{"id":50914,"date":"2024-09-18T00:00:00","date_gmt":"2024-09-18T07:00:00","guid":{"rendered":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/%e6%9c%aa%e5%88%86%e9%a1%9e\/building-video-summarizer-using-ai\/"},"modified":"2025-11-14T07:56:53","modified_gmt":"2025-11-14T15:56:53","slug":"building-video-summarizer-using-ai","status":"publish","type":"post","link":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/building-video-summarizer-using-ai\/","title":{"rendered":"AI\u3092\u4f7f\u7528\u3057\u305f\u52d5\u753b\u8981\u7d04\u6a5f\u80fd\u306e\u958b\u767a"},"content":{"rendered":"

OpenAI\u306b\u4ee3\u8868\u3055\u308c\u308bAI\u6280\u8853\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u3053\u308c\u307e\u3067\u624b\u52d5\u3067\u306f\u9762\u5012\u3059\u304e\u3066\u5b9f\u884c\u3067\u304d\u306a\u304b\u3063\u305f\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u4e00\u4f8b\u304c\u52d5\u753b\u8981\u7d04\u3067\u3059\u3002\u5f93\u6765\u3001\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u8981\u7d04\u306f\u4e3b\u306b\u4eba\u9593\u306e\u8996\u899a\u3068\u8074\u899a\u306b\u983c\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001GPT-4<\/a>\u3084Whisper<\/a>\u306a\u3069\u306eAI\u30e2\u30c7\u30eb\u306b\u3088\u308a\u3001\u3053\u306e\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n

OpenAI\u3001Node.js\u3001React\u3001GridDB\u3068\u3044\u3063\u305f\u6280\u8853\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002\u672c\u30d6\u30ed\u30b0\u3067\u306f\u3001\u52d5\u753b\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u305d\u306e\u5185\u5bb9\u306e\u8981\u7d04\u3092\u53d7\u3051\u53d6\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306aWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002<\/p>\n

\u306f\u3058\u3081\u306b<\/h2>\n

\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u304b\u3089\u5165\u624b\u3067\u304d\u307e\u3059\u3002 $ git clone https:\/\/github.com\/griddbnet\/Blogs --branch voice_summarizer<\/code><\/p>\n

\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f Ubuntu 20.04 LTS \u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u5fc5\u9808\u306e\u30b9\u30bf\u30c3\u30af\u8981\u4ef6\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n

OpenAI \u30ad\u30fc<\/h3>\n

OpenAI \u306e\u30b5\u30fc\u30d3\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u306b\u306f\u3001\u6709\u52b9\u306a\u30ad\u30fc\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u3061\u3089\u306e\u30ea\u30f3\u30af<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u65b0\u3057\u3044 OpenAI \u30ad\u30fc\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

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

OpenAI\u30ad\u30fc\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30d9\u30fc\u30b9\u306a\u306e\u3067\u3001\u307e\u305aOpenAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3092\u6709\u52b9\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001gpt-4o<\/code>\u3068whisper<\/code>\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

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

OpenAI\u30ad\u30fc\u306f .env<\/code> \u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3055\u308c\u3001.gitignore<\/code> \u306b\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306b\u542b\u3081\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n

Node.js<\/h3>\n

\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306fNode.js\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\u3053\u3061\u3089\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e<\/a> \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc nvm<\/code> \u3068Node.js v16.20.2 LTS\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n

\n
# installs nvm (Node Version Manager)\ncurl -o- https:\/\/raw.githubusercontent.com\/nvm-sh\/nvm\/v0.39.7\/install.sh | bash\n\n# download and install Node.js\nnvm install 16\n\n# verifies the right Node.js version is in the environment\nnode -v # should print `v16.20.2`\n\n# verifies the right NPM version is in the environment\nnpm -v # should print `8.19.4``<\/code><\/pre>\n<\/div>\n
Node.js\u3068GridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u63a5\u7d9a\u3059\u308b\u306b\u306f\u3001GridDB C\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068Node\u30a2\u30c9\u30aa\u30f3API\u3092\u4f7f\u7528\u3057\u3066\u958b\u767a\u3055\u308c\u305fNode.js\u30d0\u30a4\u30f3\u30c7\u30a3\u30f3\u30b0\u3067\u3042\u308bgridb-node-api<\/a> npm\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
FFmpeg<\/h3>\n
\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001fluent-ffmpeg<\/code><\/a> npm\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306bFFmpeg\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Ubuntu\u306e\u5834\u5408\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n
\n
sudo apt update\nsudo apt install ffmpeg<\/code><\/pre>\n<\/div>\n
\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u95a2\u3059\u308b\u3088\u308a\u8a73\u3057\u3044\u60c5\u5831\u306f\u3001FFmpeg\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n
GridDB<\/h3>\n
\u52d5\u753b\u30b5\u30de\u30ea\u30fc\u3068\u52d5\u753b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306b\u3001GridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u8a73\u3057\u3044\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306f\u30ac\u30a4\u30c9<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u3053\u3053\u3067\u306fUbuntu 20.04 LTS\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
GridDB\u3092\u8d77\u52d5\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u304c\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
\n
sudo systemctl status gridstore<\/code><\/pre>\n<\/div>\n
\u5b9f\u884c\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u3053\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
\n
sudo systemctl start gridstore<\/code><\/pre>\n<\/div>\n
\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b9f\u884c\u3059\u308b<\/h2>\n
\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u53d6\u5f97\u3059\u308b<\/h3>\n
\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea<\/a>\u304b\u3089\u30b3\u30fc\u30c9\u3092\u30af\u30ed\u30fc\u30f3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u53d6\u5f97\u3059\u308b\u306b\u306f\u3001\u3053\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n
\n
git clone https:\/\/github.com\/junwatu\/video-summarizer-nodejs-griddb.git<\/code><\/pre>\n<\/div>\n
\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092 app<\/code> \u30d5\u30a9\u30eb\u30c0\u306b\u5909\u66f4\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
\n
cd video-summarizer-nodejs-griddb\nnpm install<\/code><\/pre>\n<\/div>\n
.env<\/code> \u306e\u8a2d\u5b9a<\/h3>\n
\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u74b0\u5883\u5909\u6570\u304c\u5fc5\u8981\u3067\u3059\u3002 env.example<\/code> \u30d5\u30a1\u30a4\u30eb\u3092 .env<\/code> \u30d5\u30a1\u30a4\u30eb\u306b\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002<\/p>\n
\n
cp .env .example .env<\/code><\/pre>\n<\/div>\n
\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u74b0\u5883\u5909\u6570\u3092\u5165\u529b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\n
OPENAI_API_KEY=sk-....\nVITE_API_URL=http:\/\/localhost:3000<\/code><\/pre>\n<\/div>\n
VITE_API_URL<\/code> \u74b0\u5883\u5909\u6570\u3092\u5909\u66f4\u3059\u308b\u305f\u3073\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u518d\u8d77\u52d5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u958b\u59cb<\/h3>\n
\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n
\n
npm run start:build<\/code><\/pre>\n<\/div>\n
\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u3092\u958b\u304f<\/h3>\n
\u30d6\u30e9\u30a6\u30b6\u3067\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u3092\u958b\u304d\u307e\u3059\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u306eURL\u306f http:\/\/localhost:3000<\/code> \u3067\u3059\u3002\u4efb\u610f\u306e\u52d5\u753b\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u51e6\u7406\u3092\u65e9\u304f\u884c\u3046\u306b\u306f\u77ed\u3044\u52d5\u753b\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002test\/video<\/code> \u30d5\u30a9\u30eb\u30c0\u5185\u306e\u52d5\u753b\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u52d5\u753b\u306e\u9577\u3055\u306b\u3082\u3088\u308a\u307e\u3059\u304c\u3001\u51e6\u7406\u306b\u306f1\u5206\u307b\u3069\u304b\u304b\u308a\u307e\u3059\u3002 \"\"<\/a><\/p>\n
\u4ed5\u7d44\u307f<\/h2>\n
\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u307e\u305f\u306f\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ed\u30fc\u306f\u3001\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u3092\u958b\u304d\u3001\u52d5\u753b\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u51e6\u7406\u3092\u5f85\u3061\u3001\u8981\u7d04\u7d50\u679c\u3092\u53d7\u3051\u53d6\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u52d5\u753b\u306e\u8981\u7d04\u306b\u306f\u3001OpenAI\u306eGPT-4o\u3068Whisper\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002OpenAI\u306e\u30e2\u30c7\u30eb\u306f\u52d5\u753b\u3092\u76f4\u63a5\u51e6\u7406\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f2\u3064\u306e\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u753b\u50cf\u3084\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u306e\u51e6\u7406\u306f\u53ef\u80fd\u3067\u3059\u3002\u4e00\u65b9\u3001Node.js\u3067\u306f\u3001\u52d5\u753b\u3092\u753b\u50cf\u3068\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u306b\u5206\u96e2\u3059\u308b\u305f\u3081\u306b\u3001fluent-ffmpeg<\/code><\/a>\u3068\u3044\u3046npm\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306f\u3001OpenAI\u30e2\u30c7\u30eb\u306b\u52d5\u753b\u3092\u5165\u529b\u3057\u3066\u8981\u7d04\u51e6\u7406\u3092\u884c\u3046\u524d\u306b\u3001\u52d5\u753b\u306b\u5bfe\u3057\u3066\u884c\u3046\u4e3b\u306a\u6e96\u5099\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n
1. \u52d5\u753b\u306e\u51e6\u7406<\/h3>\n
\u52d5\u753b\u3092\u305d\u306e\u307e\u307eAPI\u306b\u9001\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u304c\u3001\u30d5\u30ec\u30fc\u30e0\u3092\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u3066\u753b\u50cf\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308c\u3070\u3001GPT-4o\u306f\u52d5\u753b\u3092\u7406\u89e3\u3067\u304d\u308b\u3002\u3053\u306e\u30bf\u30b9\u30af\u3067\u306f\u3001\u4ee5\u524d\u306eGPT-4 Turbo\u30e2\u30c7\u30eb\u3088\u308a\u3082\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3059\u308b\u3002<\/p>\n
\u3053\u306e\u95a2\u6570 extractFrames()<\/code> \u306f\u3001\u52d5\u753b\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u753b\u50cf\u3092\u62bd\u51fa\u3057\u3001frames<\/code> \u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\u3002<\/p>\n
\n
export function extractFrames(videoPath, secondsPerFrame, outputFolder) {\n    return new Promise((resolve, reject) => {\n        const frameRate = 1 \/ secondsPerFrame\n        const framePattern = path.join(outputFolder, 'frame-%03d.png')\n\n        ffmpeg(videoPath)\n            .outputOptions([`-vf fps=${frameRate}`])\n            .output(framePattern)\n            .on('end', () => {\n                fs.readdir(outputFolder, (err, files) => {\n                    if (err) {\n                        reject(err)\n                    } else {\n                        const framePaths = files.map(file => path.join(outputFolder, file))\n                        resolve(framePaths)\n                    }\n                })\n            })\n            .on('error', reject)\n            .run()\n    })\n}<\/code><\/pre>\n<\/div>\n
\u95a2\u6570 extractFrames<\/code> \u306b\u304a\u3044\u3066\u3001\u30d1\u30e9\u30e1\u30fc\u30bf secondsPerFrame<\/code> \u306f\u3001\u52d5\u753b\u304b\u3089\u62bd\u51fa\u3057\u305f\u3044\u30d5\u30ec\u30fc\u30e0\u9593\u306e\u9593\u9694\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001secondsPerFrame<\/code> \u306f\u3001\u62bd\u51fa\u3055\u308c\u308b\u5404\u30d5\u30ec\u30fc\u30e0\u306e\u9593\u9694\u3092\u4f55\u79d2\u306b\u3059\u308b\u304b\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u305d\u306e\u4ed5\u7d44\u307f\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u30d5\u30ec\u30fc\u30e0\u30ec\u30fc\u30c8\u306e\u8a08\u7b97:\u30d5\u30ec\u30fc\u30e0\u30ec\u30fc\u30c8\u306f\u3001secondsPerFrame \u306e\u9006\u6570\u3068\u3057\u3066\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002\u3064\u307e\u308a\u3001frameRate = 1 \/ secondsPerFrame \u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6b21\u306e\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n