{"id":1473,"date":"2024-05-15T07:35:39","date_gmt":"2024-05-15T07:35:39","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1473"},"modified":"2024-05-15T07:37:03","modified_gmt":"2024-05-15T07:37:03","slug":"chatgptdefinetuningzuijiashijianchuangjianzijideweidiaomoxing","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/chatgptdefinetuningzuijiashijianchuangjianzijideweidiaomoxing.html","title":{"rendered":"chatGPT\u7684FineTuning\u6700\u4f73\u5b9e\u8df5\uff1a\u521b\u5efa\u81ea\u5df1\u7684\u5fae\u8c03\u6a21\u578b"},"content":{"rendered":"<p>\u4e3a\u4e86\u65b9\u4fbf\u81ea\u5df1\u8c03\u7528\u548c\u53ca\u65f6\u8ddf\u4e0aOpenAI\u5b98\u65b9API\u66f4\u65b0\u7684\u8282\u594f\uff0c\u6211\u505a\u4e86\u4e24\u4ef6\u4e8b\uff1a<\/p>\n<ol>\n<li>OpenAI API SDK java\u7248\u672c\uff0c\u53ef\u8bbf\u95ee <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fforestwanglin%2Fopenai-java\" target=\"_blank\" title=\"https:\/\/github.com\/forestwanglin\/openai-java\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github\uff1aopenai-java<\/a><\/li>\n<li>\u7528VUE3\u5199\u4e86\u4e00\u4e2a\u7f51\u7ad9\u5e94\u7528\uff0c\u5305\u62ecH5\u548cPC\u4e24\u4e2a\u7248\u672c\uff08\u7f51\u5740\u90fd\u662f <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fweb.felh.xyz\" target=\"_blank\" title=\"https:\/\/web.felh.xyz\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">web.felh.xyz<\/a> \uff09\uff0c\u8fd8\u6709\u5c0f\u7a0b\u5e8f\u7248\u3010FELH AI\u3011\uff08\u540e\u7eed\u4e0d\u4f1a\u66f4\u65b0\u4e86\uff0c\u56e0\u4e3a\u4e0d\u8981face\u7684\u5fae\u4fe1\u5f00\u59cb\u5bf9\u4e2a\u4eba\u5c0f\u7a0b\u5e8f\u4e5f\u5f00\u59cb\u6536\u5e74\u5ba1\u7684\u8d39\u7528\u4e86\uff09<\/li>\n<\/ol>\n<p>\u5230\u76ee\u524d\u4e3a\u6b62SDK\u5df2\u7ecf\u652f\u6301\u6240\u67092023-11-06 API\u66f4\u65b0\u540e\u65b0\u52a0\u7684\u63a5\u53e3\uff08Assistants, Threads, Messages, Runs\uff09\uff0c\u79fb\u9664\u4e86\u5e9f\u5f03\u548c\u8fc7\u65f6\u63a5\u53e3(Completions, Edits, Fine-tunes)<\/p>\n<hr>\n<p>\u4e0b\u9762\u6211\u5c31\u7528\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\u6765\u521b\u5efa\u4e00\u4e2a\u57fa\u4e8eGPT-3.5-turbo-1106\u8fd9\u4e2a\u7248\u672c\u7684\u5fae\u8c03\u6a21\u578b\u3002<\/p>\n<h3 data-id=\"heading-0\">\u4e00\u3001\u51c6\u5907\u6570\u636e\uff0c\u5f55\u5165\u7cfb\u7edf\u3001\u521b\u5efa\u8bad\u7ec3\u96c6\u6587\u4ef6\u5e76\u4e0a\u4f20\u5230OpenAI<\/h3>\n<ul>\n<li>\u70b9\u51fb\u5de6\u4e0b\u89d2\u7528\u6237\u5934\u50cf\uff0c\u7136\u540e\u9009\u62e9\u3010\u4e2a\u4eba\u5fae\u8c03\u6a21\u578b\uff08Fine-tuning Model\uff09\u3011\u83dc\u5355\uff0c\u8fdb\u5165\u4e0b\u56fe\u6240\u793a\u9875\u9762\u3002\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/d8797fda178b6555488592ac8a3d35ee.png\" alt=\"image.png\" \/><\/figure>\n<\/li>\n<li>\u53ef\u4ee5\u770b\u5230\u5de6\u4e0a\u89d2\u6709\u4e24\u79cd\u65b9\u5f0f\uff08\u3010\u624b\u52a8\u5f55\u5165\u8bad\u7ec3\u6570\u636e\u3011\u548c\u3010\u4e0a\u4f20\u8bad\u7ec3\u96c6\u6587\u4ef6\u3011\uff09\u521b\u5efa\u81ea\u5df1\u7684\u8bad\u7ec3\u96c6\u6587\u4ef6\u3002\uff08\u63a8\u8350\u4f7f\u7528\u3010\u624b\u52a8\u5f55\u5165\u8bad\u7ec3\u6570\u636e\u3011\uff09<\/li>\n<\/ul>\n<ol>\n<li>\u624b\u52a8\u5f55\u5165\u8bad\u7ec3\u6570\u636e<\/li>\n<\/ol>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/c38befb77c8772123bc45f76f72d4e99.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n    \u70b9\u51fb\u3010\u5f55\u5165\u65b0\u8bad\u7ec3\u6570\u636e\u3011\uff0c\u5bf9\u4e8e\u5c0f\u767d\uff0c\u5c31\u4e0d\u8981\u8bbe\u7f6e\u7cfb\u7edf\u63d0\u793a\uff0c\u53ea\u662f\u8f93\u5165\u95ee\u9898\u548c\u7b54\u6848\uff0c\u5bf9\u4e8e\u5355\u6761\u95ee\u9898\u548c\u7b54\u6848\u6700\u597d\u6587\u672c\u957f\u4e00\u4e9b\uff0c\u4e0d\u8981\u592a\u7b80\u77ed\uff0c\u4e0d\u7136\u8bad\u7ec3\u6548\u679c\u4e0d\u597d\u3002\u5bf9\u4e8e\u4e00\u4e2a\u8bad\u7ec3\u6587\u4ef6\uff0c\u8bf7\u81f3\u5c11\u5305\u542b10\u6761\u6570\u636e\uff0c\u63a8\u8350\u5305\u542b50-100\u6761\u6570\u636e\u3002\u5f53\u7136\u4e5f\u4e0d\u7528\u62c5\u5fc3\u81ea\u5df1\u7684\u6570\u636e\u8865\u5168\uff0c\u7b49\u6709\u4e86\u65b0\u7684\u95ee\u9898\u548c\u7b54\u6848\u8fd8\u53ef\u4ee5\u57fa\u4e8e\u4e4b\u524d\u65b0\u5efa\u7684\u5fae\u8c03\u6a21\u578b\u7ee7\u7eed\u5fae\u8c03\u3002\n    \u6211\u4ece\u7f51\u4e0a\u7c98\u8d34\u4e86\u4e00\u4e9b\u5173\u4e8e2023\u5e7410\u6708\u4ee5\u6765\u5df4\u4ee5\u51b2\u7a81\u7684\u65b0\u95fb\uff0c\u90fd\u662f\u57fa\u7840\u6a21\u578b\u4e2d\u4e0d\u5b58\u5728\u7684\u5185\u5bb9\u3002\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/0598d40c5046498de03634b36647c72e.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n    \u70b9\u51fb\u9700\u8981\u8bad\u7ec3\u96c6\u5185\u5bb9\u53f3\u4fa7\u7684\u3010\u52a0\u5165\u8bad\u7ec3\u6587\u4ef6\u3011\u6309\u94ae\u52a0\u5165\u6587\u4ef6\u3002\u52a0\u5165\u540e\uff0c\u8bf7\u70b9\u51fb\u672c\u9875\u9762\u9876\u90e8\u63d0\u793a\u4e2d\u7684\u8bad\u7ec3\u6587\u4ef6\u540d\uff0c\u7136\u540e\u70b9\u51fb\u3010\u6587\u4ef6\u9875\u9762\u3011\u8df3\u8f6c\u5230\u6587\u4ef6\u9875\u9762\u627e\u5230\u5bf9\u5e94\u7684\u6587\u4ef6\uff0c\u5982\u4e0b\u56fe\u3002\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/18df347c76152704b7dbac282a540c42.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n    \u70b9\u51fb\u5bf9\u5e94\u6587\u4ef6\u53f3\u4fa7\u4e0a\u4f20\u8bad\u7ec3\u96c6\uff0c\u5bf9\u5e94\u8bad\u7ec3\u6570\u636e\u4f1a\u88ab\u4e0a\u4f20\u5230OpenAI\u3002\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/ba46247b298402956afa3782d4731835.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n    \u8bb0\u4f4f\u5f53\u524d\u7684\u8bad\u7ec3\u96c6\u6587\u4ef6\u540d\u79f0\uff0c\u5c06\u5728\u4e0b\u4e00\u6b65\u4e2d\u4f7f\u7528\u3002\n<ol start=\"2\">\n<li>\u4e0a\u4f20\u8bad\u7ec3\u96c6\u6587\u4ef6<\/li>\n<\/ol>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/fe1d4a72c8cb8c3a3100e054fb5d04b9.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n    \u5bf9\u4e8e\u5c0f\u767d\u7528\u6237\u4e0d\u5efa\u8bae\u4f7f\u7528\u8fd9\u79cd\u65b9\u5f0f\u521b\u5efa\u8bad\u7ec3\u96c6\u6587\u4ef6\uff0c\u9700\u8981\u81ea\u5df1\u51c6\u5907\u6570\u636e\uff0c\u7136\u540e\u751f\u6210\u5bf9\u5e94\u7684JSONL\u6587\u4ef6\uff0c\u901a\u8fc7\u3010\u4e0a\u4f20\u6587\u4ef6\u3011\u4e0a\u4f20\u5230OpenAI\u3002\n    \u5177\u4f53\u683c\u5f0f\u5982\u4e0b\uff1a\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"messages\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"system\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Marv is a factual chatbot that is also sarcastic.\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"user\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"What's the capital of France?\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"assistant\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Paris, as if everyone doesn't know that already.\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">]<\/span><span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"messages\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"system\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Marv is a factual chatbot that is also sarcastic.\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"user\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Who wrote 'Romeo and Juliet'?\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"assistant\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Oh, just some guy named William Shakespeare. Ever heard of him?\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">]<\/span><span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"messages\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-punctuation\">[<\/span><span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"system\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Marv is a factual chatbot that is also sarcastic.\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"user\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"How far is the Moon from Earth?\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-punctuation\">{<\/span><span class=\"hljs-attr\">\"role\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"assistant\"<\/span><span class=\"hljs-punctuation\">,<\/span> <span class=\"hljs-attr\">\"content\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"Around 384,400 kilometers. Give or take a few, like that really matters.\"<\/span><span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">]<\/span><span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<p>\u4e0a\u4f20\u65f6purpose\u8bf7\u9009\u62e9fine-tune\uff0c\u4e0a\u4f20\u540e\u53ef\u5728\u672c\u9875\u9762\u5f97\u5230\u4e00\u4e2a\u6700\u65b0\u4e0a\u4f20\u7684\u6587\u4ef6\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u7684\u8bad\u7ec3\u96c6\u6587\u4ef6\uff0c\u6b64\u65f6\u8fd9\u4e2a\u6587\u4ef6\u5df2\u7ecf\u5728OpenAI\u670d\u52a1\u5668\u4e0a\u4e86\u3002<\/p>\n<h3 data-id=\"heading-1\">\u4e8c\u3001\u6839\u636e\u8bad\u7ec3\u96c6\u6587\u4ef6\u521b\u5efa\u81ea\u5df1\u7684\u5fae\u8c03\u6a21\u578b<\/h3>\n<p>\u56de\u5230\u4e2a\u4eba\u5fae\u8c03\u6a21\u578b\u9875\u9762\uff0c\u70b9\u51fb\u3010\u65b0\u5efa\u6a21\u578b\u3011<\/p>\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/p9-juejin.byteimg.com\/tos-cn-i-k3u1fbpfcp\/1555b411a3cc4ff9a5cf1d037e79bdba~tplv-k3u1fbpfcp-jj-mark:3024:0:0:0:q75.awebp#?w=1490&amp;h=898&amp;s=259518&amp;e=png&amp;b=7e7e7e\" alt=\"image.png\" \/><\/figure>\n<\/p>\n\u5728\u6b64\u9875\u9762\u4e2d\u586b\u5165\u5fae\u8c03\u6a21\u578b\u7684\u540d\u79f0\uff0c\u57fa\u7840\u6a21\u578b\u9009\u62e9gpt-3.5-turbo-1106\uff0c\u8bad\u7ec3\u6587\u4ef6\u9009\u62e9\u4e0a\u4e00\u6b65\u4e2d\u4e0a\u4f20\u7684\u6587\u4ef6\uff0c\u70b9\u51fb\u786e\u8ba4\u3002\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6adcf2813c12bab9901db2798d4f0907.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n\u7136\u540e\u7ecf\u8fc7\u5927\u698210\u5206\u949f\u7684\u7b49\u5f85\u5373\u53ef\u5f97\u5230\u6211\u4eec\u81ea\u5df1\u7684\u5fae\u8c03\u6a21\u578b\u3002\n<p align=\"center\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6ba55f0465c5e5107de46af6f2ee1a9b.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h3 data-id=\"heading-2\">\u4e09\u3001\u8c03\u7528\u6700\u65b0\u751f\u6210\u7684\u5fae\u8c03\u6a21\u578b<\/h3>\n<p>\u4e0b\u9762\u662f\u4f7f\u7528\u57fa\u7840\u6a21\u578b\u548c\u6211\u4eec\u751f\u6210\u7684\u5fae\u8c03\u6a21\u578b\u7684\u533a\u522b\uff08\u5de6\u4fa7\u57fa\u7840\u6a21\u578b\uff0c\u53f3\u4fa7\u4e3a\u5fae\u8c03\u6a21\u578b\uff09\uff1a\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/eb4fc8125eb0038c834b8807f20cfc46.png\" alt=\"image.png\" \/><\/figure>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/7448c4e2042c88bfc073473b208c9c17.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u5230\u8fd9\u91cc\u4e5f\u5c31\u7ed3\u675f\u4e86\uff0c\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\u53ef\u4ee5\u5728\u8fd9\u91cc\u7559\u8a00\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u4e3a\u4e86\u65b9\u4fbf\u81ea\u5df1\u8c03\u7528\u548c\u53ca\u65f6\u8ddf\u4e0aOpenAI\u5b98\u65b9API\u66f4\u65b0\u7684\u8282\u594f\uff0c\u6211\u505a\u4e86\u4e24\u4ef6\u4e8b\uff1a OpenAI API SDK java\u7248\u672c\uff0c\u53ef\u8bbf\u95ee github\uff1aopenai-java 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