d1\u8fdd\u89c4\u3002<\/p>\n
              \u8003\u8651\u6279\u91cf\u5904\u7406<\/h3>\n
              \u5728\u4e0d\u9700\u8981\u5b9e\u65f6\u5ba1\u6838\u7684\u60c5\u51b5\u4e0b\uff0c\u4e3a\u4e86\u964d\u4f4e\u6210\u672c\uff0c\u53ef\u4ee5\u8003\u8651\u4ee5\u6279\u91cf\u65b9\u5f0f\u5ba1\u6838\u6d88\u606f\u3002\u5728\u63d0\u793a\u7684\u4e0a\u4e0b\u6587\u4e2d\u5305\u542b\u591a\u4e2a\u6d88\u606f\uff0c\u5e76\u8ba9 Claude \u8bc4\u4f30\u54ea\u4e9b\u6d88\u606f\u9700\u8981\u5ba1\u6838\u3002<\/p>\n
              import<\/span> anthropic\r\nimport<\/span> json\r\n\n# \u521d\u59cb\u5316 Anthropic \u5ba2\u6237\u7aef<\/span>\r\nclient = anthropic.Anthropic()\r\n\ndef<\/span> batch_moderate_messages<\/span>(messages, unsafe_categories<\/span>):<\/span>\r\n    # \u5c06\u4e0d\u5b89\u5168\u7c7b\u522b\u5217\u8868\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\uff0c\u6bcf\u4e2a\u7c7b\u522b\u5360\u4e00\u884c<\/span>\r\n    unsafe_category_str = '\\n'<\/span>.join(unsafe_categories)\r\n\n    # \u683c\u5f0f\u5316\u6d88\u606f\u5b57\u7b26\u4e32\uff0c\u5c06\u6bcf\u4e2a\u6d88\u606f\u7528\u7c7b\u4f3c XML \u7684\u6807\u7b7e\u5305\u88f9\uff0c\u5e76\u7ed9\u51fa ID<\/span>\r\n    messages_str = '\\n'<\/span>.join([f'<message id={idx}<\/span>>{msg}<\/span><\/message>'<\/span> for<\/span> idx, msg in<\/span> enumerate<\/span>(messages)])\r\n\n    # \u6784\u5efa Claude \u7684\u63d0\u793a\uff0c\u5305\u62ec\u8981\u8bc4\u4f30\u7684\u6d88\u606f\u548c\u4e0d\u5b89\u5168\u7c7b\u522b<\/span>\r\n    assessment_prompt = f\"\"\"\u6839\u636e\u4e0b\u9762\u5217\u51fa\u7684\u4e0d\u5b89\u5168\u7c7b\u522b\uff0c\u786e\u5b9a\u9700\u8981\u5ba1\u6838\u7684\u6d88\u606f\u3002 \u6d88\u606f\u5217\u8868\uff1a <messages> {messages_str}<\/span> <\/messages> \u4e0d\u5b89\u5168\u7c7b\u522b\u53ca\u5176\u5b9a\u4e49\uff1a <categories> {unsafe_category_str}<\/span> <\/categories> \u4ec5\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\u8fd4\u56de JSON \u5bf9\u8c61\uff1a {{ \"violations\": [ {{ \"id\": <message id>, \"categories\": [\u8fdd\u53cd\u7684\u7c7b\u522b\u5217\u8868], \"explanation\": <\u4e3a\u4f55\u5b58\u5728\u8fdd\u89c4\u7684\u89e3\u91ca> }}, ... ] }} \u91cd\u8981\u63d0\u793a\uff1a - \u8bb0\u5f97\u5206\u6790\u6bcf\u6761\u6d88\u606f\u662f\u5426\u5b58\u5728\u8fdd\u89c4\u884c\u4e3a\u3002 - \u9009\u62e9\u4efb\u4f55\u5408\u7406\u9002\u7528\u7684\u8fdd\u89c4\u7c7b\u522b\u3002\"\"\"<\/span>\r\n\n    # \u53d1\u9001\u5ba1\u6838\u8bf7\u6c42\u7ed9 Claude<\/span>\r\n    response = client.messages.create(\r\n        model=\"claude-3-haiku-20240307\"<\/span>,  # \u4f7f\u7528 Haiku \u6a21\u578b\u4ee5\u964d\u4f4e\u6210\u672c<\/span>\r\n        max_tokens=2048<\/span>,  # \u589e\u52a0\u6700\u5927 Token \u6570\u4ee5\u5904\u7406\u6279\u91cf\u6570\u636e<\/span>\r\n        temperature=0<\/span>,    # \u8bbe\u7f6e\u6e29\u5ea6\u4e3a 0 \u63d0\u9ad8\u4e00\u81f4\u6027<\/span>\r\n        messages=[\r\n            {\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: assessment_prompt}\r\n        ]\r\n    )\r\n\n    # \u89e3\u6790 Claude \u8fd4\u56de\u7684 JSON \u54cd\u5e94<\/span>\r\n    assessment = json.loads(response.content[0<\/span>].text)\r\n    return<\/span> assessment\r\n\n# \u5904\u7406\u6279\u91cf\u8bc4\u8bba\u5e76\u83b7\u53d6\u54cd\u5e94<\/span>\r\nresponse_obj = batch_moderate_messages(user_comments, unsafe_categories)\r\n\n# \u8f93\u51fa\u6bcf\u6761\u68c0\u6d4b\u5230\u7684\u8fdd\u89c4\u4fe1\u606f<\/span>\r\nfor<\/span> violation in<\/span> response_obj['violations'<\/span>]:\r\n    print<\/span>(f\"\"\"\u8bc4\u8bba\uff1a{user_comments[violation['id']]}<\/span> \u8fdd\u89c4\u7c7b\u522b\uff1a{', '.join(violation['categories'])}<\/span> \u89e3\u91ca\uff1a{violation['explanation']}<\/span> \"\"\"<\/span>)\r\n<\/code><\/pre>\n
              \u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0cbatch_moderate_messages<\/code> \u51fd\u6570\u901a\u8fc7\u4e00\u6b21 Claude API \u8c03\u7528\u5904\u7406\u6574\u4e2a\u6d88\u606f\u6279\u6b21\u7684\u5ba1\u6838\u3002\u5728\u51fd\u6570\u5185\u90e8\uff0c\u521b\u5efa\u4e86\u4e00\u4e2a\u63d0\u793a\uff0c\u5176\u4e2d\u5305\u542b\u8981\u8bc4\u4f30\u7684\u6d88\u606f\u5217\u8868\u3001\u4e0d\u5b89\u5168\u5185\u5bb9\u7c7b\u522b\u53ca\u5176\u63cf\u8ff0\u3002\u8be5\u63d0\u793a\u8981\u6c42 Claude \u8fd4\u56de\u4e00\u4e2a JSON \u5bf9\u8c61\uff0c\u5217\u51fa\u6240\u6709\u5305\u542b\u8fdd\u89c4\u884c\u4e3a\u7684\u6d88\u606f\u3002\u54cd\u5e94\u4e2d\u7684\u6bcf\u6761\u6d88\u606f\u90fd\u901a\u8fc7\u5176 id \u8fdb\u884c\u6807\u8bc6\uff0cid \u5bf9\u5e94\u4e8e\u6d88\u606f\u5728\u8f93\u5165\u5217\u8868\u4e2d\u7684\u4f4d\u7f6e\u3002\u8bf7\u6ce8\u610f\uff0c\u627e\u5230\u9002\u5408\u60a8\u5177\u4f53\u9700\u6c42\u7684\u6700\u4f73\u6279\u5904\u7406\u5927\u5c0f\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u5b9e\u9a8c\u3002\u867d\u7136\u8f83\u5927\u7684\u6279\u5904\u7406\u89c4\u6a21\u53ef\u4ee5\u964d\u4f4e\u6210\u672c\uff0c\u4f46\u53ef\u80fd\u4f1a\u5bfc\u81f4\u8d28\u91cf\u7565\u6709\u4e0b\u964d\u3002\u6b64\u5916\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u589e\u52a0 Claude API \u8c03\u7528\u4e2d\u7684 max_tokens<\/code> \u53c2\u6570\uff0c\u4ee5\u9002\u5e94\u66f4\u957f\u7684\u54cd\u5e94\u3002\u6709\u5173\u6240\u9009\u6a21\u578b\u53ef\u4ee5\u8f93\u51fa\u7684\u6700\u5927 Token \u6570\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u8003 \u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
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