{"id":9560,"date":"2023-08-23T09:43:15","date_gmt":"2023-08-23T00:43:15","guid":{"rendered":"https:\/\/bocek.co.jp\/media\/?p=9560"},"modified":"2023-08-23T09:45:28","modified_gmt":"2023-08-23T00:45:28","slug":"gpt-3-5-turbo%e3%81%aefine-tuning%e3%81%8c%e9%96%8b%e7%99%ba%e8%80%85%e5%90%91%e3%81%91%e3%81%ab%e6%8f%90%e4%be%9b%e3%81%8c%e9%96%8b%e5%a7%8b","status":"publish","type":"post","link":"https:\/\/taskhub.jp\/magazine\/news\/9560\/","title":{"rendered":"GPT-3.5 Turbo\u306efine-tuning\u304c\u958b\u767a\u8005\u5411\u3051\u306b\u63d0\u4f9b\u304c\u958b\u59cb"},"content":{"rendered":"\n

\u8a18\u4e8b\u5168\u4f53\u306e\u6982\u8981<\/h2>\n\n\n\n

\u7c73\u56fd\u6642\u95932023\u5e748\u670822\u65e5\u3001GPT-3.5 Turbo\u306efine-tuning\u304c\u958b\u767a\u8005\u5411\u3051\u306b\u63d0\u4f9b\u304c\u958b\u59cb\u3055\u308c\u307e\u3057\u305f\u3002\u66f4\u306b\u3001\u4eca\u79cb\u306b\u306fGPT-4\u306efine-tuning\u306e\u30ea\u30ea\u30fc\u30b9\u4e88\u5b9a\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

\u4eca\u56dePROMPTY\u3067\u306f\u3001fine-tuning\u306e\u7279\u9577\u3001\u8ab2\u984c\u70b9\u3001\u5b9f\u969b\u306e\u6d3b\u7528\u65b9\u6cd5\u3001\u6599\u91d1\u4f53\u7cfb\u3001\u305d\u3057\u3066\u4eca\u5f8c\u306e\u5c55\u671b<\/strong>\u306b\u3064\u3044\u3066\u89e3\u8aac\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

fine-tuning\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\u304b<\/h2>\n\n\n
\n

\u30fb\u64cd\u4f5c\u6027\u306e\u5f37\u5316<\/strong>: \u3088\u308a\u5177\u4f53\u7684\u306a\u6307\u793a\u3078\u306e\u5bfe\u5fdc\u304c\u5f37\u5316\u3055\u308c\u3001\u65e5\u672c\u8a9e\u306b\u5bfe\u3059\u308b\u5fdc\u7b54\u3082\u5e38\u6642\u53ef\u80fd\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n

<\/span><\/p>\n

\u30fb\u9ad8\u54c1\u8cea\u306a\u51fa\u529b\u306e\u78ba\u4fdd<\/strong>: \u5fdc\u7b54\u5f62\u5f0f\u3092JSON\u306a\u3069\u306e\u9ad8\u54c1\u8cea\u306a\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u969b\u306e\u4fe1\u983c\u6027\u304c\u4e0a\u6607\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n

<\/span><\/p>\n

\u30fb\u30d6\u30e9\u30f3\u30c9\u306e\u58f0\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/strong>: \u30d6\u30e9\u30f3\u30c9\u306e\u8a8d\u77e5\u5ea6\u3092\u4e0a\u3052\u308b\u305f\u3081\u306e\u72ec\u81ea\u306e\u30c8\u30fc\u30f3\u8abf\u6574\u304c\u5bb9\u6613\u306b\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n

<\/span><\/p>\n

\u30fb\u52b9\u7387\u306e\u5411\u4e0a<\/strong>: \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u77ed\u7e2e\u3092\u6700\u592790%\u5b9f\u73fe\u3057\u30014k\u30c8\u30fc\u30af\u30f3\u307e\u3067\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<\/div>\n

<\/p>\n

GPT-3.5 Turbo\u306efine-tuning\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u6307\u793a\u306b\u5bfe\u3059\u308b\u64cd\u4f5c\u6027\u304c\u5f37\u5316\u3055\u308c\u3001\u65e5\u672c\u8a9e\u306e\u5fdc\u7b54\u304c\u4e00\u6bb5\u3068\u30b9\u30e0\u30fc\u30ba\u306b<\/strong>\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n

<\/p>\n

<\/p>\n

\u307e\u305f\u3001\u7279\u5b9a\u306e\u5fdc\u7b54\u5f62\u5f0f\u3078\u306e\u9ad8\u54c1\u8cea\u306a\u5909\u63db\u304c\u4fe1\u983c\u6027\u3092\u3082\u3063\u3066\u5b9f\u65bd\u3067\u304d\u308b\u3088\u3046\u306b<\/strong>\u306a\u308a\u307e\u3057\u305f\u3002\u30d6\u30e9\u30f3\u30c9\u306e\u58f0\u3068\u3057\u3066\u306e\u30c8\u30fc\u30f3\u3092\u72ec\u81ea\u306b\u8abf\u6574\u3059\u308b\u3053\u3068<\/strong>\u3082\u5bb9\u6613\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n

<\/p>\n

<\/p>\n

\u73fe\u72b6\u306eGPT\u306b\u304a\u3051\u308bfine-tuning\u306e\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n

<\/p>\n

\n

\u30fb\u30b3\u30b9\u30c8\u9762\u306e\u8ab2\u984c<\/strong>: \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5165\u529b\u3001\u7d50\u679c\u51fa\u529b\u305d\u308c\u305e\u308c\u3067\u306e\u30b3\u30b9\u30c8\u304c\u9ad8\u3081\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/span><\/p>\n

\u30fb\u30e2\u30c7\u30eb\u306e\u5236\u9650<\/strong>: \u73fe\u5728\u306e\u3068\u3053\u308d\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u306fGPT-3.5\u306e\u307f\u3067\u3001\u7cbe\u5ea6\u9762\u3067\u306e\u5236\u9650\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/span><\/span><\/p>\n<\/div>\n

<\/span><\/p>\n

fine-tuning\u306e\u9762\u3067\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5165\u529b\u3001\u7d50\u679c\u51fa\u529b\u306b\u95a2\u3059\u308b\u30b3\u30b9\u30c8\u304c\u9ad8\u3081<\/strong>\u3068\u3044\u3046\u8ab2\u984c\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u73fe\u884c\u306efine-tuning\u304c\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u306fGPT-3.5\u306e\u307f<\/strong>\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u3053\u308c\u304c\u7cbe\u5ea6\u306e\u5236\u9650\u3068\u306a\u308b\u30b1\u30fc\u30b9\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

fine-tuning\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n

<\/p>\n

<\/p>\n

\u4f8b\u3048\u3070\u3001\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u306b\u304a\u3044\u3066\u3001GPT-3.5\u3092\u7528\u3044\u3066\u3082\u5341\u5206\u306a\u56de\u7b54\u7cbe\u5ea6\u304c\u78ba\u4fdd\u3067\u304d\u307e\u3059\u304c\u3001fine-tuning\u3092\u65bd\u3059\u3053\u3068\u3067\u3055\u3089\u306a\u308b\u7cbe\u5ea6\u5411\u4e0a<\/strong>\u304c\u898b\u8fbc\u3081\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7bc0\u7d04\u304c\u53ef\u80fd\u3068\u306a\u308b\u305f\u3081\u3001\u5b9f\u8cea\u7684\u306a\u30b3\u30b9\u30c8\u306fGPT-4\u306b\u6bd4\u3079\u30663\u301c4\u500d\u7a0b\u5ea6\u306b\u6291\u3048\u308b\u3053\u3068\u3082\u3067\u304d\u308b<\/strong>\u3068\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

GPT-3.5\u306efine-tuning\u306e\u4f7f\u7528\u6599\u91d1<\/h2>\n

<\/p>\n

<\/p>\n

fine-tuning\u306e\u8cbb\u7528\u306f\u8a13\u7df4\u8cbb\u7528\u3068\u5165\u529b\u8cbb\u7528\u30fb\u51fa\u529b\u8cbb\u7528\u306e3\u3064\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u30011,000\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u3001\u8a13\u7df4\u304c$0.008\u3001\u5165\u529b\u304c$0.012\u3001\u51fa\u529b\u304c$0.016<\/strong>\u3068\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

GPT-3.5\u306efine-tuning\u306e\u4f7f\u3044\u65b9<\/h2>\n

<\/p>\n

<\/p>\n

\u4eca\u56de\u306fOpenAI\u516c\u5f0f\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308bfine-tuning\u306e\u6a5f\u80fd\u306e\u4f7f\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

\u53c2\u8003\uff1aOpenAI<\/a><\/p>\n

<\/p>\n

<\/p>\n

\u307e\u305a\u306f\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n

<\/p>\n

<\/p>\n

{\n  \"messages\": [\n    { \"role\": \"system\", \"content\": \"You are an assistant that occasionally misspells words\" },\n    { \"role\": \"user\", \"content\": \"Tell me a story.\" },\n    { \"role\": \"assistant\", \"content\": \"One day a student went to schoool.\" }\n  ]\n}<\/code><\/pre>\n
<\/p>\n
<\/p>\n
\u6b21\u306b\u30c7\u30fc\u30bf\uff08\u30d5\u30a1\u30a4\u30eb\uff09\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n
<\/p>\n
<\/p>\n
curl -https:\/\/api.openai.com\/v1\/files \\\n  -H \"Authorization: Bearer $OPENAI_API_KEY\" \\\n  -F \"purpose=fine-tune\" \\\n  -F \"file=@path_to_your_file\" <\/code><\/pre>\n
<\/p>\n
<\/p>\n
fine-tuning \u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
<\/p>\n
<\/p>\n
curl https:\/\/api.openai.com\/v1\/fine_tuning\/jobs \\\n-H \"Content-Type: application\/json\" \\\n-H \"Authorization: Bearer $OPENAI_API_KEY\" \\\n-d '{\n  \"training_file\": \"TRAINING_FILE_ID\",\n  \"model\": \"gpt-3.5-turbo-0613\",\n}'<\/code><\/pre>\n
<\/p>\n
<\/p>\n
fine-tuning\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
<\/p>\n
<\/p>\n
curl https:\/\/api.openai.com\/v1\/chat\/completions \\\n-H \"Content-Type: application\/json\" \\\n-H \"Authorization: Bearer $OPENAI_API_KEY\" \\\n-d '{\n  \"model\": \"ft:gpt-3.5-turbo:org_id\",\n  \"messages\": [\n    {\n      \"role\": \"system\",\n      \"content\": \"You are an assistant that occasionally misspells words\"\n    },\n    {\n      \"role\": \"user\",\n      \"content\": \"Hello! What is fine-tuning?\"\n    }\n  ]\n}'<\/code><\/pre>\n
<\/p>\n
<\/p>\n
\u4eca\u5f8c\u306e\u4e88\u5b9a<\/h2>\n
<\/p>\n
<\/p>\n
\u8fd1\u3044\u5c06\u6765\u3001GPT-3.5-turbo-16k\u306efine-tuning\u30b5\u30dd\u30fc\u30c8\u304c\u59cb\u307e\u308b\u3053\u3068\u304c\u4e88\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002GPT-4\u306e\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308b\u4e0d\u9069\u5207\u306a\u30c7\u30fc\u30bf\u306e\u691c\u51fa\u6a5f\u80fd\u306e\u5f37\u5316\u3084\u3001fine-tuning\u30b8\u30e7\u30d6\u306e\u9032\u6357\u78ba\u8a8d\u306e\u305f\u3081\u306eUI\u306e\u6539\u5584\u3082\u8a08\u753b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
<\/p>\n
<\/p>\n
<\/p>","protected":false},"excerpt":{"rendered":"
\u8a18\u4e8b\u5168\u4f53\u306e\u6982\u8981 \u7c73\u56fd\u6642\u95932023\u5e748\u670822\u65e5\u3001GPT-3.5 Turbo\u306efine-tuning\u304c\u958b\u767a\u8005\u5411\u3051\u306b\u63d0\u4f9b\u304c\u958b\u59cb\u3055\u308c\u307e\u3057\u305f\u3002\u66f4\u306b\u3001\u4eca\u79cb\u306b\u306fGPT-4\u306efine-tuning\u306e\u30ea\u30ea\u30fc\u30b9\u4e88\u5b9a\u3068\u306e\u3053 […]<\/p>\n","protected":false},"author":1,"featured_media":9562,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":""},"categories":[44],"tags":[],"_links":{"self":[{"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/posts\/9560"}],"collection":[{"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/comments?post=9560"}],"version-history":[{"count":3,"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/posts\/9560\/revisions"}],"predecessor-version":[{"id":9566,"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/posts\/9560\/revisions\/9566"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/media\/9562"}],"wp:attachment":[{"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/media?parent=9560"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/categories?post=9560"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/taskhub.jp\/magazine\/wp-json\/wp\/v2\/tags?post=9560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}