{"id":1337,"date":"2023-02-25T20:05:04","date_gmt":"2023-02-25T12:05:04","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=1337"},"modified":"2023-02-25T20:10:52","modified_gmt":"2023-02-25T12:10:52","slug":"openai-api-%e6%8c%87%e5%8d%97%ef%bc%9a10","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=1337","title":{"rendered":"OpenAI API \u6307\u5357\uff1a10.\u751f\u4ea7\u6700\u4f73\u5b9e\u8df5"},"content":{"rendered":"\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/production-best-practices\"><\/a>\u672c\u6307\u5357\u63d0\u4f9b\u4e86\u4e00\u5957\u5168\u9762\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u53ef\u5e2e\u52a9\u60a8\u4ece\u539f\u578b\u8fc7\u6e21\u5230\u751f\u4ea7\u3002\u65e0\u8bba\u60a8\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u8fd8\u662f\u6700\u8fd1\u7684\u7231\u597d\u8005\uff0c\u672c\u6307\u5357\u90fd\u5e94\u4e3a\u60a8\u63d0\u4f9b\u6210\u529f\u5c06\u5e73\u53f0\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8fd0\u884c\u6240\u9700\u7684\u5de5\u5177\uff1a\u4ece\u4fdd\u62a4\u5bf9 API \u7684\u8bbf\u95ee\u5230\u8bbe\u8ba1\u53ef\u4ee5\u5904\u7406\u9ad8\u6d41\u91cf\u7684\u5f3a\u5927\u67b6\u6784\u3002\u4f7f\u7528\u672c\u6307\u5357\u53ef\u5e2e\u52a9\u5236\u5b9a\u8ba1\u5212\uff0c\u4ee5\u5c3d\u53ef\u80fd\u987a\u5229\u6709\u6548\u5730\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\">Production best practices &#8211; OpenAI API<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/setting-up-your-organization\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/setting-up-your-organization\">\u8bbe\u7f6e\u60a8\u7684\u7ec4\u7ec7<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/login\">\u767b\u5f55<\/a>&nbsp;OpenAI \u5e10\u6237\u540e\uff0c\u60a8\u53ef\u4ee5\u5728\u7ec4\u7ec7\u8bbe\u7f6e\u4e2d\u627e\u5230\u60a8\u7684<a href=\"https:\/\/platform.openai.com\/account\/org-settings\">\u7ec4\u7ec7\u540d\u79f0\u548c<\/a>&nbsp;ID\u3002\u7ec4\u7ec7\u540d\u79f0\u662f\u7ec4\u7ec7\u7684\u6807\u7b7e\uff0c\u663e\u793a\u5728\u7528\u6237\u754c\u9762\u4e2d\u3002\u7ec4\u7ec7 ID \u662f\u7ec4\u7ec7\u7684\u552f\u4e00\u6807\u8bc6\u7b26\uff0c\u53ef\u7528\u4e8e API \u8bf7\u6c42\u3002<\/p>\n\n\n\n<p>\u5c5e\u4e8e\u591a\u4e2a\u7ec4\u7ec7\u7684\u7528\u6237\u53ef\u4ee5<a href=\"https:\/\/platform.openai.com\/docs\/api-reference\/requesting-organization\">\u4f20\u9012\u6807\u5934<\/a>\u4ee5\u6307\u5b9a\u7528\u4e8e API \u8bf7\u6c42\u7684\u7ec4\u7ec7\u3002\u8fd9\u4e9b API \u8bf7\u6c42\u7684\u4f7f\u7528\u91cf\u5c06\u8ba1\u5165\u6307\u5b9a\u7ec4\u7ec7\u7684\u914d\u989d\u3002\u5982\u679c\u672a\u63d0\u4f9b\u6807\u5934\uff0c\u5219\u5c06\u5bf9<a href=\"https:\/\/platform.openai.com\/account\/api-keys\">\u9ed8\u8ba4\u7ec4\u7ec7<\/a>\u8ba1\u8d39\u3002\u60a8\u53ef\u4ee5\u5728<a href=\"https:\/\/platform.openai.com\/account\/api-keys\">\u7528\u6237\u8bbe\u7f6e<\/a>\u4e2d\u66f4\u6539\u9ed8\u8ba4\u7ec4\u7ec7\u3002<\/p>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4ece\u6210\u5458\u8bbe\u7f6e\u9875\u9762\u9080\u8bf7\u65b0<a href=\"https:\/\/platform.openai.com\/account\/members\">\u6210\u5458<\/a>\u52a0\u5165\u60a8\u7684\u7ec4\u7ec7\u3002\u6210\u5458\u53ef\u4ee5\u662f<strong>\u8bfb\u8005<\/strong>\u6216<strong>\u6240\u6709\u8005<\/strong>\u3002\u8bfb\u8005\u53ef\u4ee5\u53d1\u51fa API \u8bf7\u6c42\u5e76\u67e5\u770b\u7ec4\u7ec7\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u800c\u6240\u6709\u8005\u53ef\u4ee5\u4fee\u6539\u8d26\u5355\u4fe1\u606f\u5e76\u7ba1\u7406\u7ec4\u7ec7\u5185\u7684\u6210\u5458\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/managing-billing-limits\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/managing-billing-limits\">\u7ba1\u7406\u8ba1\u8d39\u9650\u5236<\/a><\/h3>\n\n\n\n<p>\u65b0\u7684\u514d\u8d39\u8bd5\u7528\u7528\u6237\u5c06\u83b7\u5f97 18 \u7f8e\u5143\u7684\u521d\u59cb\u4fe1\u7528\u989d\u5ea6\uff0c\u8be5\u4fe1\u7528\u989d\u5ea6\u5c06\u5728\u4e09\u4e2a\u6708\u540e\u8fc7\u671f\u3002\u4fe1\u7528\u989d\u5ea6\u4f7f\u7528\u6216\u8fc7\u671f\u540e\uff0c\u60a8\u53ef\u4ee5\u9009\u62e9\u8f93\u5165<a href=\"https:\/\/platform.openai.com\/account\/billing\/overview\">\u8d26\u5355\u4fe1\u606f<\/a>\u4ee5\u7ee7\u7eed\u4f7f\u7528 API\u3002\u5982\u679c\u672a\u8f93\u5165\u5e10\u5355\u4fe1\u606f\uff0c\u60a8\u4ecd\u5c06\u5177\u6709\u767b\u5f55\u8bbf\u95ee\u6743\u9650\uff0c\u4f46\u65e0\u6cd5\u53d1\u51fa\u4efb\u4f55\u8fdb\u4e00\u6b65\u7684 API \u8bf7\u6c42\u3002<\/p>\n\n\n\n<p>\u8f93\u5165\u8d26\u5355\u4fe1\u606f\u540e\uff0c\u60a8\u5c06\u83b7\u5f97\u6bcf\u6708 120 \u7f8e\u5143\u7684\u6279\u51c6\u4f7f\u7528\u9650\u5236\uff0c\u8be5\u9650\u5236\u7531 OpenAI \u8bbe\u7f6e\u3002\u8981\u5c06\u914d\u989d\u63d0\u9ad8\u5230 $120 \u7684\u6bcf\u6708\u8ba1\u8d39\u9650\u5236\u4e4b\u5916\uff0c\u8bf7\u63d0\u4ea4<a href=\"https:\/\/platform.openai.com\/forms\/quota-increase\">\u914d\u989d\u589e\u52a0\u8bf7\u6c42<\/a>\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60a8\u5e0c\u671b\u5728\u4f7f\u7528\u91cf\u8d85\u8fc7\u7279\u5b9a\u6570\u91cf\u65f6\u6536\u5230\u901a\u77e5\uff0c\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u9650\u5236\u9875\u9762\u8bbe\u7f6e\u8f6f<a href=\"https:\/\/platform.openai.com\/account\/billing\/limits\">\u9650\u5236<\/a>\u3002\u8fbe\u5230\u8f6f\u9650\u5236\u65f6\uff0c\u7ec4\u7ec7\u7684\u6240\u6709\u8005\u5c06\u6536\u5230\u7535\u5b50\u90ae\u4ef6\u901a\u77e5\u3002\u60a8\u8fd8\u53ef\u4ee5\u8bbe\u7f6e\u786c\u9650\u5236\uff0c\u4ee5\u4fbf\u5728\u8fbe\u5230\u786c\u9650\u5236\u540e\uff0c\u4efb\u4f55\u540e\u7eed API \u8bf7\u6c42\u90fd\u5c06\u88ab\u62d2\u7edd\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e9b\u9650\u5236\u662f\u5c3d\u529b\u800c\u4e3a\u7684\uff0c\u5728\u4f7f\u7528\u548c\u5f3a\u5236\u5b9e\u65bd\u7684\u9650\u5236\u4e4b\u95f4\u53ef\u80fd\u4f1a\u6709 5 \u5230 10 \u5206\u949f\u7684\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/api-keys\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/api-keys\">\u63a5\u53e3\u5bc6\u94a5<\/a><\/h3>\n\n\n\n<p>OpenAI API \u4f7f\u7528 API \u5bc6\u94a5\u8fdb\u884c\u8eab\u4efd\u9a8c\u8bc1\u3002\u8bbf\u95ee\u60a8\u7684 API \u5bc6\u94a5\u9875\u9762\uff0c\u68c0\u7d22\u60a8\u5c06\u5728\u8bf7\u6c42\u4e2d\u4f7f\u7528\u7684&nbsp;<a href=\"https:\/\/platform.openai.com\/account\/api-keys\">API \u5bc6\u94a5<\/a>\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u63a7\u5236\u8bbf\u95ee\u7684\u4e00\u79cd\u76f8\u5bf9\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u4f46\u60a8\u5fc5\u987b\u8b66\u60d5\u4fdd\u62a4\u8fd9\u4e9b\u5bc6\u94a5\u3002\u907f\u514d\u5728\u4ee3\u7801\u6216\u516c\u5171\u5b58\u50a8\u5e93\u4e2d\u516c\u5f00 API \u5bc6\u94a5;\u76f8\u53cd\uff0c\u8bf7\u5c06\u5b83\u4eec\u5b58\u50a8\u5728\u5b89\u5168\u7684\u4f4d\u7f6e\u3002\u5e94\u4f7f\u7528\u73af\u5883\u53d8\u91cf\u6216\u673a\u5bc6\u7ba1\u7406\u670d\u52a1\u5411\u5e94\u7528\u7a0b\u5e8f\u516c\u5f00\u5bc6\u94a5\uff0c\u8fd9\u6837\u5c31\u65e0\u9700\u5728\u4ee3\u7801\u5e93\u4e2d\u5bf9\u5bc6\u94a5\u8fdb\u884c\u786c\u7f16\u7801\u3002\u6709\u5173\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u6211\u4eec\u7684&nbsp;<a href=\"https:\/\/help.openai.com\/en\/articles\/5112595-best-practices-for-api-key-safety\" target=\"_blank\" rel=\"noreferrer noopener\">API \u5bc6\u94a5\u5b89\u5168\u6700\u4f73\u5b9e\u8df5<\/a>\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/staging-accounts\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/staging-accounts\">\u6682\u5b58\u5e10\u6237<\/a><\/h3>\n\n\n\n<p>\u6269\u5c55\u65f6\uff0c\u53ef\u80fd\u9700\u8981\u4e3a\u8fc7\u6e21\u73af\u5883\u548c\u751f\u4ea7\u73af\u5883\u521b\u5efa\u5355\u72ec\u7684\u7ec4\u7ec7\u3002\u8bf7\u6ce8\u610f\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e24\u4e2a\u5355\u72ec\u7684\u7535\u5b50\u90ae\u4ef6\u5730\u5740\uff08<a href=\"mailto:bob+prod@widgetcorp.com\" target=\"_blank\" rel=\"noreferrer noopener\">\u5982 bob+prod@widgetcorp.com<\/a>&nbsp;\u548c&nbsp;<a href=\"mailto:bob+dev@widgetcorp.com\" target=\"_blank\" rel=\"noreferrer noopener\">bob+dev@widgetcorp.com<\/a>\uff09\u8fdb\u884c\u6ce8\u518c\uff0c\u4ee5\u521b\u5efa\u4e24\u4e2a\u7ec4\u7ec7\u3002\u8fd9\u5c06\u5141\u8bb8\u60a8\u9694\u79bb\u5f00\u53d1\u548c\u6d4b\u8bd5\u5de5\u4f5c\uff0c\u8fd9\u6837\u60a8\u5c31\u4e0d\u4f1a\u610f\u5916\u4e2d\u65ad\u60a8\u7684\u5b9e\u65f6\u5e94\u7528\u7a0b\u5e8f\u3002\u60a8\u8fd8\u53ef\u4ee5\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u9650\u5236\u5bf9\u751f\u4ea7\u7ec4\u7ec7\u7684\u8bbf\u95ee\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/building-your-prototype\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/building-your-prototype\">\u6784\u5efa\u60a8\u7684\u539f\u578b<\/a><\/h2>\n\n\n\n<p>\u5982\u679c\u4f60\u5c1a\u672a\u9605\u8bfb\u5feb\u901f\u5165\u95e8\u6307\u5357\uff0c\u6211\u4eec\u5efa\u8bae\u4f60\u5148\u4ece<a href=\"https:\/\/platform.openai.com\/docs\/quickstart\">\u5165\u95e8\u6307\u5357<\/a>\u5f00\u59cb\uff0c\u7136\u540e\u518d\u6df1\u5165\u9605\u8bfb\u672c\u6307\u5357\u7684\u5176\u4f59\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u521a\u63a5\u89e6OpenAI API\u7684\u4eba\u6765\u8bf4\uff0c\u6211\u4eec\u7684<a href=\"https:\/\/platform.openai.com\/playground\">\u6e38\u4e50\u573a<\/a>\u53ef\u4ee5\u6210\u4e3a\u63a2\u7d22\u5176\u529f\u80fd\u7684\u7edd\u4f73\u8d44\u6e90\u3002\u8fd9\u6837\u505a\u5c06\u5e2e\u52a9\u60a8\u4e86\u89e3\u4ec0\u4e48\u662f\u53ef\u80fd\u7684\uff0c\u4ee5\u53ca\u60a8\u53ef\u80fd\u5e0c\u671b\u5c06\u7cbe\u529b\u96c6\u4e2d\u5728\u4f55\u5904\u3002\u60a8\u8fd8\u53ef\u4ee5\u6d4f\u89c8\u6211\u4eec\u7684<a href=\"https:\/\/platform.openai.com\/examples\">\u793a\u4f8b\u63d0\u793a<\/a>\u3002<\/p>\n\n\n\n<p>\u867d\u7136\u6e38\u4e50\u573a\u662f\u5236\u4f5c\u539f\u578b\u7684\u597d\u5730\u65b9\uff0c\u4f46\u5b83\u4e5f\u53ef\u4ee5\u7528\u4f5c\u5927\u578b\u9879\u76ee\u7684\u5b75\u5316\u533a\u3002\u6e38\u4e50\u573a\u8fd8\u53ef\u4ee5\u8f7b\u677e\u5bfc\u51fa API \u8bf7\u6c42\u7684\u4ee3\u7801\u7247\u6bb5\u5e76\u4e0e\u534f\u4f5c\u8005\u5171\u4eab\u63d0\u793a\uff0c\u4f7f\u5176\u6210\u4e3a\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/additional-tips\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/additional-tips\">\u5176\u4ed6\u63d0\u793a<\/a><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9996\u5148\u786e\u5b9a<\/strong>\u60a8\u5e0c\u671b\u5e94\u7528\u7a0b\u5e8f\u5177\u6709\u7684\u6838\u5fc3\u529f\u80fd\u3002\u8003\u8651\u60a8\u9700\u8981\u7684\u6570\u636e\u8f93\u5165\u3001\u8f93\u51fa\u548c\u6d41\u7a0b\u7684\u7c7b\u578b\u3002\u65e8\u5728\u4f7f\u539f\u578b\u5c3d\u53ef\u80fd\u96c6\u4e2d\uff0c\u4ee5\u4fbf\u60a8\u53ef\u4ee5\u5feb\u901f\u6709\u6548\u5730\u8fdb\u884c\u8fed\u4ee3\u3002<\/li>\n\n\n\n<li><strong>\u9009\u62e9\u60a8\u6700\u719f\u6089<\/strong>\u4e14\u6700\u7b26\u5408\u60a8\u7684\u9879\u76ee\u76ee\u6807\u7684\u7f16\u7a0b\u8bed\u8a00\u548c\u6846\u67b6\u3002\u4e00\u4e9b\u6d41\u884c\u7684\u9009\u9879\u5305\u62ecPython\uff0cJava\u548cNode.js\u3002\u8bf7\u53c2\u9605\u5e93\u652f\u6301\u9875\u9762\uff0c\u4e86\u89e3\u6709\u5173\u6211\u4eec\u7684\u56e2\u961f\u548c\u66f4\u5e7f\u6cdb\u7684\u5f00\u53d1\u4eba\u5458\u793e\u533a\u7ef4\u62a4\u7684<a href=\"https:\/\/platform.openai.com\/docs\/libraries\/community-libraries\">\u5e93<\/a>\u7ed1\u5b9a\u7684\u66f4\u591a\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u5f00\u53d1<strong>\u73af\u5883\u548c\u652f\u6301<\/strong>\uff1a\u4f7f\u7528\u6b63\u786e\u7684\u5de5\u5177\u548c\u5e93\u8bbe\u7f6e\u5f00\u53d1\u73af\u5883\uff0c\u5e76\u786e\u4fdd\u62e5\u6709\u8bad\u7ec3\u6a21\u578b\u6240\u9700\u7684\u8d44\u6e90\u3002\u5229\u7528\u6211\u4eec\u7684\u6587\u6863\u3001<a href=\"https:\/\/community.openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u793e\u533a\u8bba\u575b<\/a>\u548c\u5e2e\u52a9\u4e2d\u5fc3\u83b7\u53d6\u6545\u969c\u6392\u9664<a href=\"https:\/\/help.openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5e2e\u52a9<\/a>\u3002\u5982\u679c\u60a8\u6b63\u5728\u4f7f\u7528 Python \u8fdb\u884c\u5f00\u53d1\uff0c\u8bf7\u67e5\u770b\u6b64\u7ed3\u6784\u5316\u9879\u76ee\u6307\u5357\uff08\u5b58\u50a8\u5e93\u7ed3\u6784\u662f<a href=\"https:\/\/docs.python-guide.org\/writing\/structure\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9879\u76ee<\/a>\u67b6\u6784\u7684\u5173\u952e\u90e8\u5206\uff09\u3002\u8981\u4e0e\u6211\u4eec\u7684\u652f\u6301\u5de5\u7a0b\u5e08\u8054\u7cfb\uff0c\u53ea\u9700\u767b\u5f55\u60a8\u7684\u5e10\u6237\u5e76\u4f7f\u7528\u201c\u5e2e\u52a9\u201d\u6309\u94ae\u5f00\u59cb\u5bf9\u8bdd\u3002<\/li>\n<\/ol>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/techniques-for-improving-reliability-around-prompts\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/techniques-for-improving-reliability-around-prompts\">\u63d0\u9ad8\u63d0\u793a\u53ef\u9760\u6027\u7684\u6280\u672f<\/a><\/h3>\n\n\n\n<p>\u5373\u4f7f\u7ecf\u8fc7\u4ed4\u7ec6\u89c4\u5212\uff0c\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528 GPT-3 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noopener\">\u63d0\u9ad8\u53ef\u9760\u6027\u7684\u6280\u672f<\/a>\u6307\u5357\u3002\u603b\u4f53\u800c\u8a00\uff0c\u5efa\u8bae\u56f4\u7ed5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u4e0d\u53ef\u9760\u7684\u64cd\u4f5c\u5206\u89e3\u4e3a\u66f4\u5c0f\u3001\u66f4\u53ef\u9760\u7684\u64cd\u4f5c\uff08\u4f8b\u5982\uff0c<a href=\"https:\/\/github.com\/openai\/openai-cookbook\/blob\/main\/techniques_to_improve_reliability.md#selection-inference-prompting\" target=\"_blank\" rel=\"noreferrer noopener\">\u9009\u62e9\u63a8\u7406\u63d0\u793a<\/a>)<\/li>\n\n\n\n<li>\u4f7f\u7528\u591a\u4e2a\u6b65\u9aa4\u6216\u591a\u4e2a\u5173\u7cfb\u4f7f\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u9ad8\u4e8e\u4efb\u4f55\u5355\u4e2a\u7ec4\u4ef6\uff08\u4f8b\u5982\uff0c<a href=\"https:\/\/github.com\/openai\/openai-cookbook\/blob\/main\/techniques_to_improve_reliability.md#maieutic-prompting\" target=\"_blank\" rel=\"noreferrer noopener\">maieutic \u63d0\u793a<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/evaluation-and-iteration\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/evaluation-and-iteration\">\u8bc4\u4f30\u548c\u8fed\u4ee3<\/a><\/h2>\n\n\n\n<p>\u5f00\u53d1\u751f\u4ea7\u7cfb\u7edf\u6700\u91cd\u8981\u7684\u65b9\u9762\u4e4b\u4e00\u662f\u5b9a\u671f\u8bc4\u4f30\u548c\u8fed\u4ee3\u5b9e\u9a8c\u3002\u6b64\u8fc7\u7a0b\u5141\u8bb8\u60a8\u6d4b\u91cf\u6027\u80fd\u3001\u89e3\u51b3\u95ee\u9898\u548c\u5fae\u8c03\u6a21\u578b\u4ee5\u63d0\u9ad8\u51c6\u786e\u6027\u548c\u6548\u7387\u3002\u6b64\u8fc7\u7a0b\u7684\u4e00\u4e2a\u5173\u952e\u90e8\u5206\u662f\u4e3a\u529f\u80fd\u521b\u5efa\u8bc4\u4f30\u6570\u636e\u96c6\u3002\u4ee5\u4e0b\u662f\u9700\u8981\u8bb0\u4f4f\u7684\u51e0\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u786e\u4fdd<strong>\u8bc4\u4f30\u96c6\u4ee3\u8868<\/strong>\u6a21\u578b\u5c06\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u3002\u8fd9\u5c06\u4f7f\u60a8\u80fd\u591f\u8bc4\u4f30\u6a21\u578b\u5728\u4ee5\u524d\u4ece\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\u7684\u6027\u80fd\uff0c\u5e76\u5e2e\u52a9\u60a8\u4e86\u89e3\u5b83\u5bf9\u65b0\u60c5\u51b5\u7684\u6cdb\u5316\u7a0b\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u5b9a\u671f\u66f4\u65b0\u8bc4\u4f30\u96c6\uff0c\u4ee5\u786e\u4fdd\u5b83\u968f\u7740<\/strong>\u6a21\u578b\u7684\u53d1\u5c55\u548c\u65b0\u6570\u636e\u7684\u51fa\u73b0\u800c\u4fdd\u6301\u76f8\u5173\u6027\u3002<\/li>\n\n\n\n<li><strong>\u4f7f\u7528\u5404\u79cd\u6307\u6807\u6765\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd<\/strong>\u3002\u6839\u636e\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u548c\u4e1a\u52a1\u6210\u679c\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u51c6\u786e\u6027\u3001\u7cbe\u5ea6\u3001<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.metrics.precision_recall_fscore_support.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u53ec\u56de\u7387\u3001F1 \u5206\u6570\u6216\u5e73\u5747\u7cbe\u5ea6 \uff08MAP\uff09\u3002<\/a>\u6b64\u5916\uff0c\u60a8\u53ef\u4ee5\u5c06\u5fae\u8c03\u4e0e<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/advanced-usage\">\u6743\u91cd\u548c\u504f\u5dee<\/a>\u540c\u6b65\uff0c\u4ee5\u8ddf\u8e2a\u5b9e\u9a8c\u3001\u6a21\u578b\u548c\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n<li><strong>\u5c06\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u57fa\u7ebf\u8fdb\u884c\u6bd4\u8f83<\/strong>\u3002\u8fd9\u5c06\u4f7f\u60a8\u66f4\u597d\u5730\u4e86\u89e3\u6a21\u578b\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\uff0c\u5e76\u6709\u52a9\u4e8e\u6307\u5bfc\u60a8\u672a\u6765\u7684\u5f00\u53d1\u5de5\u4f5c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u901a\u8fc7\u5b9a\u671f\u8bc4\u4f30\u548c\u8fed\u4ee3\u8bd5\u9a8c\uff0c\u60a8\u53ef\u4ee5\u786e\u4fdd GPT \u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u6216\u539f\u578b\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4e0d\u65ad\u6539\u8fdb\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/evaluating-language-models\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/evaluating-language-models\">\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b<\/a><\/h3>\n\n\n\n<p>\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u96be\u4ee5\u8bc4\u4f30\uff0c\u56e0\u4e3a\u8bc4\u4f30\u751f\u6210\u7684\u8bed\u8a00\u7684\u8d28\u91cf\u901a\u5e38\u662f\u4e3b\u89c2\u7684\uff0c\u5e76\u4e14\u6709\u8bb8\u591a\u4e0d\u540c\u7684\u65b9\u6cd5\u53ef\u4ee5\u7528\u8bed\u8a00\u6b63\u786e\u4f20\u8fbe\u76f8\u540c\u7684\u6d88\u606f\u3002\u4f8b\u5982\uff0c\u5728\u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b\u603b\u7ed3\u4e00\u957f\u6bb5\u6587\u672c\u7684\u80fd\u529b\u65f6\uff0c\u6709\u8bb8\u591a\u6b63\u786e\u7684\u6458\u8981\u3002\u8bdd\u867d\u5982\u6b64\uff0c\u8bbe\u8ba1\u826f\u597d\u7684\u8bc4\u4f30\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u8fdb\u6b65\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u8bc4\u4f30\u5957\u4ef6\u9700\u8981\u5168\u9762\u3001\u6613\u4e8e\u8fd0\u884c\u4e14\u901f\u5ea6\u76f8\u5f53\u5feb\uff08\u53d6\u51b3\u4e8e\u6a21\u578b\u5927\u5c0f\uff09\u3002\u5b83\u8fd8\u9700\u8981\u6613\u4e8e\u7ee7\u7eed\u6dfb\u52a0\u5230\u5957\u4ef6\u4e2d\uff0c\u56e0\u4e3a\u4e00\u4e2a\u6708\u7684\u7efc\u5408\u5185\u5bb9\u53ef\u80fd\u4f1a\u5728\u53e6\u4e00\u4e2a\u6708\u8fc7\u65f6\u3002\u6211\u4eec\u5e94\u8be5\u4f18\u5148\u8003\u8651\u62e5\u6709\u591a\u6837\u5316\u7684\u4efb\u52a1\u548c\u4efb\u52a1\uff0c\u4ee5\u8bc6\u522b\u6a21\u578b\u6216\u529f\u80fd\u4e2d\u7684\u5f31\u70b9\uff0c\u8fd9\u4e9b\u5f31\u70b9\u6ca1\u6709\u968f\u7740\u6269\u5c55\u800c\u6539\u8fdb\u3002<\/p>\n\n\n\n<p>\u8bc4\u4f30\u7cfb\u7edf\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u662f\u624b\u52a8\u68c0\u67e5\u5176\u8f93\u51fa\u3002\u5b83\u6b63\u5728\u505a\u4f60\u60f3\u505a\u7684\u4e8b\u5417\uff1f\u8f93\u51fa\u662f\u5426\u9ad8\u8d28\u91cf\uff1f\u5b83\u4eec\u662f\u5426\u4e00\u81f4\uff1f<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/automated-evaluations\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/automated-evaluations\">\u81ea\u52a8\u8bc4\u4f30<\/a><\/h3>\n\n\n\n<p>\u52a0\u5feb\u6d4b\u8bd5\u901f\u5ea6\u7684\u6700\u4f73\u65b9\u6cd5\u662f\u5f00\u53d1\u81ea\u52a8\u8bc4\u4f30\u3002\u4f46\u662f\uff0c\u8fd9\u5728\u66f4\u4e3b\u89c2\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff08\u5982\u6458\u8981\u4efb\u52a1\uff09\u4e2d\u53ef\u80fd\u65e0\u6cd5\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p>\u5f53\u5f88\u5bb9\u6613\u5c06\u6700\u7ec8\u8f93\u51fa\u5206\u7ea7\u4e3a\u6b63\u786e\u6216\u4e0d\u6b63\u786e\u65f6\uff0c\u81ea\u52a8\u8bc4\u4f30\u6548\u679c\u6700\u4f73\u3002\u4f8b\u5982\uff0c\u5982\u679c\u8981\u5fae\u8c03\u5206\u7c7b\u5668\u4ee5\u5c06\u6587\u672c\u5b57\u7b26\u4e32\u5206\u7c7b\u4e3a A \u7c7b\u6216 B \u7c7b\uff0c\u5219\u76f8\u5f53\u7b80\u5355\uff1a\u4f7f\u7528\u793a\u4f8b\u8f93\u5165\u548c\u8f93\u51fa\u5bf9\u521b\u5efa\u4e00\u4e2a\u6d4b\u8bd5\u96c6\uff0c\u5728\u8f93\u5165\u4e0a\u8fd0\u884c\u7cfb\u7edf\uff0c\u7136\u540e\u6839\u636e\u6b63\u786e\u7684\u8f93\u51fa\u5bf9\u7cfb\u7edf\u8f93\u51fa\u8fdb\u884c\u5206\u7ea7\uff08\u67e5\u770b\u51c6\u786e\u6027\u3001F1 \u5206\u6570\u3001\u4ea4\u53c9\u71b5\u7b49\u6307\u6807\uff09\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60a8\u7684\u8f93\u51fa\u662f\u534a\u5f00\u653e\u5f0f\u7684\uff0c\u5c31\u50cf\u4f1a\u8bae\u8bb0\u5f55\u6458\u8981\u5668\u4e00\u6837\uff0c\u90a3\u4e48\u5b9a\u4e49\u6210\u529f\u53ef\u80fd\u4f1a\u66f4\u68d8\u624b\uff1a\u4f8b\u5982\uff0c\u662f\u4ec0\u4e48\u8ba9\u4e00\u4e2a\u6458\u8981\u6bd4\u53e6\u4e00\u4e2a\u66f4\u597d\uff1f\u5728\u8fd9\u91cc\uff0c\u53ef\u80fd\u7684\u6280\u672f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u201c\u9ec4\u91d1\u6807\u51c6\u201d\u7b54\u6848\u7f16\u5199\u4e00\u4e2a\u6d4b\u8bd5\uff0c\u7136\u540e\u6d4b\u91cf\u6bcf\u4e2a\u9ec4\u91d1\u6807\u51c6\u7b54\u6848\u548c\u7cfb\u7edf\u8f93\u51fa\u4e4b\u95f4\u7684\u67d0\u79cd\u76f8\u4f3c\u6027\u5206\u6570\uff08\u6211\u4eec\u5df2\u7ecf\u770b\u5230<a href=\"https:\/\/platform.openai.com\/docs\/guides\/embeddings\">\u5d4c\u5165\u5728\u8fd9\u65b9\u9762<\/a>\u6548\u679c\u5f88\u597d\uff09<\/li>\n\n\n\n<li>\u6784\u5efa\u4e00\u4e2a\u9274\u522b\u5668\u7cfb\u7edf\u6765\u5224\u65ad\/\u6392\u540d\u8f93\u51fa\uff0c\u7136\u540e\u7ed9\u8be5\u9274\u522b\u5668\u4e00\u7ec4\u8f93\u51fa\uff0c\u5176\u4e2d\u4e00\u4e2a\u7531\u88ab\u6d4b\u7cfb\u7edf\u751f\u6210\uff08\u8fd9\u751a\u81f3\u53ef\u4ee5\u662f GPT \u6a21\u578b\uff0c\u8be2\u95ee\u95ee\u9898\u662f\u5426\u88ab\u7ed9\u5b9a\u8f93\u51fa\u6b63\u786e\u56de\u7b54\uff09<\/li>\n\n\n\n<li>\u5efa\u7acb\u4e00\u4e2a\u8bc4\u4f30\u6a21\u578b\uff0c\u68c0\u67e5\u7b54\u6848\u7ec4\u6210\u90e8\u5206\u7684\u771f\u5b9e\u6027;\u4f8b\u5982\uff0c\u68c0\u6d4b\u5f15\u7528\u662f\u5426\u5b9e\u9645\u51fa\u73b0\u5728\u7ed9\u5b9a\u6587\u672c\u4e2d<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u975e\u5e38\u5f00\u653e\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u521b\u610f\u6545\u4e8b\u4f5c\u8005\uff0c\u81ea\u52a8\u8bc4\u4f30\u66f4\u52a0\u56f0\u96be\u3002\u5c3d\u7ba1\u6709\u53ef\u80fd\u5f00\u53d1\u8d28\u91cf\u6307\u6807\u6765\u67e5\u770b\u62fc\u5199\u9519\u8bef\u3001\u5355\u8bcd\u591a\u6837\u6027\u548c\u53ef\u8bfb\u6027\u5206\u6570\uff0c\u4f46\u8fd9\u4e9b\u6307\u6807\u5e76\u4e0d\u80fd\u771f\u6b63\u6355\u6349\u5230\u4e00\u7bc7\u6587\u7ae0\u7684\u521b\u610f\u8d28\u91cf\u3002\u5728\u627e\u4e0d\u5230\u597d\u7684\u81ea\u52a8\u5316\u6307\u6807\u7684\u60c5\u51b5\u4e0b\uff0c\u4eba\u5de5\u8bc4\u4f30\u4ecd\u7136\u662f\u6700\u4f73\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/example-procedure-for-evaluating-a-gpt-3-based-system\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/example-procedure-for-evaluating-a-gpt-3-based-system\">\u8bc4\u4f30\u57fa\u4e8e GPT-3 \u7684\u7cfb\u7edf\u7684\u793a\u4f8b\u8fc7\u7a0b<\/a><\/h3>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u4e2a\u4f8b\u5b50\uff0c\u8ba9\u6211\u4eec\u8003\u8651\u6784\u5efa\u57fa\u4e8e\u68c0\u7d22\u7684\u95ee\u7b54\u7cfb\u7edf\u7684\u60c5\u51b5\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u68c0\u7d22\u7684\u95ee\u7b54\u7cfb\u7edf\u6709\u4e24\u4e2a\u6b65\u9aa4\u3002\u9996\u5148\uff0c\u7528\u6237\u7684\u67e5\u8be2\u7528\u4e8e\u5bf9\u77e5\u8bc6\u5e93\u4e2d\u53ef\u80fd\u76f8\u5173\u7684\u6587\u6863\u8fdb\u884c\u6392\u540d\u3002\u5176\u6b21\uff0cGPT-3 \u83b7\u5f97\u6392\u540d\u9760\u524d\u7684\u6587\u6863\uff0c\u5e76\u8981\u6c42\u751f\u6210\u67e5\u8be2\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8fdb\u884c\u8bc4\u4f30\u4ee5\u8861\u91cf\u6bcf\u4e2a\u6b65\u9aa4\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u641c\u7d22\u6b65\u9aa4\uff0c\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u751f\u6210\u4e00\u4e2a\u5305\u542b ~100 \u4e2a\u95ee\u9898\u7684\u6d4b\u8bd5\u96c6\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u95ee\u9898\u751f\u6210\u4e00\u7ec4\u6b63\u786e\u7684\u6587\u6863<\/li>\n\n\n\n<li>\u5982\u679c\u60a8\u6709\u4efb\u4f55\u95ee\u9898\uff0c\u8fd9\u4e9b\u95ee\u9898\u53ef\u4ee5\u6765\u81ea\u7528\u6237\u6570\u636e;\u5426\u5219\uff0c\u60a8\u53ef\u4ee5\u53d1\u660e\u4e00\u7ec4\u98ce\u683c\u548c\u96be\u5ea6\u4e0d\u540c\u7684\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u6bcf\u4e2a\u95ee\u9898\uff0c\u8bf7\u8ba9\u4e00\u4e2a\u4eba\u624b\u52a8\u641c\u7d22\u77e5\u8bc6\u5e93\u5e76\u8bb0\u5f55\u5305\u542b\u7b54\u6848\u7684\u6587\u6863\u96c6\u3002<\/li>\n\n\n\n<li>\u5176\u6b21\uff0c\u4f7f\u7528\u6d4b\u8bd5\u96c6\u5bf9\u7cfb\u7edf\u7684\u6027\u80fd\u8fdb\u884c\u8bc4\u5206<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u6bcf\u4e2a\u95ee\u9898\uff0c\u4f7f\u7528\u7cfb\u7edf\u5bf9\u5019\u9009\u6587\u6863\u8fdb\u884c\u6392\u540d\uff08\u4f8b\u5982\uff0c\u901a\u8fc7\u6587\u6863\u5d4c\u5165\u4e0e\u67e5\u8be2\u5d4c\u5165\u7684\u4f59\u5f26\u76f8\u4f3c\u6027\uff09\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u5019\u9009\u6587\u6863\u81f3\u5c11\u5305\u542b 1 \u4e2a\u6765\u81ea\u7b54\u6848\u952e\u7684\u76f8\u5173\u6587\u6863\uff0c\u5219\u53ef\u4ee5\u4ee5\u4e8c\u8fdb\u5236\u51c6\u786e\u6027\u5206\u6570 1 \u5bf9\u7ed3\u679c\u8fdb\u884c\u8bc4\u5206\uff0c\u5426\u5219\u5219\u4e3a 0<\/li>\n\n\n\n<li>\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528\u8fde\u7eed\u6307\u6807\uff0c\u5982\u5e73\u5747\u5012\u6570\u6392\u540d\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u533a\u5206\u63a5\u8fd1\u6b63\u786e\u6216\u8fdc\u975e\u6b63\u786e\u7684\u7b54\u6848\uff08\u4f8b\u5982\uff0c\u5982\u679c\u6b63\u786e\u7684\u6587\u6863\u662f\u6392\u540d 1\uff0c\u5219\u5f97\u5206\u4e3a 1\/2\uff0c\u5982\u679c\u6392\u540d 3\uff0c\u5219\u5f97\u5206\u4e3a &lt;&gt;\/&lt;&gt;\uff0c\u5982\u679c\u6392\u540d &lt;&gt;\uff0c\u5219\u5f97\u5206\u4e3a &lt;&gt;\/&lt;&gt;\uff0c\u7b49\u7b49\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u4e8e\u95ee\u7b54\u6b65\u9aa4\uff0c\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u751f\u6210\u4e00\u4e2a\u5305\u542b ~100 \u7ec4 {\u95ee\u9898\u3001\u76f8\u5173\u6587\u672c\u3001\u6b63\u786e\u7b54\u6848} \u7684\u6d4b\u8bd5\u96c6<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u95ee\u9898\u548c\u76f8\u5173\u6587\u672c\uff0c\u8bf7\u4f7f\u7528\u4e0a\u8ff0\u6570\u636e<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u6b63\u786e\u7b54\u6848\uff0c\u8bf7\u8ba9\u4e00\u4e2a\u4eba\u5199\u4e0b~100\u4e2a\u4f8b\u5b50\uff0c\u8bf4\u660e\u4e00\u4e2a\u597d\u7684\u7b54\u6848\u662f\u4ec0\u4e48\u6837\u5b50\u7684\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5176\u6b21\uff0c\u4f7f\u7528\u6d4b\u8bd5\u96c6\u5bf9\u7cfb\u7edf\u7684\u6027\u80fd\u8fdb\u884c\u8bc4\u5206<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u6bcf\u4e2a\u95ee\u9898\u548c\u6587\u672c\u5bf9\uff0c\u5c06\u5b83\u4eec\u7ec4\u5408\u6210\u4e00\u4e2a\u63d0\u793a\uff0c\u5e76\u5c06\u63d0\u793a\u63d0\u4ea4\u7ed9 GPT-3<\/li>\n\n\n\n<li>\u63a5\u4e0b\u6765\uff0c\u5c06 GPT-3 \u7684\u7b54\u6848\u4e0e\u4eba\u7c7b\u7f16\u5199\u7684\u9ec4\u91d1\u6807\u51c6\u7b54\u6848\u8fdb\u884c\u6bd4\u8f83<\/li>\n\n\n\n<li>\u8fd9\u79cd\u6bd4\u8f83\u53ef\u4ee5\u662f\u624b\u52a8\u7684\uff0c\u4eba\u4eec\u5e76\u6392\u67e5\u770b\u5b83\u4eec\u5e76\u8bc4\u5206 GPT-3 \u7b54\u6848\u662f\u5426\u6b63\u786e\/\u9ad8\u8d28\u91cf<\/li>\n\n\n\n<li>\u8fd9\u79cd\u6bd4\u8f83\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u5d4c\u5165\u76f8\u4f3c\u6027\u5206\u6570\u6216\u5176\u4ed6\u65b9\u6cd5\u6765\u81ea\u52a8\u5316\uff08\u81ea\u52a8\u5316\u65b9\u6cd5\u53ef\u80fd\u4f1a\u6709\u566a\u97f3\uff0c\u4f46\u53ea\u8981\u5b83\u662f\u65e0\u504f\u7684\uff0c\u5e76\u4e14\u5728\u4f60\u6b63\u5728\u6d4b\u8bd5\u7684\u4e0d\u540c\u7c7b\u578b\u7684\u6a21\u578b\u4e2d\u540c\u6837\u5608\u6742\uff0c\u566a\u58f0\u5c31\u53ef\u4ee5\u4e86\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u5f53\u7136\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u4f8b\u5b50\uff0c\u5728\u65e9\u671f\u9636\u6bb5\uff0c\u4f60\u53ef\u80fd\u4f1a\u4ece\u4e00\u4e2a\u66f4\u5bb9\u6613\u751f\u6210\u7684\u8f83\u5c0f\u96c6\u5408\u5f00\u59cb\uff0c\u800c\u5728\u540e\u671f\u9636\u6bb5\uff0c\u4f60\u53ef\u80fd\u4f1a\u6295\u8d44\u4e00\u4e2a\u66f4\u5927\u7684\u96c6\u5408\uff0c\u5b83\u7684\u6210\u672c\u66f4\u9ad8\uff0c\u4f46\u5728\u7edf\u8ba1\u4e0a\u66f4\u53ef\u9760\u3002<code>N=100<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/scaling-your-solution-architecture\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/scaling-your-solution-architecture\">\u6269\u5c55\u89e3\u51b3\u65b9\u6848\u4f53\u7cfb\u7ed3\u6784<\/a><\/h2>\n\n\n\n<p>\u5728\u4f7f\u7528\u6211\u4eec\u7684 API \u4e3a\u751f\u4ea7\u73af\u5883\u8bbe\u8ba1\u5e94\u7528\u7a0b\u5e8f\u6216\u670d\u52a1\u65f6\uff0c\u8bf7\u52a1\u5fc5\u8003\u8651\u5982\u4f55\u6269\u5c55\u4ee5\u6ee1\u8db3\u6d41\u91cf\u9700\u6c42\u3002\u65e0\u8bba\u60a8\u9009\u62e9\u54ea\u79cd\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u60a8\u90fd\u9700\u8981\u8003\u8651\u51e0\u4e2a\u5173\u952e\u9886\u57df\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6c34\u5e73\u7f29\u653e\uff1a\u4f60\u53ef\u80fd\u5e0c\u671b<strong>\u6c34\u5e73<\/strong>\u6a2a\u5411\u6269\u5c55\u5e94\u7528\u7a0b\u5e8f\uff0c\u4ee5\u9002\u5e94\u6765\u81ea\u591a\u4e2a\u6e90\u7684\u5e94\u7528\u7a0b\u5e8f\u8bf7\u6c42\u3002\u8fd9\u53ef\u80fd\u6d89\u53ca\u90e8\u7f72\u5176\u4ed6\u670d\u52a1\u5668\u6216\u5bb9\u5668\u6765\u5206\u914d\u8d1f\u8f7d\u3002\u5982\u679c\u9009\u62e9\u8fd9\u79cd\u7c7b\u578b\u7684\u7f29\u653e\uff0c\u8bf7\u786e\u4fdd\u60a8\u7684\u4f53\u7cfb\u7ed3\u6784\u8bbe\u8ba1\u4e3a\u5904\u7406\u591a\u4e2a\u8282\u70b9\uff0c\u5e76\u4e14\u60a8\u6709\u9002\u5f53\u7684\u673a\u5236\u6765\u5e73\u8861\u5b83\u4eec\u4e4b\u95f4\u7684\u8d1f\u8f7d\u3002<\/li>\n\n\n\n<li>\u5782\u76f4\u6269\u5c55\uff1a\u53e6\u4e00\u79cd\u9009\u62e9\u662f<strong>\u5782\u76f4\u7eb5\u5411\u6269\u5c55<\/strong>\u5e94\u7528\u7a0b\u5e8f\uff0c\u8fd9\u610f\u5473\u7740\u60a8\u53ef\u4ee5\u589e\u5f3a\u5355\u4e2a\u8282\u70b9\u53ef\u7528\u7684\u8d44\u6e90\u3002\u8fd9\u5c06\u6d89\u53ca\u5347\u7ea7\u670d\u52a1\u5668\u7684\u529f\u80fd\u4ee5\u5904\u7406\u989d\u5916\u7684\u8d1f\u8f7d\u3002\u5982\u679c\u9009\u62e9\u8fd9\u79cd\u7c7b\u578b\u7684\u7f29\u653e\uff0c\u8bf7\u786e\u4fdd\u5e94\u7528\u7a0b\u5e8f\u8bbe\u8ba1\u4e3a\u5229\u7528\u8fd9\u4e9b\u989d\u5916\u8d44\u6e90\u3002<\/li>\n\n\n\n<li><strong>\u7f13\u5b58<\/strong>\uff1a\u901a\u8fc7\u5b58\u50a8\u9891\u7e41\u8bbf\u95ee\u7684\u6570\u636e\uff0c\u60a8\u53ef\u4ee5\u7f29\u77ed\u54cd\u5e94\u65f6\u95f4\uff0c\u800c\u65e0\u9700\u91cd\u590d\u8c03\u7528\u6211\u4eec\u7684 API\u3002\u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u8bbe\u8ba1\u4e3a\u5c3d\u53ef\u80fd\u4f7f\u7528\u7f13\u5b58\u6570\u636e\uff0c\u5e76\u5728\u6dfb\u52a0\u65b0\u4fe1\u606f\u65f6\u4f7f\u7f13\u5b58\u5931\u6548\u3002\u6709\u51e0\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u53ef\u4ee5\u505a\u5230\u8fd9\u4e00\u70b9\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u5c06\u6570\u636e\u5b58\u50a8\u5728\u6570\u636e\u5e93\u3001\u6587\u4ef6\u7cfb\u7edf\u6216\u5185\u5b58\u4e2d\u7f13\u5b58\u4e2d\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4ec0\u4e48\u5bf9\u5e94\u7528\u7a0b\u5e8f\u6700\u6709\u610f\u4e49\u3002<\/li>\n\n\n\n<li>\u8d1f\u8f7d\u5e73\u8861\uff1a\u6700\u540e\uff0c\u8003\u8651<strong>\u8d1f\u8f7d\u5e73\u8861<\/strong>\u6280\u672f\uff0c\u4ee5\u786e\u4fdd\u8bf7\u6c42\u5728\u53ef\u7528\u670d\u52a1\u5668\u4e4b\u95f4\u5747\u5300\u5206\u5e03\u3002\u8fd9\u53ef\u80fd\u6d89\u53ca\u5728\u670d\u52a1\u5668\u524d\u9762\u4f7f\u7528\u8d1f\u8f7d\u5747\u8861\u5668\u6216\u4f7f\u7528 DNS \u8f6e\u5faa\u673a\u5236\u3002\u5e73\u8861\u8d1f\u8f7d\u5c06\u6709\u52a9\u4e8e\u63d0\u9ad8\u6027\u80fd\u5e76\u51cf\u5c11\u74f6\u9888\u3002<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/managing-rate-limits\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/managing-rate-limits\">\u7ba1\u7406\u901f\u7387\u9650\u5236<\/a><\/h2>\n\n\n\n<p>\u4f7f\u7528\u6211\u4eec\u7684 API \u65f6\uff0c\u4e86\u89e3\u548c\u89c4\u5212<a href=\"https:\/\/platform.openai.com\/docs\/guides\/rate-limits\">\u901f\u7387\u9650\u5236<\/a>\u975e\u5e38\u91cd\u8981\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/improving-latencies\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/improving-latencies\">\u6539\u5584\u5ef6\u8fdf<\/a><\/h2>\n\n\n\n<p>\u5ef6\u8fdf\u662f\u5904\u7406\u8bf7\u6c42\u548c\u8fd4\u56de\u54cd\u5e94\u6240\u9700\u7684\u65f6\u95f4\u3002\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u8ba8\u8bba\u5f71\u54cd\u6587\u672c\u751f\u6210\u6a21\u578b\u5ef6\u8fdf\u7684\u4e00\u4e9b\u56e0\u7d20\uff0c\u5e76\u63d0\u4f9b\u6709\u5173\u5982\u4f55\u51cf\u5c11\u5ef6\u8fdf\u7684\u5efa\u8bae\u3002<\/p>\n\n\n\n<p>\u5b8c\u6210\u8bf7\u6c42\u7684\u5ef6\u8fdf\u4e3b\u8981\u53d7\u4e24\u4e2a\u56e0\u7d20\u5f71\u54cd\uff1a\u6a21\u578b\u548c\u751f\u6210\u7684\u4ee4\u724c\u6570\u91cf\u3002\u5b8c\u6210\u8bf7\u6c42\u7684\u751f\u547d\u5468\u671f\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"395\" height=\"187\" src=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2023\/02\/\u56fe\u7247-71.png\" alt=\"\" class=\"wp-image-1338\" srcset=\"https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2023\/02\/\u56fe\u7247-71.png 395w, https:\/\/www.aqwu.net\/wp\/wp-content\/uploads\/2023\/02\/\u56fe\u7247-71-300x142.png 300w\" sizes=\"auto, (max-width: 395px) 100vw, 395px\" \/><\/figure>\n\n\n\n<p>\u5927\u90e8\u5206\u5ef6\u8fdf\u901a\u5e38\u6765\u81ea\u4ee4\u724c\u751f\u6210\u6b65\u9aa4\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u76f4\u89c9<\/strong>\uff1a\u63d0\u793a\u4ee4\u724c\u4e3a\u5b8c\u6210\u8c03\u7528\u589e\u52a0\u7684\u5ef6\u8fdf\u975e\u5e38\u5c0f\u3002\u751f\u6210\u5b8c\u6210\u4ee4\u724c\u7684\u65f6\u95f4\u8981\u957f\u5f97\u591a\uff0c\u56e0\u4e3a\u4ee4\u724c\u662f\u4e00\u6b21\u751f\u6210\u4e00\u4e2a\u3002\u7531\u4e8e\u6bcf\u4e2a\u4ee4\u724c\u9700\u8981\u751f\u6210\uff0c\u8f83\u957f\u7684\u751f\u6210\u957f\u5ea6\u5c06\u7d2f\u79ef\u5ef6\u8fdf\u3002<\/p>\n<\/blockquote>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/common-factors-affecting-latency-and-possible-mitigation-techniques\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/common-factors-affecting-latency-and-possible-mitigation-techniques\">\u5f71\u54cd\u5ef6\u8fdf\u7684\u5e38\u89c1\u56e0\u7d20\u548c\u53ef\u80fd\u7684\u7f13\u89e3\u6280\u672f<\/a><\/h3>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u4e86\u89e3\u4e86\u5ef6\u8fdf\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u8ba9\u6211\u4eec\u770b\u4e00\u4e0b\u53ef\u80fd\u5f71\u54cd\u5ef6\u8fdf\u7684\u5404\u79cd\u56e0\u7d20\uff0c\u5927\u81f4\u4ece\u5f71\u54cd\u6700\u5927\u5230\u5f71\u54cd\u6700\u5c0f\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/model\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/model\">\u6a21\u578b<\/a><\/h4>\n\n\n\n<p>\u6211\u4eec\u7684API\u63d0\u4f9b\u4e86\u5177\u6709\u4e0d\u540c\u590d\u6742\u5ea6\u548c\u901a\u7528\u6027\u7684\u4e0d\u540c\u6a21\u578b\u3002\u529f\u80fd\u6700\u5f3a\u5927\u7684\u6a21\u578b\uff08\u5982 <code>text-davinci-003<\/code>\uff09\u53ef\u4ee5\u751f\u6210\u66f4\u590d\u6742\u3001\u66f4\u591a\u6837\u5316\u7684\u5b8c\u6210\uff0c\u4f46\u5b83\u4eec\u4e5f\u9700\u8981\u66f4\u957f\u7684\u65f6\u95f4\u6765\u5904\u7406\u67e5\u8be2\u3002 \u8bf8\u5982 <code>text-curie-001<\/code>\u4e4b\u7c7b\u7684\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u66f4\u5feb\u7684\u5b8c\u6210\u901f\u5ea6\uff0c\u4f46\u5b83\u4eec\u53ef\u80fd\u4f1a\u751f\u6210\u4e0d\u592a\u51c6\u786e\u6216\u4e0e\u67e5\u8be2\u4e0d\u592a\u76f8\u5173\u7684\u7ed3\u679c\u3002\u60a8\u53ef\u4ee5\u9009\u62e9\u6700\u9002\u5408\u60a8\u7684\u7528\u4f8b\u7684\u6a21\u578b\uff0c\u5e76\u5728\u901f\u5ea6\u548c\u8d28\u91cf\u4e4b\u95f4\u8fdb\u884c\u6743\u8861\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/number-of-completion-tokens\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/number-of-completion-tokens\">\u5b8c\u6210\u4ee4\u724c\u6570<\/a><\/h4>\n\n\n\n<p>\u8bf7\u6c42\u5927\u91cf\u751f\u6210\u7684\u4ee4\u724c\u5b8c\u6210\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5ef6\u8fdf\u589e\u52a0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f83\u4f4e\u7684\u6700\u5927<\/strong>\u4ee4\u724c\u6570\uff1a\u5bf9\u4e8e\u5177\u6709\u7c7b\u4f3c\u4ee4\u724c\u751f\u6210\u8ba1\u6570\u7684\u8bf7\u6c42\uff0c\u5177\u6709\u8f83\u4f4e\u53c2\u6570<code>max_tokens<\/code>\u7684\u8bf7\u6c42\u4ea7\u751f\u7684\u5ef6\u8fdf\u66f4\u5c11\u3002<\/li>\n\n\n\n<li>\u5305\u62ec\u505c\u6b62\u5e8f\u5217\uff1a\u8981\u9632\u6b62\u751f\u6210\u4e0d\u9700\u8981\u7684\u4ee4\u724c\uff0c\u8bf7\u6dfb\u52a0<strong>\u505c\u6b62\u5e8f\u5217<\/strong>\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u505c\u6b62\u5e8f\u5217\u751f\u6210\u5177\u6709\u7279\u5b9a\u6570\u91cf\u7684\u9879\u7684\u5217\u8868\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u7528\u4f5c\u505c\u6b62\u5e8f\u5217\uff0c\u60a8\u53ef\u4ee5\u751f\u6210\u4e00\u4e2a\u4ec5\u5305\u542b 10 \u4e2a\u9879\u76ee\u7684\u5217\u8868\uff0c\u56e0\u4e3a\u5b8c\u6210\u5c06\u5728\u8fbe\u5230\u65f6\u505c\u6b62\u3002<a href=\"https:\/\/help.openai.com\/en\/articles\/5072263-how-do-i-use-stop-sequences\" target=\"_blank\" rel=\"noreferrer noopener\">\u9605\u8bfb\u6211\u4eec\u5173\u4e8e\u505c\u6b62\u5e8f\u5217\u7684\u5e2e\u52a9\u6587\u7ae0\uff0c\u4e86\u89e3\u6709\u5173<\/a>\u5982\u4f55\u6267\u884c\u6b64\u64cd\u4f5c\u7684\u66f4\u591a\u4e0a\u4e0b\u6587\u3002<code>11.<\/code><code>11.<\/code><\/li>\n\n\n\n<li><strong>\u751f\u6210\u8f83\u5c11\u7684\u5b8c\u6210\u6b21\u6570<\/strong>\uff1a\u5c3d\u53ef\u80fd\u964d\u4f4e <code>n<\/code> \u548c <code>best_of<\/code> \u7684\u503c\uff0c<code>n<\/code>\u6307\u4e3a\u6bcf\u4e2a\u63d0\u793a\u751f\u6210\u7684\u5b8c\u6210\u6b21\u6570\uff0c<code>best_of<\/code> \u7528\u4e8e\u8868\u793a\u6bcf\u4e2a\u4ee4\u724c\u5bf9\u6570\u6982\u7387\u6700\u9ad8\u7684\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c <code>n<\/code> \u548c <code>best_of<\/code> \u90fd\u7b49\u4e8e 1\uff08\u8fd9\u662f\u9ed8\u8ba4\u503c\uff09\uff0c\u5219\u751f\u6210\u7684\u4ee4\u724c\u6570\u6700\u591a\u7b49\u4e8e<code>max_tokens<\/code> \u3002<\/p>\n\n\n\n<p>\u5982\u679c <code>n<\/code>\uff08\u8fd4\u56de\u7684\u5b8c\u6210\u6570\uff09\u6216 <code>best_of<\/code>\uff08\u4e3a\u8003\u8651\u800c\u751f\u6210\u7684\u5b8c\u6210\u6570\uff09\u8bbe\u7f6e\u4e3a <code>&gt; 1<\/code>  \uff0c\u5219\u6bcf\u4e2a\u8bf7\u6c42\u5c06\u521b\u5efa\u591a\u4e2a\u8f93\u51fa\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u5c06\u751f\u6210\u7684\u4ee4\u724c\u6570\u91cf\u89c6\u4e3a<code>[ max_tokens * max (n, best_of) ]<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/streaming\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/streaming\">\u6d41<\/a><\/h4>\n\n\n\n<p>\u5728\u8bf7\u6c42\u4e2d\u8fdb\u884c\u8bbe\u7f6e <code>stream: true<\/code> \u4f1a\u4f7f\u6a21\u578b\u5728\u4ee4\u724c\u53ef\u7528\u65f6\u7acb\u5373\u5f00\u59cb\u8fd4\u56de\u4ee4\u724c\uff0c\u800c\u4e0d\u662f\u7b49\u5f85\u751f\u6210\u5b8c\u6574\u7684\u4ee4\u724c\u5e8f\u5217\u3002\u5b83\u4e0d\u4f1a\u66f4\u6539\u83b7\u53d6\u6240\u6709\u4ee4\u724c\u7684\u65f6\u95f4\uff0c\u4f46\u5b83\u51cf\u5c11\u4e86\u6211\u4eec\u60f3\u8981\u663e\u793a\u90e8\u5206\u8fdb\u5ea6\u6216\u5c06\u505c\u6b62\u751f\u6210\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u7b2c\u4e00\u4e2a\u4ee4\u724c\u7684\u65f6\u95f4\u3002\u8fd9\u53ef\u4ee5\u662f\u66f4\u597d\u7684\u7528\u6237\u4f53\u9a8c\u548c\u7528\u6237\u4f53\u9a8c\u6539\u8fdb\uff0c\u56e0\u6b64\u503c\u5f97\u5c1d\u8bd5\u6d41\u5f0f\u4f20\u8f93\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/infrastructure\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/infrastructure\">\u57fa\u7840\u8bbe\u65bd<\/a><\/h4>\n\n\n\n<p>\u6211\u4eec\u7684\u670d\u52a1\u5668\u76ee\u524d\u4f4d\u4e8e\u7f8e\u56fd\u3002\u867d\u7136\u6211\u4eec\u5e0c\u671b\u5c06\u6765\u80fd\u591f\u5b9e\u73b0\u5168\u5c40\u5197\u4f59\uff0c\u4f46\u4e0e\u6b64\u540c\u65f6\uff0c\u60a8\u53ef\u4ee5\u8003\u8651\u5c06\u57fa\u7840\u8bbe\u65bd\u7684\u76f8\u5173\u90e8\u5206\u5b9a\u4f4d\u5728\u7f8e\u56fd\uff0c\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u670d\u52a1\u5668\u548c OpenAI \u670d\u52a1\u5668\u4e4b\u95f4\u7684\u5f80\u8fd4\u65f6\u95f4\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/batching\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/batching\">\u6279\u5904\u7406<\/a><\/h4>\n\n\n\n<p>\u6839\u636e\u60a8\u7684\u4f7f\u7528\u6848\u4f8b\uff0c\u6279\u5904\u7406<em>\u53ef\u80fd\u4f1a\u6709\u6240\u5e2e\u52a9<\/em>\u3002\u5982\u679c\u8981\u5411\u540c\u4e00\u7ec8\u7aef\u8282\u70b9\u53d1\u9001\u591a\u4e2a\u8bf7\u6c42\uff0c\u5219\u53ef\u4ee5\u5728\u540c\u4e00\u8bf7\u6c42\u4e2d\u6279\u91cf\u53d1\u9001<a href=\"https:\/\/platform.openai.com\/docs\/guides\/rate-limits\/batching-requests\">\u63d0\u793a<\/a>\u3002\u8fd9\u5c06\u51cf\u5c11\u60a8\u9700\u8981\u53d1\u51fa\u7684\u8bf7\u6c42\u6570\u91cf\u3002\u63d0\u793a\u53c2\u6570\u6700\u591a\u53ef\u5bb9\u7eb3 20 \u4e2a\u552f\u4e00\u63d0\u793a\u3002\u6211\u4eec\u5efa\u8bae\u60a8\u6d4b\u8bd5\u6b64\u65b9\u6cd5\uff0c\u770b\u770b\u662f\u5426\u6709\u5e2e\u52a9\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u60a8\u6700\u7ec8\u53ef\u80fd\u4f1a\u589e\u52a0\u751f\u6210\u7684\u4ee4\u724c\u6570\u91cf\uff0c\u8fd9\u4f1a\u51cf\u6162\u54cd\u5e94\u65f6\u95f4\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/managing-costs\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/managing-costs\">\u7ba1\u7406\u6210\u672c<\/a><\/h2>\n\n\n\n<p>\u8981\u76d1\u63a7\u60a8\u7684\u6210\u672c\uff0c\u60a8\u53ef\u4ee5\u5728\u5e10\u6237\u4e2d\u8bbe\u7f6e\u8f6f\u9650\u5236\uff0c\u4ee5\u4fbf\u5728\u8d85\u8fc7\u7279\u5b9a\u4f7f\u7528\u9608\u503c\u540e\u63a5\u6536\u7535\u5b50\u90ae\u4ef6\u8b66\u62a5\u3002\u60a8\u8fd8\u53ef\u4ee5\u8bbe\u7f6e\u786c\u6027\u9650\u5236\u3002\u8bf7\u6ce8\u610f\u786c\u9650\u5236\u53ef\u80fd\u4f1a\u5bf9\u5e94\u7528\u7a0b\u5e8f\/\u7528\u6237\u9020\u6210\u4e2d\u65ad\u3002\u4f7f\u7528\u4f7f\u7528\u60c5\u51b5<a href=\"https:\/\/platform.openai.com\/account\/usage\">\u8ddf\u8e2a\u4eea\u8868\u677f<\/a>\u76d1\u89c6\u5f53\u524d\u548c\u8fc7\u53bb\u7684\u8ba1\u8d39\u5468\u671f\u5185\u7684\u4ee4\u724c\u4f7f\u7528\u60c5\u51b5\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/text-generation\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/text-generation\">\u6587\u672c\u751f\u6210<\/a><\/h3>\n\n\n\n<p>\u5c06\u539f\u578b\u6295\u5165\u751f\u4ea7\u7684\u6311\u6218\u4e4b\u4e00\u662f\u9884\u7b97\u4e0e\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u76f8\u5173\u7684\u6210\u672c\u3002OpenAI\u63d0\u4f9b\u5373<a href=\"https:\/\/openai.com\/api\/pricing\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u7528\u5373\u4ed8\u7684\u5b9a\u4ef7\u6a21\u5f0f<\/a>\uff0c\u6bcf1\u4e2a\u4ee3\u5e01\u7684\u4ef7\u683c\uff08\u5927\u7ea6\u7b49\u4e8e000\u4e2a\u5355\u8bcd\uff09\u3002\u82e5\u8981\u4f30\u7b97\u6210\u672c\uff0c\u9700\u8981\u9884\u6d4b\u4ee4\u724c\u5229\u7528\u7387\u3002\u8003\u8651\u6d41\u91cf\u7ea7\u522b\u3001\u7528\u6237\u4e0e\u5e94\u7528\u7a0b\u5e8f\u4ea4\u4e92\u7684\u9891\u7387\u4ee5\u53ca\u5c06\u8981\u5904\u7406\u7684\u6570\u636e\u91cf\u7b49\u56e0\u7d20\u3002<\/p>\n\n\n\n<p><strong>\u8003\u8651\u964d\u4f4e\u6210\u672c\u7684\u4e00\u4e2a\u6709\u7528\u6846\u67b6\u662f\u5c06\u6210\u672c\u89c6\u4e3a\u4ee3\u5e01\u6570\u91cf\u548c\u6bcf\u4e2a\u4ee3\u5e01\u6210\u672c\u7684\u51fd\u6570\u3002<\/strong>\u4f7f\u7528\u6b64\u6846\u67b6\u6709\u4e24\u79cd\u964d\u4f4e\u6210\u672c\u7684\u6f5c\u5728\u9014\u5f84\u3002\u9996\u5148\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u4e3a\u67d0\u4e9b\u4efb\u52a1\u5207\u6362\u5230\u8f83\u5c0f\u7684\u6a21\u578b\u6765\u964d\u4f4e\u6210\u672c\uff0c\u4ece\u800c\u964d\u4f4e\u6bcf\u4e2a\u4ee4\u724c\u7684\u6210\u672c\u3002\u6216\u8005\uff0c\u60a8\u53ef\u4ee5\u5c1d\u8bd5\u51cf\u5c11\u6240\u9700\u7684\u4ee4\u724c\u6570\u91cf\u3002\u6709\u51e0\u79cd\u65b9\u6cd5\u53ef\u4ee5\u6267\u884c\u6b64\u64cd\u4f5c\uff0c\u4f8b\u5982\u4f7f\u7528\u8f83\u77ed\u7684\u63d0\u793a\u3001<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\">\u5fae\u8c03<\/a>\u6a21\u578b\u6216\u7f13\u5b58\u5e38\u89c1\u7528\u6237\u67e5\u8be2\uff0c\u4ee5\u4fbf\u4e0d\u9700\u8981\u91cd\u590d\u5904\u7406\u5b83\u4eec\u3002<\/p>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u6211\u4eec\u7684\u4ea4\u4e92\u5f0f<a href=\"https:\/\/platform.openai.com\/tokenizer\">\u5206\u8bcd\u5668\u5de5\u5177\u6765<\/a>\u5e2e\u52a9\u60a8\u4f30\u7b97\u6210\u672c\u3002API \u548c\u64cd\u573a\u8fd8\u4f1a\u8fd4\u56de\u4ee4\u724c\u8ba1\u6570\u4f5c\u4e3a\u54cd\u5e94\u7684\u4e00\u90e8\u5206\u3002\u4f7f\u7528\u6211\u4eec\u529f\u80fd\u6700\u5f3a\u5927\u7684\u6a21\u578b\u540e\uff0c\u60a8\u53ef\u4ee5\u67e5\u770b\u5176\u4ed6\u6a21\u578b\u662f\u5426\u53ef\u4ee5\u4ee5\u66f4\u4f4e\u7684\u5ef6\u8fdf\u548c\u6210\u672c\u4ea7\u751f\u76f8\u540c\u7684\u7ed3\u679c\u3002\u6709\u5173\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u6211\u4eec\u7684<a href=\"https:\/\/help.openai.com\/en\/articles\/6614209-how-do-i-check-my-token-usage\" target=\"_blank\" rel=\"noreferrer noopener\">\u4ee4\u724c\u4f7f\u7528\u5e2e\u52a9\u6587\u7ae0<\/a>\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/mlops-strategy\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/mlops-strategy\">MLOps \u7b56\u7565<\/a><\/h2>\n\n\n\n<p>\u5c06\u539f\u578b\u6295\u5165\u751f\u4ea7\u65f6\uff0c\u53ef\u80fd\u9700\u8981\u8003\u8651\u5f00\u53d1 MLOps \u7b56\u7565\u3002MLOps\uff08\u673a\u5668\u5b66\u4e60\u64cd\u4f5c\uff09\u662f\u6307\u7ba1\u7406\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u7aef\u5230\u7aef\u751f\u547d\u5468\u671f\u7684\u8fc7\u7a0b\uff0c\u5305\u62ec\u4f60\u53ef\u80fd\u4f7f\u7528\u6211\u4eec\u7684 API \u8fdb\u884c\u5fae\u8c03\u7684\u4efb\u4f55\u6a21\u578b\u3002\u8bbe\u8ba1 MLOps \u7b56\u7565\u65f6\u9700\u8981\u8003\u8651\u8bb8\u591a\u65b9\u9762\u3002\u8fd9\u4e9b\u5305\u62ec<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u548c\u6a21\u578b\u7ba1\u7406\uff1a\u7ba1\u7406\u7528\u4e8e\u8bad\u7ec3\u6216\u5fae\u8c03\u6a21\u578b\u7684\u6570\u636e\uff0c\u5e76\u8ddf\u8e2a\u7248\u672c\u548c\u66f4\u6539\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u76d1\u63a7\uff1a\u8ddf\u8e2a\u6a21\u578b\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u6027\u80fd\uff0c\u5e76\u68c0\u6d4b\u4efb\u4f55\u6f5c\u5728\u95ee\u9898\u6216\u964d\u7ea7\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u91cd\u65b0\u8bad\u7ec3\uff1a\u786e\u4fdd\u6a21\u578b\u4e0e\u6570\u636e\u53d8\u5316\u6216\u4e0d\u65ad\u53d8\u5316\u7684\u9700\u6c42\u4fdd\u6301\u540c\u6b65\uff0c\u5e76\u6839\u636e\u9700\u8981\u5bf9\u5176\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u90e8\u7f72\uff1a\u81ea\u52a8\u6267\u884c\u5c06\u6a21\u578b\u548c\u76f8\u5173\u9879\u76ee\u90e8\u7f72\u5230\u751f\u4ea7\u4e2d\u7684\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4ed4\u7ec6\u8003\u8651\u5e94\u7528\u7a0b\u5e8f\u7684\u8fd9\u4e9b\u65b9\u9762\u5c06\u6709\u52a9\u4e8e\u786e\u4fdd\u6a21\u578b\u4fdd\u6301\u76f8\u5173\u6027\u5e76\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u8868\u73b0\u826f\u597d\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/security-and-compliance\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/production-best-practices\/security-and-compliance\">\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027<\/a><\/h2>\n\n\n\n<p>\u5c06\u539f\u578b\u6295\u5165\u751f\u4ea7\u65f6\uff0c\u9700\u8981\u8bc4\u4f30\u5e76\u6ee1\u8db3\u53ef\u80fd\u9002\u7528\u4e8e\u5e94\u7528\u7a0b\u5e8f\u7684\u4efb\u4f55\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u8981\u6c42\u3002\u8fd9\u5c06\u6d89\u53ca\u68c0\u67e5\u60a8\u6b63\u5728\u5904\u7406\u7684\u6570\u636e\uff0c\u4e86\u89e3\u6211\u4eec\u7684API\u5982\u4f55\u5904\u7406\u6570\u636e\uff0c\u5e76\u786e\u5b9a\u60a8\u5fc5\u987b\u9075\u5b88\u54ea\u4e9b\u6cd5\u89c4\u3002\u4f5c\u4e3a\u53c2\u8003\uff0c\u4ee5\u4e0b\u662f\u6211\u4eec\u7684<a href=\"https:\/\/openai.com\/privacy\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9690\u79c1\u653f\u7b56<\/a>\u548c<a 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