{"id":2940,"date":"2024-12-16T17:41:08","date_gmt":"2024-12-16T08:41:08","guid":{"rendered":"https:\/\/www.agile-software.site\/?p=2940"},"modified":"2024-12-16T17:41:09","modified_gmt":"2024-12-16T08:41:09","slug":"openai%e3%81%a7%e3%83%95%e3%82%a1%e3%82%a4%e3%83%b3%e3%83%81%e3%83%a5%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%97%e3%81%9f%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e4%bd%9c%e6%88%90%e3%81%99%e3%82%8b","status":"publish","type":"post","link":"https:\/\/agile-software.net\/?p=2940","title":{"rendered":"OpenAI\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>OpenAI\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u3001\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u4ee5\u4e0b\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066OpenAI\u306eGPT\u30e2\u30c7\u30eb\uff08\u4f8b\u3048\u3070\u3001GPT-3\u3084GPT-4\uff09\u3092\u5fae\u8abf\u6574\u3059\u308b\u624b\u9806\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>OpenAI API\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u6e96\u5099<\/strong><\/h3>\n\n\n\n<p>\u307e\u305a\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u306b\u306f\u3001OpenAI\u306eAPI\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306b\u3044\u304f\u3064\u304b\u306e\u6e96\u5099\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">a. <strong>OpenAI\u306eAPI\u30ad\u30fc\u3092\u53d6\u5f97\u3059\u308b<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u306b\u30b5\u30a4\u30f3\u30a4\u30f3\u3057\u3001<a href=\"https:\/\/platform.openai.com\/\">API\u30da\u30fc\u30b8<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001API\u30ad\u30fc\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b5\u30a4\u30f3\u30a4\u30f3\u5f8c\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3067API\u30ad\u30fc\u3092\u78ba\u8a8d\u30fb\u30b3\u30d4\u30fc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">b. <strong>Python\u74b0\u5883\u306e\u6e96\u5099<\/strong><\/h4>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306fAPI\u3092\u901a\u3058\u3066\u884c\u3044\u307e\u3059\u3002Python\u3092\u4f7f\u3063\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u307e\u305a\u306f\u3001Python\u74b0\u5883\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">bash\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>pip install openai\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u7528\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/strong><\/h3>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306fJSONL\uff08JSON Lines\uff09\u5f62\u5f0f\u3067\u6e96\u5099\u3057\u307e\u3059\u3002\u3053\u306e\u5f62\u5f0f\u3067\u306f\u3001\u5404\u884c\u304c1\u3064\u306eJSON\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u30da\u30a2\u3067\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f8b\uff1a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08<code>fine_tune_data.jsonl<\/code>\uff09<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">json\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>{\"prompt\": \"\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u8cea\u554f: \u7269\u4ef6\u60c5\u5831\u306f?\", \"completion\": \"\u7269\u4ef6\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u63d0\u4f9b\u3044\u305f\u3057\u307e\u3059\u3002\"}\n{\"prompt\": \"\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u8cea\u554f: \u5bb6\u306e\u4fa1\u683c\u306f?\", \"completion\": \"\u4fa1\u683c\u306b\u3064\u3044\u3066\u304a\u7b54\u3048\u3057\u307e\u3059\u3002\"}\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>prompt<\/code>: \u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306b\u5bfe\u5fdc\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u8cea\u554f\u306a\u3069\uff09<\/li>\n\n\n\n<li><code>completion<\/code>: \u671f\u5f85\u3059\u308b\u30e2\u30c7\u30eb\u306e\u5fdc\u7b54<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u5341\u5206\u306a\u91cf\u3092\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3059\u308b\u5185\u5bb9\u306b\u591a\u69d8\u6027\u304c\u3042\u308c\u3070\u3001\u3088\u308a\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong><\/h3>\n\n\n\n<p>\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092OpenAI\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306ePython\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>import openai\n\nopenai.api_key = &#39;your-api-key&#39;\n\n# \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u7528\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\nopenai.File.create(\n  file=open(&quot;fine_tune_data.jsonl&quot;),\n  purpose=&#39;fine-tune&#39;\n)<\/code><\/pre><\/div>\n\n\n\n<pre class=\"wp-block-preformatted\">\u3053\u308c\u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u307e\u3059\u3002<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u958b\u59cb<\/strong><\/h3>\n\n\n\n<p>\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u958b\u59cb\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306ePython\u30b3\u30fc\u30c9\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>openai.FineTune.create(\n  training_file=\"file-XXXXXXXXXXXXXX\",  # \u5148\u7a0b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306eID\n  model=\"curie\",  # \u4f7f\u7528\u3059\u308b\u57fa\u76e4\u30e2\u30c7\u30eb\uff08\u4f8b: \"davinci\", \"curie\", \"babbage\", \"ada\"\uff09\n)\n<\/code><\/pre>\n\n\n\n<p><code>training_file<\/code>\u306e\u5024\u306b\u306f\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306eID\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u3053\u306eID\u306f\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u6642\u306b\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u9032\u884c\u72b6\u6cc1\u3092\u78ba\u8a8d\u3059\u308b<\/strong><\/h3>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u59cb\u307e\u308b\u3068\u3001\u9032\u884c\u72b6\u6cc1\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306ePython\u30b3\u30fc\u30c9\u3092\u4f7f\u3063\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>openai.FineTune.list()\n<\/code><\/pre>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u73fe\u5728\u9032\u884c\u4e2d\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u306e\u30ea\u30b9\u30c8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6. <strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u306e\u4f7f\u7528<\/strong><\/h3>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u63a8\u8ad6\u3092\u884c\u3044\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30e2\u30c7\u30ebID\u3092\u4f7f\u7528\u3057\u3066\u3001\u901a\u5e38\u901a\u308aAPI\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>response = openai.Completion.create(\n  model=\"ft-XXXXXXXXXXXXXX\",  # \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30e2\u30c7\u30ebID\n  prompt=\"\u7269\u4ef6\u60c5\u5831\u3092\u6559\u3048\u3066\",\n  max_tokens=50\n)\n\nprint(response.choices[0].text)\n<\/code><\/pre>\n\n\n\n<p><code>model<\/code>\u306b\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306b\u751f\u6210\u3055\u308c\u305f\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u306eID\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7. <strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u505c\u6b62\u3084\u524a\u9664<\/strong><\/h3>\n\n\n\n<p>\u3082\u3057\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7d50\u679c\u304c\u671f\u5f85\u901a\u308a\u3067\u306a\u3044\u5834\u5408\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u505c\u6b62\u3057\u305f\u308a\u3001\u524a\u9664\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u505c\u6b62:<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>openai.FineTune.cancel(\"ft-XXXXXXXXXXXXXX\")\n<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u524a\u9664:<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">python\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>openai.FineTune.delete(\"ft-XXXXXXXXXXXXXX\")\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6ce8\u610f\u70b9<\/h3>\n\n\n\n<p><strong>\u30b3\u30b9\u30c8<\/strong>: \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u4e8b\u524d\u306b\u6599\u91d1\u4f53\u7cfb\u3092\u78ba\u8a8d\u3057\u3001\u4e88\u7b97\u306b\u5408\u308f\u305b\u3066\u884c\u3046\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><strong>\u30c7\u30fc\u30bf\u306e\u8cea<\/strong>: \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u63d0\u4f9b\u3059\u308b\u30c7\u30fc\u30bf\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u6b63\u78ba\u3067\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u3053\u3068\u304c\u3001\u826f\u3044\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>OpenAI\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u3001\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u4ee5\u4e0b\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066OpenAI\u306eGPT\u30e2\u30c7\u30eb\uff08\u4f8b\u3048\u3070\u3001GPT-3\u3084GPT-4\uff09\u3092\u5fae\u8abf\u6574\u3059\u308b\u624b\u9806\u3067\u3059\u3002 1. O<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jin_ogp_image_url":"","_jin_last_featured_id":0,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2940","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/agile-software.net\/index.php?rest_route=\/wp\/v2\/posts\/2940","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/agile-software.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/agile-software.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/agile-software.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/agile-software.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2940"}],"version-history":[{"count":1,"href":"https:\/\/agile-software.net\/index.php?rest_route=\/wp\/v2\/posts\/2940\/revisions"}],"predecessor-version":[{"id":2941,"href":"https:\/\/agile-software.net\/index.php?rest_route=\/wp\/v2\/posts\/2940\/revisions\/2941"}],"wp:attachment":[{"href":"https:\/\/agile-software.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2940"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/agile-software.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2940"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/agile-software.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2940"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}