{"id":55835,"date":"2025-02-19T11:25:43","date_gmt":"2025-02-19T03:25:43","guid":{"rendered":"https:\/\/fwq.ai\/blog\/55835\/"},"modified":"2025-02-19T11:25:43","modified_gmt":"2025-02-19T03:25:43","slug":"claude%e5%b8%b8%e8%a7%81%e7%94%a8%e4%be%8b%e6%8c%87%e5%8d%97%ef%bc%9a%e6%b3%95%e5%be%8b%e6%91%98%e8%a6%81","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/55835\/","title":{"rendered":"Claude\u5e38\u89c1\u7528\u4f8b\u6307\u5357\uff1a\u6cd5\u5f8b\u6458\u8981"},"content":{"rendered":"<p>\u672c\u6307\u5357\u4ecb\u7ecd\u4e86\u5982\u4f55\u5229\u7528Claude\u7684\u9ad8\u7ea7\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\u9ad8\u6548\u603b\u7ed3\u6cd5\u5f8b\u6587\u4ef6\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u5e76\u52a0\u901f\u6cd5\u5f8b\u7814\u7a76\u3002\u501f\u52a9Claude\uff0c\u60a8\u53ef\u4ee5\u7b80\u5316\u5408\u540c\u5ba1\u67e5\u3001\u8bc9\u8bbc\u51c6\u5907\u548c\u5408\u89c4\u5de5\u4f5c\uff0c\u8282\u7701\u65f6\u95f4\u5e76\u786e\u4fdd\u6cd5\u5f8b\u6d41\u7a0b\u7684\u51c6\u786e\u6027\u3002<\/p>\n<blockquote>\n<p>\u8bbf\u95ee\u6211\u4eec\u7684&nbsp;&nbsp;\uff0c\u67e5\u770b\u4f7f\u7528Claude\u8fdb\u884c\u6cd5\u5f8b\u6458\u8981\u7684\u793a\u4f8b\u5b9e\u73b0\u3002<\/p>\n<\/blockquote>\n<h2>\u5728\u4f7f\u7528Claude\u6784\u5efa\u4e4b\u524d<\/h2>\n<h3>\u51b3\u5b9a\u662f\u5426\u4f7f\u7528Claude\u8fdb\u884c\u6cd5\u5f8b\u6458\u8981<\/h3>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4f7f\u7528\u50cfClaude\u8fd9\u6837\u7684LLM\u5bf9\u6cd5\u5f8b\u6587\u4ef6\u8fdb\u884c\u6458\u8981\u7684\u5173\u952e\u6307\u793a\uff1a<\/p>\n<p><strong>\u60a8\u5e0c\u671b\u9ad8\u6548\u4e14\u7ecf\u6d4e\u5730\u5ba1\u9605\u5927\u91cf\u6587\u4ef6<\/strong><\/p>\n<p> <\/p>\n<p>\u4eba\u5de5\u8fdb\u884c\u5927\u89c4\u6a21\u6587\u4ef6\u5ba1\u9605\u53ef\u80fd\u8017\u65f6\u4e14\u6210\u672c\u9ad8\u6602\u3002Claude\u53ef\u4ee5\u5feb\u901f\u5904\u7406\u548c\u603b\u7ed3\u5927\u91cf\u6cd5\u5f8b\u6587\u4ef6\uff0c\u663e\u8457\u51cf\u5c11\u6587\u4ef6\u5ba1\u9605\u6240\u9700\u7684\u65f6\u95f4\u548c\u6210\u672c\u3002\u8fd9\u9879\u80fd\u529b\u5728\u5c3d\u804c\u8c03\u67e5\u3001\u5408\u540c\u5206\u6790\u6216\u8bc9\u8bbc\u53d1\u73b0\u7b49\u4efb\u52a1\u4e2d\u5c24\u4e3a\u5b9d\u8d35\uff0c\u6548\u7387\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><strong>\u60a8\u9700\u8981\u81ea\u52a8\u63d0\u53d6\u5173\u952e\u5143\u6570\u636e<\/strong><\/p>\n<p>Claude\u53ef\u4ee5\u9ad8\u6548\u5730\u4ece\u6cd5\u5f8b\u6587\u4ef6\u4e2d\u63d0\u53d6\u5e76\u5206\u7c7b\u91cd\u8981\u7684\u5143\u6570\u636e\uff0c\u5982\u6d89\u53ca\u7684\u5f53\u4e8b\u4eba\u3001\u65e5\u671f\u3001\u5408\u540c\u6761\u6b3e\u6216\u7279\u5b9a\u6761\u6b3e\u3002\u8fd9\u79cd\u81ea\u52a8\u5316\u63d0\u53d6\u53ef\u4ee5\u5e2e\u52a9\u7ec4\u7ec7\u4fe1\u606f\uff0c\u4f7f\u641c\u7d22\u3001\u5206\u6790\u548c\u7ba1\u7406\u5927\u91cf\u6587\u4ef6\u96c6\u66f4\u52a0\u5bb9\u6613\u3002\u5b83\u5728\u5408\u540c\u7ba1\u7406\u3001\u5408\u89c4\u68c0\u67e5\u6216\u521b\u5efa\u53ef\u641c\u7d22\u7684\u6cd5\u5f8b\u4fe1\u606f\u6570\u636e\u5e93\u65f6\u7279\u522b\u6709\u7528\u3002<\/p>\n<p>\u60a8\u5e0c\u671b\u751f\u6210\u6e05\u6670\u3001\u7b80\u660e\u4e14\u6807\u51c6\u5316\u7684\u6458\u8981<\/p>\n<p>Claude\u53ef\u4ee5\u751f\u6210\u9075\u5faa\u9884\u5b9a\u683c\u5f0f\u7684\u7ed3\u6784\u5316\u6458\u8981\uff0c\u4f7f\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u5458\u80fd\u591f\u5feb\u901f\u638c\u63e1\u5404\u79cd\u6587\u4ef6\u7684\u5173\u952e\u70b9\u3002\u8fd9\u4e9b\u6807\u51c6\u5316\u6458\u8981\u53ef\u4ee5\u63d0\u9ad8\u53ef\u8bfb\u6027\uff0c\u4fc3\u8fdb\u6587\u4ef6\u95f4\u7684\u5bf9\u6bd4\uff0c\u5e76\u589e\u5f3a\u6574\u4f53\u7406\u89e3\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u590d\u6742\u7684\u6cd5\u5f8b\u8bed\u8a00\u6216\u6280\u672f\u672f\u8bed\u65f6\u3002<\/p>\n<p><strong>\u60a8\u9700\u8981\u4e3a\u60a8\u7684\u6458\u8981\u63d0\u4f9b\u51c6\u786e\u7684\u5f15\u7528<\/strong><\/p>\n<p>\u5728\u521b\u5efa\u6cd5\u5f8b\u6458\u8981\u65f6\uff0c\u9002\u5f53\u7684\u5f52\u5c5e\u548c\u5f15\u7528\u5bf9\u4e8e\u786e\u4fdd\u53ef\u4fe1\u5ea6\u548c\u7b26\u5408\u6cd5\u5f8b\u6807\u51c6\u81f3\u5173\u91cd\u8981\u3002Claude\u53ef\u4ee5\u88ab\u63d0\u793a\u4e3a\u6240\u6709\u5f15\u7528\u7684\u6cd5\u5f8b\u8981\u70b9\u63d0\u4f9b\u51c6\u786e\u7684\u5f15\u7528\uff0c\u4f7f\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u5458\u66f4\u5bb9\u6613\u5ba1\u67e5\u548c\u9a8c\u8bc1\u6240\u603b\u7ed3\u7684\u4fe1\u606f\u3002<\/p>\n<p><strong>\u60a8\u5e0c\u671b\u7b80\u5316\u5e76\u52a0\u901f\u6cd5\u5f8b\u7814\u7a76\u8fc7\u7a0b<\/strong><\/p>\n<p>Claude\u53ef\u4ee5\u901a\u8fc7\u5feb\u901f\u5206\u6790\u5927\u91cf\u5224\u4f8b\u6cd5\u3001\u6cd5\u89c4\u548c\u6cd5\u5f8b\u8bc4\u8bba\u6765\u534f\u52a9\u6cd5\u5f8b\u7814\u7a76\u3002\u5b83\u53ef\u4ee5\u8bc6\u522b\u76f8\u5173\u5148\u4f8b\uff0c\u63d0\u53d6\u5173\u952e\u6cd5\u5f8b\u539f\u5219\uff0c\u5e76\u603b\u7ed3\u590d\u6742\u7684\u6cd5\u5f8b\u8bba\u70b9\u3002\u8fd9\u9879\u80fd\u529b\u53ef\u4ee5\u663e\u8457\u52a0\u5feb\u7814\u7a76\u8fc7\u7a0b\uff0c\u4f7f\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u5458\u80fd\u591f\u4e13\u6ce8\u4e8e\u66f4\u9ad8\u5c42\u6b21\u7684\u5206\u6790\u548c\u7b56\u7565\u5236\u5b9a\u3002<\/p>\n<h3>\u786e\u5b9a\u4f60\u5e0c\u671b\u6458\u8981\u63d0\u53d6\u7684\u7ec6\u8282<\/h3>\n<p>\u5bf9\u4e8e\u4efb\u4f55\u7ed9\u5b9a\u7684\u6587\u6863\uff0c\u6ca1\u6709\u552f\u4e00\u6b63\u786e\u7684\u6458\u8981\u3002\u5982\u679c\u6ca1\u6709\u660e\u786e\u7684\u65b9\u5411\uff0cClaude \u53ef\u80fd\u5f88\u96be\u786e\u5b9a\u8981\u5305\u542b\u54ea\u4e9b\u7ec6\u8282\u3002\u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u7ed3\u679c\uff0c\u8bf7\u786e\u5b9a\u4f60\u5e0c\u671b\u5728\u6458\u8981\u4e2d\u5305\u542b\u7684\u5177\u4f53\u4fe1\u606f\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u603b\u7ed3\u4e00\u4efd\u8f6c\u79df\u534f\u8bae\u65f6\uff0c\u4f60\u53ef\u80fd\u5e0c\u671b\u63d0\u53d6\u4ee5\u4e0b\u5173\u952e\u70b9\uff1a<\/p>\n<pre><code>details_to_extract = [\r\n    <span>'\u76f8\u5173\u65b9\uff08\u8f6c\u79df\u4eba\u3001\u8f6c\u79df\u627f\u79df\u4eba\u548c\u539f\u51fa\u79df\u4eba\uff09'<\/span>,\r\n    <span>'\u7269\u4e1a\u8be6\u60c5\uff08\u5730\u5740\u3001\u63cf\u8ff0\u548c\u5141\u8bb8\u7528\u9014\uff09'<\/span>, \r\n    <span>'\u671f\u9650\u548c\u79df\u91d1\uff08\u5f00\u59cb\u65e5\u671f\u3001\u7ed3\u675f\u65e5\u671f\u3001\u6708\u79df\u91d1\u548c\u4fdd\u8bc1\u91d1\uff09'<\/span>,\r\n    <span>'\u8d23\u4efb\uff08\u516c\u7528\u8bbe\u65bd\u3001\u7ef4\u62a4\u548c\u7ef4\u4fee\uff09'<\/span>,\r\n    <span>'\u540c\u610f\u548c\u901a\u77e5\uff08\u623f\u4e1c\u7684\u540c\u610f\u548c\u901a\u77e5\u8981\u6c42\uff09'<\/span>,\r\n    <span>'\u7279\u522b\u6761\u6b3e\uff08\u5bb6\u5177\u3001\u505c\u8f66\u4f4d\u548c\u8f6c\u79df\u9650\u5236\uff09'<\/span>\r\n]\r\n<\/code><\/pre>\n<h3>\u5efa\u7acb\u6210\u529f\u6807\u51c6<\/h3>\n<p>\u8bc4\u4f30\u6458\u8981\u8d28\u91cf\u662f\u4e00\u9879\u4f17\u6240\u5468\u77e5\u7684\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\u3002\u4e0e\u8bb8\u591a\u5176\u4ed6\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e0d\u540c\uff0c\u6458\u8981\u7684\u8bc4\u4f30\u901a\u5e38\u7f3a\u4e4f\u660e\u786e\u7684\u3001\u5ba2\u89c2\u7684\u6307\u6807\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5f80\u5f80\u5177\u6709\u9ad8\u5ea6\u7684\u4e3b\u89c2\u6027\uff0c\u4e0d\u540c\u7684\u8bfb\u8005\u53ef\u80fd\u5bf9\u6458\u8981\u7684\u4e0d\u540c\u65b9\u9762\u91cd\u89c6\u7a0b\u5ea6\u4e0d\u540c\u3002\u4ee5\u4e0b\u662f\u4f60\u5728\u8bc4\u4f30  \u5982\u4f55\u6267\u884c\u6cd5\u5f8b\u6458\u8981\u65f6\u53ef\u80fd\u9700\u8981\u8003\u8651\u7684\u6807\u51c6\u3002<\/p>\n<p><strong>\u4e8b\u5b9e\u51c6\u786e\u6027<\/strong><\/p>\n<p>\u6458\u8981\u5e94\u51c6\u786e\u5448\u73b0\u6587\u4ef6\u4e2d\u7684\u4e8b\u5b9e\u3001\u6cd5\u5f8b\u6982\u5ff5\u548c\u5173\u952e\u70b9\u3002<\/p>\n<p><strong>\u6cd5\u5f8b\u7cbe\u51c6\u5ea6<\/strong><\/p>\n<p>\u672f\u8bed\u4ee5\u53ca\u5bf9\u6cd5\u89c4\u3001\u5224\u4f8b\u6cd5\u6216\u89c4\u7ae0\u7684\u5f15\u7528\u5fc5\u987b\u6b63\u786e\uff0c\u5e76\u7b26\u5408\u6cd5\u5f8b\u6807\u51c6\u3002<\/p>\n<p><strong>\u7b80\u6d01\u6027<\/strong><\/p>\n<p>\u6458\u8981\u5e94\u5c06\u6cd5\u5f8b\u6587\u4ef6\u538b\u7f29\u4e3a\u6838\u5fc3\u8981\u70b9\uff0c\u800c\u4e0d\u4f1a\u9057\u6f0f\u91cd\u8981\u7ec6\u8282\u3002<\/p>\n<p><strong>\u4e00\u81f4\u6027<\/strong><\/p>\n<p>\u5982\u679c\u662f\u5bf9\u591a\u4e2a\u6587\u4ef6\u8fdb\u884c\u6458\u8981\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u5bf9\u6bcf\u4e2a\u6458\u8981\u4fdd\u6301\u4e00\u81f4\u7684\u7ed3\u6784\u548c\u5904\u7406\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u53ef\u8bfb\u6027<\/strong><\/p>\n<p>\u6587\u672c\u5e94\u6e05\u6670\u4e14\u6613\u4e8e\u7406\u89e3\u3002\u5982\u679c\u53d7\u4f17\u4e0d\u662f\u6cd5\u5f8b\u4e13\u5bb6\uff0c\u6458\u8981\u4e2d\u4e0d\u5e94\u5305\u542b\u53ef\u80fd\u8ba9\u53d7\u4f17\u56f0\u60d1\u7684\u6cd5\u5f8b\u672f\u8bed\u3002<\/p>\n<p><strong>\u504f\u89c1\u4e0e\u516c\u6b63\u6027<\/strong><\/p>\n<p>\u6458\u8981\u5e94\u5448\u73b0\u516c\u6b63\u3001\u65e0\u504f\u89c1\u7684\u6cd5\u5f8b\u8bba\u70b9\u548c\u7acb\u573a\u3002<\/p>\n<p>\u67e5\u770b\u6211\u4eec\u7684\u6307\u5357\uff0c\u4e86\u89e3\u66f4\u591a\u5173\u4e8e&nbsp;&nbsp;\u7684\u4fe1\u606f\u3002<\/p>\n<hr>\n<h2>\u5982\u4f55\u4f7f\u7528 Claude \u603b\u7ed3\u6cd5\u5f8b\u6587\u4ef6<\/h2>\n<h3>\u9009\u62e9\u5408\u9002\u7684 Claude \u6a21\u578b<\/h3>\n<p>\u5728\u603b\u7ed3\u6cd5\u5f8b\u6587\u4ef6\u65f6\uff0c\u6a21\u578b\u7684\u51c6\u786e\u6027\u81f3\u5173\u91cd\u8981\u3002Claude 3.5 Sonnet \u662f\u8fd9\u79cd\u9700\u8981\u9ad8\u51c6\u786e\u6027\u7684\u7528\u4f8b\u7684\u7edd\u4f73\u9009\u62e9\u3002\u5982\u679c\u6587\u4ef6\u7684\u5927\u5c0f\u548c\u6570\u91cf\u8f83\u5927\uff0c\u5bfc\u81f4\u6210\u672c\u6210\u4e3a\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u4f8b\u5982 Claude 3 Haiku\u3002<\/p>\n<p>\u4e3a\u4e86\u5e2e\u52a9\u4f30\u7b97\u8fd9\u4e9b\u6210\u672c\uff0c\u4ee5\u4e0b\u662f\u4f7f\u7528 Sonnet \u548c Haiku \u603b\u7ed3 1,000 \u4efd\u8f6c\u79df\u534f\u8bae\u7684\u6210\u672c\u6bd4\u8f83\uff1a<\/p>\n<ul>\n<li><strong>\u5185\u5bb9\u89c4\u6a21<\/strong>\n<ul>\n<li>\u534f\u8bae\u6570\u91cf\uff1a1,000<\/li>\n<li>\u6bcf\u4efd\u534f\u8bae\u5b57\u7b26\u6570\uff1a300,000<\/li>\n<li>\u603b\u5b57\u7b26\u6570\uff1a300M<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f30\u7b97\u7684 Tokens<\/strong>\n<ul>\n<li>\u8f93\u5165 tokens\uff1a86M \uff08\u5047\u8bbe 1  \u5bf9\u5e94 3.5 \u4e2a\u5b57\u7b26\uff09<\/li>\n<li>\u6bcf\u4efd\u6458\u8981\u7684\u8f93\u51fa tokens\uff1a350<\/li>\n<li>\u603b\u8f93\u51fa tokens\uff1a350,000<\/li>\n<\/ul>\n<\/li>\n<li><strong>Claude 3.5 Sonnet \u4f30\u7b97\u6210\u672c<\/strong>\n<ul>\n<li>\u8f93\u5165 token \u6210\u672c\uff1a86 MTok * $3.00\/MTok = $258<\/li>\n<li>\u8f93\u51fa token \u6210\u672c\uff1a0.35 MTok * $15.00\/MTok = $5.25<\/li>\n<li>\u603b\u6210\u672c\uff1a$258.00 + $5.25 = $263.25<\/li>\n<\/ul>\n<\/li>\n<li><strong>Claude 3 Haiku \u4f30\u7b97\u6210\u672c<\/strong>\n<ul>\n<li>\u8f93\u5165 token \u6210\u672c\uff1a86 MTok * $0.25\/MTok = $21.50<\/li>\n<li>\u8f93\u51fa token \u6210\u672c\uff1a0.35 MTok * $1.25\/MTok = $0.44<\/li>\n<li>\u603b\u6210\u672c\uff1a$21.50 + $0.44 = $21.96<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u5b9e\u9645\u6210\u672c\u53ef\u80fd\u4e0e\u8fd9\u4e9b\u4f30\u7b97\u6709\u6240\u4e0d\u540c\u3002\u4ee5\u4e0a\u4f30\u7b97\u57fa\u4e8e&nbsp;&nbsp;\u7ae0\u8282\u4e2d\u7684\u793a\u4f8b\u3002<\/p>\n<h3>\u5c06\u6587\u4ef6\u8f6c\u6362\u4e3a Claude \u53ef\u5904\u7406\u7684\u683c\u5f0f<\/h3>\n<p>\u5728\u5f00\u59cb\u603b\u7ed3\u6587\u4ef6\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u51c6\u5907\u597d\u6570\u636e\u3002\u8fd9\u6d89\u53ca\u4ece PDF \u4e2d\u63d0\u53d6\u6587\u672c\u3001\u6e05\u7406\u6587\u672c\uff0c\u5e76\u786e\u4fdd\u5176\u53ef\u4ee5\u88ab Claude \u5904\u7406\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u6b64\u8fc7\u7a0b\u5728\u4e00\u4e2a\u793a\u4f8b PDF \u4e0a\u7684\u6f14\u793a\uff1a<\/p>\n<pre><code><span>from<\/span> io <span>import<\/span> BytesIO\r\n<span>import<\/span> re\r\n\n<span>import<\/span> pypdf\r\n<span>import<\/span> requests\r\n\n<span><span>def<\/span> <span>get_llm_text<\/span>(<span>pdf_file<\/span>):<\/span>\r\n    reader = pypdf.PdfReader(pdf_file)\r\n    text = <span>\"\\n\"<\/span>.join([page.extract_text() <span>for<\/span> page <span>in<\/span> reader.pages])\r\n\n    <span># \u53bb\u9664\u591a\u4f59\u7684\u7a7a\u683c<\/span>\r\n    text = re.sub(<span>r'\\s+'<\/span>, <span>' '<\/span>, text) \r\n\n    <span># \u53bb\u9664\u9875\u7801<\/span>\r\n    text = re.sub(<span>r'\\n\\s*\\d+\\s*\\n'<\/span>, <span>'\\n'<\/span>, text) \r\n\n    <span>return<\/span> text\r\n\n<span># \u4ece GitHub \u4ed3\u5e93\u521b\u5efa\u5b8c\u6574\u7684 URL<\/span>\r\nurl = <span>\"https:\/\/raw.githubusercontent.com\/anthropics\/anthropic-cookbook\/main\/skills\/summarization\/data\/Sample Sublease Agreement.pdf\"<\/span>\r\nurl = url.replace(<span>\" \"<\/span>, <span>\"%20\"<\/span>)\r\n\n<span># \u4e0b\u8f7d PDF \u6587\u4ef6\u5230\u5185\u5b58\u4e2d<\/span>\r\nresponse = requests.get(url)\r\n\n<span># \u4ece\u5185\u5b58\u52a0\u8f7d PDF<\/span>\r\npdf_file = BytesIO(response.content)\r\n\ndocument_text = get_llm_text(pdf_file) \r\n<span>print<\/span>(document_text[:<span>50000<\/span>])\r\n<\/code><\/pre>\n<p>\u5728\u6b64\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u4e0b\u8f7d\u4e86\u4e00\u4e2a\u8f6c\u79df\u534f\u8bae\u7684 PDF\uff0c\u8be5\u534f\u8bae\u6765\u81ea&nbsp;&nbsp;\u3002\u8be5\u534f\u8bae\u6765\u6e90\u4e8e&nbsp;&nbsp;\u4e0a\u516c\u5f00\u7684\u8f6c\u79df\u534f\u8bae\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528 pypdf \u5e93\u63d0\u53d6 PDF \u7684\u5185\u5bb9\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u6587\u672c\u3002\u968f\u540e\u901a\u8fc7\u5220\u9664\u591a\u4f59\u7684\u7a7a\u683c\u548c\u9875\u7801\u5bf9\u6587\u672c\u6570\u636e\u8fdb\u884c\u6e05\u7406\u3002<\/p>\n<h3>\u6784\u5efa\u5f3a\u5927\u7684\u63d0\u793a\u8bcd<\/h3>\n<p>Claude \u53ef\u4ee5\u9002\u5e94\u5404\u79cd\u603b\u7ed3\u98ce\u683c\u3002\u4f60\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8c03\u6574\u63d0\u793a\u8bcd\u7684\u7ec6\u8282\uff0c\u4ee5\u5f15\u5bfc Claude \u751f\u6210\u66f4\u8be6\u7ec6\u6216\u66f4\u7b80\u6d01\u7684\u5185\u5bb9\uff0c\u5305\u542b\u66f4\u591a\u6216\u66f4\u5c11\u7684\u4e13\u4e1a\u672f\u8bed\uff0c\u6216\u63d0\u4f9b\u66f4\u9ad8\u6216\u66f4\u4f4e\u5c42\u6b21\u7684\u4e0a\u4e0b\u6587\u603b\u7ed3\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u521b\u5efa\u4e00\u4e2a\u63d0\u793a\u8bcd\uff0c\u786e\u4fdd\u5728\u5206\u6790\u8f6c\u79df\u534f\u8bae\u65f6\u751f\u6210\u7684\u6458\u8981\u9075\u5faa\u4e00\u81f4\u7684\u7ed3\u6784\uff1a<\/p>\n<pre><code><span>import<\/span> \r\n\n<span># \u521d\u59cb\u5316 Anthropic \u5ba2\u6237\u7aef<\/span>\r\nclient = anthropic.Anthropic()\r\n\n<span><span>def<\/span> <span>summarize_document<\/span>(<span>text, details_to_extract, model=<span>\"claude-3-5-sonnet-20240620\"<\/span>, max_tokens=<span>1000<\/span><\/span>):<\/span>\r\n\n    <span># \u5c06\u8981\u63d0\u53d6\u7684\u7ec6\u8282\u683c\u5f0f\u5316\u4e3a\u63d0\u793a\u8bcd\u4e0a\u4e0b\u6587\u7684\u4e00\u90e8\u5206<\/span>\r\n    details_to_extract_str = <span>'\\n'<\/span>.join(details_to_extract)\r\n\n    <span># \u63d0\u793a\u6a21\u578b\u603b\u7ed3\u8f6c\u79df\u534f\u8bae<\/span>\r\n    prompt = <span>f\"\"\"Summarize the following sublease agreement. Focus on these key aspects: <span>{details_to_extract_str}<\/span> Provide the summary in bullet points nested within the XML header for each section. For example: &lt;parties involved&gt; - Sublessor: [Name] \/\/ \u6839\u636e\u9700\u8981\u6dfb\u52a0\u66f4\u591a\u7ec6\u8282 &lt;\/parties involved&gt; \u5982\u679c\u6587\u6863\u4e2d\u6ca1\u6709\u660e\u786e\u8bf4\u660e\u67d0\u4e9b\u4fe1\u606f\uff0c\u8bf7\u6807\u6ce8\u4e3a\u300c\u672a\u8bf4\u660e\u300d\u3002\u4e0d\u8981\u4f7f\u7528\u524d\u8a00\u3002 \u8f6c\u79df\u534f\u8bae\u5185\u5bb9\uff1a <span>{text}<\/span> \"\"\"<\/span>\r\n\n    response = client.messages.create(\r\n        model=model,\r\n        max_tokens=max_tokens,\r\n        system=<span>\"You are a legal analyst specializing in real estate law, known for highly accurate and detailed summaries of sublease agreements.\"<\/span>,\r\n        messages=[\r\n            {<span>\"role\"<\/span>: <span>\"user\"<\/span>, <span>\"content\"<\/span>: prompt},\r\n            {<span>\"role\"<\/span>: <span>\"assistant\"<\/span>, <span>\"content\"<\/span>: <span>\"Here is the summary of the sublease agreement: &lt;summary&gt;\"<\/span>}\r\n        ],\r\n        stop_sequences=[<span>\"&lt;\/summary&gt;\"<\/span>]\r\n    )\r\n\n    <span>return<\/span> response.content[<span>0<\/span>].text\r\n\nsublease_summary = summarize_document(document_text, details_to_extract)\r\n<span>print<\/span>(sublease_summary)\r\n<\/code><\/pre>\n<p>\u6b64\u4ee3\u7801\u5b9e\u73b0\u4e86\u4e00\u4e2a&nbsp;<code>summarize_document<\/code>&nbsp;\u51fd\u6570\uff0c\u4f7f\u7528 Claude \u6765\u603b\u7ed3\u8f6c\u79df\u534f\u8bae\u7684\u5185\u5bb9\u3002\u8be5\u51fd\u6570\u63a5\u53d7\u4e00\u4e2a\u6587\u672c\u5b57\u7b26\u4e32\u548c\u4e00\u4e2a\u8981\u63d0\u53d6\u7684\u7ec6\u8282\u5217\u8868\u4f5c\u4e3a\u8f93\u5165\u3002\u5728\u6b64\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e4b\u524d\u4ee3\u7801\u7247\u6bb5\u4e2d\u5b9a\u4e49\u7684&nbsp;<code>document_text<\/code>&nbsp;\u548c&nbsp;<code>details_to_extract<\/code>&nbsp;\u53d8\u91cf\u8c03\u7528\u6b64\u51fd\u6570\u3002<\/p>\n<p>\u5728\u51fd\u6570\u5185\u90e8\uff0c\u4f1a\u4e3a Claude \u751f\u6210\u4e00\u4e2a\u63d0\u793a\u8bcd\uff0c\u5176\u4e2d\u5305\u542b\u8981\u603b\u7ed3\u7684\u6587\u6863\u3001\u8981\u63d0\u53d6\u7684\u7ec6\u8282\uff0c\u4ee5\u53ca\u603b\u7ed3\u6587\u6863\u7684\u5177\u4f53\u6307\u4ee4\u3002\u63d0\u793a\u8bcd\u6307\u793a Claude \u4ee5\u5d4c\u5957\u5728 XML \u6807\u7b7e\u4e2d\u7684\u5f62\u5f0f\u8fd4\u56de\u6bcf\u4e2a\u63d0\u53d6\u7ec6\u8282\u7684\u6458\u8981\u3002<\/p>\n<p>\u7531\u4e8e\u6211\u4eec\u51b3\u5b9a\u5728\u6807\u7b7e\u5185\u8f93\u51fa\u6458\u8981\u7684\u6bcf\u4e2a\u90e8\u5206\uff0c\u56e0\u6b64\u53ef\u4ee5\u8f7b\u677e\u5730\u5728\u540e\u5904\u7406\u6b65\u9aa4\u4e2d\u89e3\u6790\u6bcf\u4e2a\u90e8\u5206\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u751f\u6210\u7ed3\u6784\u5316\u7684\u6458\u8981\uff0c\u9002\u5e94\u4f60\u7684\u4f7f\u7528\u573a\u666f\uff0c\u5e76\u786e\u4fdd\u6bcf\u4e2a\u6458\u8981\u90fd\u9075\u5faa\u76f8\u540c\u7684\u6a21\u5f0f\u3002<\/p>\n<h3>\u8bc4\u4f30\u4f60\u7684\u63d0\u793a\u8bcd<\/h3>\n<p>\u63d0\u793a\u8bcd\u901a\u5e38\u9700\u8981\u7ecf\u8fc7\u6d4b\u8bd5\u548c\u4f18\u5316\u624d\u80fd\u6295\u5165\u751f\u4ea7\u4f7f\u7528\u3002\u4e3a\u4e86\u786e\u5b9a\u4f60\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5426\u51c6\u5907\u5c31\u7eea\uff0c\u4f7f\u7528\u7cfb\u7edf\u5316\u7684\u6d41\u7a0b\u7ed3\u5408\u5b9a\u91cf\u548c\u5b9a\u6027\u65b9\u6cd5\u6765\u8bc4\u4f30\u6458\u8981\u7684\u8d28\u91cf\u3002\u521b\u5efa\u57fa\u4e8e\u5df2\u5b9a\u4e49\u6210\u529f\u6807\u51c6\u7684\u5c06\u5e2e\u52a9\u4f60\u4f18\u5316\u63d0\u793a\u8bcd\u3002\u4ee5\u4e0b\u662f\u4f60\u53ef\u80fd\u60f3\u5728\u8bc4\u4f30\u4e2d\u5305\u542b\u7684\u4e00\u4e9b\u6307\u6807\uff1a<\/p>\n<p>ROUGE \u5206\u6570<\/p>\n<p>BLEU \u5206\u6570<\/p>\n<p>\u4e0a\u4e0b\u6587\u5d4c\u5165\u76f8\u4f3c\u5ea6<\/p>\n<p>\u57fa\u4e8e LLM \u7684\u8bc4\u5206<\/p>\n<p>\u4eba\u5de5\u8bc4\u4f30<\/p>\n<h3>\u90e8\u7f72\u63d0\u793a<\/h3>\n<p>\u5728\u5c06\u89e3\u51b3\u65b9\u6848\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u65f6\uff0c\u8bf7\u8bb0\u4f4f\u4ee5\u4e0b\u51e0\u70b9\u6ce8\u610f\u4e8b\u9879\u3002<\/p>\n<ol>\n<li><strong>\u786e\u4fdd\u65e0\u8d23\u4efb\u98ce\u9669\uff1a<\/strong>&nbsp;\u4e86\u89e3\u6458\u8981\u4e2d\u7684\u9519\u8bef\u53ef\u80fd\u5e26\u6765\u7684\u6cd5\u5f8b\u5f71\u54cd\uff0c\u8fd9\u53ef\u80fd\u4f1a\u7ed9\u60a8\u7684\u7ec4\u7ec7\u6216\u5ba2\u6237\u5e26\u6765\u6cd5\u5f8b\u8d23\u4efb\u3002\u63d0\u4f9b\u514d\u8d23\u58f0\u660e\u6216\u6cd5\u5f8b\u58f0\u660e\uff0c\u8bf4\u660e\u6458\u8981\u662f\u7531 AI \u751f\u6210\u7684\uff0c\u9700\u7531\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u58eb\u8fdb\u884c\u5ba1\u6838\u3002<\/li>\n<li><strong>\u5904\u7406\u591a\u79cd\u6587\u6863\u7c7b\u578b\uff1a<\/strong>&nbsp;\u5728\u672c\u6307\u5357\u4e2d\uff0c\u6211\u4eec\u8ba8\u8bba\u4e86\u5982\u4f55\u4ece PDF \u4e2d\u63d0\u53d6\u6587\u672c\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6587\u6863\u53ef\u80fd\u6709\u591a\u79cd\u683c\u5f0f\uff08PDF\uff0cWord \u6587\u6863\uff0c\u6587\u672c\u6587\u4ef6\u7b49\uff09\u3002\u786e\u4fdd\u60a8\u7684\u6570\u636e\u63d0\u53d6\u6d41\u7a0b\u53ef\u4ee5\u8f6c\u6362\u60a8\u53ef\u80fd\u6536\u5230\u7684\u6240\u6709\u6587\u4ef6\u683c\u5f0f\u3002<\/li>\n<li><strong>\u5e76\u884c\u8c03\u7528 Claude \u7684 API\uff1a<\/strong>&nbsp;\u5bf9\u4e8e\u542b\u6709\u5927\u91cf Token \u7684\u957f\u6587\u6863\uff0cClaude \u751f\u6210\u6458\u8981\u53ef\u80fd\u9700\u8981\u4e00\u5206\u949f\u7684\u65f6\u95f4\u3002\u5bf9\u4e8e\u5927\u578b\u6587\u6863\u96c6\u5408\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u5e76\u884c\u53d1\u9001 API \u8c03\u7528\u7ed9 Claude\uff0c\u4ee5\u786e\u4fdd\u6458\u8981\u5728\u5408\u7406\u7684\u65f6\u95f4\u5185\u5b8c\u6210\u3002\u8bf7\u53c2\u8003 Anthropic \u7684&nbsp;&nbsp;\u6765\u786e\u5b9a\u53ef\u4ee5\u5e76\u884c\u6267\u884c\u7684\u6700\u5927 API \u8c03\u7528\u6570\u91cf\u3002<\/li>\n<\/ol>\n<hr>\n<h2>\u63d0\u9ad8\u6027\u80fd<\/h2>\n<p>\u5728\u590d\u6742\u573a\u666f\u4e2d\uff0c\u9664\u4e86\u6807\u51c6\u7684&nbsp;&nbsp;\u4e4b\u5916\uff0c\u8003\u8651\u4e00\u4e9b\u989d\u5916\u7b56\u7565\u6765\u63d0\u9ad8\u6027\u80fd\u53ef\u80fd\u662f\u6709\u76ca\u7684\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u9ad8\u7ea7\u7b56\u7565\uff1a<\/p>\n<h3>\u6267\u884c\u5143\u6458\u8981\u4ee5\u603b\u7ed3\u957f\u6587\u6863<\/h3>\n<p>\u6cd5\u5f8b\u6458\u8981\u901a\u5e38\u6d89\u53ca\u5904\u7406\u957f\u6587\u6863\u6216\u591a\u4e2a\u76f8\u5173\u6587\u6863\uff0c\u8fd9\u53ef\u80fd\u8d85\u51fa Claude \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a\u5143\u6458\u8981\u7684\u5206\u5757\u65b9\u6cd5\u6765\u5e94\u5bf9\u8fd9\u79cd\u60c5\u51b5\u3002\u8be5\u6280\u672f\u5305\u62ec\u5c06\u6587\u6863\u62c6\u5206\u4e3a\u66f4\u5c0f\u7684\u3001\u53ef\u7ba1\u7406\u7684\u5757\uff0c\u7136\u540e\u5206\u522b\u5904\u7406\u6bcf\u4e2a\u5757\u3002\u4e4b\u540e\uff0c\u60a8\u53ef\u4ee5\u5c06\u6bcf\u4e2a\u5757\u7684\u6458\u8981\u7ec4\u5408\u8d77\u6765\uff0c\u751f\u6210\u6574\u4e2a\u6587\u6863\u7684\u5143\u6458\u8981\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5982\u4f55\u6267\u884c\u5143\u6458\u8981\u7684\u793a\u4f8b\uff1a<\/p>\n<pre><code><span>import<\/span> anthropic\r\n\n<span># \u521d\u59cb\u5316 Anthropic \u5ba2\u6237\u7aef<\/span>\r\nclient = anthropic.Anthropic()\r\n\n<span><span>def<\/span> <span>chunk_text<\/span>(<span>text, chunk_size=<span>20000<\/span><\/span>):<\/span>\r\n    <span>return<\/span> [text[i:i+chunk_size] <span>for<\/span> i <span>in<\/span> <span>range<\/span>(<span>0<\/span>, <span>len<\/span>(text), chunk_size)]\r\n\n<span><span>def<\/span> <span>summarize_long_document<\/span>(<span>text, details_to_extract, model=<span>\"claude-3-5-sonnet-20240620\"<\/span>, max_tokens=<span>1000<\/span><\/span>):<\/span>\r\n\n    <span># \u683c\u5f0f\u5316\u63d0\u53d6\u7ec6\u8282\u4ee5\u653e\u7f6e\u5728\u63d0\u793a\u7684\u4e0a\u4e0b\u6587\u4e2d<\/span>\r\n    details_to_extract_str = <span>'\\n'<\/span>.join(details_to_extract)\r\n\n    <span># \u904d\u5386\u5757\u5e76\u5206\u522b\u5bf9\u6bcf\u4e2a\u5757\u8fdb\u884c\u6458\u8981<\/span>\r\n    chunk_summaries = [summarize_document(chunk, details_to_extract, model=model, max_tokens=max_tokens) <span>for<\/span> chunk <span>in<\/span> chunk_text(text)]\r\n\n    final_summary_prompt = <span>f\"\"\" \u4f60\u6b63\u5728\u67e5\u770b\u591a\u4e2a\u76f8\u5173\u6587\u6863\u7684\u5206\u5757\u6458\u8981\u3002 \u5c06\u4ee5\u4e0b\u6765\u81ea\u4e0d\u540c\u53ef\u4fe1\u6765\u6e90\u7684\u6587\u6863\u6458\u8981\u6574\u5408\u6210\u8fde\u8d2f\u7684\u6574\u4f53\u6458\u8981\uff1a &lt;chunked_summaries&gt; <span>{\"\".join(chunk_summaries)}<\/span> &lt;\/chunked_summaries&gt; \u91cd\u70b9\u5173\u6ce8\u4ee5\u4e0b\u5173\u952e\u65b9\u9762\uff1a <span>{details_to_extract_str}<\/span>) \u5c06\u6458\u8981\u4ee5\u5d4c\u5957\u5728\u6bcf\u4e2a\u90e8\u5206\u7684 XML \u6807\u5934\u4e0b\u7684\u9879\u76ee\u7b26\u53f7\u70b9\u7684\u5f62\u5f0f\u63d0\u4f9b\u3002\u4f8b\u5982\uff1a &lt;parties involved&gt; - \u8f6c\u79df\u65b9\uff1a[\u59d3\u540d] \/\/ \u6839\u636e\u9700\u8981\u6dfb\u52a0\u66f4\u591a\u7ec6\u8282 &lt;\/parties involved&gt; \u5982\u679c\u6587\u6863\u4e2d\u672a\u660e\u786e\u8bf4\u660e\u4efb\u4f55\u4fe1\u606f\uff0c\u8bf7\u6ce8\u660e\u300c\u672a\u6307\u5b9a\u300d\u3002\u4e0d\u8981\u52a0\u5165\u524d\u8a00\u3002 \"\"\"<\/span>\r\n\n    response = client.messages.create(\r\n        model=model,\r\n        max_tokens=max_tokens,\r\n        system=<span>\"\u4f60\u662f\u4e00\u540d\u603b\u7ed3\u6587\u6863\u7b14\u8bb0\u7684\u6cd5\u5f8b\u4e13\u5bb6\u3002\"<\/span>,\r\n        messages=[\r\n            {<span>\"role\"<\/span>: <span>\"user\"<\/span>,  <span>\"content\"<\/span>: final_summary_prompt},\r\n            {<span>\"role\"<\/span>: <span>\"assistant\"<\/span>, <span>\"content\"<\/span>: <span>\"\u4ee5\u4e0b\u662f\u8f6c\u79df\u534f\u8bae\u7684\u6458\u8981\uff1a&lt;summary&gt;\"<\/span>}\r\n\n        ],\r\n        stop_sequences=[<span>\"&lt;\/summary&gt;\"<\/span>]\r\n    )\r\n\n    <span>return<\/span> response.content[<span>0<\/span>].text\r\n\nlong_summary = summarize_long_document(document_text, details_to_extract)\r\n<span>print<\/span>(long_summary)\r\n<\/code><\/pre>\n<p><code>summarize_long_document<\/code>&nbsp;\u51fd\u6570\u57fa\u4e8e\u4e4b\u524d\u7684&nbsp;<code>summarize_document<\/code>&nbsp;\u51fd\u6570\uff0c\u901a\u8fc7\u5c06\u6587\u6863\u62c6\u5206\u4e3a\u8f83\u5c0f\u7684\u5757\uff0c\u5e76\u5206\u522b\u5bf9\u6bcf\u4e2a\u5757\u8fdb\u884c\u6458\u8981\u6765\u5b9e\u73b0\u6b64\u529f\u80fd\u3002<\/p>\n<p>\u8be5\u4ee3\u7801\u901a\u8fc7\u5c06&nbsp;<code>summarize_document<\/code>&nbsp;\u51fd\u6570\u5e94\u7528\u4e8e\u539f\u59cb\u6587\u6863\u4e2d\u7684\u6bcf\u4e2a 20,000 \u5b57\u7b26\u5757\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002\u7136\u540e\u5c06\u6bcf\u4e2a\u5757\u7684\u6458\u8981\u7ec4\u5408\u8d77\u6765\uff0c\u6700\u7ec8\u751f\u6210\u4e00\u4e2a\u7531\u8fd9\u4e9b\u5757\u6458\u8981\u6784\u6210\u7684\u603b\u7ed3\u3002<\/p>\n<p>\u6ce8\u610f\uff0c\u5bf9\u4e8e\u6211\u4eec\u7684\u793a\u4f8b PDF \u6765\u8bf4\uff0c<code>summarize_long_document<\/code>&nbsp;\u51fd\u6570\u5e76\u975e\u4e25\u683c\u5fc5\u8981\uff0c\u56e0\u4e3a\u6574\u4e2a\u6587\u6863\u53ef\u4ee5\u9002\u5e94 Claude \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u7136\u800c\uff0c\u5f53\u6587\u6863\u8d85\u8fc7 Claude \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u6216\u9700\u8981\u603b\u7ed3\u591a\u4e2a\u76f8\u5173\u6587\u6863\u65f6\uff0c\u6b64\u65b9\u6cd5\u81f3\u5173\u91cd\u8981\u3002\u65e0\u8bba\u5982\u4f55\uff0c\u8fd9\u79cd\u5143\u6458\u8981\u6280\u672f\u901a\u5e38\u53ef\u4ee5\u5728\u6700\u7ec8\u6458\u8981\u4e2d\u6355\u83b7\u66f4\u591a\u5728\u65e9\u671f\u5355\u6b21\u6458\u8981\u65b9\u6cd5\u4e2d\u9057\u6f0f\u7684\u91cd\u8981\u7ec6\u8282\u3002<\/p>\n<h3>\u4f7f\u7528\u6458\u8981\u7d22\u5f15\u6587\u6863\u6765\u63a2\u7d22\u5927\u91cf\u6587\u6863<\/h3>\n<p>\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u641c\u7d22\u6587\u6863\u96c6\u5408\u901a\u5e38\u6d89\u53ca\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u3002\u7136\u800c\uff0c\u5728\u6d89\u53ca\u5927\u6587\u6863\u6216\u7cbe\u786e\u4fe1\u606f\u68c0\u7d22\u81f3\u5173\u91cd\u8981\u7684\u573a\u666f\u4e2d\uff0c\u57fa\u672c\u7684  \u65b9\u6cd5\u53ef\u80fd\u4e0d\u8db3\u3002\u6458\u8981\u7d22\u5f15\u6587\u6863\u662f\u4e00\u79cd\u9ad8\u7ea7 RAG \u65b9\u6cd5\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u9ad8\u6548\u7684\u6587\u6863\u68c0\u7d22\u6392\u540d\u65b9\u5f0f\uff0c\u4f7f\u7528\u7684\u4e0a\u4e0b\u6587\u6bd4\u4f20\u7edf\u7684 RAG \u65b9\u6cd5\u5c11\u3002\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u9996\u5148\u4f7f\u7528 Claude \u4e3a\u8bed\u6599\u5e93\u4e2d\u7684\u6bcf\u4e2a\u6587\u6863\u751f\u6210\u7b80\u660e\u6458\u8981\uff0c\u7136\u540e\u4f7f\u7528 Clade \u5bf9\u6bcf\u4e2a\u6458\u8981\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\u8fdb\u884c\u6392\u540d\u3002\u6709\u5173\u6b64\u65b9\u6cd5\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\uff0c\u5305\u62ec\u57fa\u4e8e\u4ee3\u7801\u7684\u793a\u4f8b\uff0c\u8bf7\u67e5\u770b&nbsp;&nbsp;\u4e2d\u7684\u6458\u8981\u7d22\u5f15\u6587\u6863\u90e8\u5206\u3002<\/p>\n<h3>\u5fae\u8c03 Claude \u4ee5\u5b66\u4e60\u60a8\u7684\u6570\u636e\u96c6<\/h3>\n<p>\u53e6\u4e00\u79cd\u63d0\u9ad8 Claude \u751f\u6210\u6458\u8981\u80fd\u529b\u7684\u9ad8\u7ea7\u6280\u672f\u662f\u5fae\u8c03\u3002\u5fae\u8c03\u5305\u62ec\u5728\u4e00\u4e2a\u4e0e\u60a8\u7684\u6cd5\u5f8b\u6458\u8981\u9700\u6c42\u9ad8\u5ea6\u4e00\u81f4\u7684\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3 Claude\uff0c\u786e\u4fdd\u5176\u9002\u5e94\u60a8\u7684\u4f7f\u7528\u573a\u666f\u3002\u4ee5\u4e0b\u662f\u6267\u884c\u5fae\u8c03\u7684\u6982\u8ff0\uff1a<\/p>\n<ol>\n<li><strong>\u8bc6\u522b\u9519\u8bef\uff1a<\/strong>&nbsp;\u9996\u5148\u6536\u96c6 Claude \u6458\u8981\u4e0d\u7b26\u5408\u8981\u6c42\u7684\u5b9e\u4f8b\u2014\u2014\u8fd9\u53ef\u80fd\u5305\u62ec\u9057\u6f0f\u5173\u952e\u6cd5\u5f8b\u7ec6\u8282\u3001\u8bef\u89e3\u4e0a\u4e0b\u6587\u6216\u4f7f\u7528\u4e0d\u5f53\u7684\u6cd5\u5f8b\u672f\u8bed\u3002<\/li>\n<li><strong>\u7f16\u5236\u6570\u636e\u96c6\uff1a<\/strong>&nbsp;\u4e00\u65e6\u8bc6\u522b\u51fa\u8fd9\u4e9b\u95ee\u9898\uff0c\u7f16\u8bd1\u4e00\u4e2a\u5305\u542b\u8fd9\u4e9b\u95ee\u9898\u793a\u4f8b\u7684\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5e94\u5305\u62ec\u539f\u59cb\u6cd5\u5f8b\u6587\u6863\u4ee5\u53ca\u60a8\u4fee\u6b63\u540e\u7684\u6458\u8981\uff0c\u786e\u4fdd Claude \u5b66\u4e60\u5230\u6240\u9700\u7684\u884c\u4e3a\u3002<\/li>\n<li><strong>\u6267\u884c\u5fae\u8c03\uff1a<\/strong>&nbsp;\u5fae\u8c03\u6d89\u53ca\u5728\u60a8\u6574\u7406\u7684\u6570\u636e\u96c6\u4e0a\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u4ee5\u8c03\u6574\u5176\u6743\u91cd\u548c\u53c2\u6570\u3002\u6b64\u91cd\u65b0\u8bad\u7ec3\u6709\u52a9\u4e8e Claude \u66f4\u597d\u5730\u7406\u89e3\u60a8\u6cd5\u5f8b\u9886\u57df\u7684\u7279\u5b9a\u8981\u6c42\uff0c\u63d0\u5347\u5176\u6839\u636e\u60a8\u7684\u6807\u51c6\u603b\u7ed3\u6587\u6863\u7684\u80fd\u529b\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u6539\u8fdb\uff1a<\/strong>&nbsp;\u5fae\u8c03\u5e76\u975e\u4e00\u6b21\u6027\u8fc7\u7a0b\u3002\u5f53 Claude \u7ee7\u7eed\u751f\u6210\u6458\u8981\u65f6\uff0c\u60a8\u53ef\u4ee5\u8fed\u4ee3\u6dfb\u52a0\u65b0\u7684\u8868\u73b0\u6b20\u4f73\u7684\u793a\u4f8b\uff0c\u8fdb\u4e00\u6b65\u5b8c\u5584\u5176\u80fd\u529b\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u8fd9\u79cd\u6301\u7eed\u7684\u53cd\u9988\u5faa\u73af\u5c06\u4ea7\u751f\u4e00\u4e2a\u9ad8\u5ea6\u4e13\u4e1a\u5316\u7684\u6a21\u578b\uff0c\u4e13\u95e8\u7528\u4e8e\u60a8\u7684\u6cd5\u5f8b\u6458\u8981\u4efb\u52a1\u3002<\/li>\n<\/ol>\n<p>\u5fae\u8c03\u76ee\u524d\u4ec5\u901a\u8fc7 Amazon Bedrock 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