\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0cMulti Agent \u7cfb\u7edf\u6b63\u9010\u6e10\u6210\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u9898\u3001\u5b9e\u73b0\u9ad8\u6548\u534f\u4f5c\u7684\u5173\u952e\u6280\u672f\u3002CrewAI \u4f5c\u4e3a\u4e00\u6b3e\u5f3a\u5927\u7684\u591a Agent \u534f\u4f5c\u5de5\u5177\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4fbf\u6377\u7684\u65b9\u5f0f\u6765\u6784\u5efa\u667a\u80fd\u534f\u4f5c\u7cfb\u7edf\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u57fa\u4e8e CrewAI<\/a> \u6784\u5efa Multi Agent \u7cfb\u7edf\u3002<\/p>\n Agent \u662f CrewAI \u4e2d\u7684\u81ea\u4e3b\u5355\u5143\uff0c\u5177\u5907\u6267\u884c\u4efb\u52a1\u3001\u505a\u51fa\u51b3\u7b56\u548c\u4e0e\u5176\u4ed6\u4ee3\u7406\u901a\u4fe1\u7684\u80fd\u529b\u3002\u5b83\u4eec\u5982\u540c\u56e2\u961f\u4e2d\u7684\u6210\u5458\uff0c\u5404\u81ea\u627f\u62c5\u7279\u5b9a\u89d2\u8272\uff0c\u5982\u7814\u7a76\u5458\u3001\u4f5c\u5bb6\u6216\u5ba2\u6237\u652f\u6301\u7b49\uff0c\u5171\u540c\u4e3a\u5b9e\u73b0\u56e2\u961f\u76ee\u6807\u8d21\u732e\u529b\u91cf\u3002<\/p>\n \u4ee3\u7406\u53ef\u4ee5\u4f7f\u7528 CrewAI \u5185\u7f6e\u7684\u59d4\u6258\u548c\u901a\u4fe1\u673a\u5236\u76f8\u4e92\u4ea4\u4e92\u3002\u8fd9\u5141\u8bb8\u5728\u56e2\u961f\u5185\u8fdb\u884c\u52a8\u6001\u4efb\u52a1\u7ba1\u7406\u548c\u95ee\u9898\u89e3\u51b3\u3002<\/p>\n \u8981\u521b\u5efa\u4ee3\u7406\uff0c\u901a\u5e38\u4f1a\u4f7f\u7528\u6240\u9700\u5c5e\u6027\u521d\u59cb\u5316\u00a0 \u5728 CrewAI \u6846\u67b6\u4e2d\uff0c\u4efb\u52a1\u662f\u4ee3\u7406\u9700\u8981\u5b8c\u6210\u7684\u5177\u4f53\u5de5\u4f5c\uff0c\u5305\u542b\u6267\u884c\u6240\u9700\u7684\u5404\u79cd\u7ec6\u8282\uff0c\u5982\u6e05\u6670\u7684\u63cf\u8ff0\u3001\u8d1f\u8d23\u6267\u884c\u7684\u4ee3\u7406\u3001\u6240\u9700\u5de5\u5177\u7b49\u3002\u4efb\u52a1\u53ef\u4ee5\u662f\u534f\u4f5c\u6027\u7684\uff0c\u901a\u8fc7\u5c5e\u6027\u7ba1\u7406\u548c\u6d41\u7a0b\u7f16\u6392\uff0c\u5b9e\u73b0\u591a\u4e2a\u4ee3\u7406\u7684\u534f\u540c\u5de5\u4f5c\uff0c\u63d0\u5347\u56e2\u961f\u5408\u4f5c\u6548\u7387\u3002<\/p>\n \u5728\u4e86\u89e3\u4efb\u52a1\u7684\u57fa\u672c\u5c5e\u6027\u540e\uff0c\u6211\u4eec\u8fdb\u4e00\u6b65\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528\u5de5\u5177\u521b\u5efa\u4efb\u52a1\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n \u521b\u5efa\u4efb\u52a1\u6d89\u53ca\u5b9a\u4e49\u5176\u8303\u56f4\u3001\u8d1f\u8d23\u4ee3\u7406\u4ee5\u53ca\u4efb\u4f55\u989d\u5916\u5c5e\u6027\u4ee5\u5b9e\u73b0\u7075\u6d3b\u6027\uff1a<\/p>\n \u4efb\u52a1\u5206\u914d\u53ef\u4ee5\u76f4\u63a5\u4e3a\u5206\u914d\u6307\u5b9a\u4e00\u4e2a\u00a0 \u5728 CrewAI \u4e2d\uff0c\u4e00\u4e2a\u4efb\u52a1\u7684\u8f93\u51fa\u4f1a\u81ea\u52a8\u4f20\u9012\u5230\u4e0b\u4e00\u4e2a\u4efb\u52a1\uff0c\u5f53\u6709\u4e00\u4e2a\u4efb\u52a1\u4f9d\u8d56\u4e8e\u53e6\u4e00\u4e2a\u4efb\u52a1\u7684\u8f93\u51fa\uff0c\u4f46\u5e76\u975e\u7acb\u5373\u5728\u5176\u540e\u6267\u884c\u65f6\uff0c\u8fd9\u5c06\u975e\u5e38\u6709\u7528\u3002\u8fd9\u901a\u8fc7\u4efb\u52a1\u7684\u00a0 \u4efb\u52a1\u4ee5\u5f02\u6b65\u65b9\u5f0f\u6267\u884c\uff0c\u610f\u5473\u7740 Crew \u4e0d\u4f1a\u7b49\u5f85\u5176\u5b8c\u6210\u624d\u7ee7\u7eed\u4e0b\u4e00\u4e2a\u4efb\u52a1\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u5f88\u957f\u65f6\u95f4\u5b8c\u6210\u7684\u4efb\u52a1\u6216\u5bf9\u4e0b\u4e00\u4e2a\u4efb\u52a1\u6267\u884c\u4e0d\u662f\u81f3\u5173\u91cd\u8981\u7684\u4efb\u52a1\u975e\u5e38\u6709\u7528\u3002\u53ef\u4ee5\u4f7f\u7528\u00a0 \u5728\u4efb\u52a1\u5b8c\u6210\u540e\u6267\u884c\u56de\u8c03\u51fd\u6570\uff0c\u5141\u8bb8\u6839\u636e\u4efb\u52a1\u7ed3\u679c\u89e6\u53d1\u64cd\u4f5c\u6216\u901a\u77e5\u3002<\/p>\n \u4e00\u7ec4 Crew \u8fd0\u884c\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u4efb\u52a1\u5bf9\u8c61\u7684\u00a0 \u5728\u4efb\u52a1\u4e2d\u6307\u5b9a\u5de5\u5177\u5141\u8bb8\u52a8\u6001\u8c03\u6574\u4ee3\u7406\u80fd\u529b\uff0c\u7a81\u51fa\u4e86 CrewAI \u7684\u7075\u6d3b\u6027\u3002<\/p>\n \u5728\u521b\u5efa\u548c\u6267\u884c\u4efb\u52a1\u65f6\uff0c\u5b58\u5728\u9a8c\u8bc1\u673a\u5236\uff0c\u4ee5\u786e\u4fdd\u4efb\u52a1\u5c5e\u6027\u7684\u5065\u58ee\u6027\u548c\u53ef\u9760\u6027\u3002\u8fd9\u4e9b\u9a8c\u8bc1\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p>\n \u8fd9\u4e9b\u9a8c\u8bc1\u6709\u52a9\u4e8e\u5728 CrewAI \u6846\u67b6\u5185\u7ef4\u62a4\u4efb\u52a1\u6267\u884c\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n CrewAI \u5de5\u5177\u8d4b\u4e88\u4ee3\u7406\u591a\u79cd\u80fd\u529b\uff0c\u5305\u62ec\u7f51\u9875\u641c\u7d22\u3001\u6570\u636e\u5206\u6790\u3001\u5185\u5bb9\u751f\u6210\u548c\u4efb\u52a1\u59d4\u6d3e\u7b49\uff0c\u4f7f\u4ee3\u7406\u80fd\u591f\u6267\u884c\u5404\u79cd\u590d\u6742\u64cd\u4f5c\uff0c\u5b9e\u73b0\u4ece\u7b80\u5355\u641c\u7d22\u5230\u590d\u6742\u4e92\u52a8\u4ee5\u53ca\u6709\u6548\u56e2\u961f\u5408\u4f5c\u7684\u8de8\u8d8a\u3002<\/p>\n \u8981\u901a\u8fc7 CrewAI \u5de5\u5177\u589e\u5f3a\u4ee3\u7406\u7684\u80fd\u529b\uff0c\u9700\u8981\u5148\u5b89\u88c5\u989d\u5916\u5de5\u5177\u5305\uff1a<\/p>\n \u4e0b\u9762\u662f\u4f7f\u7528\u6848\u4f8b\uff1a<\/p>\n \u9700\u8981\u5148\u5b89\u88c5\u5de5\u5177\u5305\uff1a<\/p>\n CrewAI \u4e0e LangChain \u7684\u5de5\u5177\u5305\u65e0\u7f1d\u96c6\u6210\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528 LangChain \u63d0\u4f9b\u7684\u5185\u7f6e\u5de5\u5177\uff0c\u5982\u00a0 \u6d41\u7a0b\u4f7f\u4e2a\u4f53\u4ee3\u7406\u80fd\u591f\u4f5c\u4e3a\u4e00\u4e2a\u6709\u51dd\u805a\u529b\u7684\u6574\u4f53\u8fd0\u4f5c\uff0c\u7b80\u5316\u534f\u4f5c\u52aa\u529b\uff0c\u4ee5\u9ad8\u6548\u3001\u534f\u8c03\u7684\u65b9\u5f0f\u5b9e\u73b0\u5171\u540c\u76ee\u6807\u3002\u901a\u8fc7\u5408\u7406\u7684\u6d41\u7a0b\u8bbe\u8ba1\uff0c\u56e2\u961f\u80fd\u591f\u66f4\u597d\u5730\u5e94\u5bf9\u590d\u6742\u4efb\u52a1\uff0c\u63d0\u9ad8\u6574\u4f53\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n \u5728\u521b\u5efa Manager \u65f6\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6307\u5b9a\u6d41\u7a0b\u7c7b\u578b\u6765\u8bbe\u7f6e\u6267\u884c\u7b56\u7565\u3002\u5bf9\u4e8e\u5206\u7ea7\u6d41\u7a0b\uff0c\u5fc5\u987b\u4e3a\u7ba1\u7406\u8005\u4ee3\u7406\u5b9a\u4e49\u00a0 \u4ee5\u4e0b\u662f\u4e00\u4e2a\u7ec4\u5efa\u56e2\u961f\u7684\u793a\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u5c06\u5177\u6709\u4e92\u8865\u89d2\u8272\u548c\u5de5\u5177\u7684\u4ee3\u7406\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u5206\u914d\u4efb\u52a1\u5e76\u9009\u62e9\u6d41\u7a0b\uff1a<\/p>\n \u5728\u914d\u7f6e\u56e2\u961f\u65f6\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u56e2\u961f\u76ee\u6807\u548c\u4efb\u52a1\u6027\u8d28\uff0c\u7075\u6d3b\u542f\u7528\u548c\u5b9a\u5236\u6bcf\u4e2a\u8bb0\u5fc6\u7ec4\u4ef6\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u8bb0\u5fc6\u7cfb\u7edf\u5904\u4e8e\u5173\u95ed\u72b6\u6001\uff0c\u901a\u8fc7\u5728\u56e2\u961f\u914d\u7f6e\u4e2d\u8bbe\u7f6e\u00a02. CrewAI \u6838\u5fc3\u6982\u5ff5\u8be6\u89e3<\/h2>\n
2.1 \u4ee3\u7406\uff08Agent\uff09<\/h2>\n
2.1.1 Agent \u7684\u5b9a\u4e49\u4e0e\u529f\u80fd<\/h3>\n
2.1.2 \u4ee3\u7406\u5c5e\u6027<\/h3>\n
\n
OPENAI_MODEL_NAME<\/code>\u00a0\u73af\u5883\u53d8\u91cf\u4e2d\u83b7\u53d6\u6a21\u578b\u540d\u79f0\uff0c\u5426\u5219\u9ed8\u8ba4\u4e3a “gpt-4″\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u4efb\u52a1\u7684\u5904\u7406\u8981\u6c42\u3002<\/li>\nNone<\/code>\u3002\u901a\u8fc7\u7075\u6d3b\u914d\u7f6e\u6b64\u5c5e\u6027\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u66f4\u7cbe\u51c6\u5730\u63a7\u5236\u4ee3\u7406\u7684\u5de5\u5177\u8c03\u7528\u884c\u4e3a\u3002<\/li>\nNone<\/code>\u3002\u5f00\u53d1\u8005\u53ef\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u8fdb\u884c\u8bbe\u7f6e\uff0c\u4ee5\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u3002<\/li>\nNone<\/code>\uff0c\u8868\u793a\u65e0\u6700\u5927\u6267\u884c\u65f6\u95f4\u9650\u5236\u3002\u6b64\u5c5e\u6027\u53ef\u7528\u4e8e\u63a7\u5236\u4efb\u52a1\u7684\u6267\u884c\u5468\u671f\uff0c\u9632\u6b62\u4efb\u52a1\u957f\u65f6\u95f4\u5360\u7528\u8d44\u6e90\u3002<\/li>\nTrue<\/code>\u00a0\u53ef\u914d\u7f6e\u5185\u90e8\u8bb0\u5f55\u5668\u63d0\u4f9b\u8be6\u7ec6\u6267\u884c\u65e5\u5fd7\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u76d1\u63a7\uff0c\u9ed8\u8ba4\u503c\u4e3a\u00a0False<\/code>\u3002\u5728\u5f00\u53d1\u548c\u4f18\u5316\u8fc7\u7a0b\u4e2d\uff0c\u5f00\u542f\u8be6\u7ec6\u6a21\u5f0f\u6709\u52a9\u4e8e\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u3002<\/li>\nTrue<\/code>\u3002\u8fd9\u4e00\u7279\u6027\u4fc3\u8fdb\u4e86\u56e2\u961f\u5185\u90e8\u7684\u7075\u6d3b\u534f\u4f5c\uff0c\u63d0\u9ad8\u4e86\u4efb\u52a1\u5904\u7406\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/li>\nstep_callback<\/code>\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528\u6b64\u56de\u8c03\u51fd\u6570\u5b9e\u73b0\u81ea\u5b9a\u4e49\u7684\u76d1\u63a7\u548c\u5904\u7406\u903b\u8f91\u3002<\/li>\nTrue<\/code>\u3002\u7f13\u5b58\u673a\u5236\u6709\u52a9\u4e8e\u63d0\u9ad8\u4efb\u52a1\u6267\u884c\u6548\u7387\uff0c\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n2.1.3 \u521b\u5efa\u4ee3\u7406<\/h3>\n
Agent<\/code>\u00a0\u7c7b\u7684\u5b9e\u4f8b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5305\u542b\u6240\u6709\u5c5e\u6027\u7684\u6982\u5ff5\u793a\u4f8b\uff1a<\/p>\nfrom crewai import Agent\r\nagent = Agent(\r\nrole=\"\u6570\u636e\u5206\u6790\u5e08\",\r\ngoal=\"\u63d0\u53d6\u53ef\u64cd\u4f5c\u7684\u89c1\u89e3\",\r\nbackstory=\"\"\"\u60a8\u662f\u4e00\u5bb6\u5927\u516c\u53f8\u7684\u6570\u636e\u5206\u6790\u5e08\u3002\r\n\u60a8\u8d1f\u8d23\u5206\u6790\u6570\u636e\u5e76\u4e3a\u4e1a\u52a1\u63d0\u4f9b\u89c1\u89e3\u3002\r\n\u60a8\u76ee\u524d\u6b63\u5728\u8fdb\u884c\u4e00\u4e2a\u9879\u76ee\uff0c\u5206\u6790\u6211\u4eec\u8425\u9500\u6d3b\u52a8\u7684\u8868\u73b0\u3002\"\"\",\r\ntools=[my_tool1, my_tool2], # \u53ef\u9009\uff0c\u9ed8\u8ba4\u4e3a\u7a7a\u5217\u8868\r\nllm=my_llm, # \u53ef\u9009\r\nfunction_calling_llm=my_llm, # \u53ef\u9009\r\nmax_iter=15, # \u53ef\u9009\r\nmax_rpm=None, # \u53ef\u9009\r\nverbose=True, # \u53ef\u9009\r\nallow_delegation=True, # \u53ef\u9009\r\nstep_callback=my_intermediate_step_callback, # \u53ef\u9009\r\ncache=True # \u53ef\u9009\r\n)\r\n<\/code><\/pre>\n2.2 \u4efb\u52a1\uff08Task\uff09<\/h2>\n
2.2.1 \u4efb\u52a1\u5b9a\u4e49\u4e0e\u534f\u4f5c<\/h3>\n
2.2.2 \u4efb\u52a1\u7684\u5c5e\u6027<\/h3>\n
\n
\u8f93\u51fa JSON<\/code>\u00a0\u6216\u00a0\u8f93\u51fa Pydantic<\/code>\u00a0\u4e00\u8d77\u4f7f\u7528\uff0c\u53ef\u6307\u5b9a\u8f93\u51fa\u4fdd\u5b58\u65b9\u5f0f\u3002\u8fd9\u6709\u52a9\u4e8e\u6570\u636e\u7684\u6301\u4e45\u5316\u548c\u540e\u7eed\u5206\u6790\u3002<\/li>\n2.2.3 \u4f7f\u7528\u5de5\u5177\u521b\u5efa\u4efb\u52a1<\/h3>\n
import os\r\nos.environ[\"OPENAI_API_KEY\"] = \"Your Key\"\r\nos.environ[\"SERPER_API_KEY\"] = \"Your Key\" # serper.dev API key\r\nfrom crewai import Agent, Task, Crew\r\nfrom crewai_tools import SerperDevTool\r\nresearch_agent = Agent(\r\nrole=\"\u7814\u7a76\u5458\",\r\ngoal=\"\u67e5\u627e\u5e76\u603b\u7ed3\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\",\r\nbackstory=\"\"\"\u60a8\u662f\u4e00\u5bb6\u5927\u516c\u53f8\u7684\u7814\u7a76\u5458\u3002\r\n\u60a8\u8d1f\u8d23\u5206\u6790\u6570\u636e\u5e76\u4e3a\u4e1a\u52a1\u63d0\u4f9b\u89c1\u89e3\u3002\"\"\",\r\nverbose=True\r\n)\r\nsearch_tool = SerperDevTool()\r\ntask = Task(\r\ndescription=\"\u67e5\u627e\u5e76\u603b\u7ed3\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\",\r\nexpected_output=\"\u5bf9\u524d 5 \u6761\u6700\u91cd\u8981\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\u8fdb\u884c\u9879\u76ee\u7b26\u53f7\u5217\u8868\u603b\u7ed3\",\r\nagent=research_agent,\r\ntools=[search_tool]\r\n)\r\ncrew = Crew(\r\nagents=[research_agent],\r\ntasks=[task],\r\nverbose=2\r\n)\r\nresult = crew.kickoff()\r\nprint(result)\r\n<\/code><\/pre>\n2.2.4 \u521b\u5efa\u4efb\u52a1<\/h3>\n
from crewai import Task\r\ntask = Task(\r\ndescription=\"\u67e5\u627e\u5e76\u603b\u7ed3\u6709\u5173\u4eba\u5de5\u667a\u80fd\u7684\u6700\u65b0\u548c\u6700\u76f8\u5173\u65b0\u95fb\",\r\nagent=sales_agent\r\n)\r\n<\/code><\/pre>\n\u4ee3\u7406<\/code>\uff0c\u6216\u8005\u8ba9\u00a0\u5206\u5c42<\/code>\u00a0\u7684 CrewAI \u6d41\u7a0b\u6839\u636e\u89d2\u8272\u3001\u53ef\u7528\u6027\u7b49\u51b3\u5b9a\u3002<\/p>\n2.2.5 \u4efb\u52a1\u4f9d\u8d56<\/h3>\n
\u4e0a\u4e0b\u6587<\/code>\u00a0\u5c5e\u6027\u5b8c\u6210\uff1a<\/p>\nresearch_ai_task = Task(\r\ndescription=\"\u67e5\u627e\u5e76\u603b\u7ed3\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\",\r\nexpected_output=\"\u5bf9\u524d 5 \u6761\u6700\u91cd\u8981\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\u8fdb\u884c\u9879\u76ee\u7b26\u53f7\u5217\u8868\u603b\u7ed3\",\r\nasync_execution=True,\r\nagent=research_agent,\r\ntools=[search_tool]\r\n)\r\nresearch_ops_task = Task(\r\ndescription=\"\u67e5\u627e\u5e76\u603b\u7ed3\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u8fd0\u8425\u65b0\u95fb\",\r\nexpected_output=\"\u5bf9\u524d 5 \u6761\u6700\u91cd\u8981\u7684\u4eba\u5de5\u667a\u80fd\u8fd0\u8425\u65b0\u95fb\u8fdb\u884c\u9879\u76ee\u7b26\u53f7\u5217\u8868\u603b\u7ed3\",\r\nasync_execution=True,\r\nagent=research_agent,\r\ntools=[search_tool]\r\n)\r\nwrite_blog_task = Task(\r\ndescription=\"\u64b0\u5199\u4e00\u7bc7\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u91cd\u8981\u6027\u53ca\u5176\u6700\u65b0\u65b0\u95fb\u7684\u5b8c\u6574\u535a\u5ba2\u6587\u7ae0\",\r\nexpected_output=\"4 \u6bb5\u957f\u7684\u5b8c\u6574\u535a\u5ba2\u6587\u7ae0\",\r\nagent=writer_agent,\r\ncontext=[research_ai_task, research_ops_task]\r\n)\r\n<\/code><\/pre>\n2.2.6 \u5f02\u6b65\u6267\u884c<\/h3>\n
\u4e0a\u4e0b\u6587<\/code>\u00a0\u5c5e\u6027\u5728\u5c06\u6765\u7684\u4efb\u52a1\u4e2d\u5b9a\u4e49\uff0c\u5b83\u5e94\u7b49\u5f85\u5f02\u6b65\u4efb\u52a1\u7684\u8f93\u51fa\u5b8c\u6210\u3002<\/p>\nlist_ideas = Task(\r\ndescription=\"\u63a2\u7d22\u6709\u5173\u4eba\u5de5\u667a\u80fd\u6587\u7ae0\u7684 5 \u4e2a\u6709\u8da3\u60f3\u6cd5\u3002\",\r\nexpected_output=\"\u4e00\u4efd\u5305\u542b 5 \u4e2a\u6587\u7ae0\u60f3\u6cd5\u7684\u9879\u76ee\u7b26\u53f7\u5217\u8868\u3002\",\r\nagent=researcher,\r\nasync_execution=True # \u5c06\u4ee5\u5f02\u6b65\u65b9\u5f0f\u6267\u884c\r\n)\r\nlist_important_history = Task(\r\ndescription=\"\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u7684\u5386\u53f2\uff0c\u5e76\u544a\u8bc9\u6211 5 \u4e2a\u6700\u91cd\u8981\u7684\u4e8b\u4ef6\u3002\",\r\nexpected_output=\"\u5305\u542b 5 \u4e2a\u91cd\u8981\u4e8b\u4ef6\u7684\u9879\u76ee\u7b26\u53f7\u5217\u8868\u3002\",\r\nagent=researcher,\r\nasync_execution=True # \u5c06\u4ee5\u5f02\u6b65\u65b9\u5f0f\u6267\u884c\r\n)\r\nwrite_article = Task(\r\ndescription=\"\u64b0\u5199\u4e00\u7bc7\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u3001\u5176\u5386\u53f2\u548c\u6709\u8da3\u60f3\u6cd5\u7684\u6587\u7ae0\u3002\",\r\nexpected_output=\"\u4e00\u7bc7\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684 4 \u6bb5\u6587\u7ae0\u3002\",\r\nagent=writer,\r\ncontext=[list_ideas, list_important_history] # \u5c06\u7b49\u5f85\u4e24\u4e2a\u4efb\u52a1\u7684\u8f93\u51fa\u5b8c\u6210\r\n)\r\n<\/code><\/pre>\n2.2.7 \u56de\u8c03\u673a\u5236<\/h3>\n
def callback_function(output: TaskOutput):\r\n# \u4efb\u52a1\u5b8c\u6210\u540e\u6267\u884c\u67d0\u4e9b\u64cd\u4f5c\r\n# \u4f8b\u5982\uff1a\u5411\u7ecf\u7406\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\r\nprint(f\"\"\"\r\n\u4efb\u52a1\u5b8c\u6210\uff01\r\n\u4efb\u52a1\uff1a{output.description}\r\n\u8f93\u51fa\uff1a{output.raw_output}\r\n\"\"\")\r\nresearch_task = Task(\r\ndescription=\"\u67e5\u627e\u5e76\u603b\u7ed3\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\",\r\nexpected_output=\"\u5bf9\u524d 5 \u6761\u6700\u91cd\u8981\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\u8fdb\u884c\u9879\u76ee\u7b26\u53f7\u5217\u8868\u603b\u7ed3\",\r\nagent=research_agent,\r\ntools=[search_tool],\r\ncallback=callback_function\r\n)\r\n<\/code><\/pre>\n2.2.8 \u8bbf\u95ee\u7279\u5b9a\u4efb\u52a1\u8f93\u51fa<\/h3>\n
output<\/code>\u00a0\u5c5e\u6027\u8bbf\u95ee\u7279\u5b9a\u4efb\u52a1\u7684\u8f93\u51fa\uff1a<\/p>\ntask1 = Task(\r\ndescription=\"\u67e5\u627e\u5e76\u603b\u7ed3\u6700\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\",\r\nexpected_output=\"\u5bf9\u524d 5 \u6761\u6700\u91cd\u8981\u7684\u4eba\u5de5\u667a\u80fd\u65b0\u95fb\u8fdb\u884c\u9879\u76ee\u7b26\u53f7\u5217\u8868\u603b\u7ed3\",\r\nagent=research_agent,\r\ntools=[search_tool]\r\n)\r\ncrew = Crew(\r\nagents=[research_agent],\r\ntasks=[task1, task2, task3],\r\nverbose=2\r\n)\r\nresult = crew.kickoff()\r\nprint(f\"\"\"\r\n\u4efb\u52a1\u5b8c\u6210\uff01\r\n\u4efb\u52a1\uff1a{task1.output.description}\r\n\u8f93\u51fa\uff1a{task1.output.raw_output}\r\n\"\"\")\r\n<\/code><\/pre>\n2.2.9 \u5de5\u5177\u8986\u76d6\u673a\u5236<\/h3>\n
2.2.10 \u9519\u8bef\u5904\u7406\u548c\u9a8c\u8bc1\u673a\u5236<\/h3>\n
\n
id<\/code>\u00a0\u5c5e\u6027\uff0c\u4ee5\u7ef4\u62a4\u552f\u4e00\u6807\u8bc6\u7b26\u7cfb\u7edf\u7684\u5b8c\u6574\u6027\u3002<\/li>\n<\/ul>\n2.3 \u5de5\u5177\uff08Tool\uff09<\/h2>\n
2.3.1 \u5de5\u5177\u7684\u4f5c\u7528\u4e0e\u7c7b\u578b<\/h3>\n
2.3.2 \u5de5\u5177\u7684\u5173\u952e\u7279\u5f81<\/h3>\n
\n
cache_function<\/code>\u00a0\u5c5e\u6027\u5bf9\u7f13\u5b58\u673a\u5236\u8fdb\u884c\u66f4\u7cbe\u7ec6\u7684\u63a7\u5236\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6548\u7387\u3002<\/li>\n<\/ul>\n2.3.3 \u4f7f\u7528 CrewAI \u5de5\u5177<\/h3>\n
pip install 'crewai[tools]'\r\n<\/code><\/pre>\nimport os\r\nfrom crewai import Agent, Task, Crew\r\n# \u5bfc\u5165 CrewAI \u5de5\u5177\r\nfrom crewai_tools import (\r\nDirectoryReadTool,\r\nFileReadTool,\r\nSerperDevTool,\r\nWebsiteSearchTool\r\n)\r\n# \u8bbe\u7f6e API \u5bc6\u94a5\r\nos.environ[\"SERPER_API_KEY\"] = \"Your Key\" # serper.dev API \u5bc6\u94a5\r\nos.environ[\"OPENAI_API_KEY\"] = \"Your Key\"\r\n# \u5b9e\u4f8b\u5316\u5de5\u5177\r\ndocs_tool = DirectoryReadTool(directory='.\/blog-posts')\r\nfile_tool = FileReadTool()\r\nsearch_tool = SerperDevTool()\r\nweb_rag_tool = WebsiteSearchTool()\r\n# \u521b\u5efa\u4ee3\u7406\r\nresearcher = Agent(\r\nrole=\"\u5e02\u573a\u7814\u7a76\u5206\u6790\u5e08\",\r\ngoal=\"\u63d0\u4f9b\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u6700\u65b0\u5e02\u573a\u5206\u6790\",\r\nbackstory=\"\u4e00\u4f4d\u5bf9\u5e02\u573a\u8d8b\u52bf\u654f\u9510\u7684\u4e13\u5bb6\u5206\u6790\u5e08\u3002\",\r\ntools=[search_tool, web_rag_tool],\r\nverbose=True\r\n)\r\nwriter = Agent(\r\nrole=\"\u5185\u5bb9\u64b0\u5199\u4eba\u5458\",\r\ngoal=\"\u64b0\u5199\u6709\u5173\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u7684\u5f15\u4eba\u5165\u80dc\u7684\u535a\u5ba2\u6587\u7ae0\",\r\nbackstory=\"\u4e00\u4f4d\u5bf9\u6280\u672f\u5145\u6ee1\u6fc0\u60c5\u7684\u719f\u7ec3\u64b0\u7a3f\u4eba\u3002\",\r\ntools=[docs_tool, file_tool],\r\nverbose=True\r\n)\r\n# \u5b9a\u4e49\u4efb\u52a1\r\nresearch = Task(\r\ndescription=\"\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u7684\u6700\u65b0\u8d8b\u52bf\u5e76\u63d0\u4f9b\u6458\u8981\u3002\",\r\nexpected_output=\"\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u524d\u4e09\u4e2a\u70ed\u95e8\u53d1\u5c55\u7684\u6458\u8981\uff0c\u5e76\u5bf9\u5176\u91cd\u8981\u6027\u63d0\u4f9b\u72ec\u7279\u89c6\u89d2\u3002\",\r\nagent=researcher\r\n)\r\nwrite = Task(\r\ndescription=\"\u6839\u636e\u7814\u7a76\u5206\u6790\u5e08\u7684\u6458\u8981\u64b0\u5199\u4e00\u7bc7\u5f15\u4eba\u5165\u80dc\u7684\u535a\u5ba2\u6587\u7ae0\u3002\u4ece\u76ee\u5f55\u4e2d\u6700\u65b0\u7684\u535a\u5ba2\u6587\u7ae0\u4e2d\u6c72\u53d6\u7075\u611f\u3002\",\r\nexpected_output=\"\u4e00\u7bc7\u4ee5 markdown \u683c\u5f0f\u6392\u7248\u7684\u56db\u6bb5\u535a\u5ba2\u6587\u7ae0\uff0c\u5185\u5bb9\u5f15\u4eba\u5165\u80dc\u3001\u4fe1\u606f\u4e30\u5bcc\u4e14\u6613\u61c2\uff0c\u907f\u514d\u4f7f\u7528\u590d\u6742\u672f\u8bed\u3002\",\r\nagent=writer,\r\noutput_file='blog-posts\/new_post.md' # \u6700\u7ec8\u7684\u535a\u5ba2\u6587\u7ae0\u5c06\u4fdd\u5b58\u5728\u6b64\u5904\r\n)\r\n# \u7ec4\u5efa\u56e2\u961f\r\ncrew = Crew(\r\nagents=[researcher, writer],\r\ntasks=[research, write],\r\nverbose=2\r\n)\r\n# \u6267\u884c\u4efb\u52a1\r\ncrew.kickoff()\r\n<\/code><\/pre>\n2.3.4 \u521b\u5efa\u81ea\u5df1\u7684\u5de5\u5177<\/h3>\n
pip install 'crewai[tools]'\r\n<\/code><\/pre>\n\n
BaseTool<\/code><\/strong>\u00a0\uff1a\u901a\u8fc7\u7ee7\u627f\u00a0BaseTool<\/code>\u00a0\u7c7b\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u521b\u5efa\u81ea\u5b9a\u4e49\u5de5\u5177\u3002\u9700\u8981\u5b9a\u4e49\u5de5\u5177\u7684\u540d\u79f0\u3001\u63cf\u8ff0\uff0c\u5e76\u5b9e\u73b0\u00a0_run<\/code>\u00a0\u65b9\u6cd5\u6765\u5b9a\u4e49\u5de5\u5177\u7684\u5177\u4f53\u529f\u80fd\u903b\u8f91\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ul>\nfrom crewai_tools import BaseTool\r\nclass MyCustomTool(BaseTool):\r\nname: str = \"\u6211\u7684\u5de5\u5177\u540d\u79f0\"\r\ndescription: str = \"\u6e05\u6670\u63cf\u8ff0\u6b64\u5de5\u5177\u7528\u4e8e\u4ec0\u4e48\uff0c\u60a8\u7684\u4ee3\u7406\u5c06\u9700\u8981\u8fd9\u4e9b\u4fe1\u606f\u6765\u4f7f\u7528\u5b83\u3002\"\r\ndef _run(self, argument: str) -> str:\r\n# \u5b9e\u73b0\u5728\u8fd9\u91cc\r\nreturn \"\u81ea\u5b9a\u4e49\u5de5\u5177\u7684\u7ed3\u679c\"\r\n<\/code><\/pre>\n\n
tool<\/code>\u00a0\u88c5\u9970\u5668<\/strong>\u00a0\uff1a\u4f7f\u7528\u00a0tool<\/code>\u00a0\u88c5\u9970\u5668\u53ef\u4ee5\u66f4\u7b80\u6d01\u5730\u521b\u5efa\u81ea\u5b9a\u4e49\u5de5\u5177\u3002\u53ea\u9700\u5b9a\u4e49\u51fd\u6570\uff0c\u5728\u51fd\u6570\u4e0a\u65b9\u6dfb\u52a0\u00a0@tool<\/code>\u00a0\u88c5\u9970\u5668\uff0c\u5e76\u63d0\u4f9b\u5de5\u5177\u540d\u79f0\u548c\u63cf\u8ff0\u5373\u53ef\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ul>\nfrom crewai_tools import tool\r\n@tool(\"\u6211\u7684\u5de5\u5177\u540d\u79f0\")\r\ndef my_tool(question: str) -> str:\r\n\"\"\"\u6e05\u6670\u63cf\u8ff0\u6b64\u5de5\u5177\u7528\u4e8e\u4ec0\u4e48\uff0c\u60a8\u7684\u4ee3\u7406\u5c06\u9700\u8981\u8fd9\u4e9b\u4fe1\u606f\u6765\u4f7f\u7528\u5b83\u3002\"\"\"\r\n# \u51fd\u6570\u903b\u8f91\u5728\u8fd9\u91cc\r\nreturn \"\u60a8\u7684\u81ea\u5b9a\u4e49\u5de5\u5177\u7684\u7ed3\u679c\"\r\n<\/code><\/pre>\n\n
cache_function<\/code>\u00a0\u6765\u5fae\u8c03\u7f13\u5b58\u884c\u4e3a\u3002\u6839\u636e\u7279\u5b9a\u6761\u4ef6\u786e\u5b9a\u4f55\u65f6\u7f13\u5b58\u7ed3\u679c\uff0c\u63d0\u4f9b\u5bf9\u7f13\u5b58\u903b\u8f91\u7684\u7ec6\u7c92\u5ea6\u63a7\u5236\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ul>\nfrom crewai_tools import tool\r\n@tool\r\ndef multiplication_tool(first_number: int, second_number: int) -> str:\r\n\"\"\"\u5f53\u60a8\u9700\u8981\u5c06\u4e24\u4e2a\u6570\u5b57\u76f8\u4e58\u65f6\u6709\u7528\u3002\"\"\"\r\nreturn first_number * second_number\r\ndef cache_func(args, result):\r\n# \u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4ec5\u5728\u7ed3\u679c\u662f 2 \u7684\u500d\u6570\u65f6\u624d\u7f13\u5b58\u7ed3\u679c\r\ncache = result % 2 == 0\r\nreturn cache\r\nmultiplication_tool.cache_function = cache_func\r\n<\/code><\/pre>\n2.3.5 \u4f7f\u7528 LangChain \u5de5\u5177<\/h3>\n
GoogleSerperAPIWrapper<\/code>\u00a0\u7b49\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u914d\u7f6e\u5c06\u5176\u96c6\u6210\u5230 CrewAI \u7cfb\u7edf\u4e2d\uff0c\u6269\u5c55\u4ee3\u7406\u7684\u80fd\u529b\u3002\u4f8b\u5982\uff1a<\/p>\nfrom crewai import Agent\r\nfrom langchain.agents import Tool\r\nfrom langchain.utilities import GoogleSerperAPIWrapper\r\n# \u8bbe\u7f6e API \u5bc6\u94a5\r\nos.environ[\"SERPER_API_KEY\"] = \"Your Key\"\r\nsearch = GoogleSerperAPIWrapper()\r\n# \u521b\u5efa\u5e76\u5c06\u641c\u7d22\u5de5\u5177\u5206\u914d\u7ed9\u4ee3\u7406\r\nserper_tool = Tool(\r\nname=\"\u4e2d\u7ea7\u7b54\u6848\",\r\nfunc=search.run,\r\ndescription=\"\u7528\u4e8e\u57fa\u4e8e\u641c\u7d22\u7684\u67e5\u8be2\u7684\u5de5\u5177\"\r\n)\r\nagent = Agent(\r\nrole=\"\u7814\u7a76\u5206\u6790\u5e08\",\r\ngoal=\"\u63d0\u4f9b\u6700\u65b0\u7684\u5e02\u573a\u5206\u6790\",\r\nbackstory=\"\u4e00\u4f4d\u5bf9\u5e02\u573a\u8d8b\u52bf\u654f\u9510\u7684\u4e13\u5bb6\u5206\u6790\u5e08\u3002\",\r\ntools=[serper_tool]\r\n)\r\n<\/code><\/pre>\n2.4 \u6d41\u7a0b\uff08Process\uff09<\/h2>\n
2.4.1 \u6d41\u7a0b\u5b9e\u73b0\u65b9\u5f0f<\/h3>\n
\n
manager_llm<\/code>\uff09\u542f\u7528\u8be5\u6d41\u7a0b\u3002\u7ba1\u7406\u8005\u4ee3\u7406\u8d1f\u8d23\u76d1\u7763\u4efb\u52a1\u6267\u884c\uff0c\u5305\u62ec\u89c4\u5212\u3001\u59d4\u6d3e\u548c\u9a8c\u8bc1\u4efb\u52a1\uff0c\u4efb\u52a1\u6839\u636e\u4ee3\u7406\u80fd\u529b\u5206\u914d\uff0c\u800c\u975e\u9884\u5206\u914d\u3002<\/li>\n2.4.2 \u6d41\u7a0b\u5728\u56e2\u961f\u5408\u4f5c\u4e2d\u7684\u4f5c\u7528<\/h3>\n
2.4.3 \u5c06\u6d41\u7a0b\u5206\u914d\u7ed9 Manager<\/h3>\n
manager_llm<\/code>\u3002\u4f8b\u5982\uff1a<\/p>\nfrom crewai import Crew, Process\r\nfrom langchain_openai import ChatOpenAI\r\n# \u987a\u5e8f\u6d41\u7a0b\r\ncrew = Crew(\r\nagents=my_agents,\r\ntasks=my_tasks,\r\nprocess=Process.sequential\r\n)\r\n# \u5206\u7ea7\u6d41\u7a0b\uff0c\u786e\u4fdd\u63d0\u4f9b manager_llm\r\ncrew = Crew(\r\nagents=my_agents,\r\ntasks=my_tasks,\r\nprocess=Process.hierarchical,\r\nmanager_llm=ChatOpenAI(model=\"gpt-4\")\r\n)\r\n<\/code><\/pre>\n2.4.4 \u9644\u52a0\u4efb\u52a1\u7279\u6027<\/h3>\n
\n
output_json<\/code>\uff09\u3001Pydantic \u6a21\u578b\uff08output_pydantic<\/code>\uff09\u548c\u6587\u4ef6\u8f93\u51fa\uff08output_file<\/code>\uff09\uff0c\u6ee1\u8db3\u4e0d\u540c\u9700\u6c42\uff0c\u65b9\u4fbf\u6570\u636e\u7684\u5904\u7406\u548c\u5229\u7528\u3002<\/li>\n<\/ul>\n2.5 \u56e2\u961f\uff08Crews\uff09<\/h2>\n
2.5.1 \u56e2\u961f\u5c5e\u6027<\/h3>\n
\n
Json<\/code>\u00a0\u6216\u00a0Dict[str, Any]<\/code>\u00a0\u683c\u5f0f\u63d0\u4f9b\uff0c\u7528\u4e8e\u8fdb\u4e00\u6b65\u5b9a\u5236\u56e2\u961f\u884c\u4e3a\u3002<\/li>\nmax_rpm<\/code>\u00a0\u8bbe\u7f6e\u3002<\/li>\nstep_callback<\/code>\u3002<\/li>\n2.5.2 \u521b\u5efa\u56e2\u961f\u793a\u4f8b<\/h3>\n
from crewai import Crew, Agent, Task, Process\r\nfrom langchain_community.tools import DuckDuckGoSearchRun\r\n# \u5b9a\u4e49\u5177\u6709\u7279\u5b9a\u89d2\u8272\u548c\u5de5\u5177\u7684\u4ee3\u7406\r\nresearcher = Agent(\r\nrole=\"\u9ad8\u7ea7\u7814\u7a76\u5206\u6790\u5e08\",\r\ngoal=\"\u53d1\u73b0\u521b\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\",\r\ntools=[DuckDuckGoSearchRun()]\r\n)\r\nwriter = Agent(\r\nrole=\"\u5185\u5bb9\u64b0\u7a3f\u4eba\",\r\ngoal=\"\u64b0\u5199\u6709\u5173\u4eba\u5de5\u667a\u80fd\u53d1\u73b0\u7684\u5f15\u4eba\u5165\u80dc\u7684\u6587\u7ae0\",\r\nverbose=True\r\n)\r\n# \u4e3a\u4ee3\u7406\u521b\u5efa\u4efb\u52a1\r\nresearch_task = Task(\r\ndescription=\"\u8bc6\u522b\u7a81\u7834\u6027\u4eba\u5de5\u667a\u80fd\u6280\u672f\",\r\nagent=researcher\r\n)\r\nwrite_article_task = Task(\r\ndescription=\"\u64b0\u5199\u5173\u4e8e\u6700\u65b0\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u6587\u7ae0\",\r\nagent=writer\r\n)\r\n# \u4f7f\u7528\u987a\u5e8f\u6d41\u7a0b\u7ec4\u88c5\u56e2\u961f\r\nmy_crew = Crew(\r\nagents=[researcher, writer],\r\ntasks=[research_task, write_article_task],\r\nprocess=Process.sequential,\r\nfull_output=True,\r\nverbose=True,\r\n)\r\n<\/code><\/pre>\n2.5.3 \u56e2\u961f\u6267\u884c\u6d41\u7a0b<\/h3>\n
\n
manager_llm<\/code>\uff0c\u9002\u7528\u4e8e\u590d\u6742\u4efb\u52a1\u7684\u7ba1\u7406\u548c\u5206\u914d\uff0c\u786e\u4fdd\u4efb\u52a1\u7684\u9ad8\u6548\u6267\u884c\u548c\u8d28\u91cf\u63a7\u5236\u3002<\/li>\nkickoff()<\/code>\u00a0\u65b9\u6cd5\u542f\u52a8\u56e2\u961f\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6839\u636e\u5b9a\u4e49\u7684\u6d41\u7a0b\u5f00\u59cb\u6267\u884c\u4efb\u52a1\uff0c\u83b7\u53d6\u4efb\u52a1\u6267\u884c\u7ed3\u679c\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ul>\n# \u542f\u52a8\u56e2\u961f\u7684\u4efb\u52a1\u6267\u884c\r\nresult = my_crew.kickoff()\r\nprint(result)\r\n<\/code><\/pre>\n2.6 \u8bb0\u5fc6\uff08Memory\uff09<\/h2>\n
2.6.1 \u8bb0\u5fc6\u7cfb\u7edf\u7ec4\u6210\u90e8\u5206<\/h3>\n
\n
2.6.2 \u8bb0\u5fc6\u7cfb\u7edf\u5982\u4f55\u8d4b\u80fd\u4ee3\u7406<\/h3>\n
\n
2.6.3 \u5728\u56e2\u961f\u4e2d\u5b9e\u65bd\u8bb0\u5fc6<\/h3>\n
memory=True<\/code>\uff0c\u5373\u53ef\u6fc0\u6d3b\u8bb0\u5fc6\u529f\u80fd\uff0c\u4e3a\u56e2\u961f\u6ce8\u5165\u5f3a\u5927\u7684\u8bb0\u5fc6\u80fd\u529b\u3002\u8bb0\u5fc6\u9ed8\u8ba4\u4f7f\u7528 OpenAI Embeddings\uff0c\u4f46\u5f00\u53d1\u8005\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u00a0embedder<\/code>\u00a0\u53c2\u6570\uff0c\u5c06\u5176\u8bbe\u7f6e\u4e3a\u5176\u4ed6\u6a21\u578b\uff0c\u5982 Google AI\u3001Azure OpenAI\u3001GPT4ALL\u3001Vertex AI \u6216 Cohere<\/a> \u7b49\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u9700\u6c42\u3002\u4f8b\u5982\uff1a<\/p>\nfrom crewai import Crew, Agent, Task, Process\r\n# \u4f7f\u7528\u5177\u6709\u8bb0\u5fc6\u529f\u80fd\u7684\u56e2\u961f\uff0c\u91c7\u7528\u9ed8\u8ba4\u7684 OpenAI Embeddings\r\nmy_crew = Crew(\r\nagents=[...],\r\ntasks=[...],\r\nprocess=Process.sequential,\r\nmemory=True,\r\nverbose=True\r\n)\r\n# \u4f7f\u7528\u5177\u6709\u8bb0\u5fc6\u529f\u80fd\u7684\u56e2\u961f\uff0c\u5207\u6362\u4e3a Google AI \u5d4c\u5165\r\nmy_crew = Crew(\r\nagents=[...],\r\ntasks=[...],\r\nprocess=Process.sequential,\r\nmemory=True,\r\nverbose=True,\r\nembedder={\r\n\"provider\": \"google\",\r\n\"config\": {\r\n\"model\": \"models\/embedding-001\",\r\n\"task_type\": \"retrieval_document\",\r\n\"title\": \"Embeddings for Embedchain\"\r\n}\r\n}\r\n)\r\n<\/code><\/pre>\n2.6.4 \u4f7f\u7528 CrewAI \u8bb0\u5fc6\u7cfb\u7edf\u7684\u597d\u5904<\/h3>\n
\n