{"id":1317,"date":"2023-02-25T17:03:20","date_gmt":"2023-02-25T09:03:20","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=1317"},"modified":"2023-02-25T19:23:15","modified_gmt":"2023-02-25T11:23:15","slug":"openai-api-%e6%8c%87%e5%8d%97%ef%bc%9a4-%e5%be%ae%e8%b0%83","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=1317","title":{"rendered":"OpenAI API \u6307\u5357\uff1a4.\u5fae\u8c03"},"content":{"rendered":"\n<p>\u4e86\u89e3\u5982\u4f55\u4e3a\u5e94\u7528\u7a0b\u5e8f\u81ea\u5b9a\u4e49\u6a21\u578b\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/introduction\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/introduction\">\u4ecb\u7ecd<\/a><\/h2>\n\n\n\n<p>\u901a\u8fc7\u5fae\u8c03\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u63d0\u4f9b\u4ee5\u4e0b\u5185\u5bb9\u4ece\u901a\u8fc7 API \u63d0\u4f9b\u7684\u6a21\u578b\u4e2d\u83b7\u5f97\u66f4\u591a\u6536\u76ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6bd4\u63d0\u793a\u8bbe\u8ba1\u66f4\u9ad8\u8d28\u91cf\u7684\u7ed3\u679c<\/li>\n\n\n\n<li>\u80fd\u591f\u8bad\u7ec3\u6bd4\u63d0\u793a\u6240\u80fd\u5bb9\u7eb3\u7684\u66f4\u591a\u793a\u4f8b<\/li>\n\n\n\n<li>\u7531\u4e8e\u63d0\u793a\u65f6\u95f4\u8f83\u77ed\uff0c\u53ef\u4ee5\u8282\u7701\u4ee3\u5e01<\/li>\n\n\n\n<li>\u66f4\u4f4e\u7684\u5ef6\u8fdf\u8bf7\u6c42<\/li>\n<\/ol>\n\n\n\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\">Fine-tuning &#8211; OpenAI API<\/a><\/p>\n\n\n\n<p>GPT-3 \u5df2\u7ecf\u5bf9\u6765\u81ea\u5f00\u653e\u4e92\u8054\u7f51\u7684\u5927\u91cf\u6587\u672c\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\u3002\u5f53\u7ed9\u51fa\u4e00\u4e2a\u53ea\u6709\u51e0\u4e2a\u4f8b\u5b50\u7684\u63d0\u793a\u65f6\uff0c\u5b83\u901a\u5e38\u53ef\u4ee5\u76f4\u89c2\u5730\u5224\u65ad\u4f60\u6b63\u5728\u5c1d\u8bd5\u6267\u884c\u4ec0\u4e48\u4efb\u52a1\u5e76\u751f\u6210\u4e00\u4e2a\u5408\u7406\u7684\u5b8c\u6210\u3002\u8fd9\u901a\u5e38\u88ab\u79f0\u4e3a\u201c\u5c11\u955c\u5934\u5b66\u4e60\u201d\u3002<\/p>\n\n\n\n<p>\u5fae\u8c03\u901a\u8fc7\u8bad\u7ec3\u6bd4\u63d0\u793a\u6240\u80fd\u5bb9\u7eb3\u7684\u66f4\u591a\u7684\u793a\u4f8b\u6765\u6539\u8fdb\u5c11\u6570\u955c\u5934\u5b66\u4e60\uff0c\u8ba9\u60a8\u5728\u5927\u91cf\u4efb\u52a1\u4e0a\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002\u5bf9<strong>\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u540e\uff0c\u65e0\u9700\u518d\u5728\u63d0\u793a\u4e2d\u63d0\u4f9b\u793a\u4f8b\u3002<\/strong>\u8fd9\u6837\u53ef\u4ee5\u8282\u7701\u6210\u672c\u5e76\u5b9e\u73b0\u66f4\u4f4e\u7684\u5ef6\u8fdf\u8bf7\u6c42\u3002<\/p>\n\n\n\n<p>\u6982\u62ec\u5730\u8bf4\uff0c\u5fae\u8c03\u6d89\u53ca\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u51c6\u5907\u548c\u4e0a\u4f20\u8bad\u7ec3\u6570\u636e<\/li>\n\n\n\n<li>\u8bad\u7ec3\u65b0\u7684\u5fae\u8c03\u6a21\u578b<\/li>\n\n\n\n<li>\u4f7f\u7528\u5fae\u8c03\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<p>\u8bf7\u8bbf\u95ee\u6211\u4eec\u7684<a href=\"https:\/\/openai.com\/api\/pricing\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b9a\u4ef7\u9875\u9762<\/a>\uff0c\u8be6\u7ec6\u4e86\u89e3\u5982\u4f55\u5bf9\u5fae\u8c03\u7684\u6a21\u578b\u8bad\u7ec3\u548c\u4f7f\u7528\u8ba1\u8d39\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/what-models-can-be-fine-tuned\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/what-models-can-be-fine-tuned\">\u54ea\u4e9b\u6a21\u578b\u53ef\u4ee5\u5fae\u8c03\uff1f<\/a><\/h2>\n\n\n\n<p>\u5fae\u8c03\u76ee\u524d\u4ec5\u9002\u7528\u4e8e\u4ee5\u4e0b\u57fa\u672c\u578b\u53f7\uff1a<code>davinci<\/code>\u3001<code>curie<\/code>\u3001<code>babbage<\/code> \u548c <code>ada<\/code> \u3002\u8fd9\u4e9b\u662f\u539f\u59cb\u6a21\u578b\uff0c\u5728\u8bad\u7ec3\u540e\u6ca1\u6709\u4efb\u4f55\u8bf4\u660e\uff08\u4f8b\u5982text-davinci-003\uff09\u3002\u60a8\u8fd8\u53ef\u4ee5<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/continue-fine-tuning-from-a-fine-tuned-model\">\u7ee7\u7eed\u5fae\u8c03\u5fae\u8c03\u6a21\u578b<\/a>\u4ee5\u6dfb\u52a0\u5176\u4ed6\u6570\u636e\uff0c\u800c\u65e0\u9700\u4ece\u5934\u5f00\u59cb\u3002<code>text-davinci-003<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/installation\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/installation\">\u5b89\u88c5<\/a><\/h2>\n\n\n\n<p>\u6211\u4eec\u5efa\u8bae\u4f7f\u7528\u6211\u4eec\u7684 OpenAI \u547d\u4ee4\u884c\u754c\u9762 \uff08CLI\uff09\u3002\u8981\u5b89\u88c5\u5b83\uff0c\u8bf7\u8fd0\u884c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install --upgrade openai<\/code><\/pre>\n\n\n\n<p>\uff08\u4ee5\u4e0b\u8bf4\u660e\u9002\u7528\u4e8e\u7248\u672c&nbsp;<strong>0.9.4<\/strong>&nbsp;\u53ca\u66f4\u9ad8\u7248\u672c\u3002\u6b64\u5916\uff0cOpenAI CLI \u9700\u8981 python 3\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5728 shell \u521d\u59cb\u5316\u811a\u672c\uff08\u4f8b\u5982 .bashrc\u3001zshrc \u7b49\uff09\u4e2d\u6dfb\u52a0\u4ee5\u4e0b\u884c\u6216\u5728\u5fae\u8c03\u547d\u4ee4\u4e4b\u524d\u7684\u547d\u4ee4\u884c\u4e2d\u8fd0\u884c\u5b83\u6765\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\uff1a<code>OPENAI_API_KEY<\/code><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>export OPENAI_API_KEY=\"&lt;OPENAI_API_KEY&gt;\"<\/code><\/pre>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/prepare-training-data\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/prepare-training-data\">\u51c6\u5907\u8bad\u7ec3\u6570\u636e<\/a><\/h2>\n\n\n\n<p>\u8bad\u7ec3\u6570\u636e\u662f\u4f60\u6559 GPT-3 \u4f60\u60f3\u8bf4\u4ec0\u4e48\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u60a8\u7684\u6570\u636e\u5fc5\u987b\u662f&nbsp;<a href=\"https:\/\/jsonlines.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">JSONL<\/a>&nbsp;\u6587\u6863\uff0c\u5176\u4e2d\u6bcf\u884c\u90fd\u662f\u5bf9\u5e94\u4e8e\u8bad\u7ec3\u793a\u4f8b\u7684\u63d0\u793a\u5b8c\u6210\u5bf9\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u6211\u4eec\u7684&nbsp;<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/cli-data-preparation-tool\">CLI \u6570\u636e\u51c6\u5907\u5de5\u5177<\/a>\u8f7b\u677e\u5730\u5c06\u6570\u636e\u8f6c\u6362\u4e3a\u6b64\u6587\u4ef6\u683c\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\"prompt\": \"&lt;prompt text&gt;\", \"completion\": \"&lt;ideal generated text&gt;\"}\n{\"prompt\": \"&lt;prompt text&gt;\", \"completion\": \"&lt;ideal generated text&gt;\"}\n{\"prompt\": \"&lt;prompt text&gt;\", \"completion\": \"&lt;ideal generated text&gt;\"}\n...<\/code><\/pre>\n\n\n\n<p>\u8bbe\u8ba1\u7528\u4e8e\u5fae\u8c03\u7684\u63d0\u793a\u548c\u5b8c\u6210\u4e0e\u8bbe\u8ba1\u7528\u4e8e\u6211\u4eec\u57fa\u672c\u6a21\u578b\uff08Davinci\u3001Curie\u3001Babbage\u3001Ada \uff09\u7684\u63d0\u793a\u4e0d\u540c\u3002\u7279\u522b\u662f\uff0c\u867d\u7136\u57fa\u7840\u6a21\u578b\u7684\u63d0\u793a\u901a\u5e38\u7531\u591a\u4e2a\u793a\u4f8b\u7ec4\u6210\uff08\u201c\u5c11\u6570\u955c\u5934\u5b66\u4e60\u201d\uff09\uff0c\u4f46\u4e3a\u4e86\u5fae\u8c03\uff0c\u6bcf\u4e2a\u8bad\u7ec3\u793a\u4f8b\u901a\u5e38\u7531\u5355\u4e2a\u8f93\u5165\u793a\u4f8b\u53ca\u5176\u5173\u8054\u7684\u8f93\u51fa\u7ec4\u6210\uff0c\u800c\u65e0\u9700\u7ed9\u51fa\u8be6\u7ec6\u8bf4\u660e\u6216\u5728\u540c\u4e00\u63d0\u793a\u4e2d\u5305\u542b\u591a\u4e2a\u793a\u4f8b\u3002<\/p>\n\n\n\n<p>\u6709\u5173\u5982\u4f55\u4e3a\u5404\u79cd\u4efb\u52a1\u51c6\u5907\u8bad\u7ec3\u6570\u636e\u7684\u66f4\u8be6\u7ec6\u6307\u5bfc\uff0c\u8bf7\u53c2\u9605\u6211\u4eec<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/preparing-your-dataset\">\u51c6\u5907\u6570\u636e\u96c6<\/a>\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n\n\n\n<p>\u60a8\u62e5\u6709\u7684\u57f9\u8bad\u793a\u4f8b\u8d8a\u591a\u8d8a\u597d\u3002\u6211\u4eec\u5efa\u8bae\u81f3\u5c11\u6709\u51e0\u767e\u4e2a\u793a\u4f8b\u3002\u901a\u5e38\uff0c\u6211\u4eec\u53d1\u73b0\u6570\u636e\u96c6\u5927\u5c0f\u6bcf\u589e\u52a0\u4e00\u500d\uff0c\u6a21\u578b\u8d28\u91cf\u5c31\u4f1a\u7ebf\u6027\u63d0\u9ad8\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/cli-data-preparation-tool\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/cli-data-preparation-tool\">CLI \u6570\u636e\u51c6\u5907\u5de5\u5177<\/a><\/h3>\n\n\n\n<p>\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u5de5\u5177\u6765\u9a8c\u8bc1\u3001\u63d0\u4f9b\u5efa\u8bae\u548c\u91cd\u65b0\u683c\u5f0f\u5316\u60a8\u7684\u6570\u636e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai tools fine_tunes.prepare_data -f &lt;LOCAL_FILE&gt;<\/code><\/pre>\n\n\n\n<p>\u6b64\u5de5\u5177\u63a5\u53d7\u4e0d\u540c\u7684\u683c\u5f0f\uff0c\u552f\u4e00\u8981\u6c42\u5b83\u4eec\u5305\u542b\u63d0\u793a\u548c\u5b8c\u6210\u5217\/\u952e\u3002\u60a8\u53ef\u4ee5\u4f20\u9012&nbsp;<strong>CSV\u3001TSV\u3001XLSX\u3001JSON<\/strong>&nbsp;\u6216&nbsp;<strong>JSONL<\/strong>&nbsp;\u6587\u4ef6\uff0c\u5b83\u4f1a\u5728\u6307\u5bfc\u60a8\u5b8c\u6210\u5efa\u8bae\u7684\u66f4\u6539\u8fc7\u7a0b\u540e\uff0c\u5c06\u8f93\u51fa\u4fdd\u5b58\u5230 JSONL \u6587\u4ef6\u4e2d\uff0c\u4ee5\u4fbf\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/create-a-fine-tuned-model\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/create-a-fine-tuned-model\">\u521b\u5efa\u5fae\u8c03\u6a21\u578b<\/a><\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u5047\u8bbe\u4f60\u5df2\u6309\u7167<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/prepare-training-data\">\u4e0a\u8ff0\u8bf4\u660e<\/a>\u51c6\u5907\u4e86\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528 OpenAI CLI \u542f\u52a8\u5fae\u8c03\u4f5c\u4e1a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api fine_tunes.create -t &lt;TRAIN_FILE_ID_OR_PATH&gt; -m &lt;BASE_MODEL&gt;<\/code><\/pre>\n\n\n\n<p>\u60a8\u4ece\u54ea\u91cc\u5f00\u59cb\u7684\u57fa\u672c\u6a21\u578b\u7684\u540d\u79f0\uff08ada\u3001babbage\u3001\u5c45\u91cc\u6216\u8fbe\u82ac\u5947\uff09\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u540e<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/customize-your-model-name\">\u7f00\u53c2\u6570<\/a>\u81ea\u5b9a\u4e49\u5fae\u8c03\u6a21\u578b\u7684\u540d\u79f0\u3002<code>BASE_MODEL<\/code><\/p>\n\n\n\n<p>\u8fd0\u884c\u4e0a\u8ff0\u547d\u4ee4\u4f1a\u6267\u884c\u4ee5\u4e0b\u51e0\u9879\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f7f\u7528\u6587\u4ef6&nbsp;<a target=\"_blank\" href=\"https:\/\/platform.openai.com\/docs\/api-reference\/files\" rel=\"noreferrer noopener\">API \u4e0a\u4f20\u6587\u4ef6<\/a>\uff08\u6216\u4f7f\u7528\u5df2\u4e0a\u4f20\u7684\u6587\u4ef6\uff09<\/li>\n\n\n\n<li>\u521b\u5efa\u5fae\u8c03\u4f5c\u4e1a<\/li>\n\n\n\n<li>\u6d41\u5f0f\u4f20\u8f93\u4e8b\u4ef6\uff0c\u76f4\u5230\u4f5c\u4e1a\u5b8c\u6210\uff08\u8fd9\u901a\u5e38\u9700\u8981\u51e0\u5206\u949f\uff0c\u4f46\u5982\u679c\u961f\u5217\u4e2d\u6709\u8bb8\u591a\u4f5c\u4e1a\u6216\u6570\u636e\u96c6\u5f88\u5927\uff0c\u5219\u53ef\u80fd\u9700\u8981\u6570\u5c0f\u65f6\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u6bcf\u4e2a\u5fae\u8c03\u4f5c\u4e1a\u90fd\u4ece\u9ed8\u8ba4\u4e3a\u5c45\u91cc\u7684\u57fa\u672c\u6a21\u578b\u5f00\u59cb\u3002\u6a21\u578b\u7684\u9009\u62e9\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u6027\u80fd\u548c\u8fd0\u884c\u5fae\u8c03\u6a21\u578b\u7684\u6210\u672c\u3002\u60a8\u7684\u6a21\u578b\u53ef\u4ee5\u662f\u4ee5\u4e0b\u4e4b\u4e00\uff1a<code>ada<\/code>,&nbsp;<code>babbage<\/code>,&nbsp;<code>curie<\/code>, \u6216&nbsp;<code>davinci<\/code>\u3002\u8bf7\u8bbf\u95ee\u6211\u4eec\u7684<a rel=\"noreferrer noopener\" href=\"https:\/\/openai.com\/api\/pricing\/#faq-fine-tuning-pricing-calculation\" target=\"_blank\">\u5b9a\u4ef7\u9875\u9762<\/a>\uff0c\u4e86\u89e3\u6709\u5173\u5fae\u8c03\u8d39\u7387\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u5f00\u59cb\u5fae\u8c03\u4f5c\u4e1a\u540e\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u624d\u80fd\u5b8c\u6210\u3002\u4f60\u7684\u4f5c\u4e1a\u53ef\u80fd\u6392\u5728\u6211\u4eec\u7cfb\u7edf\u4e0a\u7684\u5176\u4ed6\u4f5c\u4e1a\u540e\u9762\uff0c\u8bad\u7ec3\u6211\u4eec\u7684\u6a21\u578b\u53ef\u80fd\u9700\u8981\u51e0\u5206\u949f\u6216\u51e0\u5c0f\u65f6\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u6a21\u578b\u548c\u6570\u636e\u96c6\u5927\u5c0f\u3002\u5982\u679c\u4e8b\u4ef6\u6d41\u56e0\u4efb\u4f55\u539f\u56e0\u4e2d\u65ad\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u6062\u590d\u5b83\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api fine_tunes.follow -i &lt;YOUR_FINE_TUNE_JOB_ID&gt;<\/code><\/pre>\n\n\n\n<p>\u4f5c\u4e1a\u5b8c\u6210\u540e\uff0c\u5b83\u5e94\u663e\u793a\u5fae\u8c03\u6a21\u578b\u7684\u540d\u79f0\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u521b\u5efa\u5fae\u8c03\u4f5c\u4e1a\u4e4b\u5916\uff0c\u60a8\u8fd8\u53ef\u4ee5\u5217\u51fa\u73b0\u6709\u4f5c\u4e1a\u3001\u68c0\u7d22\u4f5c\u4e1a\u72b6\u6001\u6216\u53d6\u6d88\u4f5c\u4e1a\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># List all created fine-tunes\nopenai api fine_tunes.list\n\n# Retrieve the state of a fine-tune. The resulting object includes\n# job status (which can be one of pending, running, succeeded, or failed)\n# and other information\nopenai api fine_tunes.get -i &lt;YOUR_FINE_TUNE_JOB_ID&gt;\n\n# Cancel a job\nopenai api fine_tunes.cancel -i &lt;YOUR_FINE_TUNE_JOB_ID&gt;<\/code><\/pre>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/use-a-fine-tuned-model\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/use-a-fine-tuned-model\">\u4f7f\u7528\u5fae\u8c03\u6a21\u578b<\/a><\/h2>\n\n\n\n<p>\u4f5c\u4e1a\u6210\u529f\u540e\uff0c<code>fine_tuned_model<\/code>\u5c06\u4f7f\u7528\u6a21\u578b\u540d\u79f0\u586b\u5145\u8be5\u5b57\u6bb5\u3002\u60a8\u73b0\u5728\u53ef\u4ee5\u5c06\u6b64\u6a21\u578b\u6307\u5b9a\u4e3a\u6211\u4eec\u7684<a rel=\"noreferrer noopener\" href=\"https:\/\/platform.openai.com\/docs\/api-reference\/completions\" target=\"_blank\">\u5b8c\u6210 API<\/a>&nbsp;\u7684\u53c2\u6570\uff0c\u5e76\u4f7f\u7528&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/platform.openai.com\/playground\" target=\"_blank\">Playground<\/a>&nbsp;\u5411\u5176\u53d1\u51fa\u8bf7\u6c42\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e1a\u9996\u6b21\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u53ef\u80fd\u9700\u8981\u51e0\u5206\u949f\u624d\u80fd\u51c6\u5907\u597d\u5904\u7406\u8bf7\u6c42\u3002\u5982\u679c\u5bf9\u6a21\u578b\u7684\u5b8c\u6210\u8bf7\u6c42\u8d85\u65f6\uff0c\u5219\u53ef\u80fd\u662f\u56e0\u4e3a\u6a21\u578b\u4ecd\u5728\u52a0\u8f7d\u4e2d\u3002\u5982\u679c\u53d1\u751f\u8fd9\u79cd\u60c5\u51b5\uff0c\u8bf7\u5728\u51e0\u5206\u949f\u540e\u91cd\u8bd5\u3002<\/p>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u5c06\u6a21\u578b\u540d\u79f0<code>model<\/code>\u4f5c\u4e3a\u5b8c\u6210\u8bf7\u6c42\u7684\u53c2\u6570\u4f20\u9012\u6765\u5f00\u59cb\u53d1\u51fa\u8bf7\u6c42\uff1a<\/p>\n\n\n\n<p>OpenAI CLI\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api completions.create -m &lt;FINE_TUNED_MODEL&gt; -p &lt;YOUR_PROMPT&gt;<\/code><\/pre>\n\n\n\n<p><strong>cURL<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>curl https:\/\/api.openai.com\/v1\/completions \\\n  -H \"Authorization: Bearer $OPENAI_API_KEY\" \\\n  -H \"Content-Type: application\/json\" \\\n  -d '{\"prompt\": YOUR_PROMPT, \"model\": FINE_TUNED_MODEL}'<\/code><\/pre>\n\n\n\n<p><strong>Python<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import openai\nopenai.Completion.create(\n    model=FINE_TUNED_MODEL,\n    prompt=YOUR_PROMPT)<\/code><\/pre>\n\n\n\n<p>Node.js\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>const response = await openai.createCompletion({\n  model: FINE_TUNED_MODEL\n  prompt: YOUR_PROMPT,\n});<\/code><\/pre>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u7ee7\u7eed\u5728\u8fd9\u4e9b\u8bf7\u6c42\u4e2d\u4f7f\u7528\u6240\u6709\u5176\u4ed6<a rel=\"noreferrer noopener\" href=\"https:\/\/platform.openai.com\/docs\/api-reference\/completions\" target=\"_blank\">\u5b8c\u6210<\/a>\u53c2\u6570\uff0c<code>temperature<\/code>,&nbsp;<code>frequency_penalty<\/code>,&nbsp;<code>presence_penalty<\/code>\u7b49\uff0c\u4ee5\u5fae\u8c03\u6a21\u578b\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/delete-a-fine-tuned-model\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/delete-a-fine-tuned-model\">\u5220\u9664\u5fae\u8c03\u7684\u6a21\u578b<\/a><\/h2>\n\n\n\n<p>\u82e5\u8981\u5220\u9664\u5fae\u8c03\u7684\u6a21\u578b\uff0c\u5fc5\u987b\u5728\u7ec4\u7ec7\u5185\u6307\u5b9a\u201c\u6240\u6709\u8005\u201d\u3002<\/p>\n\n\n\n<p>OpenAI CLI\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api models.delete -i &lt;FINE_TUNED_MODEL&gt;<\/code><\/pre>\n\n\n\n<p><strong>cURL<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>curl -X \"DELETE\" https:\/\/api.openai.com\/v1\/models\/&lt;FINE_TUNED_MODEL&gt; \\\n  -H \"Authorization: Bearer $OPENAI_API_KEY\"<\/code><\/pre>\n\n\n\n<p><strong>Python<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import openai\nopenai.Model.delete(FINE_TUNED_MODEL)<\/code><\/pre>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/preparing-your-dataset\"><\/a><\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/preparing-your-dataset\">\u51c6\u5907\u6570\u636e\u96c6<\/a><\/h1>\n\n\n\n<p>\u5fae\u8c03\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u6280\u672f\uff0c\u7528\u4e8e\u521b\u5efa\u7279\u5b9a\u4e8e\u60a8\u7684\u7528\u4f8b\u7684\u65b0\u6a21\u578b\u3002<strong>\u5728\u5fae\u8c03\u6a21\u578b\u4e4b\u524d\uff0c\u6211\u4eec\u5f3a\u70c8\u5efa\u8bae\u60a8\u9605\u8bfb\u4e0b\u9762\u9488\u5bf9\u60a8\u7684\u4f7f\u7528\u6848\u4f8b\u7684\u8fd9\u4e9b\u6700\u4f73\u5b9e\u8df5\u548c<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/specific-guidelines\">\u7279\u5b9a\u6307\u5357<\/a>\u3002<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/data-formatting\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/data-formatting\">\u6570\u636e\u683c\u5f0f<\/a><\/h2>\n\n\n\n<p>\u8981\u5fae\u8c03\u6a21\u578b\uff0c\u60a8\u9700\u8981\u4e00\u7ec4\u8bad\u7ec3\u793a\u4f8b\uff0c\u6bcf\u4e2a\u793a\u4f8b\u90fd\u7531\u5355\u4e2a\u8f93\u5165\uff08\u201cprompt\u201d\uff09\u53ca\u5176\u5173\u8054\u7684\u8f93\u51fa\uff08\u201ccompletion\u201d\uff09\u7ec4\u6210\u3002\u8fd9\u4e0e\u4f7f\u7528\u6211\u4eec\u7684\u57fa\u672c\u6a21\u578b\u660e\u663e\u4e0d\u540c\uff0c\u5728\u57fa\u672c\u6a21\u578b\u4e2d\uff0c\u60a8\u53ef\u4ee5\u5728\u5355\u4e2a\u63d0\u793a\u4e2d\u8f93\u5165\u8be6\u7ec6\u8bf4\u660e\u6216\u591a\u4e2a\u793a\u4f8b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u63d0\u793a\u90fd\u5e94\u4ee5\u56fa\u5b9a\u7684\u5206\u9694\u7b26\u7ed3\u5c3e\uff0c\u4ee5\u4fbf\u5728\u63d0\u793a\u7ed3\u675f\u548c\u5b8c\u6210\u5f00\u59cb\u65f6\u901a\u77e5\u6a21\u578b\u3002\u901a\u5e38\u8fd0\u884c\u826f\u597d\u7684\u7b80\u5355\u5206\u9694\u7b26\u662f \u3002\u5206\u9694\u7b26\u4e0d\u5e94\u51fa\u73b0\u5728\u4efb\u4f55\u63d0\u793a\u4e2d\u7684\u5176\u4ed6\u4f4d\u7f6e\u3002<code>\\n\\n###\\n\\n<\/code><\/li>\n\n\n\n<li>\u7531\u4e8e\u6211\u4eec\u7684\u6807\u8bb0\u5316\uff0c\u6bcf\u4e2a\u5b8c\u6210\u90fd\u5e94\u8be5\u4ee5\u7a7a\u683c\u5f00\u5934\uff0c\u8fd9\u4f1a\u7528\u524d\u9762\u7684\u7a7a\u683c<a target=\"_blank\" href=\"https:\/\/platform.openai.com\/tokenizer\" rel=\"noreferrer noopener\">\u6807\u8bb0<\/a>\u5927\u591a\u6570\u5355\u8bcd\u3002<\/li>\n\n\n\n<li>\u6bcf\u6b21\u5b8c\u6210\u90fd\u5e94\u4ee5\u56fa\u5b9a\u7684\u505c\u6b62\u5e8f\u5217\u7ed3\u675f\uff0c\u4ee5\u4fbf\u5728\u5b8c\u6210\u7ed3\u675f\u65f6\u901a\u77e5\u6a21\u578b\u3002\u505c\u6b62\u5e8f\u5217\u53ef\u4ee5\u662f \u3001 \u6216\u4efb\u4f55\u5176\u4ed6\u672a\u51fa\u73b0\u5728\u4efb\u4f55\u5b8c\u6210\u4e2d\u7684\u6807\u8bb0\u3002<code>\\n<\/code><code>###<\/code><\/li>\n\n\n\n<li>\u5bf9\u4e8e\u63a8\u7406\uff0c\u5e94\u91c7\u7528\u4e0e\u521b\u5efa\u8bad\u7ec3\u6570\u636e\u96c6\u65f6\u76f8\u540c\u7684\u65b9\u5f0f\u8bbe\u7f6e\u63d0\u793a\u7684\u683c\u5f0f\uff0c\u5305\u62ec\u76f8\u540c\u7684\u5206\u9694\u7b26\u3002\u8fd8\u8981\u6307\u5b9a\u76f8\u540c\u7684\u505c\u6b62\u5e8f\u5217\u4ee5\u6b63\u786e\u622a\u65ad\u5b8c\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/general-best-practices\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/general-best-practices\">\u4e00\u822c\u6700\u4f73\u505a\u6cd5<\/a><\/h2>\n\n\n\n<p>\u4f7f\u7528\u66f4\u591a\u9ad8\u8d28\u91cf\u793a\u4f8b\uff0c\u5fae\u8c03\u6548\u679c\u66f4\u597d\u3002\u8981\u5fae\u8c03\u6027\u80fd\u4f18\u4e8e\u4f7f\u7528\u9ad8\u8d28\u91cf\u63d0\u793a\u7684\u6a21\u578b\uff0c\u60a8\u5e94\u8be5\u63d0\u4f9b\u81f3\u5c11\u6570\u767e\u4e2a\u9ad8\u8d28\u91cf\u7684\u793a\u4f8b\uff0c\u6700\u597d\u7531\u4eba\u7c7b\u4e13\u5bb6\u5ba1\u67e5\u3002\u4ece\u90a3\u91cc\u5f00\u59cb\uff0c\u6027\u80fd\u5f80\u5f80\u4f1a\u968f\u7740\u793a\u4f8b\u6570\u91cf\u7684\u6bcf\u589e\u52a0\u4e00\u500d\u800c\u7ebf\u6027\u589e\u52a0\u3002\u589e\u52a0\u793a\u4f8b\u6570\u91cf\u901a\u5e38\u662f\u63d0\u9ad8\u6027\u80fd\u7684\u6700\u4f73\u548c\u6700\u53ef\u9760\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u5206\u7c7b\u5668\u662f\u6700\u5bb9\u6613\u5165\u95e8\u7684\u6a21\u578b\u3002\u5bf9\u4e8e\u5206\u7c7b\u95ee\u9898\uff0c\u6211\u4eec\u5efa\u8bae\u4f7f\u7528ada\uff0c\u4e00\u65e6\u5fae\u8c03\uff0c\u5b83\u901a\u5e38\u53ea\u4f1a\u6bd4\u529f\u80fd\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u8868\u73b0\u5f97\u7a0d\u5fae\u5dee\u4e00\u70b9\uff0c\u540c\u65f6\u901f\u5ea6\u66f4\u5feb\uff0c\u66f4\u4fbf\u5b9c\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u8981\u5bf9\u9884\u5148\u5b58\u5728\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\uff0c\u800c\u4e0d\u662f\u4ece\u5934\u5f00\u59cb\u7f16\u5199\u63d0\u793a\uff0c\u8bf7\u786e\u4fdd\u5c3d\u53ef\u80fd\u624b\u52a8\u67e5\u770b\u6570\u636e\u4e2d\u662f\u5426\u6709\u4ee4\u4eba\u53cd\u611f\u6216\u4e0d\u51c6\u786e\u7684\u5185\u5bb9\uff0c\u6216\u8005\u5982\u679c\u6570\u636e\u96c6\u5f88\u5927\uff0c\u5219\u5c3d\u53ef\u80fd\u591a\u5730\u67e5\u770b\u6570\u636e\u96c6\u7684\u968f\u673a\u6837\u672c\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/specific-guidelines\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/specific-guidelines\">\u5177\u4f53\u51c6\u5219<\/a><\/h2>\n\n\n\n<p>\u5fae\u8c03\u53ef\u4ee5\u89e3\u51b3\u5404\u79cd\u95ee\u9898\uff0c\u4f7f\u7528\u5b83\u7684\u6700\u4f73\u65b9\u5f0f\u53ef\u80fd\u53d6\u51b3\u4e8e\u60a8\u7684\u7279\u5b9a\u7528\u4f8b\u3002\u4e0b\u9762\uff0c\u6211\u4eec\u5217\u51fa\u4e86\u6700\u5e38\u89c1\u7684\u5fae\u8c03\u7528\u4f8b\u548c\u76f8\u5e94\u7684\u6307\u5357\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/classification\">\u5206\u7c7b<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-is-the-model-making-untrue-statements\">\u6a21\u578b\u662f\u5426\u505a\u51fa\u4e86\u4e0d\u771f\u5b9e\u7684\u9648\u8ff0\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-sentiment-analysis\">\u60c5\u7eea\u5206\u6790<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-categorization-for-email-triage\">\u7535\u5b50\u90ae\u4ef6\u5206\u7c7b<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/conditional-generation\">\u6761\u4ef6\u751f\u6210<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-write-an-engaging-ad-based-on-a-wikipedia-article\">\u6839\u636e\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u64b0\u5199\u5f15\u4eba\u5165\u80dc\u7684\u5e7f\u544a<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-entity-extraction\">\u5b9e\u4f53\u63d0\u53d6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-customer-support-chatbot\">\u5ba2\u6237\u652f\u6301\u804a\u5929\u673a\u5668\u4eba<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-product-description-based-on-a-technical-list-of-properties\">\u57fa\u4e8e\u6280\u672f\u5c5e\u6027\u5217\u8868\u7684\u4ea7\u54c1\u63cf\u8ff0<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/classification\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/classification\">\u5206\u7c7b<\/a><\/h3>\n\n\n\n<p>\u5728\u5206\u7c7b\u95ee\u9898\u4e2d\uff0c\u63d0\u793a\u4e2d\u7684\u6bcf\u4e2a\u8f93\u5165\u90fd\u5e94\u5206\u7c7b\u5230\u9884\u5b9a\u4e49\u7684\u7c7b\u4e4b\u4e00\u3002\u5bf9\u4e8e\u6b64\u7c7b\u95ee\u9898\uff0c\u6211\u4eec\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u63d0\u793a\u7b26\u672b\u5c3e\u4f7f\u7528\u5206\u9694\u7b26\uff0c\u4f8b\u5982 <code>\\n\\n###\\n\\n<\/code>.\u8bf7\u8bb0\u4f4f\uff0c\u5f53\u60a8\u6700\u7ec8\u5411\u6a21\u578b\u53d1\u51fa\u8bf7\u6c42\u65f6\uff0c\u8fd8\u8981\u9644\u52a0\u6b64\u5206\u9694\u7b26\u3002<\/li>\n\n\n\n<li>\u9009\u62e9\u6620\u5c04\u5230\u5355\u4e2a<a rel=\"noreferrer noopener\" href=\"https:\/\/platform.openai.com\/tokenizer\" target=\"_blank\"><a rel=\"noreferrer noopener\" href=\"https:\/\/platform.openai.com\/tokenizer\" target=\"_blank\">token<\/a><\/a>\u7684\u7c7b\u3002\u5728\u63a8\u7406\u65f6\uff0c\u8bf7\u6307\u5b9a\uff0c\u56e0\u4e3a\u60a8\u53ea\u9700\u8981\u7b2c\u4e00\u4e2a\u6807\u8bb0\u8fdb\u884c\u5206\u7c7b\u3002<code>max_tokens=1<\/code><\/li>\n\n\n\n<li>\u786e\u4fdd\u63d0\u793a + \u5b8c\u6210\u4e0d\u8d85\u8fc7 2048 \u4e2a\u6807\u8bb0\uff0c\u5305\u62ec\u5206\u9694\u7b26<\/li>\n\n\n\n<li>\u76ee\u6807\u662f\u6bcf\u8282\u8bfe\u81f3\u5c11~100\u4e2a\u793a\u4f8b<\/li>\n\n\n\n<li>\u8981\u83b7\u53d6\u7c7b\u65e5\u5fd7\u6982\u7387\uff0c\u60a8\u53ef\u4ee5\u5728\u4f7f\u7528\u6a21\u578b\u65f6\u6307\u5b9a\uff08\u5bf9\u4e8e 5 \u4e2a\u7c7b\uff09<code>logprobs=5<\/code><\/li>\n\n\n\n<li>\u786e\u4fdd\u7528\u4e8e\u5fae\u8c03\u7684\u6570\u636e\u96c6\u5728\u7ed3\u6784\u548c\u4efb\u52a1\u7c7b\u578b\u4e0a\u4e0e\u6a21\u578b\u5c06\u7528\u4e8e\u7684\u4efb\u52a1\u975e\u5e38\u76f8\u4f3c<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-is-the-model-making-untrue-statements\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-is-the-model-making-untrue-statements\">\u6848\u4f8b\u7814\u7a76\uff1a\u6a21\u578b\u662f\u5426\u505a\u51fa\u4e86\u4e0d\u771f\u5b9e\u7684\u9648\u8ff0\uff1f<\/a><\/h4>\n\n\n\n<p>\u5047\u8bbe\u60a8\u60f3\u786e\u4fdd\u7f51\u7ad9\u4e0a\u7684\u5e7f\u544a\u6587\u5b57\u63d0\u53ca\u6b63\u786e\u7684\u4ea7\u54c1\u548c\u516c\u53f8\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f60\u8981\u786e\u4fdd\u6a21\u578b\u4e0d\u662f\u7f16\u9020\u7684\u3002\u60a8\u53ef\u80fd\u9700\u8981\u5fae\u8c03\u5206\u7c7b\u5668\uff0c\u4ee5\u8fc7\u6ee4\u6389\u4e0d\u6b63\u786e\u7684\u5e7f\u544a\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Company: BHFF insurance\\nProduct: allround insurance\\nAd:One stop shop for all your insurance needs!\\nSupported:\", \"completion\":\" yes\"}\n{\"prompt\":\"Company: Loft conversion specialists\\nProduct: -\\nAd:Straight teeth in weeks!\\nSupported:\", \"completion\":\" no\"}<\/code><\/pre>\n\n\n\n<p>\u5728\u4e0a\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u5305\u542b\u516c\u53f8\u540d\u79f0\u3001\u4ea7\u54c1\u548c\u5173\u8054\u5e7f\u544a\u7684\u7ed3\u6784\u5316\u8f93\u5165\u3002\u4f5c\u4e3a\u5206\u9694\u7b26\uff0c\u6211\u4eec\u4f7f\u7528\u5b83\u6e05\u695a\u5730\u5c06\u63d0\u793a\u4e0e\u5b8c\u6210\u5206\u5f00\u3002\u6709\u4e86\u8db3\u591f\u6570\u91cf\u7684\u793a\u4f8b\uff0c\u53ea\u8981\u5206\u9694\u7b26\u6ca1\u6709\u51fa\u73b0\u5728\u63d0\u793a\u6216\u5b8c\u6210\u4e2d\uff0c\u5b83\u5c31\u4e0d\u4f1a\u4ea7\u751f\u592a\u5927\u5dee\u5f02\uff08\u901a\u5e38\u5c0f\u4e8e 0.4%\uff09\u3002<code>\\nSupported:<\/code><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6b64\u7528\u4f8b\uff0c\u6211\u4eec\u5bf9 ada \u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u56e0\u4e3a\u5b83\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\uff0c\u5e76\u4e14\u6027\u80fd\u5c06\u4e0e\u66f4\u5927\u7684\u6a21\u578b\u76f8\u5f53\uff0c\u56e0\u4e3a\u5b83\u662f\u4e00\u9879\u5206\u7c7b\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u53d1\u51fa\u5b8c\u6210\u8bf7\u6c42\u6765\u67e5\u8be2\u6a21\u578b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>curl https:\/\/api.openai.com\/v1\/completions \\\n  -H 'Content-Type: application\/json' \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -d '{\n  \"prompt\": \"Company: Reliable accountants Ltd\\nProduct: Personal Tax help\\nAd:Best advice in town!\\nSupported:\",\n  \"max_tokens\": 1,\n  \"model\": \"YOUR_FINE_TUNED_MODEL_NAME\"\n}'<\/code><\/pre>\n\n\n\n<p>\u8fd9\u5c06\u8fd4\u56de <code>yes \u6216&nbsp;no<\/code> .<code>&nbsp;<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-sentiment-analysis\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-sentiment-analysis\">\u6848\u4f8b\u7814\u7a76\uff1a\u60c5\u7eea\u5206\u6790<\/a><\/h4>\n\n\n\n<p>\u5047\u8bbe\u4f60\u60f3\u83b7\u5f97\u7279\u5b9a\u63a8\u6587\u662f\u6b63\u9762\u8fd8\u662f\u8d1f\u9762\u7684\u7a0b\u5ea6\u3002\u6570\u636e\u96c6\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Overjoyed with the new iPhone! -&gt;\", \"completion\":\" positive\"}\n{\"prompt\":\"@lakers disappoint for a third straight night https:\/\/t.co\/38EFe43 -&gt;\", \"completion\":\" negative\"}<\/code><\/pre>\n\n\n\n<p>\u5fae\u8c03\u6a21\u578b\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e\u5b8c\u6210\u8bf7\u6c42\u6765\u83b7\u53d6\u7b2c\u4e00\u4e2a\u5b8c\u6210\u4ee4\u724c\u7684\u65e5\u5fd7\u6982\u7387\u3002\u6b63\u7c7b\u7684\u6982\u7387\u8d8a\u9ad8\uff0c\u76f8\u5bf9\u60c5\u7eea\u8d8a\u9ad8\u3002<code>logprobs=2<\/code><\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u53d1\u51fa\u5b8c\u6210\u8bf7\u6c42\u6765\u67e5\u8be2\u6a21\u578b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>curl https:\/\/api.openai.com\/v1\/completions \\\n  -H 'Content-Type: application\/json' \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -d '{\n  \"prompt\": \"https:\/\/t.co\/f93xEd2 Excited to share my latest blog post! -&gt;\",\n  \"max_tokens\": 1,\n  \"model\": \"YOUR_FINE_TUNED_MODEL_NAME\"\n}'<\/code><\/pre>\n\n\n\n<p>\u8fd9\u5c06\u8fd4\u56de\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>{\n  \"id\": \"cmpl-COMPLETION_ID\",\n  \"object\": \"text_completion\",\n  \"created\": 1589498378,\n  \"model\": \"YOUR_FINE_TUNED_MODEL_NAME\",\n  \"choices\": &#91;\n    {\n      \"logprobs\": {\n        \"text_offset\": &#91;\n          19\n        ],\n        \"token_logprobs\": &#91;\n          -0.03597255\n        ],\n        \"tokens\": &#91;\n          \" positive\"\n        ],\n        \"top_logprobs\": &#91;\n          {\n            \" negative\": -4.9785037,\n            \" positive\": -0.03597255\n          }\n        ]\n      },\n\n      \"text\": \" positive\",\n      \"index\": 0,\n      \"finish_reason\": \"length\"\n    }\n  ]\n}<\/code><\/pre>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-categorization-for-email-triage\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-categorization-for-email-triage\">\u6848\u4f8b\u7814\u7a76\uff1a\u7535\u5b50\u90ae\u4ef6\u4f1a\u5ba1\u7684\u5206\u7c7b<\/a><\/h4>\n\n\n\n<p>\u5047\u8bbe\u60a8\u8981\u5c06\u4f20\u5165\u7684\u7535\u5b50\u90ae\u4ef6\u5206\u7c7b\u4e3a\u5927\u91cf\u9884\u5b9a\u4e49\u7c7b\u522b\u4e4b\u4e00\u3002\u8981\u5206\u7c7b\u4e3a\u5927\u91cf\u7c7b\u522b\uff0c\u6211\u4eec\u5efa\u8bae\u60a8\u5c06\u8fd9\u4e9b\u7c7b\u522b\u8f6c\u6362\u4e3a\u6570\u5b57\uff0c\u8fd9\u5c06\u9002\u7528\u4e8e ~500 \u4e2a\u7c7b\u522b\u3002\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u7531\u4e8e\u6807\u8bb0\u5316\uff0c\u5728\u6570\u5b57\u4e4b\u524d\u6dfb\u52a0\u7a7a\u683c\u6709\u65f6\u4f1a\u7a0d\u5fae\u63d0\u9ad8\u6027\u80fd\u3002\u60a8\u53ef\u80fd\u5e0c\u671b\u6309\u5982\u4e0b\u65b9\u5f0f\u6784\u5efa\u8bad\u7ec3\u6570\u636e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Subject: &lt;email_subject&gt;\\nFrom:&lt;customer_name&gt;\\nDate:&lt;date&gt;\\nContent:&lt;email_body&gt;\\n\\n###\\n\\n\", \"completion\":\" &lt;numerical_category&gt;\"}<\/code><\/pre>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Subject: Update my address\\nFrom:Joe Doe\\nTo:support@ourcompany.com\\nDate:2021-06-03\\nContent:Hi,\\nI would like to update my billing address to match my delivery address.\\n\\nPlease let me know once done.\\n\\nThanks,\\nJoe\\n\\n###\\n\\n\", \"completion\":\" 4\"}<\/code><\/pre>\n\n\n\n<p>\u5728\u4e0a\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4ee5 2043 \u4e2a\u4ee4\u724c\u4e3a\u4e0a\u9650\u7684\u4f20\u5165\u7535\u5b50\u90ae\u4ef6\u4f5c\u4e3a\u8f93\u5165\u3002\uff08\u8fd9\u5141\u8bb8 4 \u4e2a\u4ee4\u724c\u5206\u9694\u7b26\u548c\u4e00\u4e2a\u4ee4\u724c\u5b8c\u6210\uff0c\u603b\u8ba1\u5230 2048 \u4e2a\u3002\u4f5c\u4e3a\u5206\u9694\u7b26\uff0c\u6211\u4eec\u4f7f\u7528\u5e76\u5220\u9664\u4e86\u7535\u5b50\u90ae\u4ef6\u4e2d\u51fa\u73b0\u7684\u4efb\u4f55\u5185\u5bb9\u3002<code>\\n\\n###\\n\\n<\/code><code>###<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/conditional-generation\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/conditional-generation\">\u6761\u4ef6\u751f\u6210<\/a><\/h3>\n\n\n\n<p>\u6761\u4ef6\u751f\u6210\u662f\u4e00\u4e2a\u95ee\u9898\uff0c\u5176\u4e2d\u9700\u8981\u751f\u6210\u7ed9\u5b9a\u67d0\u79cd\u8f93\u5165\u7684\u5185\u5bb9\u3002\u8fd9\u5305\u62ec\u91ca\u4e49\u3001\u603b\u7ed3\u3001\u5b9e\u4f53\u63d0\u53d6\u3001\u4ea7\u54c1\u63cf\u8ff0\u7f16\u5199\u7ed9\u5b9a\u89c4\u8303\u3001\u804a\u5929\u673a\u5668\u4eba\u7b49\u7b49\u3002\u5bf9\u4e8e\u6b64\u7c7b\u95ee\u9898\uff0c\u6211\u4eec\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u63d0\u793a\u7b26\u672b\u5c3e\u4f7f\u7528\u5206\u9694\u7b26\uff0c\u4f8b\u5982 <code>\\n\\n###\\n\\n<\/code> .\u8bf7\u8bb0\u4f4f\uff0c\u5f53\u60a8\u6700\u7ec8\u5411\u6a21\u578b\u53d1\u51fa\u8bf7\u6c42\u65f6\uff0c\u8fd8\u8981\u9644\u52a0\u6b64\u5206\u9694\u7b26\u3002<\/li>\n\n\n\n<li>\u5728\u5b8c\u6210\u7ed3\u675f\u65f6\u4f7f\u7528\u7ed3\u675f\u6807\u8bb0\uff0c\u4f8b\u5982<code>&nbsp;END<\/code><\/li>\n\n\n\n<li>\u8bf7\u8bb0\u4f4f\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6dfb\u52a0\u7ed3\u675f\u6807\u8bb0\u4f5c\u4e3a\u505c\u6b62\u5e8f\u5217\uff0c\u4f8b\u5982<code>stop=[\" END\"]<\/code><\/li>\n\n\n\n<li>\u76ee\u6807\u81f3\u5c11 ~500 \u4e2a\u793a\u4f8b<\/li>\n\n\n\n<li>\u786e\u4fdd\u63d0\u793a + \u5b8c\u6210\u4e0d\u8d85\u8fc7 2048 \u4e2a\u6807\u8bb0\uff0c\u5305\u62ec\u5206\u9694\u7b26<\/li>\n\n\n\n<li>\u786e\u4fdd\u793a\u4f8b\u5177\u6709\u9ad8\u8d28\u91cf\u5e76\u9075\u5faa\u76f8\u540c\u7684\u6240\u9700\u683c\u5f0f<\/li>\n\n\n\n<li>\u786e\u4fdd\u7528\u4e8e\u5fae\u8c03\u7684\u6570\u636e\u96c6\u5728\u7ed3\u6784\u548c\u4efb\u52a1\u7c7b\u578b\u4e0a\u4e0e\u6a21\u578b\u5c06\u7528\u4e8e\u7684\u4efb\u52a1\u975e\u5e38\u76f8\u4f3c<\/li>\n\n\n\n<li>\u4f7f\u7528\u8f83\u4f4e\u7684\u5b66\u4e60\u7387\u548c\u53ea\u6709 1-2 \u4e2a epoch \u5f80\u5f80\u66f4\u9002\u5408\u8fd9\u4e9b\u7528\u4f8b<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-write-an-engaging-ad-based-on-a-wikipedia-article\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-write-an-engaging-ad-based-on-a-wikipedia-article\">\u6848\u4f8b\u7814\u7a76\uff1a\u6839\u636e\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u64b0\u5199\u5f15\u4eba\u5165\u80dc\u7684\u5e7f\u544a<\/a><\/h4>\n\n\n\n<p>\u8fd9\u662f\u4e00\u4e2a\u751f\u6210\u7528\u4f8b\uff0c\u56e0\u6b64\u60a8\u9700\u8981\u786e\u4fdd\u60a8\u63d0\u4f9b\u7684\u793a\u4f8b\u5177\u6709\u6700\u9ad8\u8d28\u91cf\uff0c\u56e0\u4e3a\u5fae\u8c03\u6a21\u578b\u5c06\u5c1d\u8bd5\u6a21\u4eff\u7ed9\u5b9a\u793a\u4f8b\u7684\u6837\u5f0f\uff08\u548c\u9519\u8bef\uff09\u3002\u4e00\u4e2a\u597d\u7684\u8d77\u70b9\u662f\u5927\u7ea6 500 \u4e2a\u793a\u4f8b\u3002\u793a\u4f8b\u6570\u636e\u96c6\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"&lt;Product Name&gt;\\n&lt;Wikipedia description&gt;\\n\\n###\\n\\n\", \"completion\":\" &lt;engaging ad&gt; END\"}<\/code><\/pre>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Samsung Galaxy Feel\\nThe Samsung Galaxy Feel is an Android smartphone developed by Samsung Electronics exclusively for the Japanese market. The phone was released in June 2017 and was sold by NTT Docomo. It runs on Android 7.0 (Nougat), has a 4.7 inch display, and a 3000 mAh battery.\\nSoftware\\nSamsung Galaxy Feel runs on Android 7.0 (Nougat), but can be later updated to Android 8.0 (Oreo).\\nHardware\\nSamsung Galaxy Feel has a 4.7 inch Super AMOLED HD display, 16 MP back facing and 5 MP front facing cameras. It has a 3000 mAh battery, a 1.6 GHz Octa-Core ARM Cortex-A53 CPU, and an ARM Mali-T830 MP1 700 MHz GPU. It comes with 32GB of internal storage, expandable to 256GB via microSD. Aside from its software and hardware specifications, Samsung also introduced a unique a hole in the phone's shell to accommodate the Japanese perceived penchant for personalizing their mobile phones. The Galaxy Feel's battery was also touted as a major selling point since the market favors handsets with longer battery life. The device is also waterproof and supports 1seg digital broadcasts using an antenna that is sold separately.\\n\\n###\\n\\n\", \"completion\":\"Looking for a smartphone that can do it all? Look no further than Samsung Galaxy Feel! With a slim and sleek design, our latest smartphone features high-quality picture and video capabilities, as well as an award winning battery life. END\"}<\/code><\/pre>\n\n\n\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u591a\u884c\u5206\u9694\u7b26\uff0c\u56e0\u4e3a\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u5305\u542b\u591a\u4e2a\u6bb5\u843d\u548c\u6807\u9898\u3002\u6211\u4eec\u8fd8\u4f7f\u7528\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ed3\u675f\u6807\u8bb0\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u77e5\u9053\u4f55\u65f6\u5e94\u8be5\u5b8c\u6210\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-entity-extraction\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-entity-extraction\">\u6848\u4f8b\u7814\u7a76\uff1a\u5b9e\u4f53\u63d0\u53d6<\/a><\/h4>\n\n\n\n<p>\u8fd9\u7c7b\u4f3c\u4e8e\u8bed\u8a00\u8f6c\u6362\u4efb\u52a1\u3002\u4e3a\u4e86\u63d0\u9ad8\u6027\u80fd\uff0c\u6700\u597d\u6309\u5b57\u6bcd\u987a\u5e8f\u6216\u6309\u539f\u59cb\u6587\u672c\u4e2d\u663e\u793a\u7684\u987a\u5e8f\u5bf9\u4e0d\u540c\u7684\u63d0\u53d6\u5b9e\u4f53\u8fdb\u884c\u6392\u5e8f\u3002\u8fd9\u5c06\u6709\u52a9\u4e8e\u6a21\u578b\u8ddf\u8e2a\u9700\u8981\u6309\u987a\u5e8f\u751f\u6210\u7684\u6240\u6709\u5b9e\u4f53\u3002\u6570\u636e\u96c6\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"&lt;any text, for example news article&gt;\\n\\n###\\n\\n\", \"completion\":\" &lt;list of entities, separated by a newline&gt; END\"}<\/code><\/pre>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Portugal will be removed from the UK's green travel list from Tuesday, amid rising coronavirus cases and concern over a \\\"Nepal mutation of the so-called Indian variant\\\". It will join the amber list, meaning holidaymakers should not visit and returnees must isolate for 10 days...\\n\\n###\\n\\n\", \"completion\":\" Portugal\\nUK\\nNepal mutation\\nIndian variant END\"}<\/code><\/pre>\n\n\n\n<p>\u591a\u884c\u5206\u9694\u7b26\u6548\u679c\u6700\u597d\uff0c\u56e0\u4e3a\u6587\u672c\u53ef\u80fd\u5305\u542b\u591a\u884c\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u8f93\u5165\u63d0\u793a\u7684\u7c7b\u578b\uff08\u65b0\u95fb\u6587\u7ae0\u3001\u7ef4\u57fa\u767e\u79d1\u9875\u9762\u3001\u63a8\u6587\u3001\u6cd5\u5f8b\u6587\u6863\uff09\u5c06\u5177\u6709\u9ad8\u5ea6\u591a\u6837\u6027\uff0c\u8fd9\u4e9b\u63d0\u793a\u53cd\u6620\u4e86\u63d0\u53d6\u5b9e\u4f53\u65f6\u53ef\u80fd\u9047\u5230\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-customer-support-chatbot\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-customer-support-chatbot\">\u6848\u4f8b\u7814\u7a76\uff1a\u5ba2\u6237\u652f\u6301\u804a\u5929\u673a\u5668\u4eba<\/a><\/h4>\n\n\n\n<p>\u804a\u5929\u673a\u5668\u4eba\u901a\u5e38\u4f1a\u5305\u542b\u6709\u5173\u5bf9\u8bdd\u7684\u76f8\u5173\u4e0a\u4e0b\u6587\uff08\u8ba2\u5355\u8be6\u7ec6\u4fe1\u606f\uff09\u3001\u5230\u76ee\u524d\u4e3a\u6b62\u7684\u5bf9\u8bdd\u6458\u8981\u4ee5\u53ca\u6700\u65b0\u6d88\u606f\u3002\u5bf9\u4e8e\u6b64\u7528\u4f8b\uff0c\u8fc7\u53bb\u7684\u76f8\u540c\u5bf9\u8bdd\u53ef\u4ee5\u5728\u6570\u636e\u96c6\u4e2d\u751f\u6210\u591a\u884c\uff0c\u6bcf\u6b21\u7684\u4e0a\u4e0b\u6587\u7565\u6709\u4e0d\u540c\uff0c\u6bcf\u6b21\u4ee3\u7406\u751f\u6210\u90fd\u4f5c\u4e3a\u5b8c\u6210\u3002\u6b64\u7528\u4f8b\u5c06\u9700\u8981\u51e0\u5343\u4e2a\u793a\u4f8b\uff0c\u56e0\u4e3a\u5b83\u53ef\u80fd\u4f1a\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u8bf7\u6c42\u548c\u5ba2\u6237\u95ee\u9898\u3002\u4e3a\u4e86\u786e\u4fdd\u6027\u80fd\u9ad8\u8d28\u91cf\uff0c\u6211\u4eec\u5efa\u8bae\u5ba1\u67e5\u5bf9\u8bdd\u793a\u4f8b\u4ee5\u786e\u4fdd\u4ee3\u7406\u6d88\u606f\u7684\u8d28\u91cf\u3002\u53ef\u4ee5\u4f7f\u7528\u5355\u72ec\u7684\u6587\u672c\u8f6c\u6362\u5fae\u8c03\u6a21\u578b\u751f\u6210\u6458\u8981\u3002\u6570\u636e\u96c6\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Summary: &lt;summary of the interaction so far&gt;\\n\\nSpecific information:&lt;for example order details in natural language&gt;\\n\\n###\\n\\nCustomer: &lt;message1&gt;\\nAgent: &lt;response1&gt;\\nCustomer: &lt;message2&gt;\\nAgent:\", \"completion\":\" &lt;response2&gt;\\n\"}\n{\"prompt\":\"Summary: &lt;summary of the interaction so far&gt;\\n\\nSpecific information:&lt;for example order details in natural language&gt;\\n\\n###\\n\\nCustomer: &lt;message1&gt;\\nAgent: &lt;response1&gt;\\nCustomer: &lt;message2&gt;\\nAgent: &lt;response2&gt;\\nCustomer: &lt;message3&gt;\\nAgent:\", \"completion\":\" &lt;response3&gt;\\n\"}<\/code><\/pre>\n\n\n\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u6709\u610f\u5206\u79bb\u4e0d\u540c\u7c7b\u578b\u7684\u8f93\u5165\u4fe1\u606f\uff0c\u4f46\u5728\u63d0\u793a\u548c\u5b8c\u6210\u4e4b\u95f4\u4fdd\u6301\u76f8\u540c\u683c\u5f0f\u7684\u5ba2\u6237\u4ee3\u7406\u5bf9\u8bdd\u6846\u3002\u6240\u6709\u7684\u5b8c\u6210\u5e94\u8be5\u53ea\u7531\u4ee3\u7406\u5b8c\u6210\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u8fdb\u884c\u63a8\u7406\u65f6\u7528\u4f5c\u505c\u6b62\u5e8f\u5217\u3002<code>\\n<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-product-description-based-on-a-technical-list-of-properties\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/case-study-product-description-based-on-a-technical-list-of-properties\">\u6848\u4f8b\u7814\u7a76\uff1a\u57fa\u4e8e\u6280\u672f\u5c5e\u6027\u5217\u8868\u7684\u4ea7\u54c1\u63cf\u8ff0<\/a><\/h4>\n\n\n\n<p>\u5728\u8fd9\u91cc\uff0c\u5c06\u8f93\u5165\u6570\u636e\u8f6c\u6362\u4e3a\u81ea\u7136\u8bed\u8a00\u975e\u5e38\u91cd\u8981\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5e26\u6765\u5353\u8d8a\u7684\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u4ee5\u4e0b\u683c\u5f0f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Item=handbag, Color=army_green, price=$99, size=S-&gt;\", \"completion\":\" This stylish small green handbag will add a unique touch to your look, without costing you a fortune.\"}<\/code><\/pre>\n\n\n\n<p>\u4e0d\u4f1a\u50cf\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code has-small-font-size\"><code>{\"prompt\":\"Item is a handbag. Colour is army green. Price is midrange. Size is small.-&gt;\", \"completion\":\" This stylish small green handbag will add a unique touch to your look, without costing you a fortune.\"}<\/code><\/pre>\n\n\n\n<p>\u4e3a\u4e86\u83b7\u5f97\u9ad8\u6027\u80fd\uff0c\u8bf7\u786e\u4fdd\u5b8c\u6210\u57fa\u4e8e\u63d0\u4f9b\u7684\u63cf\u8ff0\u3002\u5982\u679c\u7ecf\u5e38\u67e5\u9605\u5916\u90e8\u5185\u5bb9\uff0c\u5219\u4ee5\u81ea\u52a8\u65b9\u5f0f\u6dfb\u52a0\u6b64\u7c7b\u5185\u5bb9\u5c06\u63d0\u9ad8\u6027\u80fd\u3002\u5982\u679c\u63cf\u8ff0\u57fa\u4e8e\u56fe\u50cf\uff0c\u5219\u4f7f\u7528\u7b97\u6cd5\u63d0\u53d6\u56fe\u50cf\u7684\u6587\u672c\u63cf\u8ff0\u53ef\u80fd\u4f1a\u6709\u6240\u5e2e\u52a9\u3002\u7531\u4e8e\u8865\u5168\u53ea\u6709\u4e00\u4e2a\u53e5\u5b50\u957f\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7528\u4f5c\u505c\u6b62\u5e8f\u5217\u3002<code>.<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/advanced-usage\"><\/a><\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/advanced-usage\">\u9ad8\u7ea7\u7528\u6cd5<\/a><\/h1>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/customize-your-model-name\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/customize-your-model-name\">\u81ea\u5b9a\u4e49\u6a21\u578b\u540d\u79f0<\/a><\/h2>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u540e<a target=\"_blank\" href=\"https:\/\/platform.openai.com\/docs\/api-reference\/fine-tunes\/create#fine-tunes\/create-suffix\" rel=\"noreferrer noopener\">\u7f00<\/a>\u53c2\u6570\u5411\u5fae\u8c03\u7684\u6a21\u578b\u540d\u79f0\u6dfb\u52a0\u6700\u591a 40 \u4e2a\u5b57\u7b26\u7684\u540e\u7f00\u3002<\/p>\n\n\n\n<p>OpenAI CLI\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api fine_tunes.create -t test.jsonl -m ada --suffix \"custom model name\"<\/code><\/pre>\n\n\n\n<p>\u751f\u6210\u7684\u540d\u79f0\u5c06\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ada:ft-your-org:custom-model-name-2022-02-15-04-21-04<\/code><\/pre>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/analyzing-your-fine-tuned-model\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/analyzing-your-fine-tuned-model\">\u5206\u6790\u5fae\u8c03\u6a21\u578b<\/a><\/h2>\n\n\n\n<p>\u5b8c\u6210\u540e\uff0c\u6211\u4eec\u4f1a\u5c06\u7ed3\u679c\u6587\u4ef6\u9644\u52a0\u5230\u6bcf\u4e2a\u4f5c\u4e1a\u3002\u68c0\u7d22\u5fae\u8c03\u65f6\u4ee5\u53ca\u67e5\u770b\u5fae\u8c03\u4e8b\u4ef6\u65f6\uff0c\u5c06\u5217\u51fa\u6b64\u7ed3\u679c\u6587\u4ef6 ID\u3002\u60a8\u53ef\u4ee5\u4e0b\u8f7d\u4ee5\u4e0b\u6587\u4ef6\uff1a<\/p>\n\n\n\n<p>OpenAI CLI\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api fine_tunes.results -i &lt;YOUR_FINE_TUNE_JOB_ID&gt;<\/code><\/pre>\n\n\n\n<p>\u5377\u66f2\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>curl https:\/\/api.openai.com\/v1\/files\/$RESULTS_FILE_ID\/content \\\n  -H \"Authorization: Bearer $OPENAI_API_KEY\" &gt; results.csv<\/code><\/pre>\n\n\n\n<p>\u8be5<code>_results.csv<\/code>\u6587\u4ef6\u5305\u542b\u6bcf\u4e2a\u8bad\u7ec3\u6b65\u9aa4\u7684\u4e00\u884c\uff0c\u5176\u4e2d\u6b65\u9aa4\u662f\u6307\u5bf9\u4e00\u6279\u6570\u636e\u8fdb\u884c\u4e00\u6b21\u5411\u524d\u548c\u5411\u540e\u4f20\u9012\u3002\u9664\u4e86\u6b65\u9aa4\u7f16\u53f7\u5916\uff0c\u6bcf\u884c\u8fd8\u5305\u542b\u4e0e\u8be5\u6b65\u9aa4\u5bf9\u5e94\u7684\u4ee5\u4e0b\u5b57\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>elapsed_tokens<\/strong>\uff1a\u6a21\u578b\u5230\u76ee\u524d\u4e3a\u6b62\u770b\u5230\u7684\u4ee3\u5e01\u6570\u91cf\uff08\u5305\u62ec\u91cd\u590d\uff09<\/li>\n\n\n\n<li><strong>elapsed_examples<\/strong>\uff1a\u5230\u76ee\u524d\u4e3a\u6b62\u6a21\u578b\u770b\u5230\u7684\u793a\u4f8b\u6570\uff08\u5305\u62ec\u91cd\u590d\uff09\uff0c\u5176\u4e2d\u4e00\u4e2a\u793a\u4f8b\u662f\u6279\u5904\u7406\u4e2d\u7684\u4e00\u4e2a\u5143\u7d20\u3002\u4f8b\u5982\uff0c\u5982\u679c<code>batch_size = 4<\/code> \uff0c\u5219<code>elapsed_examples<\/code>\u6bcf\u6b65\u5c06\u589e\u52a0 4\u3002<\/li>\n\n\n\n<li><strong>training_loss<\/strong>\uff1a\u8bad\u7ec3\u6279\u6b21\u7684\u635f\u5931<\/li>\n\n\n\n<li><strong>training_sequence_accuracy<\/strong>\uff1a\u8bad\u7ec3\u6279\u6b21\u4e2d\u6a21\u578b\u7684\u9884\u6d4b\u4ee4\u724c\u4e0e\u771f\u5b9e\u5b8c\u6210\u4ee4\u724c\u5b8c\u5168\u5339\u914d\u7684<strong>\u5b8c\u6210\u767e\u5206\u6bd4<\/strong>\u3002\u4f8b\u5982\uff0c\u5982\u679c <code>batch_size<\/code> \u4e3a 3\uff0c\u5219\u60a8\u7684\u6570\u636e\u5305\u542b\u5b8c\u6210 [[1\uff0c 2]\u3001[0\uff0c 5]\u3001[4\uff0c 2]] \u548c\u6a21\u578b\u9884\u6d4b [[1\uff0c 1]\u3001[0\uff0c 5]\u3001[4\uff0c 2]]\uff0c\u5219\u6b64\u7cbe\u5ea6\u5c06\u4e3a 2\/3 = 0.67<\/li>\n\n\n\n<li><strong>training_token_accuracy<\/strong>\uff1a\u8bad\u7ec3\u6279\u6b21\u4e2d\u6a21\u578b\u6b63\u786e\u9884\u6d4b\u7684<strong>\u4ee4\u724c<\/strong>\u7684\u767e\u5206\u6bd4\u3002\u4f8b\u5982\uff0c\u5982\u679c <code>batch_size<\/code> \u4e3a 3\uff0c\u5219\u60a8\u7684\u6570\u636e\u5305\u542b\u5b8c\u6210 [[1\uff0c 2]\u3001[0\uff0c 5]\u3001[4\uff0c 2]] \u548c\u9884\u6d4b\u6a21\u578b [[1\uff0c 1]\u3001[0\uff0c 5]\u3001[4\uff0c 2]]\uff0c\u5219\u6b64\u7cbe\u5ea6\u5c06\u4e3a 5\/6 = 0.83<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/classification-specific-metrics\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/classification-specific-metrics\">\u5206\u7c7b\u7279\u5b9a\u6307\u6807<\/a><\/h3>\n\n\n\n<p>\u6211\u4eec\u8fd8\u63d0\u4f9b\u4e86\u5728\u7ed3\u679c\u6587\u4ef6\u4e2d\u751f\u6210\u5176\u4ed6\u7279\u5b9a\u4e8e\u5206\u7c7b\u7684\u6307\u6807\u7684\u9009\u9879\uff0c\u4f8b\u5982\u51c6\u786e\u6027\u548c\u52a0\u6743 F1 \u5206\u6570\u3002\u8fd9\u4e9b\u6307\u6807\u4f1a\u6839\u636e\u5b8c\u6574\u7684\u9a8c\u8bc1\u96c6\u5b9a\u671f\u8ba1\u7b97\uff0c\u5e76\u5728\u5fae\u8c03\u7ed3\u675f\u65f6\u8ba1\u7b97\u3002\u60a8\u5c06\u5728\u7ed3\u679c\u6587\u4ef6\u4e2d\u770b\u5230\u5b83\u4eec\u4f5c\u4e3a\u9644\u52a0\u5217\u3002<\/p>\n\n\n\n<p>\u8981\u542f\u7528\u6b64\u529f\u80fd\uff0c\u8bf7\u8bbe\u7f6e\u53c2\u6570 <code>--compute_classification_metrics<\/code> \u3002\u6b64\u5916\uff0c\u8fd8\u5fc5\u987b\u63d0\u4f9b\u9a8c\u8bc1\u6587\u4ef6\uff0c\u5e76\u4e3a\u591a\u7c7b\u5206\u7c7b\u8bbe\u7f6e\u53c2\u6570 <code>classification_n_classes<\/code>\uff0c\u6216\u4e3a\u4e8c\u5143\u5206\u7c7b\u8bbe\u7f6e\u53c2\u6570<code>classification_positive_class<\/code>\u3002<\/p>\n\n\n\n<p>OpenAI CLI\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># For multiclass classification\nopenai api fine_tunes.create \\\n  -t &lt;TRAIN_FILE_ID_OR_PATH&gt; \\\n  -v &lt;VALIDATION_FILE_OR_PATH&gt; \\\n  -m &lt;MODEL&gt; \\\n  --compute_classification_metrics \\\n  --classification_n_classes &lt;N_CLASSES&gt;\n\n# For binary classification\nopenai api fine_tunes.create \\\n  -t &lt;TRAIN_FILE_ID_OR_PATH&gt; \\\n  -v &lt;VALIDATION_FILE_OR_PATH&gt; \\\n  -m &lt;MODEL&gt; \\\n  --compute_classification_metrics \\\n  --classification_n_classes 2 \\\n  --classification_positive_class &lt;POSITIVE_CLASS_FROM_DATASET&gt;<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u8bbe\u7f6e\u4ee5\u4e0b\u6307\u6807\uff0c\u5219\u7ed3\u679c<a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/analyzing-your-fine-tuned-model\">\u6587\u4ef6\u4e2d<\/a>\u5c06\u663e\u793a\u4ee5\u4e0b\u6307\u6807\uff1a<code>--compute_classification_metrics<\/code><\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5bf9\u4e8e\u591a\u7c7b\u5206\u7c7b<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><strong>classification\/accuracy<\/strong><\/strong>\uff1a\u51c6\u786e\u6027<\/li>\n\n\n\n<li><strong><strong>classification\/weighted_f1_score<\/strong><\/strong>\uff1a\u52a0\u6743 F-1 \u5206\u6570<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u5bf9\u4e8e\u4e8c\u5143\u5206\u7c7b<\/h5>\n\n\n\n<p>\u4ee5\u4e0b\u6307\u6807\u57fa\u4e8e 0.5 \u7684\u5206\u7c7b\u9608\u503c\uff08\u5373\uff0c\u5f53\u6982\u7387&gt; 0.5 \u65f6\uff0c\u793a\u4f8b\u88ab\u5f52\u7c7b\u4e3a\u5c5e\u4e8e\u6b63\u7c7b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>classification\/accuracy<\/strong><\/li>\n\n\n\n<li><strong>classification\/precision<\/strong><\/li>\n\n\n\n<li><strong>classification\/recall<\/strong><\/li>\n\n\n\n<li><strong>classification\/f{beta}<\/strong><\/li>\n\n\n\n<li><strong>classification\/auroc<\/strong>&nbsp;&#8211; AUROC<\/li>\n\n\n\n<li><strong>classification\/auprc<\/strong>&nbsp;&#8211; AUPRC<\/li>\n<\/ul>\n\n\n\n<p>\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e9b\u8bc4\u4f30\u5047\u5b9a\u60a8\u6b63\u5728\u5bf9\u6807\u8bb0\u4e3a\u5355\u4e2a\u6807\u8bb0\u7684\u7c7b\u4f7f\u7528\u6587\u672c\u6807\u7b7e\uff0c\u5982\u4e0a\u6240\u8ff0\u3002\u5982\u679c\u8fd9\u4e9b\u6761\u4ef6\u4e0d\u6210\u7acb\uff0c\u4f60\u5f97\u5230\u7684\u6570\u5b57\u53ef\u80fd\u662f\u9519\u8bef\u7684\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/validation\"><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/validation\">\u9a8c\u8bc1<\/a><\/h3>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4fdd\u7559\u4e00\u4e9b\u6570\u636e\u8fdb\u884c\u9a8c\u8bc1\u3002\u9a8c\u8bc1\u6587\u4ef6\u7684\u683c\u5f0f\u4e0e\u8bad\u7ec3\u6587\u4ef6\u7684\u683c\u5f0f\u5b8c\u5168\u76f8\u540c\uff0c\u5e76\u4e14\u8bad\u7ec3\u6570\u636e\u548c\u9a8c\u8bc1\u6570\u636e\u5e94\u4e92\u65a5\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u5728\u521b\u5efa\u5fae\u8c03\u4f5c\u4e1a\u65f6\u5305\u542b\u9a8c\u8bc1\u6587\u4ef6\uff0c\u5219\u751f\u6210\u7684\u7ed3\u679c\u6587\u4ef6\u5c06\u5305\u62ec\u5bf9\u5fae\u8c03\u6a21\u578b\u5728\u8bad\u7ec3\u671f\u95f4\u5b9a\u671f\u9488\u5bf9\u9a8c\u8bc1\u6570\u636e\u7684\u6027\u80fd\u7684\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>OpenAI CLI\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api fine_tunes.create -t &lt;TRAIN_FILE_ID_OR_PATH&gt; \\\n  -v &lt;VALIDATION_FILE_ID_OR_PATH&gt; \\\n  -m &lt;MODEL&gt;<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u60a8\u63d0\u4f9b\u4e86\u9a8c\u8bc1\u6587\u4ef6\uff0c\u6211\u4eec\u4f1a\u5728\u8bad\u7ec3\u671f\u95f4\u5b9a\u671f\u8ba1\u7b97\u6279\u91cf\u9a8c\u8bc1\u6570\u636e\u7684\u6307\u6807\u3002\u60a8\u5c06\u5728\u7ed3\u679c\u6587\u4ef6\u4e2d\u770b\u5230\u4ee5\u4e0b\u5176\u4ed6\u6307\u6807\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>validation_loss<\/strong>\uff1a\u9a8c\u8bc1\u6279\u6b21\u4e22\u5931<\/li>\n\n\n\n<li><strong>validation_sequence_accuracy<\/strong>\uff1a\u9a8c\u8bc1\u6279\u5904\u7406\u4e2d\u6a21\u578b\u7684\u9884\u6d4b\u4ee4\u724c\u4e0e\u771f\u5b9e\u5b8c\u6210\u4ee4\u724c\u5b8c\u5168\u5339\u914d\u7684\u5b8c\u6210\u767e\u5206\u6bd4\u3002\u4f8b\u5982\uff0c\u5982\u679c <code>batch_size<\/code>\u4e3a 3\uff0c\u5219\u6570\u636e\u5305\u542b\u5b8c\u6210 [[1\uff0c 2]\u3001[0\uff0c 5]\u3001[4\uff0c 2]] \u548c\u6a21\u578b\u9884\u6d4b [[1\uff0c 1]\u3001[0\uff0c 5]\u3001[4\uff0c 2]]\uff0c\u5219\u6b64\u7cbe\u5ea6\u5c06\u4e3a 2\/3 = 0.67<code>b<\/code><\/li>\n\n\n\n<li><strong>validation_token_accuracy<\/strong>\uff1a\u9a8c\u8bc1\u6279\u5904\u7406\u4e2d\u6a21\u578b\u6b63\u786e\u9884\u6d4b\u7684\u4ee4\u724c\u7684\u767e\u5206\u6bd4\u3002\u4f8b\u5982\uff0c\u5982\u679c <code>batch_size<\/code> \u4e3a 3\uff0c\u5219\u60a8\u7684\u6570\u636e\u5305\u542b\u5b8c\u6210 [[1\uff0c 2]\uff0c [0\uff0c 5]\uff0c [4\uff0c 2]] \u548c\u9884\u6d4b\u6a21\u578b [[1\uff0c 1]\uff0c [0\uff0c 5]\uff0c [4\uff0c 2]]\uff0c\u5219\u6b64\u7cbe\u5ea6\u5c06\u4e3a 5\/6 = 0.83<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/hyperparameters\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/hyperparameters\">\u8d85\u53c2\u6570<\/a><\/h2>\n\n\n\n<p>\u6211\u4eec\u9009\u62e9\u4e86\u5728\u5404\u79cd\u7528\u4f8b\u4e2d\u8fd0\u884c\u826f\u597d\u7684\u9ed8\u8ba4\u8d85\u53c2\u6570\u3002\u552f\u4e00\u5fc5\u9700\u7684\u53c2\u6570\u662f\u8bad\u7ec3\u6587\u4ef6\u3002<\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u8c03\u6574\u7528\u4e8e\u5fae\u8c03\u7684\u8d85\u53c2\u6570\u901a\u5e38\u53ef\u4ee5\u4ea7\u751f\u66f4\u9ad8\u8d28\u91cf\u7684\u8f93\u51fa\u3002\u7279\u522b\u662f\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u914d\u7f6e\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>model<\/code>\uff1a\u8981\u5fae\u8c03\u7684\u57fa\u672c\u6a21\u578b\u7684\u540d\u79f0\u3002\u60a8\u53ef\u4ee5\u9009\u62e9\u201cada\u201d\u3001\u201cbabbage\u201d\u3001\u201c\u5c45\u91cc\u201d\u6216\u201cdavinci\u201d\u4e4b\u4e00\u3002\u82e5\u8981\u4e86\u89e3\u6709\u5173\u8fd9\u4e9b\u6a21\u578b\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605<a target=\"_blank\" href=\"https:\/\/platform.openai.com\/docs\/models\" rel=\"noreferrer noopener\">\u6a21\u578b<\/a>\u6587\u6863\u3002<\/li>\n\n\n\n<li><code>n_epochs<\/code>&#8211; \u9ed8\u8ba4\u4e3a 4\u3002\u8981\u4e3a\u5176\u8bad\u7ec3\u6a21\u578b\u7684\u7eaa\u5143\u6570\u3002\u7eaa\u5143\u662f\u6307\u901a\u8fc7\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u5b8c\u6574\u5468\u671f\u3002<\/li>\n\n\n\n<li><code>batch_size<\/code>&#8211; \u9ed8\u8ba4\u4e3a\u8bad\u7ec3\u96c6\u4e2d\u6837\u672c\u6570\u7684 ~0.2%\uff0c\u4e0a\u9650\u4e3a 256\u3002\u6279\u91cf\u5927\u5c0f\u662f\u7528\u4e8e\u8bad\u7ec3\u5355\u4e2a\u6b63\u5411\u548c\u540e\u5411\u4f20\u9012\u7684\u8bad\u7ec3\u793a\u4f8b\u6570\u3002\u901a\u5e38\uff0c\u6211\u4eec\u53d1\u73b0\u8f83\u5927\u7684\u6279\u91cf\u5927\u5c0f\u5f80\u5f80\u66f4\u9002\u5408\u8f83\u5927\u7684\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n<li><code>learning_rate_multiplier<\/code>&#8211; \u9ed8\u8ba4\u4e3a 0.05\u30010.1 \u6216 0.2\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u6700\u7ec8 <code>batch_size<\/code>.\u5fae\u8c03\u5b66\u4e60\u7387\u662f\u7528\u4e8e\u9884\u8bad\u7ec3\u7684\u539f\u59cb\u5b66\u4e60\u7387\u4e58\u4ee5\u8be5\u4e58\u6570\u3002\u6211\u4eec\u5efa\u8bae\u5c1d\u8bd5 0.02 \u5230 0.2 \u8303\u56f4\u5185\u7684\u503c\uff0c\u4ee5\u67e5\u770b\u4ea7\u751f\u6700\u4f73\u7ed3\u679c\u7684\u503c\u3002\u6839\u636e\u7ecf\u9a8c\uff0c\u6211\u4eec\u53d1\u73b0\u8f83\u5927\u7684\u5b66\u4e60\u7387\u901a\u5e38\u8868\u73b0\u5f97\u66f4\u597d\uff0c\u6279\u91cf\u8d8a\u5927\u3002<\/li>\n\n\n\n<li><code>compute_classification_metrics<\/code>&#8211; \u9ed8\u8ba4\u4e3a False\u3002\u5982\u679c\u4e3a True\uff0c\u5219\u4e3a\u4e86\u5fae\u8c03\u5206\u7c7b\u4efb\u52a1\uff0c\u5728\u6bcf\u4e2a\u7eaa\u5143\u7ed3\u675f\u65f6\u5bf9\u9a8c\u8bc1\u96c6\u8ba1\u7b97\u7279\u5b9a\u4e8e\u5206\u7c7b\u7684\u6307\u6807\uff08\u51c6\u786e\u6027\u3001F-1 \u5206\u6570\u7b49\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8981\u914d\u7f6e\u8fd9\u4e9b\u989d\u5916\u7684\u8d85\u53c2\u6570\uff0c\u8bf7\u901a\u8fc7 OpenAI CLI \u4e0a\u7684\u547d\u4ee4\u884c\u6807\u5fd7\u4f20\u9012\u5b83\u4eec\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai api fine_tunes.create \\\n  -t file-JD89ePi5KMsB3Tayeli5ovfW \\\n  -m ada \\\n  --n_epochs 1<\/code><\/pre>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/continue-fine-tuning-from-a-fine-tuned-model\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/continue-fine-tuning-from-a-fine-tuned-model\">\u4ece\u5fae\u8c03\u7684\u6a21\u578b\u7ee7\u7eed\u5fae\u8c03<\/a><\/h2>\n\n\n\n<p>\u5982\u679c\u60a8\u5df2\u7ecf\u4e3a\u60a8\u7684\u4efb\u52a1\u5fae\u8c03\u4e86\u6a21\u578b\uff0c\u5e76\u4e14\u73b0\u5728\u6709\u60f3\u8981\u5408\u5e76\u7684\u5176\u4ed6\u8bad\u7ec3\u6570\u636e\uff0c\u5219\u53ef\u4ee5\u7ee7\u7eed\u4ece\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u5c06\u521b\u5efa\u4e00\u4e2a\u4ece\u6240\u6709\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u7684\u6a21\u578b\uff0c\u800c\u65e0\u9700\u4ece\u5934\u5f00\u59cb\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u8bf7\u5728\u521b\u5efa\u65b0\u7684\u5fae\u8c03\u4f5c\u4e1a\u65f6\u4f20\u5165\u5fae\u8c03\u7684\u6a21\u578b\u540d\u79f0\uff08\u4f8b\u5982 <code>-m curie:ft-&lt;org&gt;-&lt;date&gt;<\/code>\uff09\u3002\u5176\u4ed6\u8bad\u7ec3\u53c2\u6570\u4e0d\u5fc5\u66f4\u6539\uff0c\u4f46\u662f\uff0c\u5982\u679c\u65b0\u7684\u8bad\u7ec3\u6570\u636e\u6bd4\u4ee5\u524d\u7684\u8bad\u7ec3\u6570\u636e\u5c0f\u5f97\u591a\uff0c\u60a8\u53ef\u80fd\u4f1a\u53d1\u73b0<code>earning_rate_multiplier<\/code>\u51cf\u5c11 2 \u5230 4 \u500d\u5f88\u6709\u7528\u3002<code>l<\/code><\/p>\n\n\n\n<p><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/weights-biases\"><\/a><\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><a href=\"https:\/\/platform.openai.com\/docs\/guides\/fine-tuning\/weights-biases\">\u6743\u91cd\u548c\u504f\u5dee<\/a><\/h1>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u5c06\u5fae\u8c03\u4e0e\u6743\u91cd\u548c\u504f\u5dee\u540c\u6b65\uff0c\u4ee5\u8ddf\u8e2a\u5b9e\u9a8c\u3001\u6a21\u578b<a href=\"https:\/\/wandb.me\/openai-docs\" target=\"_blank\" rel=\"noreferrer noopener\">\u548c<\/a>\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>\u8981\u5f00\u59cb\u4f7f\u7528\uff0c\u60a8\u9700\u8981\u4e00\u4e2a<a rel=\"noreferrer noopener\" href=\"https:\/\/wandb.me\/openai-docs\" target=\"_blank\">\u6743\u91cd\u548c\u504f\u89c1<\/a>\u5e10\u6237\u548c\u4e00\u4e2a\u4ed8\u8d39\u7684OpenAI\u8ba1\u5212\u3002\u8981\u786e\u4fdd\u60a8\u4f7f\u7528\u7684\u662f <code>openai<\/code> \u548c <code>wandb<\/code> \u7684\u6700\u65b0\u7248\u672c\uff0c\u8bf7\u8fd0\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install --upgrade openai wandb<\/code><\/pre>\n\n\n\n<p>\u8981\u5c06\u5fae\u8c03\u4e0e\u6743\u91cd\u548c\u504f\u5dee\u540c\u6b65\uff0c\u8bf7\u8fd0\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openai wandb sync<\/code><\/pre>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u9605\u8bfb<a href=\"https:\/\/wandb.me\/openai-docs\" target=\"_blank\" rel=\"noreferrer noopener\">\u6743\u91cd\u548c\u504f\u5dee\u6587\u6863<\/a>\uff0c\u4e86\u89e3\u6709\u5173\u6b64\u96c6\u6210\u7684\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e86\u89e3\u5982\u4f55\u4e3a\u5e94\u7528\u7a0b\u5e8f\u81ea\u5b9a\u4e49\u6a21\u578b\u3002 \u4ecb\u7ecd \u901a\u8fc7\u5fae\u8c03\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u63d0\u4f9b\u4ee5\u4e0b\u5185\u5bb9\u4ece\u901a\u8fc7 API \u63d0\u4f9b\u7684\u6a21\u578b\u4e2d\u83b7\u5f97\u66f4\u591a\u6536\u76ca 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