{"id":26433,"date":"2025-02-21T22:38:29","date_gmt":"2025-02-21T14:38:29","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26433"},"modified":"2025-02-22T23:04:02","modified_gmt":"2025-02-22T15:04:02","slug":"chuanlian-langchain-kai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/chuanlian-langchain-kai\/","title":{"rendered":"\u4e32\u8054 langchain \u5f00\u653e\u7684\u7684\u6df1\u5ea6\u641c\u7d22\u63d0\u793a\u8bcd"},"content":{"rendered":"<p>\u4e3a\u4e86\u4e32\u8054\u9879\u76ee\u6267\u884c\u6d41\u7a0b\u5e76\u7ffb\u8bd1\u63d0\u793a\u8bcd\u6307\u4ee4\uff0c\u6211\u4eec\u9700\u8981\u6839\u636e<code>prompts.py<\/code>\u6587\u4ef6\u4e2d\u7684\u5185\u5bb9\u6765\u8be6\u7ec6\u63cf\u8ff0\u6bcf\u4e00\u6b65\u7684\u6267\u884c\u6d41\u7a0b\u53ca\u5176\u5bf9\u5e94\u7684\u63d0\u793a\u8bcd\u6307\u4ee4\u3002<\/p>\n<h3>\u9879\u76ee\u6267\u884c\u6d41\u7a0b\u53ca\u5bf9\u5e94\u63d0\u793a\u8bcd\u6307\u4ee4<\/h3>\n<h4>1. \u751f\u6210\u641c\u7d22\u67e5\u8be2\u4ee5\u5e2e\u52a9\u8ba1\u5212\u62a5\u544a<\/h4>\n<ul>\n<li><strong>Prompt<\/strong>:\n<pre><code>report_planner_query_writer_instructions = \"\"\"\r\n\u4f60\u662f\u4e00\u540d\u4e13\u5bb6\u6280\u672f\u5199\u624b\uff0c\u6b63\u5728\u5e2e\u52a9\u8ba1\u5212\u4e00\u4efd\u62a5\u544a\u3002\r\n&lt;\u62a5\u544a\u4e3b\u9898&gt;\r\n{topic}\r\n&lt;\/\u62a5\u544a\u4e3b\u9898&gt;\r\n&lt;\u62a5\u544a\u7ec4\u7ec7&gt;\r\n{report_organization}\r\n&lt;\/\u62a5\u544a\u7ec4\u7ec7&gt;\r\n&lt;\u4efb\u52a1&gt;\r\n\u4f60\u7684\u76ee\u6807\u662f\u751f\u6210 {number_of_queries} \u4e2a\u641c\u7d22\u67e5\u8be2\uff0c\u4ee5\u5e2e\u52a9\u6536\u96c6\u5168\u9762\u7684\u4fe1\u606f\u6765\u89c4\u5212\u62a5\u544a\u90e8\u5206\u3002\r\n\u8fd9\u4e9b\u67e5\u8be2\u5e94\u5f53\uff1a\r\n1. \u4e0e\u62a5\u544a\u4e3b\u9898\u76f8\u5173\r\n2. \u5e2e\u52a9\u6ee1\u8db3\u62a5\u544a\u7ec4\u7ec7\u4e2d\u89c4\u5b9a\u7684\u8981\u6c42\r\n\u4f7f\u67e5\u8be2\u8db3\u591f\u5177\u4f53\uff0c\u4ee5\u627e\u5230\u9ad8\u8d28\u91cf\u3001\u76f8\u5173\u7684\u8d44\u6e90\uff0c\u540c\u65f6\u8986\u76d6\u62a5\u544a\u7ed3\u6784\u6240\u9700\u7684\u5e7f\u5ea6\u3002\r\n&lt;\/\u4efb\u52a1&gt;\r\n\"\"\"\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>2. \u751f\u6210\u62a5\u544a\u8ba1\u5212<\/h4>\n<ul>\n<li><strong>Prompt<\/strong>:\n<pre><code>report_planner_instructions = \"\"\"\r\n\u6211\u9700\u8981\u4e00\u4e2a\u62a5\u544a\u8ba1\u5212\u3002\r\n&lt;\u4efb\u52a1&gt;\r\n\u751f\u6210\u4e00\u4e2a\u62a5\u544a\u90e8\u5206\u7684\u5217\u8868\u3002\r\n\u6bcf\u4e2a\u90e8\u5206\u5e94\u5f53\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5\uff1a\r\n- \u540d\u79f0 - \u62a5\u544a\u90e8\u5206\u7684\u540d\u79f0\u3002\r\n- \u63cf\u8ff0 - \u672c\u90e8\u5206\u6db5\u76d6\u7684\u4e3b\u8981\u4e3b\u9898\u7684\u7b80\u8981\u6982\u8ff0\u3002\r\n- \u7814\u7a76 - \u662f\u5426\u9700\u8981\u4e3a\u672c\u90e8\u5206\u62a5\u544a\u8fdb\u884c\u7f51\u7edc\u7814\u7a76\u3002\r\n- \u5185\u5bb9 - \u672c\u90e8\u5206\u7684\u5185\u5bb9\uff0c\u73b0\u5728\u53ef\u4ee5\u7559\u7a7a\u3002\r\n\u4f8b\u5982\uff0c\u4ecb\u7ecd\u548c\u7ed3\u8bba\u5c06\u4e0d\u9700\u8981\u7814\u7a76\uff0c\u56e0\u4e3a\u5b83\u4eec\u5c06\u4ece\u62a5\u544a\u7684\u5176\u4ed6\u90e8\u5206\u63d0\u70bc\u4fe1\u606f\u3002\r\n&lt;\/\u4efb\u52a1&gt;\r\n&lt;\u4e3b\u9898&gt;\r\n\u62a5\u544a\u7684\u4e3b\u9898\u662f\uff1a\r\n{topic}\r\n&lt;\/\u4e3b\u9898&gt;\r\n&lt;\u62a5\u544a\u7ec4\u7ec7&gt;\r\n\u62a5\u544a\u5e94\u9075\u5faa\u6b64\u7ec4\u7ec7\uff1a\r\n{report_organization}\r\n&lt;\/\u62a5\u544a\u7ec4\u7ec7&gt;\r\n&lt;\u4e0a\u4e0b\u6587&gt;\r\n\u4ee5\u4e0b\u662f\u7528\u4e8e\u89c4\u5212\u62a5\u544a\u90e8\u5206\u7684\u4e0a\u4e0b\u6587\uff1a\r\n{context}\r\n&lt;\/\u4e0a\u4e0b\u6587&gt;\r\n&lt;\u53cd\u9988&gt;\r\n\u4ee5\u4e0b\u662f\u5bf9\u62a5\u544a\u7ed3\u6784\u7684\u5ba1\u67e5\u53cd\u9988\uff08\u5982\u679c\u6709\uff09\uff1a\r\n{feedback}\r\n&lt;\/\u53cd\u9988&gt;\r\n\"\"\"\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>3. \u7f16\u5199\u641c\u7d22\u67e5\u8be2<\/h4>\n<ul>\n<li><strong>Prompt<\/strong>:\n<pre><code>query_writer_instructions = \"\"\"\r\n\u4f60\u662f\u4e00\u540d\u4e13\u5bb6\u6280\u672f\u5199\u624b\uff0c\u6b63\u5728\u7f16\u5199\u6709\u9488\u5bf9\u6027\u7684\u7f51\u7edc\u641c\u7d22\u67e5\u8be2\uff0c\u4ee5\u6536\u96c6\u64b0\u5199\u6280\u672f\u62a5\u544a\u90e8\u5206\u7684\u5168\u9762\u4fe1\u606f\u3002\r\n&lt;\u90e8\u5206\u4e3b\u9898&gt;\r\n{section_topic}\r\n&lt;\/\u90e8\u5206\u4e3b\u9898&gt;\r\n&lt;\u4efb\u52a1&gt;\r\n\u4f60\u7684\u76ee\u6807\u662f\u751f\u6210 {number_of_queries} \u4e2a\u641c\u7d22\u67e5\u8be2\uff0c\u4ee5\u5e2e\u52a9\u6536\u96c6\u6709\u5173\u672c\u90e8\u5206\u4e3b\u9898\u7684\u5168\u9762\u4fe1\u606f\u3002\r\n\u8fd9\u4e9b\u67e5\u8be2\u5e94\u5f53\uff1a\r\n1. \u4e0e\u4e3b\u9898\u76f8\u5173\r\n2. \u68c0\u67e5\u8be5\u4e3b\u9898\u7684\u4e0d\u540c\u65b9\u9762\r\n\u4f7f\u67e5\u8be2\u8db3\u591f\u5177\u4f53\uff0c\u4ee5\u627e\u5230\u9ad8\u8d28\u91cf\u3001\u76f8\u5173\u7684\u8d44\u6e90\u3002\r\n&lt;\/\u4efb\u52a1&gt;\r\n\"\"\"\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>4. \u64b0\u5199\u62a5\u544a\u90e8\u5206<\/h4>\n<ul>\n<li><strong>Prompt<\/strong>:\n<pre><code>section_writer_instructions = \"\"\"\r\n\u4f60\u662f\u4e00\u540d\u4e13\u5bb6\u6280\u672f\u5199\u624b\uff0c\u6b63\u5728\u64b0\u5199\u6280\u672f\u62a5\u544a\u7684\u4e00\u4e2a\u90e8\u5206\u3002\r\n&lt;\u90e8\u5206\u4e3b\u9898&gt;\r\n{section_topic}\r\n&lt;\/\u90e8\u5206\u4e3b\u9898&gt;\r\n&lt;\u73b0\u6709\u90e8\u5206\u5185\u5bb9\uff08\u5982\u679c\u5df2\u586b\u5199\uff09&gt;\r\n{section_content}\r\n&lt;\/\u73b0\u6709\u90e8\u5206\u5185\u5bb9&gt;\r\n&lt;\u6e90\u6750\u6599&gt;\r\n{context}\r\n&lt;\/\u6e90\u6750\u6599&gt;\r\n&lt;\u64b0\u5199\u6307\u5357&gt;\r\n1. \u5982\u679c\u73b0\u6709\u90e8\u5206\u5185\u5bb9\u672a\u586b\u5199\uff0c\u5219\u4ece\u5934\u64b0\u5199\u65b0\u7684\u90e8\u5206\u3002\r\n2. \u5982\u679c\u73b0\u6709\u90e8\u5206\u5185\u5bb9\u5df2\u586b\u5199\uff0c\u8bf7\u64b0\u5199\u4e00\u4e2a\u65b0\u7684\u90e8\u5206\uff0c\u5c06\u73b0\u6709\u5185\u5bb9\u4e0e\u65b0\u4fe1\u606f\u7efc\u5408\u8d77\u6765\u3002\r\n&lt;\u957f\u5ea6\u548c\u98ce\u683c&gt;\r\n- \u4e25\u683c\u9650\u5236\u5728150-200\u5b57\r\n- \u4e0d\u4f7f\u7528\u8425\u9500\u8bed\u8a00\r\n- \u6280\u672f\u91cd\u70b9\r\n- \u4f7f\u7528\u7b80\u5355\u3001\u6e05\u6670\u7684\u8bed\u8a00\r\n- \u7528**\u52a0\u7c97**\u7684\u6700\u91cd\u8981\u7684\u89c1\u89e3\u5f00\u5934\r\n- \u4f7f\u7528\u7b80\u77ed\u7684\u6bb5\u843d\uff08\u6bcf\u6bb5\u6700\u591a2-3\u53e5\u8bdd\uff09\r\n- \u4f7f\u7528 ## \u4f5c\u4e3a\u90e8\u5206\u6807\u9898\uff08Markdown\u683c\u5f0f\uff09\r\n- \u4ec5\u5728\u6709\u52a9\u4e8e\u6f84\u6e05\u89c2\u70b9\u65f6\u4f7f\u7528\u4e00\u4e2a\u7ed3\u6784\u5143\u7d20\uff1a\r\n* \u8981\u4e48\u662f\u6bd4\u8f832-3\u4e2a\u5173\u952e\u9879\u76ee\u7684\u96c6\u4e2d\u8868\u683c\uff08\u4f7f\u7528Markdown\u8868\u683c\u8bed\u6cd5\uff09\r\n* \u8981\u4e48\u662f\u4f7f\u7528\u6b63\u786e\u7684Markdown\u5217\u8868\u8bed\u6cd5\u7684\u7b80\u77ed\u5217\u8868\uff083-5\u9879\uff09\uff1a\r\n- \u4f7f\u7528 `*` \u6216 `-` \u8868\u793a\u65e0\u5e8f\u5217\u8868\r\n- \u4f7f\u7528 `1.` \u8868\u793a\u6709\u5e8f\u5217\u8868\r\n- \u786e\u4fdd\u6b63\u786e\u7684\u7f29\u8fdb\u548c\u95f4\u8ddd\r\n- \u4ee5\u53c2\u8003\u4ee5\u4e0b\u6e90\u6750\u6599\u7684###\u6765\u6e90\u7ed3\u675f\uff1a\r\n* \u5217\u51fa\u6bcf\u4e2a\u6765\u6e90\u7684\u6807\u9898\u3001\u65e5\u671f\u548cURL\r\n* \u683c\u5f0f\uff1a`- \u6807\u9898 : URL`\r\n&lt;\/\u957f\u5ea6\u548c\u98ce\u683c&gt;\r\n&lt;\u8d28\u91cf\u68c0\u67e5&gt;\r\n- \u6070\u597d150-200\u5b57\uff08\u4e0d\u5305\u62ec\u6807\u9898\u548c\u6765\u6e90\uff09\r\n- \u4ed4\u7ec6\u4f7f\u7528\u4e00\u4e2a\u7ed3\u6784\u5143\u7d20\uff08\u8868\u683c\u6216\u5217\u8868\uff09\uff0c\u4ec5\u5728\u6709\u52a9\u4e8e\u6f84\u6e05\u89c2\u70b9\u65f6\r\n- \u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\/\u6848\u4f8b\u7814\u7a76\r\n- \u4ee5\u52a0\u7c97\u89c1\u89e3\u5f00\u5934\r\n- \u5728\u521b\u5efa\u90e8\u5206\u5185\u5bb9\u4e4b\u524d\u4e0d\u4f5c\u4efb\u4f55\u5e8f\u8a00\r\n- \u5728\u7ed3\u5c3e\u5f15\u7528\u6765\u6e90\r\n&lt;\/\u8d28\u91cf\u68c0\u67e5&gt;\r\n\"\"\"\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>5. \u8bc4\u4f30\u62a5\u544a\u90e8\u5206<\/h4>\n<ul>\n<li><strong>Prompt<\/strong>:\n<pre><code>section_grader_instructions = \"\"\"\r\n\u5ba1\u6838\u76f8\u5bf9\u4e8e\u6307\u5b9a\u4e3b\u9898\u7684\u62a5\u544a\u90e8\u5206\uff1a\r\n&lt;\u90e8\u5206\u4e3b\u9898&gt;\r\n{section_topic}\r\n&lt;\/\u90e8\u5206\u4e3b\u9898&gt;\r\n&lt;\u90e8\u5206\u5185\u5bb9&gt;\r\n{section}\r\n&lt;\/\u90e8\u5206\u5185\u5bb9&gt;\r\n&lt;\u4efb\u52a1&gt;\r\n\u8bc4\u4f30\u8be5\u90e8\u5206\u662f\u5426\u901a\u8fc7\u68c0\u67e5\u6280\u672f\u51c6\u786e\u6027\u548c\u6df1\u5ea6\uff0c\u5145\u5206\u6db5\u76d6\u4e86\u4e3b\u9898\u3002\r\n\u5982\u679c\u8be5\u90e8\u5206\u672a\u6ee1\u8db3\u4efb\u4f55\u6807\u51c6\uff0c\u8bf7\u751f\u6210\u5177\u4f53\u7684\u540e\u7eed\u641c\u7d22\u67e5\u8be2\u4ee5\u6536\u96c6\u7f3a\u5931\u7684\u4fe1\u606f\u3002\r\n&lt;\/\u4efb\u52a1&gt;\r\n&lt;\u683c\u5f0f&gt;\r\ngrade: Literal[\"pass\",\"fail\"] = Field(\r\ndescription=\"\u8bc4\u4f30\u7ed3\u679c\uff0c\u6307\u793a\u54cd\u5e94\u662f\u5426\u7b26\u5408\u8981\u6c42\uff08'\u901a\u8fc7'\uff09\u6216\u9700\u8981\u4fee\u8ba2\uff08'\u5931\u8d25'\uff09\u3002\"\r\n)\r\nfollow_up_queries: List[SearchQuery] = Field(\r\ndescription=\"\u540e\u7eed\u641c\u7d22\u67e5\u8be2\u5217\u8868\u3002\",\r\n)\r\n&lt;\/\u683c\u5f0f&gt;\r\n\"\"\"\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>6. \u64b0\u5199\u6700\u7ec8\u7684\u62a5\u544a\u90e8\u5206<\/h4>\n<ul>\n<li><strong>Prompt<\/strong>:\n<pre><code>final_section_writer_instructions = \"\"\"\r\n\u4f60\u662f\u4e00\u540d\u4e13\u5bb6\u6280\u672f\u5199\u624b\uff0c\u6b63\u5728\u64b0\u5199\u7efc\u5408\u62a5\u544a\u5176\u4ed6\u90e8\u5206\u4fe1\u606f\u7684\u90e8\u5206\u3002\r\n&lt;\u90e8\u5206\u4e3b\u9898&gt;\r\n{section_topic}\r\n&lt;\/\u90e8\u5206\u4e3b\u9898&gt;\r\n&lt;\u53ef\u7528\u62a5\u544a\u5185\u5bb9&gt;\r\n{context}\r\n&lt;\/\u53ef\u7528\u62a5\u544a\u5185\u5bb9&gt;\r\n&lt;\u4efb\u52a1&gt;\r\n1. \u90e8\u5206\u7279\u5b9a\u65b9\u6cd5\uff1a\r\n\u5bf9\u4e8e\u4ecb\u7ecd\uff1a\r\n- \u4f7f\u7528 # \u4f5c\u4e3a\u62a5\u544a\u6807\u9898\uff08Markdown\u683c\u5f0f\uff09\r\n- 50-100\u5b57\u9650\u5236\r\n- \u4f7f\u7528\u7b80\u5355\u548c\u6e05\u6670\u7684\u8bed\u8a00\r\n- \u91cd\u70b9\u4ecb\u7ecd\u62a5\u544a\u7684\u6838\u5fc3\u52a8\u673a\uff0c1-2\u6bb5\r\n- \u4f7f\u7528\u6e05\u6670\u7684\u53d9\u8ff0\u5f27\u7ebf\u4ecb\u7ecd\u62a5\u544a\r\n- \u4e0d\u4f7f\u7528\u4efb\u4f55\u7ed3\u6784\u5143\u7d20\uff08\u65e0\u5217\u8868\u6216\u8868\u683c\uff09\r\n- \u4e0d\u9700\u8981\u6765\u6e90\u90e8\u5206\r\n\u5bf9\u4e8e\u7ed3\u8bba\/\u603b\u7ed3\uff1a\r\n- \u4f7f\u7528 ## \u4f5c\u4e3a\u90e8\u5206\u6807\u9898\uff08Markdown\u683c\u5f0f\uff09\r\n- 100-150\u5b57\u9650\u5236\r\n- \u5bf9\u4e8e\u6bd4\u8f83\u62a5\u544a\uff1a\r\n* \u5fc5\u987b\u5305\u542b\u4f7f\u7528Markdown\u8868\u683c\u8bed\u6cd5\u7684\u96c6\u4e2d\u6bd4\u8f83\u8868\r\n* \u8868\u683c\u5e94\u63d0\u70bc\u62a5\u544a\u4e2d\u7684\u89c1\u89e3\r\n* \u4fdd\u6301\u8868\u683c\u6761\u76ee\u6e05\u6670\u7b80\u6d01\r\n- \u5bf9\u4e8e\u975e\u6bd4\u8f83\u62a5\u544a\uff1a\r\n* \u4ec5\u5728\u6709\u52a9\u4e8e\u63d0\u70bc\u62a5\u544a\u4e2d\u7684\u8981\u70b9\u65f6\u4f7f\u7528\u4e00\u4e2a\u7ed3\u6784\u5143\u7d20\uff1a\r\n* \u8981\u4e48\u662f\u6bd4\u8f83\u62a5\u544a\u4e2d\u9879\u76ee\u7684\u96c6\u4e2d\u8868\u683c\uff08\u4f7f\u7528Markdown\u8868\u683c\u8bed\u6cd5\uff09\r\n* \u8981\u4e48\u662f\u4f7f\u7528\u6b63\u786e\u7684Markdown\u5217\u8868\u8bed\u6cd5\u7684\u7b80\u77ed\u5217\u8868\uff1a\r\n- \u4f7f\u7528 `*` \u6216 `-` \u8868\u793a\u65e0\u5e8f\u5217\u8868\r\n- \u4f7f\u7528 `1.` \u8868\u793a\u6709\u5e8f\u5217\u8868\r\n- \u786e\u4fdd\u6b63\u786e\u7684\u7f29\u8fdb\u548c\u95f4\u8ddd\r\n- \u4ee5\u5177\u4f53\u7684\u4e0b\u4e00\u6b65\u6216\u5f71\u54cd\u7ed3\u675f\r\n- \u4e0d\u9700\u8981\u6765\u6e90\u90e8\u5206\r\n3. \u64b0\u5199\u65b9\u6cd5\uff1a\r\n- \u4f7f\u7528\u5177\u4f53\u7ec6\u8282\u800c\u975e\u4e00\u822c\u9648\u8ff0\r\n- \u6bcf\u4e2a\u5b57\u90fd\u8981\u6709\u610f\u4e49\r\n- \u91cd\u70b9\u7a81\u51fa\u6700\u91cd\u8981\u7684\u4e00\u70b9\r\n&lt;\/\u4efb\u52a1&gt;\r\n&lt;\u8d28\u91cf\u68c0\u67e5&gt;\r\n- \u5bf9\u4e8e\u4ecb\u7ecd\uff1a50-100\u5b57\u9650\u5236\uff0c# \u4f5c\u4e3a\u62a5\u544a\u6807\u9898\uff0c\u65e0\u7ed3\u6784\u5143\u7d20\uff0c\u65e0\u6765\u6e90\u90e8\u5206\r\n- \u5bf9\u4e8e\u7ed3\u8bba\uff1a100-150\u5b57\u9650\u5236\uff0c## \u4f5c\u4e3a\u90e8\u5206\u6807\u9898\uff0c\u4ec5\u4f7f\u7528\u4e00\u4e2a\u7ed3\u6784\u5143\u7d20\uff0c\u65e0\u6765\u6e90\u90e8\u5206\r\n- Markdown\u683c\u5f0f\r\n- \u4e0d\u5728\u54cd\u5e94\u4e2d\u5305\u542b\u5b57\u6570\u6216\u4efb\u4f55\u5e8f\u8a00\r\n&lt;\/\u8d28\u91cf\u68c0\u67e5&gt;\r\n\"\"\"\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>\u4e32\u8054\u6267\u884c\u6d41\u7a0b<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-26434\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7388733807a535e.png\" alt=\"\" width=\"916\" height=\"1231\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7388733807a535e.png 916w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7388733807a535e-768x1032.png 768w\" sizes=\"auto, (max-width: 916px) 100vw, 916px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h5>1. \u521d\u59cb\u5316\uff08Start\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u7528\u6237\u63d0\u4f9b\u7684\u4e3b\u9898\uff0c\u4f8b\u5982\u201cAI\u63a8\u7406\u5e02\u573a\u7684\u6982\u8ff0\uff0c\u91cd\u70b9\u662fFireworks\u3001Together.ai\u3001Groq\u201d\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u7cfb\u7edf\u521d\u59cb\u5316\u72b6\u6001\uff0c\u5c06\u4e3b\u9898\u5b58\u50a8\u4e3a\u72b6\u6001\u7684\u4e00\u90e8\u5206\uff0c\u65e0\u9700AI\u6a21\u578b\u8c03\u7528\u3002<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u5305\u542b\u4e3b\u9898\u7684\u72b6\u6001\uff0c\u4f9b\u540e\u7eed\u6b65\u9aa4\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<h5>2. \u89c4\u5212\uff08Planning\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u5305\u542b\u4e3b\u9898\u7684\u72b6\u6001\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u4f7f\u7528\u89c4\u5212\u6a21\u578b\uff08\u5982\u9ed8\u8ba4OpenAI o3-mini\u6216Groq\u7684deepseek-r1-distill-llama-70b\uff09\u751f\u6210\u7814\u7a76\u8ba1\u5212\u3002\u63d0\u793a\u8bcd\u4e3a\uff1a\u201c\u7ed9\u5b9a\u4e3b\u9898[\u4e3b\u9898]\uff0c\u521b\u5efa\u7814\u7a76\u8ba1\u5212\uff0c\u5206\u89e3\u4e3a\u5b50\u4e3b\u9898\uff0c\u9075\u5faa\u62a5\u544a\u7ed3\u6784\uff1a\u5f15\u8a00\u3001\u4e3b\u4f53\u90e8\u5206\u548c\u7ed3\u8bba\u3002\u201d<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u72b6\u6001\u66f4\u65b0\u4e3a\u5305\u542b\u7814\u7a76\u8ba1\u5212\uff08\u5b50\u4e3b\u9898\u5217\u8868\uff09\uff0c\u4f8b\u5982\u201c1. AI\u63a8\u7406\u5e02\u573a\u7684\u5b9a\u4e49\uff1b2. Fireworks\u7684\u89d2\u8272\uff1b3. <a href=\"https:\/\/www.kdjingpai.com\/de\/together\/\">Together<\/a>.ai\u7684\u6848\u4f8b\u5206\u6790\u201d\u7b49\u3002<\/li>\n<li><strong>\u63d0\u793a\u8bcd\u6765\u6e90<\/strong>\u00a0\uff1a\u4ececonfiguration.py\u7684DEFAULT_REPORT_STRUCTURE\u63a8\u6d4b\uff0c\u7ed3\u6784\u5305\u62ec\u5f15\u8a00\u3001\u4e3b\u4f53\u90e8\u5206\u548c\u7ed3\u8bba\uff0c\u4e3b\u4f53\u90e8\u5206\u9700\u6db5\u76d6\u5173\u952e\u6982\u5ff5\u3001\u5b9a\u4e49\u548c\u5b9e\u4f8b\u3002<\/li>\n<\/ul>\n<h5>3. \u67e5\u8be2\u751f\u6210\uff08Query Generation\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u5305\u542b\u7814\u7a76\u8ba1\u5212\u7684\u72b6\u6001\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u4f7f\u7528AI\u6a21\u578b\u4e3a\u6bcf\u4e2a\u5b50\u4e3b\u9898\u751f\u6210\u641c\u7d22\u67e5\u8be2\uff0c\u63d0\u793a\u8bcd\u4e3a\uff1a\u201c\u5bf9\u4e8e[\u7814\u7a76\u8ba1\u5212]\u4e2d\u7684\u6bcf\u4e2a\u5b50\u4e3b\u9898\uff0c\u751f\u6210[number_of_queries]\u4e2a\u641c\u7d22\u67e5\u8be2\u4ee5\u67e5\u627e\u76f8\u5173\u4fe1\u606f\u3002\u201d\u9ed8\u8ba4number_of_queries\u4e3a2\u3002<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u72b6\u6001\u66f4\u65b0\u4e3a\u5305\u542b\u641c\u7d22\u67e5\u8be2\u5217\u8868\uff0c\u4f8b\u5982\u201cAI\u63a8\u7406\u5e02\u573a\u5b9a\u4e49 2023\u201d\u3001\u201cFireworks AI\u670d\u52a1\u6848\u4f8b\u201d\u7b49\u3002<\/li>\n<li><strong>\u63d0\u793a\u8bcd\u6765\u6e90<\/strong>\u00a0\uff1a\u4ece\u9879\u76ee\u6587\u6863\u4e2d\u63d0\u5230\u53ef\u914d\u7f6e\u67e5\u8be2\u6570\u91cf\uff0c\u5047\u8bbe\u63d0\u793a\u8bcd\u4e3a\u751f\u6210\u67e5\u8be2\u7684\u901a\u7528\u5f62\u5f0f\u3002<\/li>\n<\/ul>\n<h5>4. \u7f51\u9875\u641c\u7d22\uff08Web Search\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u5305\u542b\u641c\u7d22\u67e5\u8be2\u7684\u72b6\u6001\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u4f7f\u7528\u641c\u7d22API\uff08\u5982\u9ed8\u8ba4Tavily\uff09\u6267\u884c\u6bcf\u4e2a\u67e5\u8be2\uff0c\u83b7\u53d6\u7f51\u9875\u641c\u7d22\u7ed3\u679c\u3002\u65e0AI\u6a21\u578b\u8c03\u7528\uff0c\u76f4\u63a5\u901a\u8fc7\u5de5\u5177\u6267\u884c\u3002<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u72b6\u6001\u66f4\u65b0\u4e3a\u5305\u542b\u641c\u7d22\u7ed3\u679c\uff08URL\u6216\u7247\u6bb5\u5217\u8868\uff09\uff0c\u4f8b\u5982Tavily\u8fd4\u56de\u7684\u7f51\u9875\u6458\u8981\u3002<\/li>\n<li><strong>\u6280\u672f\u7ec6\u8282<\/strong>\u00a0\uff1a\u4f9d\u8d56tavily-python&gt;=0.5.0\uff0c\u9700\u914d\u7f6eTAVILY_API_KEY\u3002<\/li>\n<\/ul>\n<h5>5. \u6570\u636e\u5904\u7406\uff08Data Processing\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u5305\u542b\u641c\u7d22\u7ed3\u679c\u7684\u72b6\u6001\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u4f7f\u7528AI\u6a21\u578b\u603b\u7ed3\u6bcf\u4e2a\u5b50\u4e3b\u9898\u7684\u641c\u7d22\u7ed3\u679c\uff0c\u63d0\u793a\u8bcd\u4e3a\uff1a\u201c\u603b\u7ed3\u6bcf\u4e2a\u5b50\u4e3b\u9898\u7684\u641c\u7d22\u7ed3\u679c\u4fe1\u606f\u3002\u201d<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u72b6\u6001\u66f4\u65b0\u4e3a\u5305\u542b\u5904\u7406\u6570\u636e\uff08\u6458\u8981\uff09\uff0c\u4f8b\u5982\u201cAI\u63a8\u7406\u5e02\u573a\u5b9a\u4e49\uff1a\u6307\u4f7f\u7528AI\u6a21\u578b\u8fdb\u884c\u5b9e\u65f6\u9884\u6d4b\u7684\u884c\u4e1a\uff0c2023\u5e74\u589e\u957f\u8fc5\u901f\u3002\u201d<\/li>\n<li><strong>\u63d0\u793a\u8bcd\u6765\u6e90<\/strong>\u00a0\uff1a\u5047\u8bbe\u4e3a\u603b\u7ed3\u4efb\u52a1\u7684\u901a\u7528\u63d0\u793a\uff0c\u57fa\u4e8e\u9879\u76ee\u76ee\u6807\u4e3a\u751f\u6210\u62a5\u544a\u3002<\/li>\n<\/ul>\n<h5>6. \u62a5\u544a\u64b0\u5199\uff08Report Writing\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u5305\u542b\u5904\u7406\u6570\u636e\u7684\u72b6\u6001\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u4f7f\u7528\u64b0\u5199\u6a21\u578b\uff08\u5982\u9ed8\u8ba4Anthropic <a href=\"https:\/\/www.kdjingpai.com\/de\/claudeanquanfubai\/\">Claude<\/a> 3.5 Sonnet\uff09\u6839\u636e\u5904\u7406\u6570\u636e\u64b0\u5199\u62a5\u544a\u90e8\u5206\uff0c\u63d0\u793a\u8bcd\u4e3a\uff1a\u201c\u4f7f\u7528\u5904\u7406\u6570\u636e\u4e3a\u6bcf\u4e2a\u5b50\u4e3b\u9898\u64b0\u5199\u62a5\u544a\u90e8\u5206\uff0c\u9075\u5faa\u62a5\u544a\u7ed3\u6784\u3002\u201d<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u72b6\u6001\u66f4\u65b0\u4e3a\u5305\u542b\u62a5\u544a\u90e8\u5206\uff0c\u4f8b\u5982\u201c\u5f15\u8a00\uff1aAI\u63a8\u7406\u5e02\u573a\u662fAI\u5e94\u7528\u7684\u91cd\u8981\u9886\u57df\uff1b\u4e3b\u4f53\u90e8\u52061\uff1aFireworks\u63d0\u4f9b\u9ad8\u6548\u63a8\u7406\u670d\u52a1\uff0c\u6848\u4f8b\u5305\u62ec\u4e91\u7aef\u90e8\u7f72\u3002\u201d<\/li>\n<li><strong>\u63d0\u793a\u8bcd\u6765\u6e90<\/strong>\u00a0\uff1a\u7ed3\u5408DEFAULT_REPORT_STRUCTURE\uff0c\u62a5\u544a\u9700\u5305\u62ec\u6982\u8ff0\u3001\u5173\u952e\u6982\u5ff5\u548c\u5b9e\u4f8b\u3002<\/li>\n<\/ul>\n<h5>7. \u53cd\u601d\uff08Reflection\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u5305\u542b\u62a5\u544a\u90e8\u5206\u7684\u72b6\u6001\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u4f7f\u7528AI\u6a21\u578b\u5ba1\u67e5\u62a5\u544a\uff0c\u51b3\u5b9a\u662f\u5426\u9700\u8981\u66f4\u591a\u7814\u7a76\uff0c\u63d0\u793a\u8bcd\u4e3a\uff1a\u201c\u5ba1\u67e5\u62a5\u544a\u90e8\u5206\uff0c\u8bc6\u522b\u4efb\u4f55\u5dee\u8ddd\u6216\u9700\u8981\u66f4\u591a\u7814\u7a76\u7684\u9886\u57df\u3002\u5982\u679c\u9700\u8981\u66f4\u591a\u7814\u7a76\uff0c\u5efa\u8bae\u65b0\u7684\u5b50\u4e3b\u9898\u6216\u67e5\u8be2\u3002\u201d<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u72b6\u6001\u66f4\u65b0\u4e3a\u5305\u542b\u8fed\u4ee3\u51b3\u5b9a\uff08\u4f8b\u5982\u9700\u8981\u66f4\u591a\u7814\u7a76\uff09\u6216\u6700\u7ec8\u62a5\u544a\u3002\u5982\u679c\u9700\u8981\u8fed\u4ee3\uff0c\u8f93\u51fa\u65b0\u7684\u5b50\u4e3b\u9898\u6216\u67e5\u8be2\u5efa\u8bae\u3002<\/li>\n<li><strong>\u63d0\u793a\u8bcd\u6765\u6e90<\/strong>\u00a0\uff1a\u4ece\u9879\u76ee\u6587\u6863\u63d0\u5230\u652f\u6301\u53cd\u5c04\u548c\u8fed\u4ee3\uff0c\u5047\u8bbe\u63d0\u793a\u8bcd\u4e3a\u5ba1\u67e5\u548c\u5efa\u8bae\u7684\u901a\u7528\u5f62\u5f0f\u3002<\/li>\n<\/ul>\n<h5>8. \u8f93\u51fa\uff08Output\uff09<\/h5>\n<ul>\n<li><strong>\u8f93\u5165<\/strong>\u00a0\uff1a\u5305\u542b\u6700\u7ec8\u62a5\u544a\u7684\u72b6\u6001\uff08\u5f53Reflection\u51b3\u5b9a\u62a5\u544a\u5b8c\u6210\uff09\u3002<\/li>\n<li><strong>\u8fc7\u7a0b<\/strong>\u00a0\uff1a\u7f16\u8bd1\u6240\u6709\u62a5\u544a\u90e8\u5206\uff0c\u751f\u6210Markdown\u683c\u5f0f\u7684\u6700\u7ec8\u62a5\u544a\uff0c\u65e0AI\u6a21\u578b\u8c03\u7528\u3002<\/li>\n<li><strong>\u8f93\u51fa<\/strong>\u00a0\uff1a\u6700\u7ec8\u62a5\u544a\uff0c\u4f8b\u5982\u5b8c\u6574\u7684Markdown\u6587\u6863\uff0c\u4f9b\u7528\u6237\u4e0b\u8f7d\u6216\u67e5\u770b\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e3a\u4e86\u4e32\u8054\u9879\u76ee\u6267\u884c\u6d41\u7a0b\u5e76\u7ffb\u8bd1\u63d0\u793a\u8bcd\u6307\u4ee4\uff0c\u6211\u4eec\u9700\u8981\u6839\u636eprompts.py\u6587\u4ef6\u4e2d\u7684\u5185\u5bb9\u6765\u8be6\u7ec6\u63cf\u8ff0\u6bcf\u4e00\u6b65\u7684\u6267\u884c\u6d41\u7a0b\u53ca\u5176\u5bf9\u5e94\u7684\u63d0\u793a\u8bcd\u6307\u4ee4\u3002 \u9879\u76ee\u6267\u884c\u6d41\u7a0b\u53ca\u5bf9\u5e94\u63d0\u793a\u8bcd\u6307\u4ee4 1. \u751f\u6210\u641c\u7d22\u67e5\u8be2\u4ee5\u5e2e\u52a9\u8ba1\u5212\u62a5\u544a Prompt: report_planner&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-26433","post","type-post","status-publish","format-standard","hentry","category-prompts"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/26433","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=26433"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/26433\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=26433"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=26433"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=26433"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}