{"id":15320,"date":"2023-10-16T15:59:46","date_gmt":"2023-10-16T07:59:46","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=15320"},"modified":"2023-10-16T15:59:46","modified_gmt":"2023-10-16T07:59:46","slug":"%e7%8b%82%e6%8f%bd10k-star%ef%bc%8c%e5%be%ae%e8%bd%afautogen%e6%a1%86%e6%9e%b6%e5%a4%aa%e7%81%ab%e4%ba%86%ef%bc%8c%e6%99%ba%e8%83%bd%e4%bd%93%e8%81%8a%e8%81%8a%e5%a4%a9%e5%b0%b1%e6%8a%8a%e9%97%ae","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/10\/16\/15320\/","title":{"rendered":"\u72c2\u63fd10k star\uff0c\u5fae\u8f6fAutoGen\u6846\u67b6\u592a\u706b\u4e86\uff0c\u667a\u80fd\u4f53\u804a\u804a\u5929\u5c31\u628a\u95ee\u9898\u89e3\u51b3\u4e86"},"content":{"rendered":"<div class=\"article-desc\">\u6b63\u5982\u7f51\u53cb\u6240\u8bf4\u7684\uff0c\u501f\u52a9 AutoGen\uff0c\u4ee5\u540e\u5b8c\u6210\u67d0\u9879\u4efb\u52a1\uff0c\u7528\u6237\u53ea\u9700\u7ed9\u51fa\u9700\u6c42\uff0c\u6572\u4e0b\u56de\u8f66\uff0c\u4e2d\u95f4\u8fc7\u7a0b\u5b8c\u5168\u4e0d\u7528\u7ba1\uff0c\u4efb\u52a1\u81ea\u52a8\u5c31\u5b8c\u6210\u4e86\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-0719ea8d=\"\" data-element=\"root\">\n<p>\u4e00\u4e2a\u9879\u76ee\uff0c\u7528\u4e86\u77ed\u77ed\u4e24\u4e2a\u661f\u671f\u7684\u65f6\u95f4\uff0c\u661f\u6807\u91cf\u4ece 390 \u72c2\u589e\u5230 10K\uff0c\u5e76\u5728 Discord \u4e0a\u5438\u5f15\u4e86 5000 \u591a\u540d\u6210\u5458\uff0c\u5982\u6b64\u7206\u706b\u7684\u9879\u76ee\u4fbf\u662f\u5fae\u8f6f\u6700\u8fd1\u53d1\u5e03\u7684\u5168\u65b0\u5de5\u5177 AutoGen\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15322\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/756f33a0578f645f76c066c929b77480f33d70.png\" width=\"1080\" height=\"369\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/756f33a0578f645f76c066c929b77480f33d70.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/756f33a0578f645f76c066c929b77480f33d70-300x103.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/756f33a0578f645f76c066c929b77480f33d70-1024x350.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/756f33a0578f645f76c066c929b77480f33d70-768x262.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u5c06 AutoGen \u7406\u89e3\u4e3a\u4e00\u4e2a\u6846\u67b6\uff0c\u5176\u5141\u8bb8\u591a\u4e2a LLM \u667a\u80fd\u4f53\u901a\u8fc7\u804a\u5929\u6765\u89e3\u51b3\u4efb\u52a1\u3002LLM \u667a\u80fd\u4f53\u53ef\u4ee5\u626e\u6f14\u5404\u79cd\u89d2\u8272\uff0c\u5982\u7a0b\u5e8f\u5458\u3001\u8bbe\u8ba1\u5e08\uff0c\u6216\u8005\u662f\u5404\u79cd\u89d2\u8272\u7684\u7ec4\u5408\uff0c\u5bf9\u8bdd\u8fc7\u7a0b\u5c31\u628a\u4efb\u52a1\u89e3\u51b3\u4e86\u3002<\/p>\n<p>\u4e0d\u4ec5\u5982\u6b64\uff0cAutoGen \u662f\u53ef\u5b9a\u5236\u7684\u3001\u53ef\u5bf9\u8bdd\u7684\uff0c\u5e76\u4e14\u5141\u8bb8\u4eba\u7c7b\u53c2\u4e0e\u3002AutoGen \u7684\u8fd0\u4f5c\u65b9\u5f0f\u5305\u62ec\u501f\u52a9 LLM \u5b8c\u6210\u4efb\u52a1\u3001\u4eba\u7c7b\u8f93\u5165\u548c\u5404\u79cd\u5de5\u5177\u7684\u76f8\u4e92\u7ec4\u5408\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15323\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a99bbe62441927a71bc432e99da30c8721cd66.png\" width=\"1080\" height=\"346\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a99bbe62441927a71bc432e99da30c8721cd66.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a99bbe62441927a71bc432e99da30c8721cd66-300x96.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a99bbe62441927a71bc432e99da30c8721cd66-1024x328.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/a99bbe62441927a71bc432e99da30c8721cd66-768x246.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/autogen<\/p>\n<p>\u6709\u7528\u8fc7\u8be5\u9879\u76ee\u7684\u7528\u6237\u7ed9\u4e0e\u4e86\u6781\u9ad8\u7684\u8bc4\u4ef7\uff0c\u8868\u793a\u9053\uff1a\u300c\u7ed9\u51fa\u9700\u6c42\uff0c\u6572\u4e0b\u56de\u8f66\uff0c\u4e2d\u95f4\u8fc7\u7a0b\u5b8c\u5168\u4e0d\u7528\u7ba1\u2026\u2026\u300d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15324\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e68f42f53fed365c2bc274c1f7bcc881c69078.png\" width=\"1002\" height=\"279\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e68f42f53fed365c2bc274c1f7bcc881c69078.png 1002w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e68f42f53fed365c2bc274c1f7bcc881c69078-300x84.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e68f42f53fed365c2bc274c1f7bcc881c69078-768x214.png 768w\" sizes=\"auto, (max-width: 1002px) 100vw, 1002px\" \/><\/p>\n<p>\u8fd8\u6709\u7f51\u53cb\u8868\u793a\uff1a\u300cAutoGen \u5728\u51e0\u79d2\u949f\u5185\u5e2e\u6211\u5236\u4f5c\u4e86\u4e00\u4e2a\u8d2a\u5403\u86c7\u6e38\u620f\u300d\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15325\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/f2e56c391b2f4f645681964b9b57defd798253.gif\" width=\"1079\" height=\"705\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u90a3\u4e48\u5927\u5bb6\u7eb7\u7eb7\u53eb\u597d\u7684\u9879\u76ee\uff0c\u5230\u5e95\u6709\u54ea\u4e9b\u4f18\u70b9\u5462\uff0c\u5177\u4f53\u6765\u8bf4\uff1a<\/p>\n<ul data-id=\"ua73dd4b-ASBZKN5J\">\n<li data-id=\"ld70c578-GWSYDKVY\">AutoGen \u57fa\u4e8e\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\u53ef\u4ee5\u8f7b\u677e\u6784\u5efa\u4e0b\u4e00\u4ee3 LLM \u5e94\u7528\u7a0b\u5e8f\uff0c\u5b83\u7b80\u5316\u4e86\u590d\u6742 LLM \u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u4e86 LLM \u6a21\u578b\u7684\u6027\u80fd\u5e76\u514b\u670d\u4e86\u5b83\u4eec\u7684\u5f31\u70b9\u3002<\/li>\n<li data-id=\"ld70c578-iL2hLW1E\">AutoGen \u652f\u6301\u591a\u79cd\u5bf9\u8bdd\u6a21\u5f0f\uff0c\u56e0\u800c\u5f00\u53d1\u4eba\u5458\u57fa\u4e8e AutoGen \u53ef\u4ee5\u6784\u5efa\u5e7f\u6cdb\u7684\u5bf9\u8bdd\u6a21\u5f0f\u3002<\/li>\n<li data-id=\"ld70c578-6JHBIeOM\">AutoGen \u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u5177\u6709\u4e0d\u540c\u590d\u6742\u6027\u7684\u5de5\u4f5c\u7cfb\u7edf\uff0c\u4e0d\u540c\u9886\u57df\u548c\u5404\u79cd\u5e94\u7528\u90fd\u5305\u542b\u5728\u5185\u3002<\/li>\n<li data-id=\"ld70c578-bmagDDPB\">AutoGen \u63d0\u4f9b\u4e86 openai.Completion \u6216 openai.ChatCompletion \u7684\u76f4\u63a5\u66ff\u4ee3\uff0c\u4f5c\u4e3a\u589e\u5f3a\u63a8\u7406\u7684 API\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15326\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e8c4a07075cb5e4791e563a6eca567e964e794.png\" width=\"1080\" height=\"518\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e8c4a07075cb5e4791e563a6eca567e964e794.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e8c4a07075cb5e4791e563a6eca567e964e794-300x144.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e8c4a07075cb5e4791e563a6eca567e964e794-1024x491.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/e8c4a07075cb5e4791e563a6eca567e964e794-768x368.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u53e6\u5916\uff0c\u9879\u76ee\u4e2d\u4e5f\u7ed9\u51fa\u4e86\u8bb8\u591a\u793a\u4f8b\u6765\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u7684\u8fd0\u7528 AutoGen\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0c\u6839\u636e\u4e00\u4f4d\u7f51\u53cb\u7684\u8bf4\u6cd5\uff0c\u5047\u5982\u60f3\u8981\u5b9e\u73b0\u4e00\u4e2a\u722c\u866b\u7a0b\u5e8f\uff0c\u5e76\u4e14\u6293\u53d6\u5e76\u4fdd\u5b58\u7f51\u9875\u56fe\u7247\u3002\u7528 ChatGPT \u6765\u5b9e\u73b0\u7684\u8bdd\uff0c\u4f1a\u8fd4\u56de\u6267\u884c\u4ee3\u7801\uff0c\u4e00\u822c\u6765\u8bf4\u4ee3\u7801\u4e0d\u80fd\u76f4\u63a5\u4f7f\u7528\uff0c\u9700\u8981\u4eba\u7c7b\u8fdb\u884c\u4fee\u6b63\u3002\u4f46\u662f\uff0c\u5982\u679c\u5c06\u8fd9\u4e2a\u4efb\u52a1\u4ea4\u7ed9 AutoGen\uff0c\u4f60\u53ea\u9700\u8981\u5b9a\u4e49\u51e0\u4e2a\u667a\u80fd\u4f53\u5c31\u53ef\u4ee5\u5b9e\u73b0\u4e86\u3002<\/p>\n<p>\u5982\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u501f\u52a9 AutoGen \u6846\u67b6\uff0c\u4f7f\u7528 MathChat \u89e3\u51b3\u6570\u5b66\u95ee\u9898\u65f6\uff0c\u8fd0\u884c\u4ee3\u7801\u4e2d\u51fa\u73b0\u4e86\u6784\u5efa\u667a\u80fd\u4f53\u8fd9\u4e00\u6b65\u9aa4\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u4e86\u521d\u59cb\u5316\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15327\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22d30630782b2996596908474bc6030bbcdc81.png\" width=\"1080\" height=\"261\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22d30630782b2996596908474bc6030bbcdc81.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22d30630782b2996596908474bc6030bbcdc81-300x73.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22d30630782b2996596908474bc6030bbcdc81-1024x247.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/22d30630782b2996596908474bc6030bbcdc81-768x186.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e0b\u56fe\u663e\u793a\u4e86\u4f7f\u7528 AutoGen \u6784\u5efa\u7684\u516d\u4e2a\u5e94\u7528\u7a0b\u5e8f\u793a\u4f8b\uff0c\u5305\u62ec\u6570\u5b66\u95ee\u9898\u89e3\u51b3\u3001\u591a\u667a\u80fd\u4f53\u7f16\u7801\u3001\u5728\u7ebf\u51b3\u7b56\u5236\u5b9a\u3001\u68c0\u7d22\u589e\u5f3a\u804a\u5929\u3001\u52a8\u6001\u7fa4\u804a\u4ee5\u53ca\u5bf9\u8bdd\u5f0f\u56fd\u9645\u8c61\u68cb\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-15328\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/784e09b35a26237fde80274dccc6293bd73249.png\" width=\"1080\" height=\"489\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/784e09b35a26237fde80274dccc6293bd73249.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/784e09b35a26237fde80274dccc6293bd73249-300x136.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/784e09b35a26237fde80274dccc6293bd73249-1024x464.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/10\/784e09b35a26237fde80274dccc6293bd73249-768x348.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>AutoGen \u8fd8\u6709\u52a9\u4e8e\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8 ChatGPT \u548c GPT-4 \u7b49 LLM \u7684\u6548\u7528\u3002\u5c31\u5982\u524d\u9762\u63d0\u5230\u7684\uff0cAutoGen \u63d0\u4f9b\u4e86 openai.Completion \u6216 openai.ChatCompletion \u7684\u76f4\u63a5\u66ff\u4ee3\uff0c\u8fd8\u6dfb\u52a0\u4e86\u66f4\u591a\u529f\u80fd\uff0c\u5982\u8c03\u4f18\u3001\u7f13\u5b58\u3001\u9519\u8bef\u5904\u7406\u548c\u6a21\u677f\u3002\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u7684\u8c03\u4f18\u6570\u636e\uff0c\u5728\u9884\u7b97\u8303\u56f4\u5185\u6765\u4f18\u5316 LLM \u7684\u751f\u6210\u5185\u5bb9\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">1.   # perform tuning\r\n2.    config, analysis = autogen.Completion.tune (\r\n3.  data=tune_data,\r\n4.    metric=\"success\",\r\n5.    mode=\"max\",\r\n6.   eval_func=eval_func,\r\n7.    inference_budget=0.05,\r\n8.   optimization_budget=3,\r\n9.    num_samples=-1,\r\n10.)\r\n11.# perform inference for a test instance\r\n12\uff0cresponse = autogen.Completion.create (cnotallow=test_instance, **config)<\/code><\/pre>\n<p>\u4ee5\u4e0a\u8fd9\u4e9b\u7528\u4f8b\u663e\u793a\u4e86 AutoGen \u5728\u89e3\u51b3\u5404\u79cd\u95ee\u9898\u4e0a\u7684\u5e7f\u6cdb\u9002\u7528\u6027\uff0c\u4f7f\u5176\u6210\u4e3a\u5f00\u53d1\u8005\u7684\u5b9d\u8d35\u5de5\u5177\u3002\u8fd8\u6ca1\u4f53\u9a8c\u7684\u5c0f\u4f19\u4f34\uff0c\u6839\u636e\u5b98\u65b9\u63d0\u4f9b\u7684\u5b89\u88c5\u6b65\u9aa4\uff0c\u53ef\u4ee5\u4e0a\u624b\u4e00\u8bd5\u4e86\u3002<\/p>\n<ul id=\"code_id_0\" class=\"pre-numbering\"><\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_15320\" class=\"pvc_stats total_only  \" data-element-id=\"15320\" 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=\"\" 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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 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 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