\u4f1a\u8bdd\u53d8\u91cf<\/a>\u3002<\/li>\n<\/ul>\n\u7528\u6cd5\uff1a\u901a\u8fc7\u53d8\u91cf\u8d4b\u503c\u8282\u70b9\uff0c\u4f60\u53ef\u4ee5\u5c06\u5de5\u4f5c\u6d41\u5185\u7684\u53d8\u91cf\u8d4b\u503c\u5230\u4f1a\u8bdd\u53d8\u91cf\u4e2d\u7528\u4e8e\u4e34\u65f6\u5b58\u50a8\uff0c\u5e76\u53ef\u4ee5\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\u6301\u7eed\u5f15\u7528\u3002<\/p>\n
![\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/ac90a2b8b7c76a2.jpg\" "\\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\\"")
<\/p>\n
\u573a\u666f\u793a\u4f8b<\/h3>\n
\u4f60\u53ef\u4ee5\u5c06\u5bf9\u8bdd\u8fc7\u7a0b\u4e2d\u7684\u4e0a\u4e0b\u6587\u3001\u4e0a\u4f20\u81f3\u5bf9\u8bdd\u6846\u7684\u6587\u4ef6\u3001\u7528\u6237\u6240\u8f93\u5165\u7684\u504f\u597d\u4fe1\u606f<\/strong>\u7b49\u53d8\u91cf\uff0c\u901a\u8fc7\u53d8\u91cf\u8d4b\u503c\u8282\u70b9\u5199\u5165\u81f3\u4f1a\u8bdd\u53d8\u91cf\u5185\uff0c\u7528\u4f5c\u540e\u7eed\u5bf9\u8bdd\u7684\u53c2\u8003\u4fe1\u606f\u3002<\/p>\n\u573a\u666f 1<\/h4>\n
\u81ea\u52a8\u5224\u65ad\u63d0\u53d6\u5e76\u5b58\u50a8\u5bf9\u8bdd\u4e2d\u7684\u4fe1\u606f<\/strong>\u00a0\uff0c\u5728\u4f1a\u8bdd\u5185\u901a\u8fc7\u4f1a\u8bdd\u53d8\u91cf\u6570\u7ec4\u8bb0\u5f55\u7528\u6237\u8f93\u5165\u7684\u91cd\u8981\u4fe1\u606f\uff0c\u5e76\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\u8ba9 LLM \u57fa\u4e8e\u4f1a\u8bdd\u53d8\u91cf\u4e2d\u5b58\u50a8\u7684\u5386\u53f2\u4fe1\u606f\u8fdb\u884c\u4e2a\u6027\u5316\u56de\u590d\u3002<\/p>\n\u793a\u4f8b\uff1a\u5f00\u59cb\u5bf9\u8bdd\u540e\uff0cLLM \u4f1a\u81ea\u52a8\u5224\u65ad\u7528\u6237\u8f93\u5165\u662f\u5426\u5305\u542b\u9700\u8981\u8bb0\u4f4f\u7684\u4e8b\u5b9e\u3001\u504f\u597d\u6216\u5386\u53f2\u8bb0\u5f55\u3002\u5982\u679c\u6709\uff0cLLM \u4f1a\u5148\u63d0\u53d6\u5e76\u5b58\u50a8\u8fd9\u4e9b\u4fe1\u606f\uff0c\u7136\u540e\u518d\u7528\u8fd9\u4e9b\u4fe1\u606f\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u6765\u56de\u7b54\u3002\u5982\u679c\u6ca1\u6709\u65b0\u7684\u4fe1\u606f\u9700\u8981\u4fdd\u5b58\uff0cLLM \u4f1a\u76f4\u63a5\u4f7f\u7528\u81ea\u8eab\u7684\u76f8\u5173\u8bb0\u5fc6\u77e5\u8bc6\u6765\u56de\u7b54\u95ee\u9898\u3002<\/p>\n
![\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/9a5c256692703c9.jpg\" "\\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\\"")
<\/p>\n
\u914d\u7f6e\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n- \u8bbe\u7f6e\u4f1a\u8bdd\u53d8\u91cf<\/strong>\u00a0\uff1a\u9996\u5148\u8bbe\u7f6e\u4e00\u4e2a\u4f1a\u8bdd\u53d8\u91cf\u6570\u7ec4\u00a0
memories<\/code>\uff0c\u7c7b\u578b\u4e3a array[object]\uff0c\u7528\u4e8e\u5b58\u50a8\u7528\u6237\u7684\u4e8b\u5b9e\u3001\u504f\u597d\u548c\u5386\u53f2\u8bb0\u5f55\u3002<\/li>\n- \u5224\u65ad\u548c\u63d0\u53d6\u8bb0\u5fc6<\/strong>\u00a0\uff1a\n
\n- \u6dfb\u52a0\u4e00\u4e2a\u6761\u4ef6\u5224\u65ad\u8282\u70b9\uff0c\u4f7f\u7528 LLM \u6765\u5224\u65ad\u7528\u6237\u8f93\u5165\u662f\u5426\u5305\u542b\u9700\u8981\u8bb0\u4f4f\u7684\u65b0\u4fe1\u606f\u3002<\/li>\n
- \u5982\u679c\u6709\u65b0\u4fe1\u606f\uff0c\u8d70\u4e0a\u5206\u652f\uff0c\u4f7f\u7528 LLM \u8282\u70b9\u63d0\u53d6\u8fd9\u4e9b\u4fe1\u606f\u3002<\/li>\n
- \u5982\u679c\u6ca1\u6709\u65b0\u4fe1\u606f\uff0c\u8d70\u4e0b\u5206\u652f\uff0c\u76f4\u63a5\u4f7f\u7528\u73b0\u6709\u8bb0\u5fc6\u56de\u7b54\u3002<\/li>\n<\/ul>\n<\/li>\n
- \u53d8\u91cf\u8d4b\u503c\/\u5199\u5165<\/strong>\u00a0\uff1a\n
\n- \u5728\u4e0a\u5206\u652f\u4e2d\uff0c\u4f7f\u7528\u53d8\u91cf\u8d4b\u503c\u8282\u70b9\uff0c\u5c06\u63d0\u53d6\u51fa\u7684\u65b0\u4fe1\u606f\u8ffd\u52a0\uff08append\uff09\u5230\u00a0
memories<\/code>\u00a0\u6570\u7ec4\u4e2d\u3002<\/li>\n- \u4f7f\u7528\u8f6c\u4e49\u529f\u80fd\u5c06 LLM \u8f93\u51fa\u7684\u6587\u672c\u5b57\u7b26\u4e32\u8f6c\u6362\u4e3a\u9002\u5408\u5b58\u50a8\u5728 array[object] \u4e2d\u7684\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<\/li>\n
- \u53d8\u91cf\u8bfb\u53d6\u548c\u4f7f\u7528<\/strong>\u00a0\uff1a\n
\n- \u5728\u540e\u7eed\u7684 LLM \u8282\u70b9\u4e2d\uff0c\u5c06\u00a0
memories<\/code>\u00a0\u6570\u7ec4\u4e2d\u7684\u5185\u5bb9\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\uff0c\u5e76\u63d2\u5165\u5230 LLM \u7684\u63d0\u793a\u8bcd Prompts \u4e2d\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u3002<\/li>\n- LLM \u4f7f\u7528\u8fd9\u4e9b\u5386\u53f2\u4fe1\u606f\u6765\u751f\u6210\u4e2a\u6027\u5316\u56de\u590d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n
\u56fe\u4e2d\u7684 code \u8282\u70b9\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n
\n- \u5c06\u5b57\u7b26\u4e32\u8f6c\u4e49\u4e3a object<\/li>\n<\/ol>\n
Copy<\/p>\n
import json\r\ndefmain(arg1:str) ->object:\r\ntry:\r\n# Parse the input JSON string\r\ninput_data = json.loads(arg1)\r\n# Extract the memory object\r\nmemory = input_data.get(\"memory\", {})\r\n# Construct the return object\r\nresult ={\r\n\"facts\": memory.get(\"facts\", []),\r\n\"preferences\": memory.get(\"preferences\", []),\r\n\"memories\": memory.get(\"memories\", [])\r\n}\r\nreturn{\r\n\"mem\": result\r\n}\r\nexcept json.JSONDecodeError:\r\nreturn{\r\n\"result\":\"Error: Invalid JSON string\"\r\n}\r\nexceptExceptionas e:\r\nreturn{\r\n\"result\":f\"Error: {str(e)}\"\r\n}\r\n<\/code><\/pre>\n\n- \u5c06 object \u8f6c\u4e49\u4e3a\u5b57\u7b26\u4e32<\/li>\n<\/ol>\n
Copy<\/p>\n
import json\r\ndefmain(arg1:list) ->str:\r\ntry:\r\n# Assume arg1[0] is the dictionary we need to process\r\ncontext = arg1[0]if arg1 else{}\r\n# Construct the memory object\r\nmemory ={\"memory\": context}\r\n# Convert the object to a JSON string\r\njson_str = json.dumps(memory, ensure_ascii=False, indent=2)\r\n# Wrap the JSON string in <answer> tags\r\nresult =f\"<answer>{json_str}<\/answer>\"\r\nreturn{\r\n\"result\": result\r\n}\r\nexceptExceptionas e:\r\nreturn{\r\n\"result\":f\"<answer>Error: {str(e)}<\/answer>\"\r\n}\r\n<\/code><\/pre>\n\u573a\u666f 2<\/h4>\n
\u8bb0\u5f55\u7528\u6237\u7684\u521d\u59cb\u504f\u597d\u4fe1\u606f<\/strong>\u00a0\uff0c\u5728\u4f1a\u8bdd\u5185\u8bb0\u4f4f\u7528\u6237\u8f93\u5165\u7684\u8bed\u8a00\u504f\u597d\uff0c\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\u6301\u7eed\u4f7f\u7528\u8be5\u8bed\u8a00\u7c7b\u578b\u8fdb\u884c\u56de\u590d\u3002<\/p>\n\u793a\u4f8b\uff1a\u7528\u6237\u5728\u5bf9\u8bdd\u5f00\u59cb\u524d\uff0c\u5728\u00a0language<\/code>\u00a0\u8f93\u5165\u6846\u5185\u6307\u5b9a\u4e86 \u201c\u4e2d\u6587\u201d\uff0c\u8be5\u8bed\u8a00\u5c06\u4f1a\u88ab\u5199\u5165\u4f1a\u8bdd\u53d8\u91cf\uff0cLLM \u5728\u540e\u7eed\u8fdb\u884c\u7b54\u590d\u65f6\u4f1a\u53c2\u8003\u4f1a\u8bdd\u53d8\u91cf\u4e2d\u7684\u4fe1\u606f\uff0c\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\u6301\u7eed\u4f7f\u7528\u201c\u4e2d\u6587\u201d\u8fdb\u884c\u56de\u590d\u3002<\/p>\n![\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/a0064a1f91d07b2.jpg\" "\\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\\"")
<\/p>\n
\u914d\u7f6e\u6d41\u7a0b\uff1a<\/strong><\/p>\n\u8bbe\u7f6e\u4f1a\u8bdd\u53d8\u91cf<\/strong>\u00a0\uff1a\u9996\u5148\u8bbe\u7f6e\u4e00\u4e2a\u4f1a\u8bdd\u53d8\u91cf\u00a0language<\/code>\uff0c\u5728\u4f1a\u8bdd\u6d41\u7a0b\u5f00\u59cb\u65f6\u6dfb\u52a0\u4e00\u4e2a\u6761\u4ef6\u5224\u65ad\u8282\u70b9\uff0c\u7528\u6765\u5224\u65ad\u00a0language<\/code>\u00a0\u53d8\u91cf\u7684\u503c\u662f\u5426\u4e3a\u7a7a\u3002<\/p>\n\u53d8\u91cf\u5199\u5165\/\u8d4b\u503c<\/strong>\u00a0\uff1a\u9996\u8f6e\u5bf9\u8bdd\u5f00\u59cb\u65f6\uff0c\u82e5\u00a0language<\/code>\u00a0\u53d8\u91cf\u503c\u4e3a\u7a7a\uff0c\u5219\u4f7f\u7528 LLM \u8282\u70b9\u6765\u63d0\u53d6\u7528\u6237\u8f93\u5165\u7684\u8bed\u8a00\uff0c\u518d\u901a\u8fc7\u53d8\u91cf\u8d4b\u503c\u8282\u70b9\u5c06\u8be5\u8bed\u8a00\u7c7b\u578b\u5199\u5165\u5230\u4f1a\u8bdd\u53d8\u91cf\u00a0language<\/code>\u00a0\u4e2d\u3002<\/p>\n\u53d8\u91cf\u8bfb\u53d6<\/strong>\u00a0\uff1a\u5728\u540e\u7eed\u5bf9\u8bdd\u8f6e\u6b21\u4e2d\u00a0language<\/code>\u00a0\u53d8\u91cf\u5df2\u5b58\u50a8\u7528\u6237\u8bed\u8a00\u504f\u597d\u3002\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\uff0cLLM \u8282\u70b9\u901a\u8fc7\u5f15\u7528 language \u53d8\u91cf\uff0c\u4f7f\u7528\u7528\u6237\u7684\u504f\u597d\u8bed\u8a00\u7c7b\u578b\u8fdb\u884c\u56de\u590d\u3002<\/p>\n\u573a\u666f 3<\/strong><\/p>\n\u8f85\u52a9 Checklist \u68c0\u67e5<\/strong>\u00a0\uff0c\u5728\u4f1a\u8bdd\u5185\u901a\u8fc7\u4f1a\u8bdd\u53d8\u91cf\u8bb0\u5f55\u7528\u6237\u7684\u8f93\u5165\u9879\uff0c\u66f4\u65b0 Checklist \u4e2d\u7684\u5185\u5bb9\uff0c\u5e76\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d\u68c0\u67e5\u9057\u6f0f\u9879\u3002<\/p>\n\u793a\u4f8b\uff1a\u5f00\u59cb\u5bf9\u8bdd\u540e\uff0cLLM \u4f1a\u8981\u6c42\u7528\u6237\u5728\u5bf9\u8bdd\u6846\u5185\u8f93\u5165 Checklist \u6240\u6d89\u53ca\u7684\u4e8b\u9879\uff0c\u7528\u6237\u4e00\u65e6\u63d0\u53ca\u4e86 Checklist \u4e2d\u7684\u5185\u5bb9\uff0c\u5c06\u4f1a\u66f4\u65b0\u5e76\u5b58\u50a8\u81f3\u4f1a\u8bdd\u53d8\u91cf\u5185\u3002LLM \u4f1a\u5728\u6bcf\u8f6e\u5bf9\u8bdd\u540e\u63d0\u9192\u7528\u6237\u7ee7\u7eed\u8865\u5145\u9057\u6f0f\u9879\u3002<\/p>\n
![\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/bd8d97fdf4bb4d2.jpg\" "\\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\\"")
<\/p>\n
\u914d\u7f6e\u6d41\u7a0b\uff1a<\/strong><\/p>\n\n- \u8bbe\u7f6e\u4f1a\u8bdd\u53d8\u91cf\uff1a<\/strong>\u00a0\u9996\u5148\u8bbe\u7f6e\u4e00\u4e2a\u4f1a\u8bdd\u53d8\u91cf\u00a0
ai_checklist<\/code>\uff0c\u5728 LLM \u5185\u5f15\u7528\u8be5\u53d8\u91cf\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8fdb\u884c\u68c0\u67e5\u3002<\/li>\n- \u53d8\u91cf\u8d4b\u503c\/\u5199\u5165\uff1a<\/strong>\u00a0\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u65f6\uff0c\u5728 LLM \u8282\u70b9\u5185\u68c0\u67e5\u00a0
ai_checklist<\/code>\u00a0\u5185\u7684\u503c\u5e76\u6bd4\u5bf9\u7528\u6237\u8f93\u5165\uff0c\u82e5\u7528\u6237\u63d0\u4f9b\u4e86\u65b0\u7684\u4fe1\u606f\uff0c\u5219\u66f4\u65b0 Checklist \u5e76\u5c06\u8f93\u51fa\u5185\u5bb9\u901a\u8fc7\u53d8\u91cf\u8d4b\u503c\u8282\u70b9\u5199\u5165\u5230\u00a0ai_checklist<\/code>\u00a0\u5185\u3002<\/li>\n- \u53d8\u91cf\u8bfb\u53d6\uff1a<\/strong>\u00a0\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u8bfb\u53d6\u00a0
ai_cheklist<\/code>\u00a0\u5185\u7684\u503c\u5e76\u6bd4\u5bf9\u7528\u6237\u8f93\u5165\u76f4\u81f3\u6240\u6709 checklist \u5b8c\u6210\u3002<\/li>\n<\/ul>\n\u4f7f\u7528\u53d8\u91cf\u8d4b\u503c\u8282\u70b9<\/h3>\n
\u70b9\u51fb\u8282\u70b9\u53f3\u4fa7\u00a0\uff0b<\/code>\u00a0\u53f7\uff0c\u9009\u62e9\u00a0\u201c\u53d8\u91cf\u8d4b\u503c\u201d<\/strong>\u00a0\u8282\u70b9\uff0c\u914d\u7f6e\u9700\u8981\u88ab\u8d4b\u503c\u7684\u53d8\u91cf\u4e0e\u6e90\u53d8\u91cf\u3002\u53d8\u91cf\u8d4b\u503c\u8282\u70b9\u652f\u6301\u540c\u65f6\u4e3a\u591a\u4e2a\u53d8\u91cf\u8d4b\u503c\u3002<\/p>\n![\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/14ababfdc672569.jpg\" "\\"Dify\u5de5\u4f5c\u6d41\u4e2d\u7684\u53d8\u91cf\u805a\u5408\u548c\u53d8\u91cf\u8d4b\u503c\u8282\u70b9-1\\"")
<\/p>\n
\u8bbe\u7f6e\u53d8\u91cf<\/h4>\n
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