{"id":3478,"date":"2026-10-03T14:02:54","date_gmt":"2026-10-03T05:02:54","guid":{"rendered":"https:\/\/qol-kk.com\/wp2\/?p=3478"},"modified":"2026-10-03T14:02:54","modified_gmt":"2026-10-03T05:02:54","slug":"20260927-plan063","status":"publish","type":"post","link":"https:\/\/qol-kk.com\/wp2\/blog\/2026\/10\/03\/20260927-plan063\/","title":{"rendered":"OpenAI API \u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u57fa\u790e"},"content":{"rendered":"<h2>\u6982\u8981<\/h2>\n<p>LLM \u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u3068\u304d\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u305d\u306e\u3082\u306e\u3088\u308a\u300c\u3069\u3046\u6307\u793a\u3059\u308b\u304b\u300d\u3067\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u540c\u3058 GPT \u30e2\u30c7\u30eb\u3067\u3082\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u6b21\u7b2c\u3067\u7cbe\u5ea6\u30fb\u5b89\u5b9a\u6027\u30fb\u30b3\u30b9\u30c8\u304c\u307e\u308b\u3067\u9055\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f OpenAI API \u3092\u984c\u6750\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u57fa\u790e\u3092\u5165\u9580\u8005\u5411\u3051\u306b\u6574\u7406\u3057\u307e\u3059\u3002API \u306e\u547c\u3073\u51fa\u3057\u65b9\u304b\u3089\u3001\u5b9f\u52d9\u3067\u52b9\u304f\u30c6\u30af\u30cb\u30c3\u30af\uff08\u5f79\u5272\u5206\u62c5\u30fbFew-shot\u30fb\u69cb\u9020\u5316\u51fa\u529b\u30fb\u6e29\u5ea6\u5236\u5fa1\uff09\u307e\u3067\u3092\u3001\u52d5\u304f\u30b3\u30fc\u30c9\u4f8b\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p>\u5bfe\u8c61\u8aad\u8005\u306f\u300cAPI \u30ad\u30fc\u306f\u53d6\u5f97\u3067\u304d\u305f\u304c\u3001\u601d\u3063\u305f\u3088\u3046\u306a\u56de\u7b54\u304c\u8fd4\u3063\u3066\u3053\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u306e\u65b9\u3067\u3059\u3002<\/p>\n<h2>\u74b0\u5883<\/h2>\n<ul>\n<li>Python 3.11<\/li>\n<li><code>openai<\/code> v1 \u7cfb Python SDK<\/li>\n<li>\u30e2\u30c7\u30eb\u306f <code>gpt-4o-mini<\/code> \u76f8\u5f53\uff08\u5b89\u4fa1\u3067\u5165\u9580\u306b\u5341\u5206\uff09\u3092\u60f3\u5b9a<\/li>\n<\/ul>\n<pre class=\"lang:default decode:true\">pip install openai\nexport OPENAI_API_KEY=\"\uff08\u81ea\u5206\u306e\u30ad\u30fc\uff09\"<\/pre>\n<p>API\u30ad\u30fc\u306f\u30b3\u30fc\u30c9\u306b\u76f4\u66f8\u304d\u305b\u305a\u3001\u5fc5\u305a\u74b0\u5883\u5909\u6570\u3084\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u7ba1\u7406\u304b\u3089\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<h2>\u306a\u305c\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u91cd\u8981\u306a\u306e\u304b<\/h2>\n<p>LLM \u306f\u300c\u6b21\u306b\u6765\u308b\u78ba\u7387\u306e\u9ad8\u3044\u30c8\u30fc\u30af\u30f3\u300d\u3092\u751f\u6210\u3057\u3066\u3044\u308b\u3060\u3051\u3067\u3001\u3053\u3061\u3089\u306e\u610f\u56f3\u3092\u8aad\u307f\u53d6\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u66d6\u6627\u306a\u6307\u793a\u306b\u306f\u66d6\u6627\u306a\u51fa\u529b\u3067\u5fdc\u3058\u307e\u3059\u3002<\/p>\n<p>\u3053\u3061\u3089\u304c\u6697\u9ed9\u306b\u671f\u5f85\u3057\u3066\u3044\u308b\u300c\u51fa\u529b\u5f62\u5f0f\u300d\u300c\u5bfe\u8c61\u8aad\u8005\u300d\u300c\u5236\u7d04\u300d\u3092\u3001\u30e2\u30c7\u30eb\u306f\u660e\u793a\u3055\u308c\u306a\u3044\u9650\u308a\u77e5\u308a\u307e\u305b\u3093\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306f\u3001\u3053\u306e\u6697\u9ed9\u306e\u671f\u5f85\u3092\u8a00\u8a9e\u5316\u3057\u3066\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u4f5c\u696d\u3067\u3059\u3002<\/p>\n<h2>\u5165\u9580\u8005\u304c\u6700\u521d\u306b\u3064\u307e\u305a\u304f\u554f\u984c<\/h2>\n<ol>\n<li><strong>\u56de\u7b54\u304c\u30d6\u30ec\u308b<\/strong> \u2014 \u540c\u3058\u8cea\u554f\u3067\u3082\u6bce\u56de\u9055\u3046\u5f62\u5f0f\u30fb\u7c92\u5ea6\u3067\u8fd4\u3063\u3066\u304f\u308b<\/li>\n<li><strong>\u6307\u793a\u3092\u7121\u8996\u3059\u308b<\/strong> \u2014 \u300cJSON\u3067\u8fd4\u3057\u3066\u300d\u3068\u66f8\u3044\u305f\u306e\u306b\u524d\u7f6e\u304d\u306e\u6587\u7ae0\u304c\u4ed8\u304f<\/li>\n<li><strong>\u4f59\u8a08\u306b\u9577\u3044 \/ \u77ed\u3059\u304e\u308b<\/strong> \u2014 \u51fa\u529b\u91cf\u3092\u5236\u5fa1\u3067\u304d\u305a\u30b3\u30b9\u30c8\u304c\u8aad\u3081\u306a\u3044<\/li>\n<li><strong>\u524d\u63d0\u77e5\u8b58\u3092\u52dd\u624b\u306b\u88dc\u5b8c\u3059\u308b<\/strong> \u2014 \u4e0e\u3048\u3066\u3044\u306a\u3044\u60c5\u5831\u3092\u5275\u4f5c\u3059\u308b\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u306e\u591a\u304f\u306f\u3001\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u4e0d\u8db3\u3067\u306f\u306a\u304f\u6307\u793a\u306e\u8a2d\u8a08\u4e0d\u8db3\u304c\u539f\u56e0\u3067\u3059\u3002<\/p>\n<h2>\u57fa\u790e\u306e4\u539f\u5247<\/h2>\n<h3>1. \u5f79\u5272\uff08system \u30e1\u30c3\u30bb\u30fc\u30b8\uff09\u3067\u632f\u308b\u821e\u3044\u3092\u56fa\u5b9a\u3059\u308b<\/h3>\n<p><code>system<\/code> \u30ed\u30fc\u30eb\u3067\u30e2\u30c7\u30eb\u306e\u7acb\u3061\u4f4d\u7f6e\u30fb\u30c8\u30fc\u30f3\u30fb\u5236\u7d04\u3092\u5ba3\u8a00\u3057\u307e\u3059\u3002\u4f1a\u8a71\u5168\u4f53\u306b\u52b9\u304f\u300c\u8a2d\u5b9a\u300d\u306a\u306e\u3067\u3001\u6bce\u56de\u306e\u8cea\u554f\u306b\u66f8\u304f\u3088\u308a\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n<pre class=\"lang:default decode:true\">from openai import OpenAI\n\nclient = OpenAI()  # OPENAI_API_KEY \u3092\u74b0\u5883\u5909\u6570\u304b\u3089\u8aad\u3080\n\nresponse = client.chat.completions.create(\n    model=\"gpt-4o-mini\",\n    messages=[\n        {\"role\": \"system\", \"content\": \"\u3042\u306a\u305f\u306f\u4e01\u5be7\u306a\u6280\u8853\u30e9\u30a4\u30bf\u30fc\u3067\u3059\u3002\u5c02\u9580\u7528\u8a9e\u306b\u306f\u77ed\u3044\u88dc\u8db3\u3092\u6dfb\u3048\u307e\u3059\u3002\"},\n        {\"role\": \"user\", \"content\": \"REST API\u3092\u4e00\u8a00\u3067\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"},\n    ],\n    temperature=0.3,\n)\n\nprint(response.choices[0].message.content)<\/pre>\n<h3>2. \u5177\u4f53\u7684\u306b\u3001\u671f\u5f85\u3059\u308b\u51fa\u529b\u5f62\u5f0f\u307e\u3067\u66f8\u304f<\/h3>\n<p>\u300c\u8981\u7d04\u3057\u3066\u300d\u3067\u306f\u306a\u304f\u300c3\u3064\u306e\u7b87\u6761\u66f8\u304d\u3067\u3001\u540430\u6587\u5b57\u4ee5\u5185\u3067\u8981\u7d04\u3057\u3066\u300d\u306e\u3088\u3046\u306b\u3001\u7c92\u5ea6\u30fb\u5f62\u5f0f\u30fb\u5236\u7d04\u3092\u660e\u793a\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:default decode:true\"># \u274c \u66d6\u6627\nbad = \"\u3053\u306e\u6587\u7ae0\u3092\u8981\u7d04\u3057\u3066\u3002\"\n\n# \u2705 \u660e\u78ba\ngood = \"\"\"\u6b21\u306e\u6587\u7ae0\u3092\u8981\u7d04\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u5236\u7d04:\n- \u7b87\u6761\u66f8\u304d\u30673\u70b9\n- \u540430\u6587\u5b57\u4ee5\u5185\n- \u6280\u8853\u8005\u5411\u3051\u306e\u8a9e\u5f59\u3067\n\u6587\u7ae0: {text}\"\"\"<\/pre>\n<h3>3. Few-shot\uff08\u4f8b\u793a\uff09\u3067\u5f62\u5f0f\u3092\u5b66\u3070\u305b\u308b<\/h3>\n<p>\u8a00\u8449\u3067\u8aac\u660e\u3057\u3065\u3089\u3044\u5f62\u5f0f\u306f\u3001\u5165\u51fa\u529b\u306e\u4f8b\u30921\u301c2\u500b\u898b\u305b\u308b\u306e\u304c\u6700\u77ed\u3067\u3059\u3002<\/p>\n<pre class=\"lang:default decode:true\">messages = [\n    {\"role\": \"system\", \"content\": \"\u554f\u3044\u5408\u308f\u305b\u6587\u3092\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3057\u307e\u3059\u3002\u51fa\u529b\u306f\u30ab\u30c6\u30b4\u30ea\u540d\u306e\u307f\u3002\"},\n    {\"role\": \"user\", \"content\": \"\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u307e\u305b\u3093\"},\n    {\"role\": \"assistant\", \"content\": \"\u8a8d\u8a3c\"},\n    {\"role\": \"user\", \"content\": \"\u8acb\u6c42\u66f8\u3092\u518d\u767a\u884c\u3057\u305f\u3044\"},\n    {\"role\": \"assistant\", \"content\": \"\u8acb\u6c42\"},\n    {\"role\": \"user\", \"content\": \"\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5909\u66f4\u3057\u305f\u3044\"},\n]\n\nres = client.chat.completions.create(\n    model=\"gpt-4o-mini\", messages=messages, temperature=0,\n)\nprint(res.choices[0].message.content)  # \u2192 \u8a8d\u8a3c<\/pre>\n<h3>4. \u6e29\u5ea6\uff08temperature\uff09\u3067\u632f\u308c\u5e45\u3092\u5236\u5fa1\u3059\u308b<\/h3>\n<p><code>temperature<\/code> \u306f\u51fa\u529b\u306e\u30e9\u30f3\u30c0\u30e0\u6027\u3067\u3059\u3002\u5206\u985e\u3084\u62bd\u51fa\u306a\u3069\u6b63\u89e3\u304c\u6c7a\u307e\u3063\u3066\u3044\u308b\u30bf\u30b9\u30af\u306f\u4f4e\u3081\uff080\u301c0.3\uff09\u3001\u30a2\u30a4\u30c7\u30a2\u51fa\u3057\u306a\u3069\u767a\u6563\u3057\u305f\u3044\u30bf\u30b9\u30af\u306f\u9ad8\u3081\uff080.7\u301c1.0\uff09\u306b\u3057\u307e\u3059\u3002<\/p>\n<h2>\u69cb\u9020\u5316\u51fa\u529b\uff08JSON\uff09\u3092\u78ba\u5b9f\u306b\u53d7\u3051\u53d6\u308b<\/h2>\n<p>\u5f8c\u7d9a\u51e6\u7406\u3067\u30d1\u30fc\u30b9\u3059\u308b\u306a\u3089\u3001<code>response_format<\/code> \u3067 JSON \u3092\u5f37\u5236\u3059\u308b\u306e\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n<pre class=\"lang:default decode:true\">res = client.chat.completions.create(\n    model=\"gpt-4o-mini\",\n    messages=[\n        {\"role\": \"system\", \"content\": \"\u62bd\u51fa\u7d50\u679c\u3092\u6307\u5b9a\u30b9\u30ad\u30fc\u30de\u306eJSON\u3067\u8fd4\u3057\u307e\u3059\u3002\u8aac\u660e\u6587\u306f\u4ed8\u3051\u307e\u305b\u3093\u3002\"},\n        {\"role\": \"user\", \"content\": \"\u7530\u4e2d\u3055\u3093\u306f30\u6b73\u3001\u6771\u4eac\u5728\u4f4f\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002\"},\n    ],\n    response_format={\"type\": \"json_object\"},\n    temperature=0,\n)\n\nimport json\ndata = json.loads(res.choices[0].message.content)\nprint(data)<\/pre>\n<p>JSON \u30e2\u30fc\u30c9\u3092\u4f7f\u3046\u3068\u300c\u524d\u7f6e\u304d\u306e\u6587\u7ae0\u304c\u6df7\u3056\u3063\u3066\u30d1\u30fc\u30b9\u304c\u58ca\u308c\u308b\u300d\u4e8b\u6545\u3092\u9632\u3052\u307e\u3059\u3002<\/p>\n<h2>\u52d5\u4f5c\u78ba\u8a8d\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n<ol>\n<li><strong>\u518d\u73fe\u6027<\/strong> \u2014 \u540c\u3058\u5165\u529b\u3092\u6570\u56de\u6295\u3052\u3001\u51fa\u529b\u304c\u30d6\u30ec\u3066\u3044\u306a\u3044\u304b<\/li>\n<li><strong>\u5f62\u5f0f\u9069\u5408<\/strong> \u2014 JSON \u306a\u3089 <code>json.loads<\/code> \u304c\u4f8b\u5916\u306a\u304f\u901a\u308b\u304b<\/li>\n<li><strong>\u5883\u754c\u30b1\u30fc\u30b9<\/strong> \u2014 \u7a7a\u5165\u529b\u30fb\u60f3\u5b9a\u5916\u5165\u529b\u3067\u3082\u58ca\u308c\u306a\u3044\u304b<\/li>\n<li><strong>\u30c8\u30fc\u30af\u30f3\u91cf<\/strong> \u2014 <code>response.usage<\/code> \u3067\u5165\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3092\u78ba\u8a8d\u3057\u30b3\u30b9\u30c8\u3092\u898b\u7a4d\u3082\u308b<\/li>\n<\/ol>\n<pre class=\"lang:default decode:true\">print(res.usage)  # prompt_tokens \/ completion_tokens \/ total_tokens<\/pre>\n<h2>\u6ce8\u610f\u70b9<\/h2>\n<ul>\n<li><strong>API\u30ad\u30fc\u306f\u7d76\u5bfe\u306b\u30b3\u30fc\u30c9\u3084\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u542b\u3081\u306a\u3044<\/strong>\u3002\u74b0\u5883\u5909\u6570\u30fb\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u7ba1\u7406\u304b\u3089\u8aad\u3080<\/li>\n<li><strong>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u5bfe\u7b56<\/strong>\uff1a\u300c\u308f\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u300e\u4e0d\u660e\u300f\u3068\u7b54\u3048\u308b\u300d\u3068\u660e\u793a\u3059\u308b<\/li>\n<li><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3<\/strong>\uff1a\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3092 system \u6307\u793a\u3068\u540c\u683c\u306b\u6271\u308f\u306a\u3044\u3002\u30c7\u30fc\u30bf\u3068\u3057\u3066\u56f2\u3080<\/li>\n<li><strong>\u30e2\u30c7\u30eb\u66f4\u65b0\u3067\u6319\u52d5\u304c\u5909\u308f\u308b<\/strong>\uff1a\u30e2\u30c7\u30eb\u540d\u3092\u56fa\u5b9a\u3057\u3001\u66f4\u65b0\u6642\u306f\u56de\u5e30\u30c6\u30b9\u30c8\u3092\u56de\u3059<\/li>\n<li><strong>\u30b3\u30b9\u30c8\u306f\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u306b\u5f37\u304f\u52b9\u304f<\/strong>\uff1a\u4e0d\u8981\u306b\u9577\u3044\u51fa\u529b\u3092\u6c42\u3081\u305a <code>max_tokens<\/code> \u3067\u4e0a\u9650\u3092\u8a2d\u3051\u308b<\/li>\n<\/ul>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u57fa\u790e\u306f\u3001\u7a81\u304d\u8a70\u3081\u308b\u3068\u300c\u6697\u9ed9\u306e\u671f\u5f85\u3092\u660e\u793a\u3059\u308b\u300d\u3053\u3068\u306b\u5c3d\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li><code>system<\/code> \u3067\u5f79\u5272\u30fb\u5236\u7d04\u3092\u56fa\u5b9a\u3059\u308b<\/li>\n<li>\u51fa\u529b\u5f62\u5f0f\u30fb\u7c92\u5ea6\u30fb\u4ef6\u6570\u307e\u3067\u5177\u4f53\u7684\u306b\u66f8\u304f<\/li>\n<li>\u4f8b\u793a\uff08Few-shot\uff09\u3067\u5f62\u5f0f\u3092\u5b66\u3070\u305b\u308b<\/li>\n<li><code>temperature<\/code> \u3067\u30bf\u30b9\u30af\u306b\u5fdc\u3058\u3066\u632f\u308c\u5e45\u3092\u5236\u5fa1\u3059\u308b<\/li>\n<li>JSON \u30e2\u30fc\u30c9\u3068 <code>usage<\/code> \u78ba\u8a8d\u3067\u5b9f\u52d9\u54c1\u8cea\u306b\u4ed5\u4e0a\u3052\u308b<\/li>\n<\/ul>\n<p>\u307e\u305a\u306f\u624b\u5143\u306e1\u30bf\u30b9\u30af\u3092\u9078\u3073\u3001\u300c\u66d6\u6627\u306a\u30d7\u30ed\u30f3\u30d7\u30c8 \u2192 \u5236\u7d04\u3092\u8db3\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u306e\u524d\u5f8c\u3067\u51fa\u529b\u3092\u6bd4\u3079\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u52b9\u679c\u3092\u5b9f\u611f\u3059\u308b\u306e\u304c\u4e0a\u9054\u306e\u8fd1\u9053\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>LLM \u3092\u4f7f\u3063\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308b\u3068\u304d\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u305d\u306e\u3082\u306e\u3088\u308a\u300c\u3069\u3046\u6307\u793a\u3059\u308b\u304b\u300d\u3067\u7d50\u679c\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u540c\u3058 GPT 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