{"id":1308,"date":"2024-05-02T17:35:10","date_gmt":"2024-05-02T17:35:10","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1308"},"modified":"2024-05-02T17:35:21","modified_gmt":"2024-05-02T17:35:21","slug":"openai35weidiaoshizhan","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/openai35weidiaoshizhan.html","title":{"rendered":"Openai 3.5\u5fae\u8c03\u5b9e\u6218"},"content":{"rendered":"<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/2c4330290c715d662e8d5bff2509d70e.png\" alt=\"\u56fe\u724748.png\" \/><\/figure>\n<\/p>\n<p>\u5916\u7f51\u5f88\u706b\u7684\u57fa\u4e8eGPT-3.5\u7684\u5fae\u8c03\u6d41\u7a0b\u3002\u7a0b\u5e8f\u5458\u8c03\u7528api \u5fae\u8c03\u5728\u4e2d\u6587\u7684\u4e2d\u533b\u836f\u95ee\u7b54\u7684\u6548\u679c\uff0c\u901a\u8fc7\u5c1d\u8bd5\u5df2\u7ecf\u8dd1\u901a\u4e86\u6574\u4e2a\u6d41\u7a0b\uff0c\u63d0\u4f9b\u4e86\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u5e76\u4e14\u628a\u5b98\u65b9\u7684curl\u6d41\u7a0b\u8f6c\u6210\u4e86python\u7248\u3002<\/p>\n<h1 data-id=\"heading-0\">openai 3.5\u5fae\u8c03\u5b9e\u6218\u5168\u6d41\u7a0b<\/h1>\n<p>\ud83c\udf89&nbsp;<strong>OpenAI GPT-3.5 Turbo \u5fae\u8c03\u529f\u80fd\u53d1\u5e03\uff01<\/strong><\/p>\n<p>OpenAI \u521a\u521a\u4e3a GPT-3.5 Turbo \u63a8\u51fa\u4e86\u4e00\u9879\u9769\u547d\u6027\u7684\u5fae\u8c03\u529f\u80fd\uff01GPT-4 \u7684\u5fae\u8c03\u5c06\u4e8e\u4eca\u5e74\u79cb\u5929\u63a8\u51fa\u3002\u4ee5\u4e0b\u662f\u8fd9\u9879\u6280\u672f\u7684\u5173\u952e\u4fe1\u606f\u548c\u7279\u8272\uff1a<\/p>\n<h3 data-id=\"heading-1\"><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FLearnPrompt%2FLLMs-cookbook%2Ftree%2Fmain%2Fgpt3.5%23%25E5%25BE%25AE%25E8%25B0%2583%25E5%258A%259F%25E8%2583%25BD%25E7%25AE%2580%25E4%25BB%258B\" target=\"_blank\" title=\"https:\/\/github.com\/LearnPrompt\/LLMs-cookbook\/tree\/main\/gpt3.5#%E5%BE%AE%E8%B0%83%E5%8A%9F%E8%83%BD%E7%AE%80%E4%BB%8B\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\"><\/a>\u5fae\u8c03\u529f\u80fd\u7b80\u4ecb<\/h3>\n<ol>\n<li><strong>\u4e2a\u6027\u5316\u8bad\u7ec3<\/strong>\uff1a\u5fae\u8c03\u5141\u8bb8\u5f00\u53d1\u8005\u6839\u636e\u81ea\u5df1\u7684\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u5728\u5927\u89c4\u6a21\u4e0b\u8fd0\u884c\u3002<\/li>\n<li><strong>\u5353\u8d8a\u6027\u80fd<\/strong>\uff1a\u65e9\u671f\u6d4b\u8bd5\u663e\u793a\uff0c\u5fae\u8c03\u540e\u7684 GPT-3.5 Turbo \u53ef\u4ee5\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u4e0e GPT-4 \u76f8\u5339\u654c\u751a\u81f3\u8d85\u8d8a\u3002<\/li>\n<li><strong>\u9690\u79c1\u4fdd\u969c<\/strong>: \u4ece\u5fae\u8c03API\u53d1\u9001\u7684\u6570\u636e\u5f52\u5ba2\u6237\u6240\u6709\uff0cOpenAI\u6216\u4efb\u4f55\u5176\u4ed6\u7ec4\u7ec7\u90fd\u4e0d\u4f1a\u4f7f\u7528\u5b83\u6765\u8bad\u7ec3\u5176\u4ed6\u6a21\u578b\u3002<\/li>\n<\/ol>\n<h3 data-id=\"heading-2\"><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FLearnPrompt%2FLLMs-cookbook%2Ftree%2Fmain%2Fgpt3.5%23%25E5%25BE%25AE%25E8%25B0%2583%25E7%259A%2584%25E4%25BC%2598%25E5%258A%25BF\" target=\"_blank\" title=\"https:\/\/github.com\/LearnPrompt\/LLMs-cookbook\/tree\/main\/gpt3.5#%E5%BE%AE%E8%B0%83%E7%9A%84%E4%BC%98%E5%8A%BF\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\"><\/a>\u5fae\u8c03\u7684\u4f18\u52bf<\/h3>\n<ol>\n<li><strong>\u5b9a\u5236\u4f53\u9a8c<\/strong>\uff1a\u6bcf\u4e2a\u4e1a\u52a1\u548c\u5e94\u7528\u90fd\u6709\u7279\u5b9a\u9700\u6c42\uff0c\u5fae\u8c03\u786e\u4fdd\u5f00\u53d1\u8005\u80fd\u8c03\u6574 GPT \u8f93\u51fa\uff0c\u63d0\u4f9b\u771f\u6b63\u5dee\u5f02\u5316\u7684\u4f53\u9a8c\u3002\u4f8b\u5982\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u4f7f\u7528\u5fae\u8c03\u6765\u786e\u4fdd\u6a21\u578b\u5728\u63d0\u793a\u4f7f\u7528\u8be5\u8bed\u8a00\u65f6\u59cb\u7ec8\u4ee5\u5fb7\u8bed\u54cd\u5e94\u3002<\/li>\n<li><strong>\u6210\u672c\u6548\u76ca<\/strong>\uff1a\u6709\u53ef\u80fd\u51cf\u5c11\u9ad8\u8fbe 90% \u7684\u63d0\u793a\u5927\u5c0f\uff0c\u4f01\u4e1a\u53ef\u4ee5\u66f4\u5feb\u901f\u3001\u66f4\u7ecf\u6d4e\u5730\u8fdb\u884c API \u8c03\u7528\u3002<\/li>\n<li><strong>\u6269\u5c55\u80fd\u529b<\/strong>\uff1a\u65b0\u6a21\u578b\u6700\u591a\u53ef\u4ee5\u5904\u7406 4K \u4ee3\u5e01\uff0c\u5bf9\u5904\u7406\u5927\u6570\u636e\u96c6\u7684\u5f00\u53d1\u8005\u6709\u5229\u3002<\/li>\n<li><strong>\u53ef\u9760\u7684\u8f93\u51fa\u683c\u5f0f<\/strong>\uff1a\u5fae\u8c03\u53ef\u63d0\u9ad8\u6a21\u578b\u4e00\u81f4\u683c\u5f0f\u5316\u54cd\u5e94\u7684\u80fd\u529b\uff0c\u8fd9\u5bf9\u4e8e\u9700\u8981\u7279\u5b9a\u54cd\u5e94\u683c\u5f0f\u7684\u5e94\u7528\u7a0b\u5e8f\uff08\u4f8b\u5982\u4ee3\u7801\u5b8c\u6210\u6216\u64b0\u5199 API \u8c03\u7528\uff09\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u4f7f\u7528\u5fae\u8c03\u6765\u66f4\u53ef\u9760\u5730\u5c06\u7528\u6237\u63d0\u793a\u8f6c\u6362\u4e3a\u53ef\u4e0e\u81ea\u5df1\u7684\u7cfb\u7edf\u4e00\u8d77\u4f7f\u7528\u7684\u9ad8\u8d28\u91cf JSON \u4ee3\u7801\u6bb5\u3002<\/li>\n<\/ol>\n<h3 data-id=\"heading-3\"><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FLearnPrompt%2FLLMs-cookbook%2Ftree%2Fmain%2Fgpt3.5%23%25E5%25BE%25AE%25E8%25B0%2583%25E6%2588%2590%25E6%259C%25AC\" target=\"_blank\" title=\"https:\/\/github.com\/LearnPrompt\/LLMs-cookbook\/tree\/main\/gpt3.5#%E5%BE%AE%E8%B0%83%E6%88%90%E6%9C%AC\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\"><\/a>\u5fae\u8c03\u6210\u672c<\/h3>\n<ul>\n<li><strong>\u8bad\u7ec3<\/strong>\uff1a\u6bcf 1K token $0.008<\/li>\n<li><strong>\u4f7f\u7528\u8f93\u5165<\/strong>\uff1a\u6bcf 1K token $0.012<\/li>\n<li><strong>\u4f7f\u7528\u8f93\u51fa<\/strong>\uff1a\u6bcf 1K token $0.016<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff0c100,000 \u4ee3\u5e01\u7684 gpt-3.5-turbo \u5fae\u8c03\u5de5\u4f5c\uff0c\u8bad\u7ec3 3 \u4e2a\u5468\u671f\u7684\u9884\u671f\u6210\u672c\u4e3a $2.40\u3002<\/p>\n<h3 data-id=\"heading-4\"><strong>\u5fae\u8c03\u6b65\u9aa4<\/strong><\/h3>\n<ul>\n<li>Step1 \u51c6\u5907\u6570\u636e<\/li>\n<\/ul>\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>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  <span class=\"hljs-attr\">\"messages\"<\/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\">\"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\">\"You are an assistant that occasionally misspells words\"<\/span> <span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    <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\">\"Tell me a story.\"<\/span> <span class=\"hljs-punctuation\">}<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <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\">\"One day a student went to schoool.\"<\/span> <span class=\"hljs-punctuation\">}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">  <span class=\"hljs-punctuation\">]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<ul>\n<li>Step2 \u4e0a\u4f20\u6587\u4ef6<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">curl -https:\/\/api.openai.com\/v1\/files <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">  -H <span class=\"hljs-string\">\"Authorization: Bearer <span class=\"hljs-variable\">$OPENAI_API_KEY<\/span>\"<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">  -F <span class=\"hljs-string\">\"purpose=fine-tune\"<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">  -F <span class=\"hljs-string\">\"file=@path_to_your_file\"<\/span><\/span>\n<\/code><\/pre>\n<ul>\n<li>Step 3 \u5f00\u59cb\u5fae\u8c03<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">curl https:<span class=\"hljs-comment\">\/\/api.openai.com\/v1\/fine_tuning\/jobs <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">-H \"Content-Type: application\/json\" <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">-H \"Authorization: Bearer $OPENAI_API_KEY\" <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">-d '{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">  <span class=\"hljs-string\">\"training_file\"<\/span>: <span class=\"hljs-string\">\"TRAINING_FILE_ID\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">  <span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"gpt-3.5-turbo-0613\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">}'<\/span>\n<\/code><\/pre>\n<ul>\n<li>step4 \u76f4\u63a5\u4f7f\u7528<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">curl https:<span class=\"hljs-comment\">\/\/api.openai.com\/v1\/chat\/completions <\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">-H \"Content-Type: application\/json\" <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">-H \"Authorization: Bearer $OPENAI_API_KEY\" <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">-d '{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">  <span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"ft:gpt-3.5-turbo:org_id\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">  <span class=\"hljs-string\">\"messages\"<\/span>: [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">      <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"system\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"You are an assistant that occasionally misspells words\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">      <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">      <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"Hello! What is fine-tuning?\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">  ]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">}'<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-5\">\u5fae\u8c03\u4e2d\u6587\u533b\u7597\u7248GPT 3.5<\/h3>\n<ul>\n<li>\u6570\u636e\u6765\u6e90<\/li>\n<\/ul>\n<p>Huatuo-26M \u6570\u636e\u96c6\u662f\u7531\u591a\u4e2a\u6765\u6e90\u6536\u96c6\u548c\u6574\u5408\u800c\u6210\uff0c\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u5728\u7ebf\u533b\u7597\u767e\u79d1<\/li>\n<li>\u533b\u7597\u77e5\u8bc6\u56fe\u8c31<\/li>\n<li>\u7f51\u7edc\u4e0a\u7684\u516c\u5f00\u533b\u7597\u95ee\u7b54\u8bba\u575b\uff08\u7b54\u6848\u4e3aurl\u5f62\u5f0f\uff09<\/li>\n<\/ul>\n<p>\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u95ee\u7b54\u5bf9\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5\uff1a<\/p>\n<ul>\n<li>Question\uff1a\u95ee\u9898\u63cf\u8ff0<\/li>\n<li>Answer\uff1a\u533b\u751f\/\u4e13\u5bb6\u7684\u7b54\u6848<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u4e3a\u6211\u4eec\u5728\u8bba\u6587\u4e2d\u4f7f\u7528\u7684huatuo\u6d4b\u8bd5\u96c6\uff0c\u7531\u591a\u4e2a\u6765\u6e90\u4e2d\u6570\u636e\u968f\u673a\u62bd\u53d6\u7ec4\u6210\u3002<\/p>\n<ul>\n<li>Testdatasets\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhuggingface.co%2Fdatasets%2FFreedomIntelligence%2Fhuatuo26M-testdatasets\" target=\"_blank\" title=\"https:\/\/huggingface.co\/datasets\/FreedomIntelligence\/huatuo26M-testdatasets\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">huatuo26M-testdatasets<\/a><\/li>\n<\/ul>\n<p>\u5b98\u65b9\u63a8\u8350\u7684\u662f\u6570\u91cf\u4ec5\u4ec5\u9700\u6c42<strong>50-100<\/strong>\u4e2a\u6570\u91cf\uff01\u8fd9\u91cc\u6211\u968f\u673a\u62bd\u53d6\u4e86Testdatasets\u91cc\u9762100\u4e2a\u6570\u636e<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">import json<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">import random<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">def transform_jsonl(input_file_path, output_file_path):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-attr\">entries<\/span> = []<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    with open(input_file_path, 'r') as file:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">        for line in file:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">            <span class=\"hljs-attr\">entry<\/span> = json.loads(line)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">            entries.append(entry)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-comment\"># \u968f\u673a\u62bd\u53d6100\u4e2a\u6761\u76ee<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-attr\">sampled_entries<\/span> = random.sample(entries, <span class=\"hljs-number\">100<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    with open(output_file_path, 'w') as outfile:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        for entry in sampled_entries:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">            <span class=\"hljs-attr\">messages<\/span> = []<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">            messages.append({\"role\": \"system\", \"content\": \"You are an assistant that occasionally misspells words\"})<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">            <span class=\"hljs-attr\">user_message<\/span> = {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: entry[<span class=\"hljs-string\">\"questions\"<\/span>]}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">            <span class=\"hljs-attr\">assistant_message<\/span> = {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"assistant\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: entry[<span class=\"hljs-string\">\"answers\"<\/span>]}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">            messages.extend(<span class=\"hljs-section\">[user_message, assistant_message]<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">            <span class=\"hljs-attr\">result<\/span> = {<span class=\"hljs-string\">\"messages\"<\/span>: messages}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">            json.dump(result, outfile, <span class=\"hljs-attr\">ensure_ascii<\/span>=<span class=\"hljs-literal\">False<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">            outfile.write('n')<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\"><span class=\"hljs-attr\">input_file_path<\/span> = <span class=\"hljs-string\">''<\/span> <span class=\"hljs-comment\"># \u8bf7\u66ff\u6362\u4e3a\u60a8\u7684\u8f93\u5165JSONL\u6587\u4ef6\u8def\u5f84<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\"><span class=\"hljs-attr\">output_file_path<\/span> = <span class=\"hljs-string\">''<\/span> <span class=\"hljs-comment\"># \u8bf7\u66ff\u6362\u4e3a\u60a8\u60f3\u8981\u4fdd\u5b58\u7684\u8f93\u51faJSONL\u6587\u4ef6\u8def\u5f84<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">transform_jsonl(input_file_path, output_file_path)<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u4e0a\u4f20\u6587\u4ef6\u300c\u8fd9\u91cc\u6211\u4e5f\u8f6c\u6210\u4e86python\u6587\u4ef6\uff0c\u65b9\u4fbf\u5927\u5bb6\u4f7f\u7528\u300d<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">import<\/span> requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">import<\/span> openai<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">url = <span class=\"hljs-string\">\"https:\/\/api.openai.com\/v1\/files\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">headers = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-string\">\"Authorization\"<\/span>: <span class=\"hljs-string\">\"Bearer <span class=\"hljs-variable\">$OPENAI_API_KEY<\/span>\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">payload = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    <span class=\"hljs-string\">\"purpose\"<\/span>: <span class=\"hljs-string\">\"fine-tune\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">files = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-string\">\"file\"<\/span>: <span class=\"hljs-keyword\">open<\/span>(<span class=\"hljs-string\">\"\u4e0a\u4e00\u6b65\u8f93\u51fa\u6587\u4ef6\u7684\u8def\u5f84\"<\/span>, <span class=\"hljs-string\">\"rb\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">response = requests.post(url, headers=headers, <span class=\"hljs-keyword\">data<\/span>=payload, files=files)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">print(response)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">print(openai.File.list())<\/span>\n<\/code><\/pre>\n<p>\u8f93\u51fa**&lt;Response [200]&gt;\u4ee3\u8868\u6587\u4ef6\u4e0a\u4f20\u6210\u529f\uff0c\u540c\u65f6\u4e5f\u4f1a\u8f93\u51fa\u6587\u4ef6\u7684ID**<\/p>\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>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">      <span class=\"hljs-attr\">\"object\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"file\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">      <span class=\"hljs-attr\">\"id\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"file-XXXXXXXXXXX\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">      <span class=\"hljs-attr\">\"purpose\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"fine-tune\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">      <span class=\"hljs-attr\">\"filename\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"output.jsonl\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">      <span class=\"hljs-attr\">\"bytes\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-number\">70137<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">      <span class=\"hljs-attr\">\"created_at\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-number\">1692763379<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">      <span class=\"hljs-attr\">\"status\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"processed\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">      <span class=\"hljs-attr\">\"status_details\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-literal\"><span class=\"hljs-keyword\">null<\/span><\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"> <span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<ul>\n<li>\u8fdb\u884c\u5fae\u8c03<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">import<\/span> requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">url = <span class=\"hljs-string\">\"https:\/\/api.openai.com\/v1\/fine_tuning\/jobs\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">headers = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-string\">\"Content-Type\"<\/span>: <span class=\"hljs-string\">\"application\/json\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-string\">\"Authorization\"<\/span>: <span class=\"hljs-string\">\"Bearer <span class=\"hljs-variable\">$OPENAI_API_KEY<\/span>\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><span class=\"hljs-keyword\">data<\/span> = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    <span class=\"hljs-string\">\"training_file\"<\/span>: <span class=\"hljs-string\">\"file-XXXXXXXXXXX\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"gpt-3.5-turbo-0613\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">response = requests.post(url, headers=headers, json=<span class=\"hljs-keyword\">data<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">print(response.text)<\/span>\n<\/code><\/pre>\n<p>\u5fae\u8c03\u5b8c\u6210\u4e4b\u540e\u4f1a\u81ea\u52a8\u53d1\u9001\u5230\u4f60\u8d26\u6237\u7684\u90ae\u7bb1\ud83d\udcee<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/ca4f26ca58f39fa5a63afac77a7a15ce.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>\u6a21\u578b\u4f7f\u7528<\/li>\n<\/ul>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">kotlin<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-kotlin code-block-extension-codeShowNum\" lang=\"kotlin\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">import<\/span> requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">url = <span class=\"hljs-string\">\"https:\/\/api.openai.com\/v1\/chat\/completions\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">headers = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-string\">\"Content-Type\"<\/span>: <span class=\"hljs-string\">\"application\/json\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    <span class=\"hljs-string\">\"Authorization\"<\/span>: <span class=\"hljs-string\">\"Bearer <span class=\"hljs-variable\">$OPENAI_API_KEY<\/span>\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><span class=\"hljs-keyword\">data<\/span> = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    <span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"ft:gpt-3.5-turbo-0613:xxxxxxxx\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-string\">\"messages\"<\/span>: [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">        {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">            <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"system\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">            <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"You are an assistant that occasionally misspells words\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">        },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">        {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">            <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">            <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"\u6211\u5728\u4f53\u68c0\u662f\u6b63\u5e38\u7684\uff0c\u4f46\u662f\u53bb\u732e\u8840\u533b\u751f\u6700\u662f\u8bf4\u6211\u7684\u8840\u538b\u9ad8\uff0c\u4e0d\u80fd\u732e\u3002\u8840\u538b\u662f130\u300180\u8fd9\u662f\u4e3a\u4ec0\u4e48\u5462\uff1f\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">        }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">    ]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">response = requests.post(url, headers=headers, json=<span class=\"hljs-keyword\">data<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">print(response.text)<\/span>\n<\/code><\/pre>\n<ul>\n<li>\u6548\u679c\u5bf9\u6bd4<\/li>\n<\/ul>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<table><thead><tr><th>\u7528\u6237\u8f93\u5165<\/th><th>gpt-3.5-turbo-0613<\/th><th>\u4ec5\u7528100\u6761\u6570\u636e\u5fae\u8c03\u540e<\/th><\/tr><\/thead><tbody><tr><td>\u6211\u5728\u4f53\u68c0\u662f\u6b63\u5e38\u7684\uff0c\u4f46\u662f\u53bb\u732e\u8840\u533b\u751f\u6700\u662f\u8bf4\u6211\u7684\u8840\u538b\u9ad8\uff0c\u4e0d\u80fd\u732e\u3002\u8840\u538b\u662f130\u300180\u8fd9\u662f\u4e3a\u4ec0\u4e48\u5462\uff1f<\/td><td>\u8840\u538b130\/80\u662f\u6b63\u5e38\u8840\u538b\uff0c\u4f46\u662f\u732e\u8840\u7684\u6807\u51c6\u8981\u6c42\u8840\u538b\u4f4e\u4e8e120\/80\uff0c\u6240\u4ee5\u60a8\u7684\u8840\u538b\u8d85\u51fa\u4e86\u732e\u8840\u7684\u6807\u51c6\uff0c\u4e0d\u80fd\u732e\u8840\u3002<\/td><td>\u9996\u6b21\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u732e\u8840\u7684\u65f6\u5019\uff0c\u4f1a\u51fa\u73b0\u751f\u7406\u6027\u7684\u5174\u594b\uff0c\u53cd\u5c04\u6027\u7684\u5f15\u8d77\u8840\u538b\u5347\u9ad8\u3002\u4e00\u822c\u60c5\u51b5\u4e0b\u5c0f\u4e8e140\u300190mmHg\uff0c\u662f\u5141\u8bb8\u732e\u8840\u7684\u3002\u5bf9\u4e8e\u4e00\u4e9b\u6301\u7eed\u6027\u7684\u8840\u538b\u5347\u9ad8\u7684\u5c31\u9700\u8981\u79ef\u6781\u7684\u8c03\u7406\u4e86\u3002<\/td><\/tr><\/tbody><\/table>\n<p>\u5fae\u8c03\u8fc7\u540e\u6211\u4eec\u4e0d\u9700\u8981\u5199prompt\u4e5f\u80fd\u591f\u8ba9gpt-3.5-turbo-0613\u6709\u66f4\u52a0\u4e13\u4e1a\u7684\u56de\u590d\uff01<\/p>\n<h3 data-id=\"heading-6\"><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FLearnPrompt%2FLLMs-cookbook%2Ftree%2Fmain%2Fgpt3.5%23%25E5%2585%25B3%25E9%2594%25AE%25E9%2597%25AE%25E9%25A2%2598%25E4%25B8%258E%25E8%2580%2583%25E8%2599%2591\" target=\"_blank\" title=\"https:\/\/github.com\/LearnPrompt\/LLMs-cookbook\/tree\/main\/gpt3.5#%E5%85%B3%E9%94%AE%E9%97%AE%E9%A2%98%E4%B8%8E%E8%80%83%E8%99%91\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\"><\/a>\u5173\u952e\u95ee\u9898\u4e0e\u8003\u8651<\/h3>\n<ul>\n<li><strong>\u6210\u672c\u95ee\u9898<\/strong>\uff1a\u5fae\u8c03\u867d\u4fbf\u5b9c\uff0c\u6a21\u578b\u53ef\u80fd\u4ea7\u751f 6-8 \u500d\u7684 GPT3.5 \u5e38\u89c4\u8d39\u7528\u3002<\/li>\n<li><strong>\u6295\u8d44\u4e0e\u56de\u62a5<\/strong>\uff1a\u4eba\u4eec\u662f\u5426\u613f\u610f\u6295\u5165\u66f4\u591a\u8d44\u91d1\u5fae\u8c03\u6a21\u578b\uff0c\u800c\u4e0d\u4ec5\u662f\u8fdb\u884c\u66f4\u597d\u7684\u63d0\u793a\u6216\u94fe\u63a5\uff1f<\/li>\n<\/ul>\n<h3 data-id=\"heading-7\"><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FLearnPrompt%2FLLMs-cookbook%2Ftree%2Fmain%2Fgpt3.5%23%25E5%258D%25B3%25E5%25B0%2586%25E5%2588%25B0%25E6%259D%25A5\" target=\"_blank\" title=\"https:\/\/github.com\/LearnPrompt\/LLMs-cookbook\/tree\/main\/gpt3.5#%E5%8D%B3%E5%B0%86%E5%88%B0%E6%9D%A5\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\"><\/a>\u5373\u5c06\u5230\u6765<\/h3>\n<ul>\n<li><strong>\u65b0\u5fae\u8c03\u4eea\u8868\u677f<\/strong><\/li>\n<li><strong>\u66f4\u591a\u7528\u6237\u53cb\u597d\u5de5\u5177<\/strong><\/li>\n<\/ul>\n<p>\u5fae\u8c03\u529f\u80fd\u65e0\u7591\u5c06\u4e3a AI \u9886\u57df\u5e26\u6765\u65b0\u7684\u53ef\u80fd\u6027\u548c\u6311\u6218\u3002\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u53ef\u4ee5\u671f\u5f85\u66f4\u591a\u5b9a\u5236\u5316\u548c\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\ud83d\ude80<\/p>\n<p>\u539f\u6587\u94fe\u63a5<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FLearnPrompt%2FLLMs-cookbook%2Ftree%2Fmain%2Fgpt3.5\" target=\"_blank\" title=\"https:\/\/github.com\/LearnPrompt\/LLMs-cookbook\/tree\/main\/gpt3.5\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/LearnPrompt\u2026<\/a><\/p>\n<p>\u611f\u8c22\u9605\u8bfb \u6b22\u8fce\u70b9\u8d5e\uff0c\u6536\u85cf\uff0c\u8bc4\u8bba<\/p>\n<p>\u66f4\u591a\u514d\u8d39\u539f\u521bAI\u6559\u7a0b\uff0c\ud83d\ude80\u8bf7\u7ee7\u7eed\u5173\u6ce8\u516c\u4f17\u53f7\uff1aAI\u6df1\u5ea6\u7814\u7a76\u5458<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5916\u7f51\u5f88\u706b\u7684\u57fa\u4e8eGPT-3.5\u7684\u5fae\u8c03\u6d41\u3002\u7a0b\u5e8f\u5458\u5c1d\u8bd5\u8c03\u7528api \u5fae\u8c03\u5728\u4e2d\u6587\u7684\u4e2d\u533b\u836f\u95ee\u7b54\u7684\u6548\u679c\uff0c\u901a\u8fc7\u5c1d\u8bd5\u5df2\u7ecf\u8dd1\u901a\u4e86\u6574\u4e2a\u6d41\u7a0b\uff0c\u63d0\u4f9b\u4e86\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u5e76\u4e14\u628a\u5b98\u65b9\u7684curl\u6d41\u7a0b\u8f6c\u6210\u4e86python\u7248\u3002 openai <\/p>\n","protected":false},"author":1,"featured_media":5140,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"GPT\u5fae\u8c03\u5b9e\u6218\uff1a\u6253\u9020\u4e2d\u533b\u836f\u95ee\u7b54AI\u6a21\u578b - \u5948\u65af\u79d1\u6280\u793e\u533a","rank_math_description":"\u672c\u6587\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528OpenAI\u6700\u65b0\u7684GPT\u5fae\u8c03\u529f\u80fd\uff0c\u901a\u8fc7\u4e2d\u6587\u533b\u836f\u6570\u636e\u96c6\u8bad\u7ec3\u5b9a\u5236\u5316AI\u6a21\u578b\uff0c\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u533b\u836f\u95ee\u7b54\u3002\u6587\u7ae0\u6db5\u76d6\u6570\u636e\u5904\u7406\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u6548\u679c\u5bf9\u6bd4\u7b49\u5185\u5bb9\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u5b9e\u7528\u6307\u5357\u3002","rank_math_focus_keyword":"GPT\u5fae\u8c03, OpenAI, \u4e2d\u533b\u836f\u95ee\u7b54, AI\u6a21\u578b\u5b9a\u5236, \u5f00\u53d1\u8005\u5de5\u5177","views":"29","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1308","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-gpt","tag-ai","tag-128","tag-129","tag-136"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1308","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1308"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1308\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/5140"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1308"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1308"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1308"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1308"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}