{"id":3209,"date":"2023-05-08T07:50:29","date_gmt":"2023-05-07T22:50:29","guid":{"rendered":"http:\/\/www.bravesoft.co.jp\/seblog\/?p=3209"},"modified":"2023-05-08T08:00:45","modified_gmt":"2023-05-07T23:00:45","slug":"chatgpt%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9f%e3%82%89%e9%96%8b%e7%99%ba%e3%81%8c%ef%bc%93%e5%80%8d%e9%80%9f%e3%81%ab%e3%81%aa%e3%81%a3%e3%81%9f%e4%bb%b6%ef%bc%86gpt%e3%81%b8%e3%81%ae%e7%94%9f%e3%80%85","status":"publish","type":"post","link":"https:\/\/bravesoft.co.jp\/seblog\/archives\/3209","title":{"rendered":"ChatGPT\u3092\u4f7f\u3063\u305f\u3089\u958b\u767a\u304c\uff13\u500d\u901f\u306b\u306a\u3063\u305f\u4ef6\uff06GPT\u3078\u306e\u751f\u3005\u3057\u3044\u6307\u793a\u4e00\u89a7 #33"},"content":{"rendered":"

\u306a\u3093\u3068\u3001\u3001\uff11\u9031\u9593\u7a0b\u304b\u304b\u308b\u3068\u4e88\u60f3\u3057\u3066\u3044\u305fLINE\u30a2\u30d7\u30ea\u958b\u767a\u304c2\u65e5\u3067\u7d42\u308f\u3063\u3066\u3057\u307e\u3063\u305f\u3002<\/p>\n

\u4eca\u56de\u3064\u304f\u3063\u305f\u306e\u306f\u30dc\u30b1\u3066\u3092AI\u691c\u7d22\u3059\u308bLINE\u30a2\u30d7\u30ea \u3000\u301cAI\u30dc\u30b1\u30c6\u30f3\u30c0\u30fc\u300c\u30a8\u30a4\u30b8\u300d\u301c<\/a><\/p>\n

\u8a71\u984c\u306eChatGPT(GPT-4)\u3001\u4f55\u304c\u4fbf\u5229\u304b\u306f\u5b9f\u969b\u306b\u4f7f\u3063\u3066\u307f\u306a\u3044\u3068\u308f\u304b\u3089\u306a\u3044\u3002<\/p>\n

\u3044\u308d\u3044\u308d\u306a\u4f7f\u3044\u65b9\u304c\u767a\u898b\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u305d\u306e\u4e2d\u3067\u3082\u8208\u5473\u6df1\u3044\u306e\u306f\u300c\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3082\u81ea\u52d5\u5316\u3057\u3066\u304f\u308c\u308b\u300d\u3068\u3044\u3046\u3082\u306e\u3002\u3042\u308b\u610f\u5473\u81ea\u52d5\u5316\u306e\u6a29\u5316\u3067\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u305d\u306e\u3082\u306e\u3059\u3089\u81ea\u52d5\u5316\u3057\u3066\u304f\u308c\u308b\u306e\u304b\uff01<\/p>\n

\u305d\u3053\u3067\u3001\u3044\u3063\u305f\u3044\u4f55\u3092\u3069\u3053\u307e\u3067\u3084\u3063\u3066\u304f\u308c\u308b\u306e\u304b\u3001\u5b9f\u969b\u306e\u958b\u767a\u306b\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u305f\u3002<\/p>\n

\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u3066\u611f\u3058\u305f\u826f\u3044\u3068\u3053\u308d<\/h1>\n

\u30fb\u958b\u767a\u304c\uff08\u4f53\u611f\uff09\u4e09\u500d\u901f\u306b\u306a\u308b
\n\u30fb\u306a\u3093\u3067\u3082\u77e5\u3063\u3066\u3066\u306a\u3093\u3067\u3082\u5373\u30ec\u30b9\u304f\u308c\u308b\u8d85\u512a\u79c0\u306a\u5f8c\u8f29\u611f
\n\u30fb\u30b0\u30b0\u308b\u56de\u6570\u306f\u5b9f\u306b1\/3\u4ee5\u4e0b\u306b\u6e1b\u308b
\n\u30fb\u7d30\u304b\u3044\u6587\u6cd5\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u899a\u3048\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b
\n\u30fb\u5272\u3068\u7121\u8336\u632f\u308a\u3057\u3066\u307f\u308b\u3068\u4e88\u60f3\u4ee5\u4e0a\u306b\u5fdc\u3048\u3066\u304f\u308c\u308b
\n\u30fb\u521d\u3081\u3066\u306e\u8a00\u8a9e\u3067\u3082\u305f\u3076\u3093\u4f7f\u3044\u3053\u306a\u305b\u308b<\/p>\n

\u9006\u306b\u611f\u3058\u305f\uff08\u73fe\u6642\u70b9\u3067\u306e\uff09\u9650\u754c<\/h1>\n

\u30fb\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u69cb\u9020\u306a\u3069\u306f\u307e\u3060\u7406\u89e3\u3067\u304d\u306a\u3044
\n\u30fb\u6307\u793a\u3059\u308b\u305f\u3081\u306e\u4e00\u5b9a\u306e\u6280\u8853\u7684\u77e5\u8b58\u306f\u5fc5\u9808\u3002
\n\u30fb\u81ea\u4fe1\u6e80\u3005\u306b\u5618\u306f\u3064\u304f\u306e\u3067\u76f2\u4fe1\u306f\u3067\u304d\u306a\u3044
\n\u3000\u2192\u4fe1\u3058\u3059\u304e\u3066\u30cf\u30de\u3063\u3066\u51fa\u623b\u308a\u3057\u305f\u3053\u3068\u3082\u3042\u3063\u305f<\/p>\n

\u305d\u308c\u3067\u306f\u3001\u958b\u767a\u306e\u6d41\u308c\u306b\u305d\u3063\u3066\u5177\u4f53\u7684\u306b\u7d39\u4ecb\u3057\u3066\u3044\u304f\u3002<\/p>\n

\u307e\u305a\u30a2\u30a4\u30b3\u30f3\u306e\u5236\u4f5c\u3082\u81ea\u52d5\u5316<\/h1>\n

\uff08\u30a2\u30a4\u30b3\u30f3\u5236\u4f5c\uff1a\u901a\u5e381\u6642\u9593\u219210\u5206\u306b\u77ed\u7e2e\uff09<\/p>\n

\u4eca\u56de\u30a2\u30a4\u30b3\u30f3\u306e\u5236\u4f5c\u3082ChatGPT+Midjourny(AI\u81ea\u52d5\u753b\u50cf\u751f\u6210\uff09\u3067\u81ea\u52d5\u5316\u3057\u3066\u3057\u307e\u3063\u305f\u3002<\/p>\n

\u307e\u305aChatGPT\u306bMidjourny\u3078\u6e21\u3059\u30ef\u30fc\u30c930\u500b\u3092\u8003\u3048\u3055\u305b\u308b\u2192\u305d\u306e\u30ef\u30fc\u30c9\u3092\u5143\u306bMidjourny\u3067\u753b\u50cf\u751f\u6210\u3002\u30a4\u30de\u30a4\u30c1\u3060\u3063\u305f\u3089ChatGPT\u306b\u307e\u305f\u623b\u3063\u3066\u30ef\u30fc\u30c9\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u30923,4\u56de\u7e70\u308a\u8fd4\u3059\u3046\u3061\u306b\u30a2\u30a4\u30b3\u30f3\u304c\u5b8c\u6210\u3059\u308b<\/p>\n

\"\"<\/a><\/p>\n

\u5b8c\u6210\u3057\u305f\u30a2\u30a4\u30b3\u30f3<\/p>\n

\"\"<\/a><\/p>\n

\u5b9f\u88c5\u65b9\u91dd\u3092\u76f8\u8ac7\u3059\u308b<\/h1>\n

\u3084\u3084\u3053\u3057\u3044\u8a71\u3060\u304c\u3001ChatGPT\u306b\u5bfe\u3057\u3066\u3001ChatGPT\u306eAPI\u3092\u4f7f\u3063\u3066\u3069\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u5b9f\u73fe\u3067\u304d\u308b\u306e\u304b\u3001\u305d\u306e\u65b9\u91dd\u304b\u3089\u76f8\u8ac7\u3067\u304d\u308b\u3002<\/p>\n

\"\"<\/a><\/p>\n

\u74b0\u5883\u69cb\u7bc9\u306e\u3084\u308a\u65b9\u3082\u6559\u3048\u3066\u3082\u3089\u3046<\/h1>\n

\uff08\u74b0\u5883\u69cb\u7bc9\uff1a\u901a\u5e383\u6642\u9593\u219230\u5206\u306b\u77ed\u7e2e\uff09<\/p>\n

\u666e\u6bb5\u306f\u7d4c\u55b6\u3084\u4e8b\u696d\u3070\u304b\u308a\u3057\u3066\u3044\u3066\u4f7f\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u304d\u308b\u6642\u9593\u306f\u3042\u307e\u308a\u306a\u3044\u3002\u306a\u306e\u3067python\u3067\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u306e\u306f\u5b9f\u306b3\u5e74\u3076\u308a\u3050\u3089\u3044\u3060\u308d\u3046\u304b\u3002\u5b9f\u884c\u74b0\u5883\u69cb\u7bc9\u624b\u9806\u65b9\u6cd5\u3059\u3089\u3082\u5fd8\u308c\u3066\u3044\u305f\u306e\u3067\u624b\u9806\u3092\u30b5\u30af\u30c3\u3068\u6559\u3048\u3066\u3082\u3089\u3046\u3002<\/p>\n

\"\"<\/a><\/p>\n

Open AI\u306eAPI\u306e\u53e9\u304d\u65b9\u3092\u6559\u3048\u3066\u3082\u3089\u3044\u3001\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3082\u3089\u3046<\/h1>\n

\uff08\u30b5\u30f3\u30d7\u30eb\u30bd\u30fc\u30b9\u52d5\u4f5c\u78ba\u8a8d\uff1a\u901a\u5e381\u6642\u9593\u219210\u5206\u306b\u77ed\u7e2e\uff09<\/p>\n

\"\"<\/a><\/p>\n

\u65b9\u5411\u6027\u304c\u6c7a\u307e\u3063\u305f\u3089\u3088\u308a\u5177\u4f53\u7684\u306a\u6307\u793a\u3092\u51fa\u3057\u3001\u4e00\u65e6\u5b9f\u884c\u3067\u304d\u305d\u3046\u306a\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u307e\u3067\u66f8\u3044\u3066\u3082\u3089\u3044\u7406\u89e3\u3092\u6df1\u3081\u308b\u3002<\/p>\n

\u307e\u305f\u3001\u66f8\u3044\u3066\u3082\u3089\u3063\u305f\u30b3\u30fc\u30c9\u306e\u7406\u89e3\u3092\u3055\u3089\u306b\u6df1\u3081\u308b\u305f\u3081\u306b\u3001csv\u306e\u5185\u5bb9\u306b\u3064\u3044\u3066\u3082\u6559\u3048\u3066\u3082\u3089\u3046\u306a\u3069\u3002\u3053\u306e\u3068\u304d\u306b\u307b\u304b\u304b\u3089\u6301\u3063\u3066\u304d\u305f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3054\u3068\u8cbc\u308a\u4ed8\u3051\u305f\u3046\u3048\u3067\u305d\u306e\u5185\u5bb9\u3092\u89e3\u8aac\u3057\u3066\u3082\u3089\u3046\u306e\u3082OK\u3002<\/p>\n

\u203b\u305f\u3060\u3057\u66f8\u3044\u3066\u304f\u308c\u305f\u30bd\u30fc\u30b9\u306e\u7cbe\u5ea6\u306f\u3069\u3046\u3057\u3066\u3082\u4e0d\u5b89\u304c\u6b8b\u308b\u306e\u3067\u3001\u7d50\u5c40\u306f\u516c\u5f0f\u30b5\u30a4\u30c8\u306e\u30b5\u30f3\u30d7\u30eb\u30bd\u30fc\u30b9\u306e\u65b9\u3092\u3088\u308a\u53c2\u8003\u306b\u3057\u305f
\nhttps:\/\/github.com\/openai\/openai-cookbook\/blob\/main\/examples\/Semantic_text_search_using_embeddings.ipynb<\/a><\/p>\n

\u5b9f\u969b\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u30a8\u30e9\u30fc\u306e\u4fee\u6b63<\/h1>\n

\uff08\u5b9f\u30b3\u30fc\u30c9\u4e00\u65e6\u5b9f\u88c5\uff1a\u901a\u5e382\u6642\u9593\u219230\u5206\u306b\u77ed\u7e2e\uff09
\n\u30d5\u30a1\u30a4\u30eb\u540d\u3084\u5b9f\u88c5\u5185\u5bb9\u306a\u3069\u660e\u793a\u3057\u3066\u6307\u793a\u3092\u3060\u3059\u3053\u3068\u3067\u3001\u5b9f\u969b\u306e\u672c\u756a\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3082\u3089\u3046\u3002<\/p>\n

\"\"<\/a><\/p>\n

\u305d\u3057\u3066\u30a8\u30e9\u30fc\u304c\u51fa\u305f\u3089\u89e3\u8aac\u3057\u3066\u3082\u3089\u3044\u76f4\u3057\u3066\u3082\u3089\u3046
\n\uff08\u30a8\u30e9\u30fc\u8abf\u67fb\u4e00\u56de\uff1a\u901a\u5e3820\u5206\u21925\u5206\u306b\u77ed\u7e2e\uff09<\/p>\n

\u30a8\u30e9\u30fc\u306e\u5185\u5bb9\u3082\u305d\u306e\u307e\u307e\u8cbc\u308a\u4ed8\u3051\u3066\u89e3\u8aac\u3092\u3082\u3089\u3046\u3002\u3055\u3063\u304d\u307e\u3067\u306e\u30bd\u30fc\u30b9\u306e\u5185\u5bb9\u3082\u4e00\u6642\u8a18\u61b6\u3057\u3066\u304f\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3044\u3061\u3044\u3061\u3053\u308c\u307e\u3067\u306e\u8aac\u660e\u304c\u4e0d\u8981\u3002\u81ea\u5206\u3067\u30a8\u30e9\u30fc\u3092\u8ffd\u3046\u524d\u306b\u307e\u305aChatGPT\u306b\u8cbc\u308a\u4ed8\u3051\u3066\u56de\u7b54\u3092\u5f85\u3064\u2192\u305d\u306e\u9593\u306b\u521d\u3081\u3066\u81ea\u5206\u3067\u3082\u30a8\u30e9\u30fc\u6587\u3092\u8aad\u3080\u3002\u306e\u304c\u52b9\u7387\u7684\u3002<\/p>\n

GCP\u3067API\u5316\u3057\u30c7\u30d7\u30ed\u30a4\u5b8c\u4e86<\/h1>\n

\uff08\u30b5\u30fc\u30d0\u69cb\u7bc9\uff1a\u901a\u5e382\u6642\u9593\u219230\u5206\u306b\u77ed\u7e2e\uff09<\/p>\n

\"\"<\/a><\/p>\n

\u3053\u306e\u9593\u3082\u3044\u308d\u3044\u308d\u3068ChatGPT\u306b\u3084\u308a\u65b9\u3092\u6559\u3048\u3066\u3082\u3089\u3044\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7<\/p>\n

Line API\u306e\u5b9f\u30b3\u30fc\u30c9\u5b9f\u88c5<\/h1>\n

\uff08\u5b9f\u30b3\u30fc\u30c9\u5b9f\u88c5\uff1a\u901a\u5e382\u6642\u9593\u219230\u5206\u306b\u77ed\u7e2e\uff09<\/p>\n

Line API\u3092\u4f7f\u3063\u305f\u958b\u767a\u306f\u4ee5\u524d\u30b3\u30ed\u30ca\u30dc\u30c3\u30c8\u3067\u3082\u3084\u3063\u3066\u3044\u305f<\/a>\u306e\u3067\u6982\u8981\u306f\u308f\u304b\u3063\u3066\u3044\u305f\u304c\u3001\u30bd\u30fc\u30b9\u306e\u66f8\u304d\u65b9\u307e\u3067\u306f\u5fd8\u308c\u3066\u3044\u305f\u3002\u4eca\u56de\u306f\u904e\u53bb\u306b\u81ea\u5206\u3067\u66f8\u3044\u305f\u30bd\u30fc\u30b9\u3092\u898b\u76f4\u3059\u3053\u3068\u3082\u306a\u304fChatGPT\u306b\u30bd\u30fc\u30b9\u3092\u5b9f\u88c5\u3057\u3066\u3082\u3089\u3044\u30b3\u30d4\u30da\u3067\u30b5\u30af\u30c3\u3068\u884c\u3051\u305f\u3002<\/p>\n

\"\"<\/a><\/p>\n

\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u4fee\u6b63<\/h1>\n

\uff08\u30bd\u30fc\u30b9\u66f8\u304d\u63db\u3048\uff1a\u901a\u5e3820\u5206\u21925\u5206\uff09<\/p>\n

\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u308b\u3068\u3001\u30c7\u30fc\u30bf\u306e\u9806\u756a\u3092\u5165\u308c\u66ff\u3048\u305f\u308a\u3001\u5165\u529b\u5143\u3092\u5909\u3048\u305f\u308a\u3001\u51fa\u529b\u5f62\u5f0f\u3092\u5c11\u3057\u5909\u3048\u305f\u308a\u3068\u4f55\u304b\u3068\u30b3\u30fc\u30c9\u5909\u66f4\u304c\u767a\u751f\u3059\u308b\u3002\u305d\u3093\u306a\u4fee\u6b63\u3082\u6307\u793a\u3059\u308c\u3070\u3059\u3050\u3084\u3063\u3066\u304f\u308c\u308b<\/p>\n

\"\"<\/a><\/p>\n

\u3053\u308c\u304cChatGPT\u3078\u306e\u751f\u3005\u3057\u3044\u6307\u793a\u4e00\u89a7\uff01<\/h1>\n

\u3068\u304f\u306b\u7de8\u96c6\u3082\u52a0\u3048\u305a\u3001\u4eca\u56deChatGPT\u306b\u6307\u793a\u3057\u305f\u5185\u5bb9\u3092\u305d\u306e\u307e\u307e\u4e00\u89a7\u306b\u3059\u308b\u3002\uff08\u305f\u3076\u3093\u5b9f\u969b\u306f\u3053\u306e\u500d\u3050\u3089\u3044\u3042\u308b\u3002\u985e\u4f3c\u3057\u3066\u305f\u308a\u8a18\u9332\u6f0f\u308c\u306a\u3069\u3082\u3042\u3063\u305f\u306e\u3067\uff09<\/p>\n

\u4e2d\u8eab\u306f\u6df1\u304f\u8003\u3048\u305a\u3001\u3053\u3093\u306a\u3053\u3068\u3092\u6307\u793a\u3057\u305f\u3093\u3060\u306a\u3041\u3050\u3089\u3044\u3067\u3056\u3063\u3068\u898b\u3066\u6b32\u3057\u3044\u3002\uff08\u3068\u3044\u3046\u304b\u50d5\u3082\u899a\u3048\u3066\u3044\u306a\u3044\u3082\u306e\u304c\u591a\u3044\u7b11\uff09<\/p>\n

\u808c\u611f\u3067\u306f\u3001\u671f\u5f85\u901a\u308a\u306e\u5408\u683c\u56de\u7b54\u304c\u5f97\u3089\u308c\u305f\u7387\u306f\uff18\u5272\u4ee5\u4e0a\u3002\u4e0a\u51fa\u6765\u3068\u3044\u3048\u308b\u3002<\/p>\n

\u3082\u3046\u30b0\u30b0\u3063\u305f\u308a\u3044\u308d\u3093\u306a\u4eba\u306b\u8cea\u554f\u3057\u305f\u308a\u3068\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u305f\u6642\u4ee3\u306b\u306f\u623b\u308c\u306a\u3044\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u958b\u767a\u901f\u5ea6\u306f\u30b0\u30c3\u3068\u4e0a\u304c\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3092\u5b9f\u611f\u3002<\/p>\n

\u30ab\u30c6\u30b4\u30ea\uff1a\u8cea\u554f\uff06TIPS\u7de8<\/h1>\n

chatgpt api\u3067\u30c7\u30fc\u30bf\u5b66\u7fd2\u3055\u305b\u3066\u5236\u5ea6\u306e\u9ad8\u3044\u691c\u7d22\u30dc\u30c3\u30c8\u3092\u3064\u304f\u308b\u3053\u3068\u306f\u3067\u304d\u308b\uff1f<\/p>\n

\u3067\u3082\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u691c\u7d22\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306fembedding\u306e\u307b\u3046\u304c\u826f\u304f\u306a\u3044\u3067\u3059\u304b\uff1f<\/p>\n

\u3053\u306e\u65b9\u6cd5\u304c\u8aac\u660e\u3055\u308c\u3066\u3044\u308bAPI\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u306eURL\u3092\u6559\u3048\u3066<\/p>\n

openai\u306e\u57cb\u3081\u8fbc\u307f\u306eapi\u306e\u6599\u91d1\u3092\u6559\u3048\u3066<\/p>\n

\u3053\u306e\u5834\u5408\u306e\uff11\u884c\u3042\u305f\u308a\u306e\u5e73\u5747\u30c8\u30fc\u30af\u30f3\u6570\u306f\u3044\u304f\u3064\u3067\u3059\u304b\uff1f<\/p>\n

\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30a4\u30f3\u30d7\u30c3\u30c8\u306f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u306f\u95a2\u9023\u5ea6\u306e\u9ad8\u3044\u9806\u306eurl\u30ea\u30b9\u30c8\u3068\u306a\u308b\u3088\u3046\u306a\u691c\u7d22\u306b\u4f7f\u3044\u305f\u3044\u3051\u3069\u3069\u3046\u3084\u308b\uff1f<\/p>\n

\u3053\u306e\u3068\u304d\u306eget_embeddings\u306e\u5b9f\u884c\u306f\uff11\u4e07\u4ef6\u306e\u30c7\u30fc\u30bf\u306a\u3089\u3069\u308c\u3050\u3089\u3044\u6642\u9593\u3084API\u4f7f\u7528\u91cf\u304c\u304b\u304b\u308a\u307e\u3059\u304b\uff1f 2021\u5e749\u6708\u6642\u70b9\u306e\u60c5\u5831\u3067\u826f\u3044\u3067\u3059<\/p>\n

openapi \u3067embedding\u306erecommend\u3092\u3084\u308a\u305f\u3044\u3067\u3059\u3002csv\u306e\u8aad\u307f\u8fbc\u307f\u3084api\u547c\u3073\u51fa\u3057\u306e\u3084\u308a\u65b9\u3092\u89e3\u8aac\u3057\u3066<\/p>\n

cloud functions\u3067cloud strage\u304b\u3089\u8aad\u3093\u3060\u30c7\u30fc\u30bf\u3092\u30e1\u30e2\u30ea\u306b\u4fdd\u7ba1\u3057\u3066\u304a\u3044\u3066\u3001\u6bce\u56de\u306e\u30a2\u30af\u30bb\u30b9\u3067\u8aad\u307f\u8fbc\u307e\u306a\u3044\u3088\u3046\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u3059\u308b\u65b9\u6cd5\u306f\u3042\u308a\u307e\u3059\u304b\uff1f\u30b0\u30ed\u30fc\u30d0\u30eb\u5909\u6570\u306a\u3069\u3067<\/p>\n

mac\u3067utf-8\u306ecsv\u3092\u7de8\u96c6\u3059\u308b\u65b9\u6cd5\u306f\uff1f<\/p>\n

\u30b7\u30a7\u30eb\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u304d\u306b\u5b9f\u884c\u306b\u304b\u304b\u3063\u305f\u79d2\u6570\u3092\u8868\u793a\u3059\u308b\u306b\u306f\uff1f\u3000python –version\u30b3\u30de\u30f3\u30c9\u306e\u4f8b\u3067<\/p>\n

python\u3067\u4e00\u884c\u3060\u3051\u3067\u306a\u304f\u7bc4\u56f2\u3092\u6307\u5b9a\u3057\u3066\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3059\u308b\u306b\u306f\uff1f<\/p>\n

line messaging api\u306ewebhook\u3092\u3064\u304b\u3063\u3066\u3001cloud function\u3067\u30e9\u30a4\u30f3\u3067\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u9001\u3089\u308c\u3066\u304d\u305f\u3089hello world\u3068\u8fd4\u3059\u3088\u3046\u306aapi\u306e\u958b\u767a\u306e\u6d41\u308c\u3092\u8a73\u3057\u304f\u6559\u3048\u3066<\/p>\n

\u30ab\u30c6\u30b4\u30ea\uff1a\u74b0\u5883\u69cb\u7bc9\u7de8<\/h1>\n

python \u5b9f\u884c\u74b0\u5883\u3092\u4f5c\u308b\u306b\u306f\uff1f\u3000mac\u3067\u3059<\/p>\n

Default output format [None]:\u306b\u306f\u306a\u306b\u3092\u3044\u308c\u308b\uff1f<\/p>\n

YOUR_ROLE_ARN\u306f\u3069\u3053\u3092\u8abf\u3079\u305f\u3089\u51fa\u3066\u304f\u308b\uff1f<\/p>\n

\u3053\u3093\u306a\u30a8\u30e9\u30fc\u304c\u51fa\u305f\u3051\u3069\u3046\u3069\u3046\u3057\u305f\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b\uff1f\u3000You have 2 outdated formulae installed.<\/p>\n

\u3053\u3046\u306a\u308a\u307e\u3057\u305f\u3000 % brew upgrade openssl
\nError: openssl not installed<\/p>\n

\u30ab\u30c6\u30b4\u30ea\uff1a\u5b9f\u88c5\u7de8<\/h1>\n

\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u304c\u65e9\u304f\u306a\u308b\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u3066<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3067openai\u306eapi\u3092\u5b9f\u969b\u306b\u53e9\u3044\u3066\u3044\u308b\u306e\u306f\u3069\u306e\u95a2\u6570\u3067\u3059\u304b\uff1f<\/p>\n

\u3053\u306e\u3068\u304d\u306eyour_csv_file.csv\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u306f\u3069\u3093\u306a\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u304b\uff1f\u4f8b\u3092\u793a\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n

\u3053\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u3001\u5b9f\u884c\u3067\u304d\u308b\u4e00\u3064\u306e\u30c6\u30ad\u30b9\u30c8\u306b\u7d71\u5408\u3057\u3066<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u65e5\u672c\u8a9e\u306e\u308f\u304b\u308a\u3084\u3059\u3044\u30b3\u30e1\u30f3\u30c8\u3092\u4ed8\u3051\u3066\uff08\u5f8c\u7565\uff09<\/p>\n

\u3055\u3063\u304d\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u3001csv\u306e\u5185\u5bb9\u3092id,text\u3060\u3051\u306e\u30b7\u30f3\u30d7\u30eb\u306a\uff12\u5217\u306b\u3057\u305f\u5185\u5bb9\u3067\u66f8\u304d\u63db\u3048\u3066\u307f\u3066<\/p>\n

\u3053\u308c\u306fcloud functions\u3067request\u3092\u53d7\u3051\u53d6\u308b\u3068\u3053\u308d\u3067\u3059\u3002\u30d1\u30e9\u30e1\u30fc\u30bfq\u306b\u691c\u7d22\u30ef\u30fc\u30c9\u304c\u5165\u529b\u3055\u308c\u3066\u3001search_query\u306b\u4ee3\u5165\u3059\u308b\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u3066\u3000# def main(request):(\u5f8c\u7565)<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066search_query\u3092\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089\u306e\u5f15\u6570\u3092\u5f53\u3066\u306f\u3081\u308b\u306e\u3068\u3001\u8a72\u5f53\u3057\u305f\u884c\u306eid\u306b\u3064\u3044\u3066”https:\/\/bokete.jp\/\u201c\u3092\u5192\u982d\u306b\u3064\u3051\u3066print\u51fa\u529b\u3059\u308b\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u3066\uff08\u5f8c\u7565\uff09<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u306e\u3001index_col,dropna,head\u306e\u610f\u5473\u3092\u305d\u308c\u305e\u308c\u6559\u3048\u3066\u3000# imports\uff08\u5f8c\u7565\uff09<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u3001csv\u304b\u30891000\u4ef6\u305a\u3064\u8aad\u307f\u8fbc\u3093\u3067\u9010\u6b21\u5b9f\u884c\u3057\u30011000\u4ef6\u305a\u3064\u7d50\u679c\u3092csv\u306b\u4ed8\u3051\u8db3\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3002\u3044\u307e\u4f55\u4ef6\u307e\u3067\u5b8c\u4e86\u3057\u305f\u304b\u3092print\u8868\u793a\u3059\u308b\u3088\u3046\u306b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u63db\u3048\u3066\uff08\u5f8c\u7565\uff09<\/p>\n

\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u3001\u3000cloud strage\u304b\u3089\u306e\u6700\u521d\u306e\u5b9f\u884c\u3067csv\u306e\u8aad\u307f\u8fbc\u307f\u304c\u9045\u3044\u306e\u3067\u3001\u4e8b\u524d\u306b\u5e38\u6642\u30e1\u30e2\u30ea\u306b\u30ed\u30fc\u30c9\u3057\u3066\u304a\u304d\u521d\u56de\u5b9f\u884c\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u65e9\u3081\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304b\uff1f\u3000import os\uff08\u5f8c\u7565\uff09<\/p>\n

\u3053\u306e\u95a2\u6570\u306b\u3064\u3044\u3066\u3001return_text\u306b\u3001\u914d\u5217results\u304b\u3089\u751f\u6210\u3057\u305fURL\u4e00\u89a7\u304c\u5165\u308b\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u3066\u3000<\/p>\n

\u3053\u306etiketoken\u3063\u3066\u306a\u306b\uff1f\u3000# imports
\nimport pandas as pd
\nimport tiktoken\uff08\u5f8c\u7565\uff09<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u306eprint\u51fa\u529b\u304b\u3089\u3001\u3000id: \u3068\u3044\u3046\u51fa\u529b\u3092\u30ab\u30c3\u30c8\u3057\u3066\u672c\u5f53\u306eid\u756a\u53f7\u3060\u3051\u304c\u51fa\u529b\u3055\u308c\u308b\u3088\u3046\u306b\u3057\u305f\u3044<\/p>\n

\u3053\u306e\u3068\u304d\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3058\u3083\u306a\u304fid\u3082print\u3057\u305f\u3044<\/p>\n

\u3055\u3063\u304d\u306e\u30b3\u30fc\u30c9\u3060\u3051\u3069\u3001\u4e01\u5be7\u306a\u30b3\u30e1\u30f3\u30c8\u3082\u4ed8\u3051\u3066\u307f\u3066<\/p>\n

\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u65e5\u672c\u8a9e\u306b\u76f4\u3057\u3066\u3001\u5165\u529b\u30d5\u30a1\u30a4\u30eb\u540d\u306f\u5192\u982d\u306e\u5909\u6570\u5ba3\u8a00\u306b\u3057\u3066\u3001 .\/data\/sample100.csv\u306b\u3057\u3066<\/p>\n

embedding \u306eapply\u306a\u3069\u3092\u3064\u304b\u3063\u3066\u3001csv\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u3066\u5225\u306ecsv\u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3059\u308b\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066<\/p>\n

your_query_text\u306b\u3064\u3044\u3066\u3001python\u3067\u30b3\u30de\u30f3\u30c9\u5b9f\u884c\u6642\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u6e21\u3059\u5f62\u306b\u3053\u306e\u30b3\u30fc\u30c9\u3092\u4fee\u6b63\u3057\u3066<\/p>\n

\u30ab\u30c6\u30b4\u30ea\uff1a\u30a8\u30e9\u30fc\u89e3\u6c7a\u7de8<\/h1>\n

\u3053\u306e\u30a8\u30e9\u30fc\u306f\u3069\u3046\u3044\u3046\u610f\u5473\u3067\u3059\u304b\uff1f\u3000\/Users\/(\u4e2d\u7565)\/.\/dataset.py:45: SettingWithCopyWarning:<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u306e\u554f\u984c\u70b9\u3092\u6559\u3048\u3066\u3000import openai(\u5f8c\u7565\uff09<\/p>\n

cloud functions\u3067\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089\u306e\u30c7\u30d7\u30ed\u30a4\u306b\u5931\u6557\u3057\u305f\u3068\u304d\u306e\u30c7\u30d7\u30ed\u30a4\u30a8\u30e9\u30fc\u3092\u8abf\u3079\u308b\u30ed\u30b0\u306f\u3069\u3053\u304b\u3089\u898b\u308c\u308b\uff1f<\/p>\n

\u3053\u306e\u6587\u6cd5\u30a8\u30e9\u30fc\u3092\u76f4\u3057\u3066<\/p>\n

\u3053\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u554f\u984c\u304c\u3042\u308b\u3068\u3053\u308d\u3092\u6307\u6458\u3057\u3066<\/p>\n

\u3053\u306e\u30a8\u30e9\u30fc\u306e\u76f4\u3057\u65b9 % python .\/dataset.py
\nTraceback (most recent call last):\uff08\u5f8c\u7565\uff09<\/p>\n

\u7d42\u308f\u308a\u307e\u3059\u3002\u307f\u3093\u306a\u3067\u3084\u3063\u3066\u307f\u3088\u3046\uff01<\/h1>\n

\u4eca\u56deLINE\u30a2\u30d7\u30ea\u958b\u767a\u30923\u500d\u901f\u3067\u4f5c\u3063\u305f\u3068\u304d\u306eChatGPT\u3078\u306e\u6307\u793a\u3092\u8f09\u305b\u3066\u307f\u307e\u3057\u305f\u3002
\nGhatGPT\u3092\u4f7f\u3046\u3053\u3068\u3067\u4e00\u6c17\u306b\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u304c\u30a2\u30c3\u30d7\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u304c\u3082\u3066\u305f\u3060\u308d\u3046\u304b\uff1f<\/p>\n

\u8ab0\u3067\u3082\u7c21\u5358\u306b\u30b5\u30af\u30c3\u3068\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u51fa\u6765\u308b\u6642\u4ee3\u3002
\n\u7d20\u6674\u3089\u3057\u3044\u6642\u4ee3\u3002<\/p>\n

\u958b\u767a\u304c\u7c21\u5358\u306b\u306a\u308b\u5148\u306b\u5927\u4e8b\u306a\u3053\u3068\u306f\u8ab2\u984c\u767a\u898b\u529b\u3001\u30a2\u30a4\u30c7\u30a3\u30a2\u3084\u884c\u52d5\u529b\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u3002
\n\u81c6\u3059\u308b\u3053\u3068\u306a\u304f\u7a81\u304d\u9032\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n

AI\u306e\u6642\u4ee3\u306f\u307e\u3060\u307e\u3060\u59cb\u307e\u3063\u305f\u3070\u304b\u308a\uff01<\/p>\n

\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/h1>\n

\u2460\u4eca\u56de\u958b\u767a\u3057\u305fLINE\u30a2\u30d7\u30ea\u3067\u7b11\u3044\u305f\u3044\u306a\u3089\u3053\u3061\u3089\uff01
\n\u4eca\u56de\u3064\u304f\u3063\u305f\u30dc\u30b1\u3066\u3092AI\u691c\u7d22\u3059\u308bLINE\u30a2\u30d7\u30ea \u3000\u301cAI\u30dc\u30b1\u30c6\u30f3\u30c0\u30fc\u300c\u30a8\u30a4\u30b8\u300d\u301c<\/a><\/p>\n

\u2461\u4eca\u56de\u306eOpenAI API\u3092\u4f7f\u3063\u305fLINE BOT\u958b\u767a\u306b\u3064\u3044\u3066\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u8a73\u3057\u3044\u6d41\u308c\u3084\u30bd\u30fc\u30b9\u306b\u3064\u3044\u3066\u3082\u89e3\u8aac\uff01
\nOpenAI API Embeddings+GCP\u3067\u691c\u7d22AI\u7cfbLINE\u30a2\u30d7\u30ea\u306e\u4f5c\u308a\u65b9 #34<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u306a\u3093\u3068\u3001\u3001\uff11\u9031\u9593\u7a0b\u304b\u304b\u308b\u3068\u4e88\u60f3\u3057\u3066\u3044\u305fLINE\u30a2\u30d7\u30ea\u958b\u767a\u304c2\u65e5\u3067\u7d42\u308f\u3063\u3066\u3057\u307e\u3063\u305f\u3002 \u4eca\u56de\u3064\u304f\u3063\u305f\u306e\u306f\u30dc\u30b1\u3066\u3092AI\u691c\u7d22\u3059\u308bLINE\u30a2\u30d7\u30ea \u3000\u301cAI\u30dc\u30b1\u30c6\u30f3\u30c0\u30fc\u300c\u30a8\u30a4\u30b8\u300d\u301c \u8a71\u984c\u306eChatGPT(GPT-4)\u3001\u4f55\u304c\u4fbf\u5229\u304b\u306f\u5b9f…<\/p>\n","protected":false},"author":1,"featured_media":3219,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false},"version":2}},"categories":[8,5,4],"tags":[],"class_list":["post-3209","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-gijyutu","category-shakai","category-keiei"],"jetpack_publicize_connections":[],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/bravesoft.co.jp\/seblog\/wp-content\/uploads\/2023\/05\/refact.png?fit=1360%2C928&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7fAdy-PL","jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/posts\/3209"}],"collection":[{"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/comments?post=3209"}],"version-history":[{"count":64,"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/posts\/3209\/revisions"}],"predecessor-version":[{"id":3330,"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/posts\/3209\/revisions\/3330"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/media\/3219"}],"wp:attachment":[{"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/media?parent=3209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/categories?post=3209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bravesoft.co.jp\/seblog\/wp-json\/wp\/v2\/tags?post=3209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}