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Swarm \u6846\u67b6\uff0c\u5ba2\u670d\u7cfb\u7edf\u53ef\u4ee5\u62c6\u89e3\u4efb\u52a1\u5e76\u5206\u914d\u7ed9\u591a\u4e2a\u4e13\u5c5e AI \u667a\u80fd\u4f53\u3002\u4f8b\u5982\uff0c\u5f53\u5ba2\u6237\u54a8\u8be2\u4ea7\u54c1\u4fe1\u606f\u65f6\uff0c\u63a8\u8350\u4ee3\u7406\u53ef\u4ee5\u63d0\u4f9b\u7cbe\u786e\u7684\u4ea7\u54c1\u63a8\u8350\uff1b\u5f53\u5ba2\u6237\u67e5\u8be2\u8ba2\u5355\u65f6\uff0c\u8ba2\u5355\u4ee3\u7406\u53ef\u4ee5\u5feb\u901f\u8fd4\u56de\u8ba2\u5355\u72b6\u6001\uff1b\u5982\u679c\u5ba2\u6237\u7533\u8bf7\u9000\u8d27\uff0c\u9000\u8d27\u4ee3\u7406\u80fd\u591f\u89e3\u91ca\u653f\u7b56\u5e76\u53d1\u8d77\u6d41\u7a0b\u3002Swarm\u67b6\u6784\u5c31\u662f\u8ba9\u8fd9\u4e9b\u667a\u80fd\u4f53\u9ad8\u6548\u534f\u4f5c\u7684\u5b9e\u8df5\u65b9\u6cd5\u3002<\/p>\n<p>\u76ee\u524d\uff0cSwarm\u662f\u4e00\u4e2a\u5b9e\u9a8c\u6027\u793a\u4f8b\u6846\u67b6\uff0c\u7528\u6765\u63a2\u7d22\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u4e3a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u63d0\u4f9b\u57fa\u7840\u7814\u7a76\u3002<\/p>\n<p>\u5728\u5b98\u65b9\u7684\u4ecb\u7ecd\u6587\u6863\u4e2d\u63d0\u5230\u4e86Swarm \u7684\u4e24\u4e2a\u6838\u5fc3\u6982\u5ff5\uff1a\u4ee3\u7406\uff08Agent\uff09\u4e0e\u4efb\u52a1\u79fb\u4ea4\uff08Handoff\uff09\u3002<\/p>\n<ul data-id=\"u738a58b-6XMJ1niY\">\n<li data-id=\"ld70c578-qqft1t5K\"><strong>\u4ee3\u7406\uff08Agent\uff09<\/strong>\uff1a\u4ee3\u8868\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u6216\u529f\u80fd\u7684\u5355\u4f4d\uff0c\u53ef\u4ee5\u662f\u5177\u5907\u7279\u5b9a\u6280\u80fd\u6216\u5de5\u5177\u7684\u72ec\u7acb\u5b9e\u4f53\u3002<\/li>\n<li data-id=\"ld70c578-bD4r2QF1\"><strong>\u4efb\u52a1\u79fb\u4ea4\uff08Handoff\uff09<\/strong>\uff1a\u5141\u8bb8\u4e00\u4e2a\u4ee3\u7406\u6839\u636e\u5f53\u524d\u4e0a\u4e0b\u6587\u5c06\u4efb\u52a1\u59d4\u6d3e\u7ed9\u53e6\u4e00\u4e2a\u66f4\u5408\u9002\u7684\u4ee3\u7406\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u4efb\u52a1\u7684\u79fb\u4ea4\u9700\u8981\u5728\u751f\u547d\u4ee3\u7406\u4e4b\u521d\u5c31\u8fdb\u884c\u5b9a\u4e49\uff0c\u9664\u4e86\u79fb\u4ea4\u4ee5\u5916\uff0c\u5728\u521d\u59cb\u5316\u4ee3\u7406\u7684\u65f6\u5019\u8fd8\u53ef\u4ee5\u5b9a\u4e49\u4ee3\u7406\u6240\u5177\u5907\u7684\u80fd\u529b\uff0c\u5305\u62ec\u51fd\u6570\u6216\u5de5\u5177\u8c03\u7528\u7b49\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u9700\u8981 Swarm\uff1f<\/h3>\n<p>Swarm \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5176\u5f3a\u5927\u7684\u4efb\u52a1\u5206\u89e3\u80fd\u529b\u3001\u52a8\u6001\u8c03\u5ea6\u673a\u5236\u548c\u591a\u573a\u666f\u9002\u914d\u6027\uff0c\u4f7f\u5176\u6210\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u7406\u60f3\u6846\u67b6\u3002\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u800c\u8a00\uff0c\u8bb8\u591a\u4efb\u52a1\u5e76\u975e\u5355\u4e00\u6d41\u7a0b\u53ef\u4ee5\u5b8c\u6210\uff0c\u800c\u662f\u7531\u591a\u4e2a\u5b50\u4efb\u52a1\u7ec4\u6210\u3002Swarm \u7684\u8bbe\u8ba1\u7406\u5ff5\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u82e5\u5e72\u5c0f\u4efb\u52a1\uff0c\u901a\u8fc7\u5206\u5de5\u548c\u52a8\u6001\u4efb\u52a1\u8c03\u5ea6\uff0c\u8ba9\u8fd9\u4e9b\u5b50\u4efb\u52a1\u76f8\u4e92\u8854\u63a5\u3002<\/p>\n<p>\u8fd9\u79cd\u673a\u5236\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u89e3\u51b3\u95ee\u9898\u7684\u6548\u7387\uff0c\u8fd8\u5927\u5e45\u51cf\u5c11\u4e86\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u5197\u4f59\u4f20\u64ad\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0cSwarm \u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u7075\u6d3b\u6027\uff0c\u53ef\u4ee5\u9002\u914d\u4ece\u6587\u6863\u5206\u6790\u5230\u591a\u6a21\u578b\u534f\u4f5c\u7684\u591a\u79cd\u5e94\u7528\u573a\u666f\u3002\u8fd9\u79cd\u80fd\u529b\u7684\u5b9e\u73b0\u57fa\u4e8e\u6bcf\u4e2a\u5b50\u667a\u80fd\u4f53\uff08Agent\uff09\u4e13\u6ce8\u4e8e\u7279\u5b9a\u9886\u57df\u6216\u4efb\u52a1\uff0c\u5176\u8fd0\u884c\u4e25\u683c\u9075\u5faa\u660e\u786e\u7684\u7b56\u7565\u4e0e\u89c4\u5219\uff0c\u540c\u65f6\u4e3b\u667a\u80fd\u4f53\u8d1f\u8d23\u534f\u8c03\u548c\u8c03\u5ea6\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n<p>\u8fd9\u4e48\u8bf4\u53ef\u80fd\u592a\u62bd\u8c61\uff0c\u6211\u4eec\u4ee5\u822a\u7a7a\u516c\u53f8\u5ba2\u6237\u670d\u52a1\u4e3a\u4f8b\u7ed9\u5927\u5bb6\u8bf4\u660e\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5f53\u670d\u52a1\u63a5\u6536\u5230\u5ba2\u6237\u8bf7\u6c42\u65f6\uff0c\u4e3b\u667a\u80fd\u4f53\uff08Triage Agent\uff09\u9996\u5148\u5206\u6790\u7528\u6237\u8f93\u5165\uff0c\u5e76\u7ed3\u5408\u5ba2\u6237\u4e0a\u4e0b\u6587\u548c\u822a\u73ed\u4fe1\u606f\uff0c\u5224\u65ad\u95ee\u9898\u7684\u7c7b\u578b\u3002\u4f8b\u5982\uff0c\u5982\u679c\u5ba2\u6237\u8be2\u95ee\u5982\u4f55\u66f4\u6539\u822a\u73ed\uff0c\u4e3b\u667a\u80fd\u4f53\u4f1a\u5c06\u4efb\u52a1\u4f20\u9012\u7ed9\u4e13\u6ce8\u4e8e\u822a\u73ed\u4fee\u6539\u7684\u667a\u80fd\u4f53\uff08Flight Modification Agent\uff09\u3002\u8be5\u667a\u80fd\u4f53\u8fdb\u4e00\u6b65\u5bf9\u95ee\u9898\u8fdb\u884c\u7ec6\u5316\uff0c\u5224\u65ad\u7528\u6237\u7684\u9700\u6c42\u662f\u53d6\u6d88\u822a\u73ed\u8fd8\u662f\u6539\u7b7e\u822a\u73ed\u3002\u5982\u679c\u7528\u6237\u5e0c\u671b\u53d6\u6d88\u822a\u73ed\uff0c\u5b83\u4f1a\u5c06\u4efb\u52a1\u4f20\u9012\u7ed9\u53d6\u6d88\u822a\u73ed\u667a\u80fd\u4f53\uff08Flight Cancel\uff09\uff0c\u8d1f\u8d23\u5904\u7406\u9000\u6b3e\u6216\u751f\u6210\u79ef\u5206\u7684\u5177\u4f53\u64cd\u4f5c\uff1b\u5982\u679c\u7528\u6237\u9700\u8981\u6539\u7b7e\u822a\u73ed\uff0c\u4efb\u52a1\u4f1a\u88ab\u4f20\u9012\u7ed9\u6539\u7b7e\u667a\u80fd\u4f53\uff08Flight Change\uff09\uff0c\u5b8c\u6210\u822a\u73ed\u6539\u7b7e\u6d41\u7a0b\u3002\u5982\u679c\u5728\u6539\u7b7e\u548c\u53d6\u6d88\u822a\u73ed\u65f6\u9047\u5230\u95ee\u9898\uff0c\u667a\u80fd\u4f53\u8fd8\u53ef\u4ee5\u5c06\u8bf7\u6c42\u518d\u4ea4\u56de\u7ed9\u4e3b\u667a\u80fd\u4f53\u8fdb\u884c\u5904\u7406\uff0c\u5728\u56fe\u4e2d\u53ef\u4ee5\u770b\u5230\u7ea2\u7ebf\u7684\u90e8\u5206\u5c31\u662f\u4ea4\u56de\u8bf7\u6c42\u3002<\/p>\n<p>\u5728\u53e6\u4e00\u4e2a\u573a\u666f\u4e2d\uff0c\u5982\u679c\u5ba2\u6237\u62a5\u544a\u884c\u674e\u4e22\u5931\uff0c\u4e3b\u667a\u80fd\u4f53\u4f1a\u5c06\u95ee\u9898\u8f6c\u4ea4\u7ed9\u884c\u674e\u7ba1\u7406\u667a\u80fd\u4f53\uff08Lost Baggage\uff09\uff0c\u8be5\u6a21\u5757\u4f1a\u7acb\u5373\u542f\u52a8\u884c\u674e\u641c\u7d22\u6d41\u7a0b\u3002\u5982\u679c\u627e\u5230\u884c\u674e\uff0c\u7cfb\u7edf\u4f1a\u5b89\u6392\u5c06\u5176\u9001\u8fbe\u5ba2\u6237\u5730\u5740\uff1b\u5982\u679c\u672a\u80fd\u627e\u5230\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u7ea2\u7ebf\u5c06\u8bf7\u6c42\u4ea4\u56de\u7ed9\u4e3b\u667a\u80fd\u4f53\u3002<\/p>\n<p>\u8fd9\u79cd\u5206\u5de5\u660e\u786e\u7684\u8bbe\u8ba1\u786e\u4fdd\u4e86\u6bcf\u4e2a\u95ee\u9898\u90fd\u7531\u6700\u9002\u5408\u7684\u6a21\u5757\u6765\u5904\u7406\uff0c\u800c\u52a8\u6001\u8c03\u5ea6\u673a\u5236\u5219\u4f7f\u5f97\u4efb\u52a1\u80fd\u591f\u4ee5\u6700\u77ed\u8def\u5f84\u88ab\u89e3\u51b3\u3002\u540c\u65f6\uff0c\u4e5f\u4f53\u73b0\u4e86 Swarm \u7684\u6838\u5fc3\u4f18\u52bf\uff1a\u901a\u8fc7\u4efb\u52a1\u5206\u89e3\uff0c\u7cfb\u7edf\u5c06\u590d\u6742\u7684\u5ba2\u6237\u670d\u52a1\u6d41\u7a0b\u5212\u5206\u4e3a\u4e00\u4e2a\u4e2a\u5c0f\u6a21\u5757\uff1b\u901a\u8fc7\u52a8\u6001\u8c03\u5ea6\uff0c\u4e3b\u667a\u80fd\u4f53\u548c\u5b50\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4efb\u52a1\u4ea4\u63a5\u53d8\u5f97\u9ad8\u6548\u6d41\u7545\uff1b\u901a\u8fc7\u7b56\u7565\u5316\u5f15\u5bfc\uff0c\u5b50\u667a\u80fd\u4f53\u5728\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u65f6\u80fd\u591f\u4e25\u683c\u9075\u5faa\u89c4\u5219\uff0c\u786e\u4fdd\u7528\u6237\u4f53\u9a8c\u7684\u4e00\u81f4\u6027\u4e0e\u4efb\u52a1\u7684\u51c6\u786e\u6027\u3002\u6bcf\u4e2a\u5b50\u4efb\u52a1\u7684\u72ec\u7acb\u6027\u4f7f\u5f97\u7cfb\u7edf\u6613\u4e8e\u6269\u5c55\uff0c\u5f53\u65b0\u7684\u9700\u6c42\u51fa\u73b0\u65f6\uff0c\u53ea\u9700\u6dfb\u52a0\u5bf9\u5e94\u7684\u5b50\u667a\u80fd\u4f53\u5373\u53ef\uff0c\u800c\u65e0\u9700\u6539\u52a8\u73b0\u6709\u67b6\u6784\u3002\u8fd9\u4e0d\u4ec5\u964d\u4f4e\u4e86\u7cfb\u7edf\u7684\u590d\u6742\u6027\uff0c\u8fd8\u663e\u8457\u63d0\u9ad8\u4e86\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<h3>Swarm \u7684\u5b9e\u6218<\/h3>\n<p>\u524d\u9762\u5bf9Swarm\u00a0\u8fdb\u884c\u7b80\u5355\u4ecb\u7ecd\u4e4b\u540e\uff0c\u6211\u4eec\u6765\u5c1d\u8bd5\u5b89\u88c5Swarm\u00a0\u5e76\u901a\u8fc7\u5b9e\u4f8b\u4f53\u9a8c\u4e00\u4e0b\u5b83\u7684\u201c\u9b45\u529b\u201d\u3002\u901a\u8fc7\u5982\u4e0b\u6307\u4ee4\u5b89\u88c5Swarm\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p>pip install git+ssh:\/\/git@github.com\/openai\/swarm.git<\/p>\n<ul>\n<li>1.<\/li>\n<\/ul>\n<p>\u63a5\u7740\uff0c\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u4ee3\u7801\u6765\u770b\u770b\u5b83\u662f\u5982\u4f55\u8ba9Agent\u00a0\u5de5\u4f5c\u7684\u3002<\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8be5\u793a\u4f8b\u5c55\u793a\u4e86\u591a\u8bed\u8a00\u4ee3\u7406\u5207\u6362\u529f\u80fd\uff0c\u5177\u4f53\u800c\u8a00\u5b9e\u73b0\u4e86\u82f1\u8bed\u3001\u897f\u73ed\u7259\u8bed\u548c\u4e2d\u6587\u4e09\u79cd\u8bed\u8a00\u4ee3\u7406\u4e4b\u95f4\u7684\u667a\u80fd\u5207\u6362\u3002\u82f1\u8bed\u4ee3\u7406\u4f5c\u4e3a\u4e3b\u4ee3\u7406\u63a5\u53d7\u7528\u6237\u7684\u8bf7\u6c42\uff0c\u5f53\u53d1\u73b0\u7528\u6237\u8bf7\u6c42\u7684\u5185\u5bb9\u662f\u4e2d\u6587\u7684\u65f6\u5019\uff0c\u8f6c\u4ea4\u7ed9\u4e2d\u6587\u4ee3\u7406\u8fdb\u884c\u5904\u7406\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u91cc\u7684\u8bf7\u6c42\u79fb\u4ea4\u662f\u901a\u8fc7\u4e24\u4e2a\u9884\u5b9a\u4e49\u51fd\u6570\u5b8c\u6210\u7684\uff0c\u5206\u522b\u662ftransfer_to_chinese_agent\u00a0\u5c06\u8bf7\u6c42\u8f6c\u4ea4\u7ed9\u4e2d\u6587\u4ee3\u7406\uff0c\u4ee5\u53catransfer_to_spanish_agent\u00a0\u5c06\u8bf7\u6c42\u8f6c\u4ea4\u7ed9\u897f\u73ed\u7259\u8bed\u4ee3\u7406\u3002<\/p>\n<p>\u8be6\u7ec6\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p>from swarm import Swarm, Agent # \u521b\u5efaSwarm\u5ba2\u6237\u7aef\u5b9e\u4f8b client = Swarm() # \u521b\u5efa\u82f1\u8bed\u4ee3\u7406\u5b9e\u4f8b english_agent = Agent( # \u8bbe\u7f6e\u4ee3\u7406\u7684\u540d\u79f0\u4e3a&#8221;English Agent&#8221; name=&#8221;English Agent&#8221;, # \u8bbe\u7f6e\u4ee3\u7406\u7684\u6307\u4ee4 &#8211; \u53ea\u4f7f\u7528\u82f1\u8bed\u4ea4\u6d41 instructions=&#8221;You only speak English.&#8221;, ) # \u521b\u5efa\u897f\u73ed\u7259\u8bed\u4ee3\u7406\u5b9e\u4f8b spanish_agent = Agent( name=&#8221;Spanish Agent&#8221;, # \u8bbe\u7f6e\u4ee3\u7406\u53ea\u4f7f\u7528\u897f\u73ed\u7259\u8bed\u4ea4\u6d41 instructions=&#8221;You only speak Spanish.&#8221;, ) # \u521b\u5efa\u4e2d\u6587\u4ee3\u7406\u5b9e\u4f8b chinese_agent = Agent( name=&#8221;Chinese Agent&#8221;, # \u8bbe\u7f6e\u4ee3\u7406\u53ea\u4f7f\u7528\u4e2d\u6587\u4ea4\u6d41 instructions=&#8221;You only speak Chinese.&#8221;, ) # \u5b9a\u4e49\u8f6c\u79fb\u5230\u897f\u73ed\u7259\u8bed\u4ee3\u7406\u7684\u51fd\u6570 def transfer_to_spanish_agent(): &#8220;&#8221;&#8221;Transfer spanish speaking users immediately.&#8221;&#8221;&#8221; return spanish_agent # \u5b9a\u4e49\u8f6c\u79fb\u5230\u4e2d\u6587\u4ee3\u7406\u7684\u51fd\u6570 def transfer_to_chinese_agent(): &#8220;&#8221;&#8221;Transfer chinese speaking users immediately.&#8221;&#8221;&#8221; return chinese_agent # \u5c06\u8f6c\u79fb\u51fd\u6570\u6dfb\u52a0\u5230\u82f1\u8bed\u4ee3\u7406\u7684\u529f\u80fd\u5217\u8868\u4e2d english_agent.functions.append(transfer_to_spanish_agent) english_agent.functions.append(transfer_to_chinese_agent) # \u521b\u5efa\u7528\u6237\u6d88\u606f &#8211; \u8fd9\u91cc\u4f7f\u7528\u4e2d\u6587\u8fdb\u884c\u6d4b\u8bd5 messages = [{&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;\u4f60\u597d\uff0c \u4f60\u662f\u8c01\uff1f&#8221;}] # \u4e2d\u6587\u6d4b\u8bd5\u6d88\u606f # \u8fd0\u884c\u4ee3\u7406\u5e76\u83b7\u53d6\u54cd\u5e94 response = client.run(agent=english_agent, messages=messages) # \u6253\u5370\u6700\u540e\u4e00\u6761\u54cd\u5e94\u6d88\u606f print(response.messages[-1][&#8220;content&#8221;])<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<\/ul>\n<p>\u91cd\u70b9\u4ee3\u7801\u89e3\u6790\u5982\u4e0b\uff1a<\/p>\n<h4>1.\u00a0\u4ee3\u7406\u521b\u5efa\u90e8\u5206<\/h4>\n<p>\u590d\u5236<\/p>\n<p>english_agent = Agent( name=&#8221;English Agent&#8221;, instructions=&#8221;You only speak English.&#8221;, )<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<p>\u521b\u5efa\u4e86\u4e00\u4e2a\u82f1\u8bed\u4ee3\u7406\uff0c\u901a\u8fc7instructions\u6307\u4ee4\uff0c\u5229\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\u4f7f\u5927\u6a21\u578b\u626e\u6f14\u8bf4\u82f1\u8bed\u7684\u4ee3\u7406\u89d2\u8272\uff0c\u8d1f\u8d23\u4f7f\u7528\u82f1\u8bed\u4e0e\u7528\u6237\u4ea4\u6d41\u3002\u4e2d\u6587\u548c\u897f\u73ed\u7259\u8bed\u7684\u4ee3\u7406\u521b\u5efa\u4e5f\u662f\u91c7\u7528\u76f8\u540c\u6a21\u5f0f\u3002<\/p>\n<h4>2.\u00a0\u5207\u6362\u51fd\u6570\u5b9a\u4e49<\/h4>\n<p>\u590d\u5236<\/p>\n<p>def transfer_to_chinese_agent(): &#8220;&#8221;&#8221;Transfer chinese speaking users immediately.&#8221;&#8221;&#8221; return chinese_agent<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<p>\u8be5\u51fd\u6570\u5b9e\u73b0\u4e86\u5411\u4e2d\u6587\u4ee3\u7406\u7684\u79fb\u4ea4\u8bf7\u6c42\u529f\u80fd\uff0c\u5f53\u7cfb\u7edf\u68c0\u6d4b\u5230\u7528\u6237\u4f7f\u7528\u4e2d\u6587\u65f6\u4f1a\u89e6\u53d1\u6b64\u51fd\u6570\u3002\u4e0e\u4e4b\u76f8\u540c\u7684\u8fd8\u6709\u4e00\u4e2atransfer_to_spanish_agent\uff0c\u5b83\u8d1f\u8d23\u79fb\u4ea4\u8bf7\u6c42\u7ed9\u897f\u73ed\u7259\u8bed\u4ee3\u7406\u3002<\/p>\n<h4>3.\u00a0\u529f\u80fd\u6ce8\u518c<\/h4>\n<p>\u590d\u5236<\/p>\n<p>english_agent.functions.append(transfer_to_spanish_agent) english_agent.functions.append(transfer_to_chinese_agent)<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<p>\u7531\u4e8e\u6211\u4eec\u5047\u8bbe\u82f1\u6587\u4ee3\u7406\u4f5c\u4e3a\u4e3b\u4ee3\u7406\uff0c\u5b83\u8d1f\u8d23\u7528\u6237\u8bf7\u6c42\u7684\u8f6c\u4ea4\uff0c\u5f53\u53d1\u73b0\u662f\u82f1\u8bed\u8bf7\u6c42\u7684\u65f6\u5019\u5b83\u4f1a\u81ea\u5df1\u5904\u7406\uff0c\u5982\u679c\u53d1\u73b0\u662f\u5176\u4ed6\u4e24\u79cd\u8bed\u8a00\u7684\u65f6\u5019\uff0c\u901a\u8fc7\u9884\u5b9a\u4e49\u7684\u51fd\u6570\u529f\u80fd\u5b9e\u73b0\u8bf7\u6c42\u8f6c\u4ea4\u3002\u8fd9\u6bb5\u4ee3\u7801\u5c06\u8bf7\u6c42\u8f6c\u4ea4\u529f\u80fd\u6ce8\u518c\u5230\u82f1\u8bed\u4ee3\u7406\u4e2d\u3002<\/p>\n<h4>4.\u00a0\u6d4b\u8bd5\u4ee3\u7801<\/h4>\n<p>\u590d\u5236<\/p>\n<p># \u521b\u5efa\u7528\u6237\u6d88\u606f &#8211; \u8fd9\u91cc\u4f7f\u7528\u4e2d\u6587\u8fdb\u884c\u6d4b\u8bd5 messages = [{&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;\u4f60\u597d\uff0c \u4f60\u662f\u8c01\uff1f&#8221;}] # \u4e2d\u6587\u6d4b\u8bd5\u6d88\u606f # \u8fd0\u884c\u4ee3\u7406\u5e76\u83b7\u53d6\u54cd\u5e94 response = client.run(agent=english_agent, messages=messages)<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<p>\u63a5\u7740\uff0c\u4f7f\u7528Swarm\u5b9e\u4f8b\u5316\u7684\u5ba2\u6237\u7aef client\u8fdb\u884c\u6d4b\u8bd5\uff0c\u6211\u4eec\u8f93\u5165\u4e2d\u6587&#8221;\u4f60\u597d\uff0c \u4f60\u662f\u8c01\uff1f&#8221;\u5e76\u901a\u8fc7Swarm\u7c7b\u7684run\u65b9\u6cd5\u4f20\u5165\u4e3b\u4ee3\u7406english_agent \u548cmessages\uff0c\u901a\u8fc7response\u8fd4\u56de\u6d4b\u8bd5\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p>\u4f60\u597d\uff0c\u6211\u662f\u4e00\u4e2a\u667a\u80fd\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u89e3\u51b3\u5404\u79cd\u95ee\u9898\u3002\u4f60\u6709\u4ec0\u4e48\u9700\u8981\u5e2e\u52a9\u7684\u5417\uff1f<\/p>\n<ul>\n<li>1.<\/li>\n<\/ul>\n<p>\u663e\u7136\uff0c\u82f1\u8bed\u4ee3\u7406\u8bc6\u522b\u51fa\u4e2d\u6587\u8f93\u5165\uff0c\u5e76\u5c06\u8bf7\u6c42\u8f6c\u4ea4\u7ed9\u4e2d\u6587\u4ee3\u7406\u6267\u884c\u3002<\/p>\n<h3>Swarm\u00a0\u6838\u5fc3\u6982\u5ff5<\/h3>\n<p>\u901a\u8fc7\u4e0a\u9762Swarm \u793a\u4f8b\u4ee3\u7801\uff0c\u53ef\u4ee5\u7406\u89e3 Swarm \u7684\u5173\u952e\u6982\u5ff5\u53ca\u529f\u80fd\u5b9e\u73b0\uff1a<\/p>\n<h4>1. client.run() \u65b9\u6cd5<\/h4>\n<p>client.run() \u662f Swarm \u4e2d\u7684\u6838\u5fc3\u65b9\u6cd5\uff0c\u7c7b\u4f3c\u4e8e OpenAI \u7684 chat.completions.create() \u65b9\u6cd5\u3002\u5b83\u63a5\u53d7\u6d88\u606f\u8f93\u5165\u5e76\u8fd4\u56de\u6d88\u606f\u8f93\u51fa\uff0c\u540c\u65f6\u5728\u591a\u8f6e\u8c03\u7528\u4e4b\u95f4\u4e0d\u4fdd\u5b58\u72b6\u6001\u3002\u9664\u4e86\u5904\u7406\u6d88\u606f\u5bf9\u8bdd\uff0c\u8fd8\u652f\u6301\u4ee5\u4e0b\u529f\u80fd\uff1a<\/p>\n<ul data-id=\"u738a58b-LYdRWQMf\">\n<li data-id=\"ld70c578-YROcFsIM\">\u6267\u884c Agent \u7684\u51fd\u6570\u8c03\u7528\u5e76\u8ffd\u52a0\u7ed3\u679c\u3002<\/li>\n<li data-id=\"ld70c578-Lal1cMo2\">\u5728\u4efb\u52a1\u5b8c\u6210\u540e\u8f6c\u4ea4\u7ed9\u5176\u4ed6 Agent\uff08handoffs\uff09\u3002<\/li>\n<li data-id=\"ld70c578-Q6mAwebJ\">\u52a8\u6001\u66f4\u65b0\u4e0a\u4e0b\u6587\u53d8\u91cf\uff08context variables\uff09\u3002<\/li>\n<li data-id=\"ld70c578-uCgRf8fw\">\u5728\u5fc5\u8981\u65f6\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd\u518d\u8fd4\u56de\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff0c\u5728\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7 client.run() \u5c06\u521d\u59cb\u7528\u6237\u6d88\u606f\u4f20\u9012\u7ed9\u82f1\u8bed\u4ee3\u7406\uff08English Agent\uff09\u3002\u5f53\u7cfb\u7edf\u68c0\u6d4b\u5230\u8f93\u5165\u7684\u8bed\u8a00\u4e0d\u7b26\u5408\u4ee3\u7406\u7684\u8981\u6c42\u65f6\uff0c\u4f1a\u8c03\u7528\u4ee3\u7406\u51fd\u6570\uff0c\u5207\u6362\u5230\u9002\u5408\u8bed\u8a00\u7684\u4ee3\u7406\uff0c\u5982 Spanish Agent \u6216 Chinese Agent\u3002<\/p>\n<h4>2. Agents\uff08\u4ee3\u7406\uff09<\/h4>\n<p>Agent \u662f\u4efb\u52a1\u6267\u884c\u7684\u57fa\u672c\u5355\u5143\u3002\u5b83\u53ef\u4ee5\u88ab\u770b\u4f5c\u4e00\u4e2a\u5c01\u88c5\u4e86\u7279\u5b9a\u6307\u4ee4\uff08instructions\uff09\u548c\u529f\u80fd\uff08functions\uff09\u7684\u201c\u667a\u80fd\u4f53\u201d\u3002Agent \u7684\u6838\u5fc3\u5b57\u6bb5\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-YjXWVad4\">\n<li data-id=\"ld70c578-9Bf5b956\">name\uff1a\u4ee3\u7406\u7684\u540d\u79f0\uff0c\u7528\u4e8e\u6807\u8bc6\u3002<\/li>\n<li data-id=\"ld70c578-KgTZE7em\">instructions\uff1a\u4ee3\u7406\u7684\u6307\u4ee4\uff0c\u51b3\u5b9a\u4ee3\u7406\u7684\u884c\u4e3a\u65b9\u5f0f\u3002<\/li>\n<li data-id=\"ld70c578-yt3qLUni\">functions\uff1a\u4ee3\u7406\u53ef\u4ee5\u8c03\u7528\u7684\u4e00\u7ec4 Python \u51fd\u6570\uff0c\u7528\u4e8e\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-pG7mKYYb\">handoff\uff1a\u4ee3\u7406\u53ef\u4ee5\u901a\u8fc7\u51fd\u6570\u5207\u6362\u5230\u5176\u4ed6\u4ee3\u7406\u3002<\/li>\n<\/ul>\n<p>\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u521b\u5efa\u4e86\u4e09\u4e2a\u4ee3\u7406\uff1aEnglish Agent\u3001Spanish Agent \u548c Chinese Agent\uff0c\u5b83\u4eec\u5206\u522b\u6309\u7167\u8bed\u8a00\u8bbe\u7f6e\u4e86\u7279\u5b9a\u7684\u6307\u4ee4\u3002\u4ee3\u7406\u901a\u8fc7 instructions \u544a\u77e5\u7cfb\u7edf\u5176\u884c\u4e3a\u89c4\u8303\uff0c\u4f8b\u5982\u4ec5\u4f7f\u7528\u67d0\u79cd\u8bed\u8a00\u4ea4\u6d41\u3002<\/p>\n<h4>3. Functions\uff08\u51fd\u6570\uff09<\/h4>\n<p>Swarm \u7684\u4ee3\u7406\u652f\u6301\u76f4\u63a5\u8c03\u7528 Python \u51fd\u6570\u6267\u884c\u4efb\u52a1\u3002\u51fd\u6570\u901a\u5e38\u8fd4\u56de\u4e00\u4e2a\u5b57\u7b26\u4e32\uff08str\uff09\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8fd4\u56de\u4e00\u4e2a\u4ee3\u7406\uff08Agent\uff09\u5b9e\u73b0\u4ee3\u7406\u4e4b\u95f4\u7684\u5207\u6362\uff0c\u6216\u901a\u8fc7\u4fee\u6539\u4e0a\u4e0b\u6587\u53d8\u91cf\uff08context_variables\uff09\u6765\u52a8\u6001\u6539\u53d8\u5bf9\u8bdd\u72b6\u6001\u3002<\/p>\n<p>\u5728\u793a\u4f8b\u4e2d\uff0ctransfer_to_spanish_agent \u548c transfer_to_chinese_agent \u662f\u4e24\u4e2a\u51fd\u6570\uff0c\u5b83\u4eec\u7684\u4f5c\u7528\u662f\u6839\u636e\u7528\u6237\u7684\u8bed\u8a00\u8f93\u5165\uff0c\u5c06\u5f53\u524d\u4efb\u52a1\u5207\u6362\u5230\u5bf9\u5e94\u7684\u8bed\u8a00\u4ee3\u7406\u3002<\/p>\n<p>\u5982\u679c\u4e00\u4e2a\u4ee3\u7406\u8c03\u7528\u4e86\u591a\u4e2a\u51fd\u6570\uff0cSwarm \u4f1a\u6309\u7167\u987a\u5e8f\u4f9d\u6b21\u6267\u884c\u5b83\u4eec\u3002\u5982\u679c\u51fd\u6570\u51fa\u73b0\u9519\u8bef\uff08\u5982\u53c2\u6570\u7f3a\u5931\u6216\u7c7b\u578b\u9519\u8bef\uff09\uff0c\u7cfb\u7edf\u4f1a\u751f\u6210\u4e00\u4e2a\u9519\u8bef\u54cd\u5e94\uff0c\u5e76\u5c1d\u8bd5\u4ece\u9519\u8bef\u4e2d\u6062\u590d\u3002<\/p>\n<h4>4. Handoffs and Updating Context Variables\uff08\u4ee3\u7406\u5207\u6362\u548c\u4e0a\u4e0b\u6587\u53d8\u91cf\u66f4\u65b0\uff09<\/h4>\n<p>\u4ee3\u7406\u8f6c\u4ea4\uff08Handoff\uff09\u5728\u4ee3\u7406\u65e0\u6cd5\u5b8c\u6210\u4efb\u52a1\u65f6\uff0c\u53ef\u4ee5\u5c06\u4efb\u52a1\u4ea4\u63a5\u7ed9\u5176\u4ed6\u4ee3\u7406\u3002\u4f8b\u5982\uff0cEnglish Agent \u8c03\u7528 transfer_to_spanish_agent \u51fd\u6570\u540e\uff0c\u8fd4\u56de\u4e86 Spanish Agent\uff0c\u5b9e\u73b0\u4e86\u4ece\u82f1\u8bed\u4ee3\u7406\u5230\u897f\u73ed\u7259\u8bed\u4ee3\u7406\u7684\u5207\u6362\u3002<\/p>\n<p>\u6b64\u5916\uff0cSwarm \u8fd8\u652f\u6301\u52a8\u6001\u66f4\u65b0\u4e0a\u4e0b\u6587\u53d8\u91cf\u3002\u901a\u8fc7\u8fd4\u56de\u4e00\u4e2a Result \u5bf9\u8c61\uff0c\u51fd\u6570\u53ef\u4ee5\u540c\u65f6\u66f4\u65b0\u8fd4\u56de\u503c\u3001\u5207\u6362\u4ee3\u7406\u548c\u4fee\u6539\u4e0a\u4e0b\u6587\u53d8\u91cf\u3002\u8fd9\u79cd\u80fd\u529b\u786e\u4fdd\u4e86\u590d\u6742\u4efb\u52a1\u6d41\u7a0b\u4e2d\u6bcf\u4e2a\u6b65\u9aa4\u7684\u4fe1\u606f\u4f20\u9012\u548c\u72b6\u6001\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<h4>5. Function Schemas\uff08\u51fd\u6570\u6a21\u5f0f\uff09<\/h4>\n<p>Swarm \u80fd\u591f\u81ea\u52a8\u5c06\u51fd\u6570\u8f6c\u6362\u4e3a JSON Schema\uff0c\u4ee5\u4fbf\u4ee3\u7406\u7406\u89e3\u51fd\u6570\u7684\u529f\u80fd\u548c\u53c2\u6570\u9700\u6c42\uff1a<\/p>\n<ul data-id=\"u738a58b-KYlYjORP\">\n<li data-id=\"ld70c578-JwsYxSsT\">\u51fd\u6570\u7684\u6587\u6863\u5b57\u7b26\u4e32\uff08docstring\uff09\u4f1a\u8f6c\u5316\u4e3a\u51fd\u6570\u7684\u63cf\u8ff0\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-U4wo0gY6\">\u53c2\u6570\u7684\u7c7b\u578b\u63d0\u793a\uff08type hints\uff09\u4f1a\u6620\u5c04\u5230 JSON Schema \u7684\u5b57\u6bb5\u7c7b\u578b\u3002<\/li>\n<li data-id=\"ld70c578-KtGOE4ZW\">\u5982\u679c\u51fd\u6570\u5b9a\u4e49\u4e86\u5fc5\u9700\u53c2\u6570\uff0c\u5219\u4f1a\u81ea\u52a8\u6807\u8bb0\u4e3a required\u3002<\/li>\n<\/ul>\n<h3>Swarm \u662f\u5982\u4f55\u8fd0\u4f5c\u7684 \uff1f<\/h3>\n<p>Swarm \u7684\u8fd0\u4f5c\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u591a\u4e2a\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u534f\u540c\u5de5\u4f5c\uff0c\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u7684\u9ad8\u6548\u5904\u7406\u3002\u4e3a\u4e86\u8ba9\u5927\u5bb6\u5bf9\u8fd9\u4e2a\u8fc7\u7a0b\u6709\u6df1\u5165\u7684\u4e86\u89e3\uff0c\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4f1a\u4eceRoutine \u6982\u5ff5\u5f00\u59cb\uff0c\u9010\u6b65\u6f14\u5316\u4e3a\u5177\u5907\u667a\u80fd\u80fd\u529b\u7684 Agent\uff0c\u5e76\u6700\u7ec8\u4f9d\u9760 Handoff \u529f\u80fd\u5b9e\u73b0\u52a8\u6001\u4efb\u52a1\u5206\u914d\u3002<\/p>\n<p>Routine \u662f Swarm \u7684\u57fa\u7840\u5355\u5143\uff0c\u7531\u9884\u5b9a\u4e49\u7684\u6307\u4ee4\u548c\u5de5\u5177\/\u51fd\u6570\u7ec4\u6210\uff0c\u8d1f\u8d23\u63cf\u8ff0\u4efb\u52a1\u7684\u903b\u8f91\u6d41\u7a0b\u53ca\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u5de5\u5177\u3002\u800c Agent \u662f\u4e00\u79cd\u5f3a\u5316\u7248\u7684 Routine\uff0c\u901a\u8fc7\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u8d4b\u4e88\u5176\u667a\u80fd\u7406\u89e3\u548c\u51b3\u7b56\u80fd\u529b\uff0c\u4f7f\u5176\u4e0d\u4ec5\u80fd\u591f\u6267\u884c\u9884\u5b9a\u4e49\u4efb\u52a1\uff0c\u8fd8\u80fd\u7075\u6d3b\u5e94\u5bf9\u590d\u6742\u7684\u7528\u6237\u9700\u6c42\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0cSwarm \u7684 Handoff \u529f\u80fd\u8ba9\u4e0d\u540c\u7684 Agent \u80fd\u591f\u6839\u636e\u8bf7\u6c42\u7684\u5185\u5bb9\u52a8\u6001\u534f\u4f5c\uff0c\u5c06\u7528\u6237\u7684\u4efb\u52a1\u65e0\u7f1d\u8f6c\u4ea4\u7ed9\u66f4\u9002\u5408\u7684 Agent \u5904\u7406\uff0c\u5e76\u5b8c\u6574\u4fdd\u7559\u5bf9\u8bdd\u4e0a\u4e0b\u6587\uff0c\u907f\u514d\u7528\u6237\u91cd\u590d\u8f93\u5165\u3002<\/p>\n<h4>\u4ec0\u4e48\u662f Routine\uff1f<\/h4>\n<p>\u7b80\u5355\u6765\u8bf4\uff0cRoutine \u662f\u4e00\u7ec4\u9884\u5b9a\u4e49\u7684\u6307\u4ee4\u4e0e\u76f8\u5e94\u5de5\u5177\u7684\u7ec4\u5408\uff0c\u65e8\u5728\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u3002\u5b83\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6267\u884c\u6b65\u9aa4\u7684\u8ba1\u5212\uff0c\u8fd8\u5305\u542b\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u8d44\u6e90\u548c\u5de5\u5177\u3002\u6211\u4eec\u53ef\u4ee5\u7b80\u5355\u7406\u89e3Routine\u00a0\u5c31\u662fAgent\uff08\u4ee3\u7406\uff09\u7684\u96cf\u5f62\uff0c\u5b83\u63cf\u8ff0\u4e86\u4ee3\u7406\u9700\u8981\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u540c\u65f6\u8fd8\u8d4b\u4e88\u5b83\u5bf9\u5e94\u7684\u5de5\u5177\/\u51fd\u6570\uff0c\u53ea\u662fAgent\u00a0\u672c\u8eab\u8fd8\u5177\u5907\u5927\u6a21\u578b\u7684\u80fd\u529b\u8fd8\u53ef\u4ee5\u8fdb\u884c\u201c\u601d\u8003\u201d\u3002<\/p>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0cRoutine\u53ef\u4ee5\u62c6\u89e3\u4e3a\u4e24\u90e8\u5206\uff1a<\/p>\n<ul data-id=\"u738a58b-crVUecrQ\">\n<li data-id=\"ld70c578-80818vl3\">\u6307\u4ee4\uff08Instructions\uff09\uff1a\u4ee5\u81ea\u7136\u8bed\u8a00\u6216\u7cfb\u7edf\u63d0\u793a\u7684\u5f62\u5f0f\u63cf\u8ff0\u7684\u4efb\u52a1\u6267\u884c\u6b65\u9aa4\u3002<\/li>\n<li data-id=\"ld70c578-13oNdQVT\">\u5de5\u5177\/\u51fd\u6570\uff08Tools\/function\uff09\uff1a\u5b8c\u6210\u8fd9\u4e9b\u6b65\u9aa4\u6240\u9700\u7684\u5de5\u5177\u6216\u51fd\u6570\u3002\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u65e0\u8bba\u662f\u8c03\u7528\u5de5\u5177\u6216\u8005\u51fd\u6570\u90fd\u4f1a\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u7684\u65b9\u5f0f\uff0c\u4e5f\u5c31\u662ffunction\u00a0call\u7684\u65b9\u5f0f\u5b8c\u6210\u3002<\/li>\n<\/ul>\n<p>\u8bf4\u767d\u4e86\uff0cRoutine\u5c31\u662f\u7cfb\u7edf\u63d0\u793a\uff1a\u63cf\u8ff0\u4efb\u52a1\u7684\u903b\u8f91\u6d41\u7a0b\uff08\u6bd4\u5982\u8be2\u95ee\u95ee\u9898\u3001\u641c\u7d22\u4fe1\u606f\u6216\u5904\u7406\u7528\u6237\u8bf7\u6c42\uff09\uff0c\u52a0\u4e0a\u53ef\u8c03\u7528\u7684\u5de5\u5177\/\u51fd\u6570\uff08\u7528\u6765\u8f85\u52a9\u5b8c\u6210\u8fd9\u4e9b\u4efb\u52a1\uff09\u3002<\/p>\n<p>\u6765\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\uff0c\u6211\u4eec\u4e3a\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\u5b9a\u4e49\u4e86\u4e00\u4e2a\u4f8b\u7a0b\uff0c\u6307\u793a\u5176\u5bf9\u7528\u6237\u95ee\u9898\u8fdb\u884c\u5206\u7c7b\uff0c\u7136\u540e\u5efa\u8bae\u4fee\u590d\u6216\u63d0\u4f9b\u9000\u6b3e\u3002\u540c\u65f6\u5b9a\u4e49\u51fd\u6570execute_refund\u548clook_up_item\u00a0\u4f5c\u4e3a\u5916\u90e8\u5de5\u5177\u534f\u52a9\u5b8c\u6210\u9000\u8d27\u4ee5\u53ca\u67e5\u627e\u8ba2\u5355\u7684\u5de5\u4f5c\u3002\u4e0b\u9762\u5c31\u662f\u5ba2\u6237\u670d\u52a1\u4f8b\u7a0b\u7684\u4ee3\u7801\uff1a\u6307\u4ee4\u548c\u5de5\u5177\/\u51fd\u6570\u3002<\/p>\n<p>\u590d\u5236<\/p>\n<p>system_message = ( &#8220;\u4f60\u662f\u4e00\u540d ACME Inc. \u7684\u5ba2\u6237\u670d\u52a1\u4ee3\u7406\uff0c\u4ee5\u4e0b\u662f\u4f60\u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a\\n&#8221; &#8220;1. \u9996\u5148\uff0c\u5411\u7528\u6237\u8be2\u95ee\u66f4\u591a\u4fe1\u606f\u4ee5\u7406\u89e3\u4ed6\u4eec\u7684\u95ee\u9898\uff08\u5982\u679c\u95ee\u9898\u672a\u660e\u786e\uff09\u3002\\n&#8221; &#8220;2. \u63d0\u51fa\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u3002\\n&#8221; &#8220;3. \u5982\u679c\u7528\u6237\u4e0d\u6ee1\u610f\uff0c\u63d0\u4f9b\u9000\u6b3e\u3002\\n&#8221; &#8220;4. \u5982\u679c\u63a5\u53d7\u9000\u6b3e\uff0c\u67e5\u627e\u7269\u54c1 ID \u5e76\u6267\u884c\u9000\u6b3e\u64cd\u4f5c\u3002&#8221; ) def look_up_item(search_query): &#8220;&#8221;&#8221;Use to find item ID. Search query can be a description or keywords.&#8221;&#8221;&#8221; # return hard-coded item ID &#8211; in reality would be a lookup return &#8220;item_132612938&#8243; def execute_refund(item_id, reason=&#8221;not provided&#8221;): print(&#8220;Summary:&#8221;, item_id, reason) # lazy summary return &#8220;success&#8221;<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<\/ul>\n<h4>\u5982\u4f55\u6267\u884c Routine\uff1f<\/h4>\n<p>\u4e3a\u4e86\u6267\u884c Routine\uff0c\u9700\u8981\u5b9e\u73b0\u4ece\u7528\u6237\u4ea4\u4e92\u5230\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u6267\u884c\u7684\u5b8c\u6574\u95ed\u73af\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5173\u952e\u90e8\u5206\uff1a<\/p>\n<p><strong>1.\u51fd\u6570\u5b9a\u4e49\uff08Function Definition\uff09<\/strong><\/p>\n<p>\u51fd\u6570\u662f Routine \u7684\u6838\u5fc3\u5de5\u5177\u3002\u5b83\u4eec\u53ef\u4ee5\u662f\u5177\u4f53\u7684\u4e1a\u52a1\u903b\u8f91\u5b9e\u73b0\uff0c\u4f8b\u5982\u5904\u7406\u9000\u6b3e\u6216\u67e5\u8be2\u4fe1\u606f\u3002\u8fd9\u4e5f\u5c31\u662f\u524d\u9762\u63cf\u8ff0\u7684execute_refund\u548clook_up_item\u00a0\u4e24\u4e2a\u51fd\u6570\u7684\u5b9a\u4e49\uff0c\u4ee3\u7801\u5728\u4e0a\u9762\u5df2\u7ecf\u5c55\u793a\u8fc7\u4e86\uff0c \u8fd9\u91cc\u5c31\u4e0d\u8d58\u8ff0\u4e86\u3002\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0clook_up_item \u6267\u884c\u8ba2\u5355\u67e5\u8be2\uff0cexecute_refund \u8d1f\u8d23\u9000\u6b3e\u64cd\u4f5c\u3002<\/p>\n<p><strong>2.\u51fd\u6570\u63a5\u53e3\uff08Function Schema\uff09<\/strong><\/p>\n<p>\u5f53\u8bed\u8a00\u6a21\u578b\u63a5\u5230\u7528\u6237\u8bf7\u6c42\u7684\u65f6\u5019\uff0c\u9700\u8981\u8c03\u7528\u51fd\u6570\u8fd4\u56de\u5bf9\u5e94\u7684\u7ed3\u679c\uff0c\u8c03\u7528\u51fd\u6570\u65f6\u9700\u8981\u4f7f\u7528Function Schema\u3002\u5b83\u5305\u62ec\uff1a\u51fd\u6570\u7684\u540d\u79f0\u3001\u53c2\u6570\u53ca\u5176\u7c7b\u578b\u7b49\u4fe1\u606f\u3002\u4e3a\u6b64\u9700\u8981\u5c06 Python \u51fd\u6570\u5b9a\u4e49\u8f6c\u5316\u4e3a\u6807\u51c6\u5316\u7684 Schema\uff08\u6a21\u5f0f\uff09\u3002\u4e3a\u4e86\u5b9e\u73b0\u4ece\u51fd\u6570\u5230\u51fd\u6570\u63a5\u53e3\u7684\u8f6c\u6362\u9700\u8981\u5b9e\u73b0\u5982\u4e0b\u4ee3\u7801\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p>import inspect def function_to_schema(func) -&gt; dict: &#8220;&#8221;&#8221;\u5c06\u51fd\u6570\u5b9a\u4e49\u8f6c\u5316\u4e3a Schema \u683c\u5f0f\u3002&#8221;&#8221;&#8221; type_map = { str: &#8220;string&#8221;, int: &#8220;integer&#8221;, float: &#8220;number&#8221;, bool: &#8220;boolean&#8221;, list: &#8220;array&#8221;, dict: &#8220;object&#8221;, type(None): &#8220;null&#8221;, } # \u83b7\u53d6\u51fd\u6570\u7b7e\u540d signature = inspect.signature(func) parameters = {} for param in signature.parameters.values(): param_type = type_map.get(param.annotation, &#8220;string&#8221;) parameters[param.name] = {&#8220;type&#8221;: param_type} required = [ param.name for param in signature.parameters.values() if param.default == inspect._empty ] return { &#8220;type&#8221;: &#8220;function&#8221;, &#8220;function&#8221;: { &#8220;name&#8221;: func.__name__, &#8220;description&#8221;: (func.__doc__ or &#8220;&#8221;).strip(), &#8220;parameters&#8221;: { &#8220;type&#8221;: &#8220;object&#8221;, &#8220;properties&#8221;: parameters, &#8220;required&#8221;: required, }, }, }<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u4ee3\u7801\u4e3b\u8981\u901a\u8fc7\u8f93\u5165\u51fd\u6570\u53e5\u67c4\uff0c\u63d0\u53d6\u51fd\u6570\u540d\u79f0\u3001\u63cf\u8ff0\u3001\u8f93\u5165\u53c2\u6570\u7b49\u4fe1\u606f\uff0c\u4ece\u800c\u751f\u6210\u51fd\u6570\u63a5\u53e3\uff08Function\u00a0schema\uff09\u3002\u6211\u4eec\u53ef\u4ee5\u7528execute_refund \u51fd\u6570\u6d4b\u8bd5\u5176\u6548\u679c\u3002\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p># \u793a\u4f8b\u8f93\u51fa schema = function_to_schema(execute_refund) print(schema) \u7ed3\u679c\uff1a { &#8220;type&#8221;: &#8220;function&#8221;, &#8220;function&#8221;: { &#8220;name&#8221;: &#8220;execute_refund&#8221;, &#8220;description&#8221;: &#8220;\u6267\u884c\u9000\u6b3e\u64cd\u4f5c\u3002&#8221;, &#8220;parameters&#8221;: { &#8220;type&#8221;: &#8220;object&#8221;, &#8220;properties&#8221;: { &#8220;item_id&#8221;: { &#8220;type&#8221;: &#8220;string&#8221; }, &#8220;reason&#8221;: { &#8220;type&#8221;: &#8220;string&#8221; } }, &#8220;required&#8221;: [&#8220;item_id&#8221;] } } }<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong> \u51fd\u6570\u8c03\u7528\uff08Function Call\uff09<\/strong><\/li>\n<\/ol>\n<p>\u5b8c\u6210\u51fd\u6570\u5b9a\u4e49\u548c\u8c03\u7528\u51fd\u6570\u63a5\u53e3\u4e4b\u540e\uff0c\u63a5\u4e0b\u6765\u5c31\u662f\u5229\u7528\u51fd\u6570\u63a5\u53e3\u53bb\u8c03\u7528\u5bf9\u5e94\u7684\u51fd\u6570\u3002\u9700\u8981\u5c06 Schema \u6ce8\u518c\u4e3a\u5de5\u5177\uff0c\u4f9b\u6a21\u578b\u751f\u6210\u8c03\u7528\u6307\u4ee4\u3002\u7136\u540e\uff0c\u6839\u636e\u8c03\u7528\u7ed3\u679c\u6267\u884c\u5bf9\u5e94\u51fd\u6570\uff0c\u6700\u540e\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9\u6a21\u578b\u3002\u6267\u884c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p># \u5b9a\u4e49\u53ef\u7528\u7684\u5de5\u5177\u51fd\u6570\u5217\u8868 tools = [execute_refund, look_up_item] def run_full_turn(system_message, tools, messages): # \u8bb0\u5f55\u521d\u59cb\u6d88\u606f\u6570\u91cf num_init_messages = len(messages) # \u590d\u5236\u6d88\u606f\u5217\u8868\u4ee5\u907f\u514d\u4fee\u6539\u539f\u59cb\u6570\u636e messages = messages.copy() while True: # \u5c06Python\u51fd\u6570\u8f6c\u6362\u4e3aOpenAI\u5de5\u5177\u6a21\u5f0f tool_schemas = [function_to_schema(tool) for tool in tools] # \u521b\u5efa\u5de5\u5177\u540d\u79f0\u5230\u51fd\u6570\u7684\u6620\u5c04\u5b57\u5178 tools_map = {tool.__name__: tool for tool in tools} # \u8c03\u7528OpenAI API\u83b7\u53d6\u56de\u590d response = client.chat.completions.create( model=&#8221;gpt-4o-mini&#8221;, messages=[{&#8220;role&#8221;: &#8220;system&#8221;, &#8220;content&#8221;: system_message}] + messages, tools=tool_schemas or None, ) # \u83b7\u53d6AI\u52a9\u624b\u7684\u56de\u590d message = response.choices[0].message # \u5c06\u52a9\u624b\u56de\u590d\u6dfb\u52a0\u5230\u6d88\u606f\u5386\u53f2 messages.append(message) # \u5982\u679c\u6709\u6587\u672c\u56de\u590d\u5219\u6253\u5370 if message.content: print(&#8220;Assistant:&#8221;, message.content) # \u5982\u679c\u6ca1\u6709\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\u5219\u7ed3\u675f\u5faa\u73af if not message.tool_calls: break # \u5904\u7406\u5de5\u5177\u8c03\u7528 for tool_call in message.tool_calls: # \u6267\u884c\u5de5\u5177\u8c03\u7528\u5e76\u83b7\u53d6\u7ed3\u679c result = execute_tool_call(tool_call, tools_map) # \u5c06\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u6dfb\u52a0\u5230\u6d88\u606f\u5386\u53f2 result_message = { &#8220;role&#8221;: &#8220;tool&#8221;, &#8220;tool_call_id&#8221;: tool_call.id, &#8220;content&#8221;: result, } messages.append(result_message) # \u8fd4\u56de\u65b0\u589e\u7684\u6d88\u606f return messages[num_init_messages:] def execute_tool_call(tool_call, tools_map): # \u83b7\u53d6\u8981\u8c03\u7528\u7684\u51fd\u6570\u540d name = tool_call.function.name # \u89e3\u6790\u51fd\u6570\u53c2\u6570 args = json.loads(tool_call.function.arguments) # \u6253\u5370\u8c03\u7528\u4fe1\u606f print(f&#8221;Assistant: {name}({args})&#8221;) # \u6267\u884c\u51fd\u6570\u8c03\u7528\u5e76\u8fd4\u56de\u7ed3\u679c return tools_map[name](**args) # \u4e3b\u5faa\u73af messages = [] while True: # \u83b7\u53d6\u7528\u6237\u8f93\u5165 user = input(&#8220;User: &#8220;) # \u6dfb\u52a0\u7528\u6237\u6d88\u606f\u5230\u5386\u53f2 messages.append({&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: user}) # \u6267\u884c\u4e00\u8f6e\u5bf9\u8bdd\u5e76\u83b7\u53d6\u65b0\u6d88\u606f new_messages = run_full_turn(system_message, tools, messages) # \u5c06\u65b0\u6d88\u606f\u6dfb\u52a0\u5230\u5386\u53f2\u4e2d messages.extend(new_messages)<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<li>62.<\/li>\n<li>63.<\/li>\n<li>64.<\/li>\n<li>65.<\/li>\n<li>66.<\/li>\n<li>67.<\/li>\n<li>68.<\/li>\n<li>69.<\/li>\n<li>70.<\/li>\n<li>71.<\/li>\n<li>72.<\/li>\n<li>73.<\/li>\n<li>74.<\/li>\n<\/ul>\n<p>\u5728\u8fd9\u6bb5\u4ee3\u7801\u4e2d\uff0c\u901a\u8fc7\u5927\u6a21\u578b\u548cRoutine\u6784\u5efa\u4e86\u4e00\u4e2a\u4ea4\u4e92\u7cfb\u7edf\uff0c\u7528\u6765\u8ba9\u5ba2\u670d\u4ee3\u7406\u4e0e\u7528\u6237\u8fdb\u884c\u5bf9\u8bdd\u3002\u6211\u4eec\u622a\u53d6\u90e8\u5206\u91cd\u8981\u6bb5\u843d\u7ed9\u5927\u5bb6\u8fdb\u884c\u62c6\u89e3\u5982\u4e0b\uff1a<\/p>\n<p>\u9996\u5148\uff0c\u5b9a\u4e49\u4e00\u7ec4\u5de5\u5177\u51fd\u6570\uff08\u5982 execute_refund \u548c look_up_item\uff09\uff0c\u8fd9\u4e9b\u5de5\u5177\u63d0\u4f9b\u4e86\u89e3\u51b3\u5177\u4f53\u4e1a\u52a1\u9700\u6c42\u7684\u80fd\u529b\u3002\u5b83\u4eec\u88ab\u96c6\u4e2d\u5b58\u50a8\u5728\u4e00\u4e2a\u5217\u8868\u4e2d\uff0c\u968f\u540e\u901a\u8fc7\u5de5\u5177\u6a21\u5f0f\uff08Schema\uff09\u8f6c\u5316\u4e3a\u6a21\u578b\u53ef\u4ee5\u8bc6\u522b\u548c\u8c03\u7528\u7684\u63a5\u53e3\u63cf\u8ff0\uff0c\u4ece\u800c\u6210\u4e3a\u8bed\u8a00\u6a21\u578b\u7684\u53ef\u7528\u6269\u5c55\u3002<\/p>\n<p>\u590d\u5236<\/p>\n<p>tools = [execute_refund, look_up_item] tool_schemas = [function_to_schema(tool) for tool in tools]<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<p>function_to_schema \u65b9\u6cd5\u5c06 Python \u51fd\u6570\u8f6c\u6362\u4e3a\u6a21\u578b\u53ef\u7406\u89e3\u7684\u5de5\u5177\u63cf\u8ff0\uff0c\u65b9\u4fbf\u7cfb\u7edf\u52a8\u6001\u8c03\u7528\u8fd9\u4e9b\u51fd\u6570\u3002<\/p>\n<p>\u5bf9\u8bdd\u6d41\u7a0b\u7684\u6838\u5fc3\u7531 run_full_turn \u51fd\u6570\u5b9e\u73b0\uff0c\u5b83\u8d1f\u8d23\u5b8c\u6210\u4e00\u8f6e\u4ece\u7528\u6237\u8f93\u5165\u5230\u5de5\u5177\u8c03\u7528\u518d\u5230\u751f\u6210\u52a9\u624b\u56de\u590d\u7684\u6574\u4e2a\u903b\u8f91\u3002\u5176\u5b9e\u73b0\u7684\u5173\u952e\u5728\u4e8e\u5229\u7528 OpenAI \u6a21\u578b\u751f\u6210\u56de\u590d\u5e76\u89e3\u6790\u662f\u5426\u9700\u8981\u5de5\u5177\u8c03\u7528\u3002\u6bcf\u6b21\u4ea4\u4e92\u5f00\u59cb\u65f6\uff0c\u7cfb\u7edf\u4f1a\u52a0\u8f7d\u5f53\u524d\u7684\u6d88\u606f\u5386\u53f2\u4ee5\u53ca\u53ef\u7528\u5de5\u5177\u7684\u6a21\u5f0f\u5217\u8868\uff0c\u7136\u540e\u901a\u8fc7\u8c03\u7528\u6a21\u578b\u63a5\u53e3\u83b7\u53d6\u52a9\u624b\u7684\u56de\u590d\u3002\u5982\u679c\u6a21\u578b\u672a\u8bf7\u6c42\u8c03\u7528\u5de5\u5177\uff0c\u5219\u76f4\u63a5\u8fd4\u56de\u52a9\u624b\u7684\u56de\u590d\uff1b\u5426\u5219\u7cfb\u7edf\u5c06\u6839\u636e\u5de5\u5177\u8c03\u7528\u7684\u63cf\u8ff0\u6267\u884c\u76f8\u5e94\u7684\u51fd\u6570\u3002<\/p>\n<p>\u590d\u5236<\/p>\n<p>response = client.chat.completions.create( model=&#8221;gpt-4o-mini&#8221;, messages=[{&#8220;role&#8221;: &#8220;system&#8221;, &#8220;content&#8221;: system_message}] + messages, tools=tool_schemas or None, )<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<p>\u5de5\u5177\u8c03\u7528\u7684\u5177\u4f53\u6267\u884c\u903b\u8f91\u7531 execute_tool_call \u51fd\u6570\u5b9e\u73b0\u3002\u6bcf\u5f53\u6a21\u578b\u53d1\u51fa\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\u65f6\uff0c\u8be5\u51fd\u6570\u4f1a\u6839\u636e\u8bf7\u6c42\u4e2d\u63cf\u8ff0\u7684\u5de5\u5177\u540d\u79f0\u548c\u53c2\u6570\uff0c\u67e5\u627e\u4e0e\u4e4b\u5bf9\u5e94\u7684 Python \u51fd\u6570\u5e76\u6267\u884c\u64cd\u4f5c\u3002\u4f8b\u5982\uff0c\u82e5\u52a9\u624b\u8981\u6c42\u9000\u6b3e\u64cd\u4f5c\uff0c\u5219\u51fd\u6570\u4f1a\u89e3\u6790\u51fa\u5bf9\u5e94\u7684\u51fd\u6570\u540d\u79f0\u548c\u53c2\u6570\uff0c\u7136\u540e\u8c03\u7528 execute_refund \u5b8c\u6210\u4efb\u52a1\uff0c\u8fd4\u56de\u7ed3\u679c\u540e\u66f4\u65b0\u5bf9\u8bdd\u5386\u53f2\u3002<\/p>\n<p>\u590d\u5236<\/p>\n<p>def execute_tool_call(tool_call, tools_map): name = tool_call.function.name args = json.loads(tool_call.function.arguments) return tools_map[name](**args)<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<p>\u6700\u540e\uff0c\u901a\u8fc7\u4e00\u4e2a\u4e3b\u5faa\u73af\u5b9e\u73b0\u7528\u6237\u4e0e\u52a9\u624b\u7684\u6301\u7eed\u4ea4\u4e92\u3002\u7528\u6237\u7684\u8f93\u5165\u88ab\u5b9e\u65f6\u52a0\u5165\u6d88\u606f\u5386\u53f2\uff0c\u968f\u540e\u8c03\u7528 run_full_turn \u751f\u6210\u52a9\u624b\u56de\u590d\uff0c\u5e76\u5728\u5fc5\u8981\u65f6\u8c03\u7528\u5916\u90e8\u5de5\u5177\u51fd\u6570\u3002\u6240\u6709\u65b0\u589e\u7684\u6d88\u606f\u548c\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u90fd\u4f1a\u88ab\u52a8\u6001\u66f4\u65b0\u5230\u5bf9\u8bdd\u5386\u53f2\u4e2d\uff0c\u4fdd\u8bc1\u4e86\u4e0a\u4e0b\u6587\u7684\u8fde\u8d2f\u6027\u3002<\/p>\n<p>\u590d\u5236<\/p>\n<p>while True: user = input(&#8220;User: &#8220;) messages.append({&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: user}) new_messages = run_full_turn(system_message, tools, messages) messages.extend(new_messages)<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<h3>\u4eceRoutine\u5230Agent<\/h3>\n<p>\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6211\u4eec\u5f97\u5230\u4e86Routine\uff0c\u5b83\u53ef\u4ee5\u7406\u89e3\u4e3a\u6307\u4ee4\u548c\u5de5\u5177\u7684\u96c6\u5408\uff0c\u4e3a\u4e86\u8ba9\u5b83\u72ec\u7acb\u5de5\u4f5c\u8fd8\u9700\u8981\u52a0\u5165\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u8fd9\u6837\u624d\u80fd\u8fc7\u6e21\u5230Swarm\u4e2d\u7684Agent\u5f62\u6001\u3002\u8fd9\u91cc\u6211\u4eec\u5c06\u667a\u80fd\u4f53\uff08Agent\uff09\u7406\u89e3\u4e3a\u4e00\u79cd\u5f3a\u5316\u7248\u7684 Routine\uff0c\u5373 Routine \u52a0\u4e0a\u4e86\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u667a\u80fd\u80fd\u529b\u3002Routine \u8d1f\u8d23\u5b9a\u4e49\u5de5\u5177\u548c\u6267\u884c\u6b65\u9aa4\uff0c\u800c Agent \u5219\u901a\u8fc7\u7ed3\u5408 LLM \u5177\u5907\u4e86\u667a\u80fd\u7406\u89e3\u548c\u5904\u7406\u80fd\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0cAgent \u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u8981\u7d20\uff1a<\/p>\n<ul data-id=\"u738a58b-mqnQ9mHR\">\n<li data-id=\"ld70c578-EbCAD5R0\">\u540d\u79f0\uff08Name\uff09\uff1a\u7528\u4e8e\u6807\u8bc6 Agent \u7684\u804c\u8d23\u3002<\/li>\n<li data-id=\"ld70c578-Oj4PDTHA\">\u6a21\u578b\uff08Model\uff09\uff1a\u7528\u6765\u7406\u89e3\u7528\u6237\u8bf7\u6c42\uff0c\u5904\u7406\u5de5\u5177\u51fd\u6570\u8c03\u7528\uff0c\u5e76\u7ed9\u4e88\u7528\u6237\u53cd\u9988\u3002<\/li>\n<li data-id=\"ld70c578-DbNL5IRN\">\u6307\u4ee4\uff08Instructions\uff09\uff1a\u5b9a\u4e49 Agent \u5982\u4f55\u6267\u884c\u5176\u4efb\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-YoRG1IPe\">\u5de5\u5177\uff08Tools\uff09\uff1a\u8be5 Agent \u53ef\u4ee5\u8c03\u7528\u7684\u4e00\u7ec4\u51fd\u6570\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5982\u4e0b\u4ee3\u7801\u6765\u5b9a\u4e49Agent\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p>class Agent(BaseModel): name: str = &#8220;Agent&#8221; model: str = &#8220;gpt-4o-mini&#8221; instructions: str = &#8220;You are a helpful Agent&#8221; tools: list = []<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<p>\u987a\u7740\u8fd9\u4e2a\u601d\u8def\uff0c\u6211\u4eec\u53ef\u4ee5\u5b9a\u4e49\u66f4\u591a\u7684\u4ee3\u7406\u5982\u4e0b\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p>def execute_refund(item_name): return &#8220;success&#8221; refund_agent = Agent( name=&#8221;Refund Agent&#8221;, instructions=&#8221;You are a refund agent. Help the user with refunds.&#8221;, tools=[execute_refund], ) def place_order(item_name): return &#8220;success&#8221; sales_assistant = Agent( name=&#8221;Sales Assistant&#8221;, instructions=&#8221;You are a sales assistant. Sell the user a product.&#8221;, tools=[place_order], )<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<\/ul>\n<p>\u4e0a\u9762\u4ee3\u7801\u5b9a\u4e49\u4e86\u9000\u8d27\u548c\u9500\u552e\u4ee3\u7406\uff0c\u5206\u522b\u9488\u5bf9\u4e24\u4e2a\u4ee3\u7406\u90fd\u5b9a\u4e49\u4e86\u5de5\u5177\/\u51fd\u6570\uff0c\u534f\u52a9\u4ed6\u4eec\u5b8c\u6210\u5de5\u4f5c\u3002<\/p>\n<h3>Handoff\u8f6c\u4ea4\u529f\u80fd<\/h3>\n<p>\u597d\uff01\u76ee\u524d\uff0c\u6211\u4eec\u5df2\u7ecf\u7406\u89e3\u4e86Routine\u00a0\u5e76\u4e14\u987a\u5229\u4eceRoutine\u7684\u6982\u5ff5\u8fc7\u6e21\u5230\u4e86Agent\uff0c\u8fd8\u8bb0\u5f97\u6211\u4eec\u5728\u201c\u4ec0\u4e48\u662fSwarm\u201d\u7ae0\u8282\u4e2d\u4ecb\u7ecdSwarm\u7ed3\u6784\u7684\u6838\u5fc3\u5c31\u662fAgent\u548cHandoff\uff0c \u63a5\u7740\u6211\u4eec\u5c31\u6765\u4ecb\u7ecdHandoff\u00a0\u529f\u80fd\u3002\u524d\u9762\u7684\u5185\u5bb9\u4e2d\u4e5f\u63d0\u5230\u4e86\uff0c \u5728\u5f53\u524d\u4ee3\u7406\u65e0\u6cd5\u5904\u7406\u5bf9\u5e94\u8bf7\u6c42\u7684\u65f6\u5019\uff0c\u8be5\u4ee3\u7406\u4f1a\u5c06\u8bf7\u6c42\u8f6c\u4ea4\u7ed9\u5176\u4ed6\u4ee3\u7406\u5904\u7406\u3002<\/p>\n<p>\u4e8e\u662f\uff0c\u6211\u4eec\u4fee\u6539\u6267\u884c\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<p>\u590d\u5236<\/p>\n<p>def run_full_turn(agent, messages): # \u521d\u59cb\u5316\u5f53\u524d\u667a\u80fd\u4f53\u4e3a\u4f20\u5165\u7684 agent current_agent = agent # \u8bb0\u5f55\u521d\u59cb\u6d88\u606f\u6570\u91cf\uff0c\u7528\u4e8e\u4e4b\u540e\u8fd4\u56de\u65b0\u589e\u6d88\u606f num_init_messages = len(messages) # \u590d\u5236\u6d88\u606f\u5217\u8868\uff0c\u9632\u6b62\u5bf9\u539f\u59cb\u6d88\u606f\u6570\u636e\u9020\u6210\u5f71\u54cd messages = messages.copy() while True: # \u5c06\u5f53\u524d\u667a\u80fd\u4f53\u7684\u5de5\u5177\u5217\u8868\u8f6c\u5316\u4e3a\u5de5\u5177\u6a21\u5f0f\uff08schemas\uff09\uff0c\u7528\u4e8e API \u8c03\u7528 tool_schemas = [function_to_schema(tool) for tool in current_agent.tools] # \u6784\u9020\u5de5\u5177\u540d\u79f0\u5230\u5de5\u5177\u51fd\u6570\u7684\u6620\u5c04 tools = {tool.__name__: tool for tool in current_agent.tools} # === 1. \u8c03\u7528 OpenAI \u63a5\u53e3\u751f\u6210\u56de\u590d === response = client.chat.completions.create( model=agent.model, # \u5f53\u524d\u667a\u80fd\u4f53\u4f7f\u7528\u7684\u6a21\u578b messages=[{&#8220;role&#8221;: &#8220;system&#8221;, &#8220;content&#8221;: current_agent.instructions}] + messages, # \u5305\u62ec\u7cfb\u7edf\u6d88\u606f\u548c\u5386\u53f2\u5bf9\u8bdd\u5185\u5bb9 tools=tool_schemas or None, # \u63d0\u4f9b\u5de5\u5177\u7684\u6a21\u5f0f\u5b9a\u4e49 ) # \u83b7\u53d6\u751f\u6210\u7684\u6d88\u606f message = response.choices[0].message # \u5c06\u56de\u590d\u6d88\u606f\u6dfb\u52a0\u5230\u5386\u53f2\u8bb0\u5f55\u4e2d messages.append(message) # \u5982\u679c\u6d88\u606f\u5305\u542b\u6587\u672c\u5185\u5bb9\uff0c\u5219\u6253\u5370\u5f53\u524d\u667a\u80fd\u4f53\u7684\u56de\u590d if message.content: print(f&#8221;{current_agent.name}:&#8221;, message.content) # \u5982\u679c\u6ca1\u6709\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\uff0c\u5219\u9000\u51fa\u5faa\u73af if not message.tool_calls: break # === 2. \u5904\u7406\u5de5\u5177\u8c03\u7528 === for tool_call in message.tool_calls: # \u6267\u884c\u5de5\u5177\u8c03\u7528\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c result = execute_tool_call(tool_call, tools, current_agent.name) # \u5982\u679c\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u662f\u4e00\u4e2a\u65b0\u7684\u667a\u80fd\u4f53\u5bf9\u8c61\uff0c\u5219\u8fdb\u884c\u5207\u6362 if type(result) is Agent: current_agent = result # \u66f4\u65b0\u5f53\u524d\u667a\u80fd\u4f53\u4e3a\u65b0\u7684\u667a\u80fd\u4f53 result = ( f&#8221;Transfered to {current_agent.name}. Adopt persona immediately.&#8221; ) # \u751f\u6210\u5207\u6362\u901a\u77e5 # \u5c06\u5de5\u5177\u8c03\u7528\u7684\u7ed3\u679c\u4f5c\u4e3a\u6d88\u606f\u6dfb\u52a0\u5230\u5386\u53f2\u8bb0\u5f55\u4e2d result_message = { &#8220;role&#8221;: &#8220;tool&#8221;, &#8220;tool_call_id&#8221;: tool_call.id, &#8220;content&#8221;: result, } messages.append(result_message) # ==== 3. \u8fd4\u56de\u6700\u540e\u4f7f\u7528\u7684\u667a\u80fd\u4f53\u548c\u65b0\u589e\u7684\u6d88\u606f\u8bb0\u5f55 ==== return Response(agent=current_agent, messages=messages[num_init_messages:]) def execute_tool_call(tool_call, tools, agent_name): # \u63d0\u53d6\u5de5\u5177\u540d\u79f0 name = tool_call.function.name # \u89e3\u6790\u5de5\u5177\u8c03\u7528\u7684\u53c2\u6570 args = json.loads(tool_call.function.arguments) # \u6253\u5370\u5de5\u5177\u8c03\u7528\u7684\u8be6\u7ec6\u4fe1\u606f print(f&#8221;{agent_name}:&#8221;, f&#8221;{name}({args})&#8221;) # \u8c03\u7528\u5bf9\u5e94\u7684\u5de5\u5177\u51fd\u6570\u5e76\u8fd4\u56de\u5176\u7ed3\u679c return tools[name](**args)<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<li>62.<\/li>\n<li>63.<\/li>\n<li>64.<\/li>\n<li>65.<\/li>\n<li>66.<\/li>\n<li>67.<\/li>\n<li>68.<\/li>\n<\/ul>\n<p>\u6211\u4eec\u628a\u76ee\u5149\u653e\u5230\u4e0eHandoff\u00a0\u76f8\u5173\u7684\u7ec6\u8282\u4e0a\uff0c\u5de5\u5177\u8c03\u7528\u8fd4\u56de\u667a\u80fd\u4f53\u5bf9\u8c61\u3002\u5728\u5904\u7406\u5de5\u5177\u8c03\u7528\u65f6\uff0cexecute_tool_call \u7684\u8fd4\u56de\u7ed3\u679c\u662f Agent \u5bf9\u8c61\uff0c\u8bf4\u660e\u8be5\u5de5\u5177\u65e0\u6cd5\u5b8c\u6210\u7528\u6237\u7684\u8bf7\u6c42\uff0c\u901a\u8fc7\u8fd4\u56deAgent\u7684\u65b9\u5f0f\u8ba9\u8bf7\u6c42\u5207\u6362\u5230\u5176\u4ed6Agent\u4e2d\u53bb\u3002\u8fd9\u91cc\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6211\u4eec\u5c06Handoff\u7684\u52a8\u4f5c\u4e5f\u5c01\u88c5\u6210\u4e86\u51fd\u6570\uff0c\u8be5\u51fd\u6570\u4f1a\u76f4\u63a5\u8fd4\u56de\u8981\u5207\u6362\u5230\u7684Agent\u5bf9\u8c61\uff0c\u4ed6\u7684\u5177\u4f53\u5e94\u7528\u5c31\u5728\u6b64\u5904\u3002<\/p>\n<p>\u5728run_full_turn\u51fd\u6570\u4e2d\u901a\u8fc7 type(result) \u5224\u65ad\uff0c\u5982\u679c\u8fd4\u56de\u7684\u662f Agent \u7c7b\u578b\uff0c\u5219\u8bf4\u660e\u9700\u8981\u8fdb\u884c\u667a\u80fd\u4f53\u5207\u6362\u3002<\/p>\n<p>\u590d\u5236<\/p>\n<p># \u6267\u884c\u5de5\u5177\u8c03\u7528\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c result = execute_tool_call(tool_call, tools, current_agent.name) if type(result) is Agent: # \u5982\u679c\u5de5\u5177\u8c03\u7528\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684 Agent current_agent = result # \u66f4\u65b0\u5f53\u524d\u667a\u80fd\u4f53 result = ( f&#8221;Transfered to {current_agent.name}. Adopt persona immediately.&#8221; ) # \u901a\u77e5\u7528\u6237\u667a\u80fd\u4f53\u5207\u6362<\/p>\n<ul>\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u52a8\u6001\u66f4\u65b0 current_agent \u7684\u5de5\u5177\u548c\u8bf4\u660e\uff0c\u786e\u4fdd\u5207\u6362\u540e\u7684\u884c\u4e3a\u7b26\u5408\u76ee\u6807\u667a\u80fd\u4f53\u7684\u80fd\u529b\u3002\u4e3a\u4e86\u8ba9\u5bf9\u8bdd\u8bb0\u5f55\u5ef6\u7eed\uff0c\u9700\u8981\u901a\u8fc7\u6d88\u606f\u5217\u8868\u7684\u590d\u5236\u548c\u6269\u5c55\uff08messages.copy()\uff09\uff0c\u4fdd\u7559\u4e86\u6240\u6709\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<h3>\u603b\u7ed3<\/h3>\n<p>Swarm \u4f5c\u4e3a OpenAI \u7684\u5b9e\u9a8c\u6027\u6846\u67b6\uff0c\u65e8\u5728\u89e3\u51b3\u590d\u6742\u573a\u666f\u4e0b\u591a\u4ee3\u7406\u534f\u4f5c\u95ee\u9898\u3002AI \u4ee3\u7406\u5177\u5907\u81ea\u4e3b\u611f\u77e5\u3001\u51b3\u7b56\u548c\u884c\u52a8\u80fd\u529b\uff0cSwarm \u5219\u8ba9\u591a\u4e2a\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u5f3a\u5927\u7684\u4efb\u52a1\u5206\u89e3\u548c\u52a8\u6001\u8c03\u5ea6\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u573a\u666f\uff0c\u5982\u822a\u7a7a\u516c\u53f8\u5ba2\u6237\u670d\u52a1\u7b49\u3002\u5728\u5b9e\u6218\u793a\u4f8b\u4e2d\uff0c\u901a\u8fc7\u4ee3\u7801\u5c55\u793a\u4e86\u591a\u8bed\u8a00\u4ee3\u7406\u5207\u6362\u529f\u80fd\uff0c\u4f53\u73b0\u4e86 Swarm \u7684\u6838\u5fc3\u65b9\u6cd5\u3001\u4ee3\u7406\u3001\u51fd\u6570\u7b49\u6982\u5ff5\u53ca\u529f\u80fd\u3002\u6df1\u5165\u539f\u7406\u90e8\u5206\uff0cRoutine \u662f\u57fa\u7840\u5355\u5143\uff0c\u6267\u884c Routine \u9700\u5b9e\u73b0\u51fd\u6570\u5b9a\u4e49\u3001\u63a5\u53e3\u548c\u8c03\u7528\u7b49\u73af\u8282\uff0cAgent \u662f\u5f3a\u5316\u7248 Routine\uff0c\u7ed3\u5408\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u80fd\u529b\uff0cHandoff \u529f\u80fd\u53ef\u5728\u4ee3\u7406\u65e0\u6cd5\u5904\u7406\u8bf7\u6c42\u65f6\u8fdb\u884c\u4efb\u52a1\u8f6c\u4ea4\uff0c\u901a\u8fc7\u4e00\u7cfb\u5217\u64cd\u4f5c\u786e\u4fdd\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u5ef6\u7eed\u53ca\u667a\u80fd\u4f53\u5207\u6362\u540e\u7684\u884c\u4e3a\u7b26\u5408\u8981\u6c42\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23259\" class=\"pvc_stats total_only  \" data-element-id=\"23259\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 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