{"id":31227,"date":"2026-08-07T13:18:08","date_gmt":"2026-08-07T04:18:08","guid":{"rendered":"https:\/\/www.ripla.co.jp\/blog\/?p=31227"},"modified":"2026-08-09T13:12:04","modified_gmt":"2026-08-09T04:12:04","slug":"hugging-face-complete-guide","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/system\/hugging-face-complete-guide\/","title":{"rendered":"Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u3001\u5b8c\u6210\u6e08\u307f\u306e\u696d\u52d9\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u306f\u306a\u304f\u3001AI\u30e2\u30c7\u30eb\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30fb\u63a8\u8ad6\u57fa\u76e4\u30fb\u8a55\u4fa1\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u696d\u52d9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u958b\u767a\u57fa\u76e4\u3067\u3059\u3002<\/p>\n\n\n\n

\u793e\u5185\u6587\u66f8\u691c\u7d22\u3001\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u3001\u7533\u8acb\u66f8\u306e\u8981\u7d04\u3001\u753b\u50cf\u5224\u5b9a\u306a\u3069\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3060\u3051\u3067\u306f\u672c\u756a\u904b\u7528\u306b\u81f3\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Hugging Face\u3092\u4f7f\u3063\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u50cf\u3001\u7a2e\u985e\u3001\u958b\u767a\u306e\u9032\u3081\u65b9\u3001\u8cbb\u7528\u76f8\u5834\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u958b\u767a\u4f1a\u793e\u30fb\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u3073\u65b9\u3001\u3088\u304f\u3042\u308b\u8cea\u554f\u307e\u3067\u3001\u767a\u6ce8\u524d\u306b\u5fc5\u8981\u306a\u5224\u65ad\u6750\u6599\u3092\u307e\u3068\u3081\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"AI\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u50cf\u3092\u793a\u3059\u30a4\u30e1\u30fc\u30b8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u3092\u63a2\u3057\u3066\u547c\u3073\u51fa\u3059\u3060\u3051\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30e2\u30c7\u30eb\u3092\u7ba1\u7406\u3059\u308b\u5834\u6240\u3001\u5b66\u7fd2\u3084\u5fae\u8abf\u6574\u306b\u4f7f\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4ed5\u7d44\u307f\u3001API\u3068\u3057\u3066\u63a8\u8ad6\u3059\u308b\u74b0\u5883\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u4e00\u90e8\u3068\u3057\u3066\u52d5\u304b\u3059\u69cb\u6210\u3067\u3059\u3002<\/p>\n\n\n\n

\n

Hub\u3068\u30e2\u30c7\u30eb\u3092\u4e2d\u5fc3\u306b\u69cb\u6210\u3059\u308b\u958b\u767a\u57fa\u76e4\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u4e2d\u5fc3\u306b\u306a\u308b\u306e\u306f\u3001\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30b3\u30fc\u30c9\u3001\u30c7\u30e2\u30a2\u30d7\u30ea\u306a\u3069\u3092\u4fdd\u7ba1\u30fb\u5171\u6709\u3059\u308bHub\u3067\u3059\u3002\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u3067\u7528\u9014\u3084\u5236\u9650\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u5b66\u7fd2\u6761\u4ef6\u3092\u78ba\u8a8d\u3067\u304d\u3001\u7d44\u7e54\u5185\u3060\u3051\u3067\u4f7f\u3046\u975e\u516c\u958b\u30ea\u30dd\u30b8\u30c8\u30ea\u3082\u7528\u610f\u3067\u304d\u307e\u3059\u3002\u958b\u767a\u30c1\u30fc\u30e0\u306f\u540c\u3058\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u3001\u8a55\u4fa1\u7d50\u679c\u3084\u5909\u66f4\u5c65\u6b74\u3092\u6b8b\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

\u5468\u8fba\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u753b\u50cf\u306a\u3069\u3092\u6271\u3046\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u4ed5\u7d44\u307f\u3001\u5c11\u306a\u3044\u8a08\u7b97\u91cf\u3067\u5fae\u8abf\u6574\u3059\u308b\u624b\u6cd5\u3001\u63a8\u8ad6API\u304c\u3042\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001Hugging Face\u3060\u3051\u3067\u753b\u9762\u30fb\u8a8d\u8a3c\u30fb\u8ca9\u58f2\u7ba1\u7406\u30fb\u76e3\u67fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u307e\u3067\u81ea\u52d5\u7684\u306b\u5b8c\u6210\u3059\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u5074\u306eAPI\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u63a5\u7d9a\u3057\u3066\u521d\u3081\u3066\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5c0e\u5165\u3068\u958b\u767a\u3092\u5206\u3051\u3066\u8003\u3048\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u300cHugging Face\u3092\u5c0e\u5165\u3059\u308b\u300d\u3068\u3044\u3046\u8a00\u8449\u306b\u306f\u3001Hub\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u308b\u3053\u3068\u304b\u3089\u3001\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u74b0\u5883\u306b\u914d\u7f6e\u3057\u3066\u696d\u52d9\u30a2\u30d7\u30ea\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u307e\u3067\u3001\u8907\u6570\u306e\u610f\u5473\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u30a2\u30ab\u30a6\u30f3\u30c8\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u5951\u7d04\u3060\u3051\u3067\u7d42\u308f\u308b\u306e\u304b\u3001\u691c\u7d22\u30fb\u8a8d\u8a3c\u30fb\u30ed\u30b0\u30fb\u969c\u5bb3\u5bfe\u5fdc\u307e\u3067\u542b\u3080\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u306e\u304b\u3092\u3001\u4f01\u753b\u306e\u6bb5\u968e\u3067\u533a\u5225\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u7279\u306b\u696d\u52d9\u5229\u7528\u3067\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u304c\u3069\u3053\u3092\u901a\u308b\u304b\u3001\u8ab0\u304c\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3067\u304d\u308b\u304b\u3001\u56de\u7b54\u306e\u6839\u62e0\u3092\u4fdd\u5b58\u3059\u308b\u304b\u3092\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u66d6\u6627\u306b\u3057\u305f\u307e\u307e\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3060\u3051\u3092\u6bd4\u8f03\u3059\u308b\u3068\u3001PoC\u3067\u306f\u52d5\u3044\u3066\u3082\u3001\u672c\u756a\u3067\u6a29\u9650\u6f0f\u308c\u3084\u8aac\u660e\u4e0d\u8db3\u304c\u8d77\u304d\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Hugging Face\u3067\u3069\u306e\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308c\u307e\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u696d\u52d9\u30c7\u30fc\u30bf\u3068AI\u30e2\u30c7\u30eb\u3092\u9023\u643a\u3059\u308b\u30a4\u30e1\u30fc\u30b8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u4f5c\u308c\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u7bc4\u56f2\u306f\u3001\u4f1a\u8a71\u578b\u306e\u753b\u9762\u3060\u3051\u306b\u9650\u308a\u307e\u305b\u3093\u3002\u91cd\u8981\u306a\u306e\u306f\u3001AI\u3092\u5358\u72ec\u306e\u30c1\u30e3\u30c3\u30c8\u3068\u3057\u3066\u7f6e\u304f\u306e\u3067\u306f\u306a\u304f\u3001\u65e2\u5b58\u696d\u52d9\u306e\u5224\u65ad\u30fb\u691c\u7d22\u30fb\u5165\u529b\u30fb\u78ba\u8a8d\u3092\u652f\u63f4\u3059\u308b\u90e8\u54c1\u3068\u3057\u3066\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u76ee\u7684\u306b\u3088\u3063\u3066\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u3001\u8a55\u4fa1\u65b9\u6cd5\u3001\u753b\u9762\u306e\u8cac\u4efb\u5206\u754c\u304c\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u793e\u5185\u6587\u66f8\u691c\u7d22\u3068RAG\u30b7\u30b9\u30c6\u30e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u793e\u5185\u898f\u7a0b\u3001\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u3001\u5951\u7d04\u95a2\u9023\u8cc7\u6599\u306a\u3069\u3092\u691c\u7d22\u3057\u3001\u56de\u7b54\u306e\u6839\u62e0\u3068\u4e00\u7dd2\u306b\u63d0\u793a\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u304c\u4ee3\u8868\u4f8b\u3067\u3059\u3002\u6587\u66f8\u3092\u53d6\u308a\u8fbc\u307f\u3001\u5206\u5272\u3057\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u691c\u7d22\u57fa\u76e4\u306b\u4fdd\u5b58\u3057\u3001\u8cea\u554f\u306b\u8fd1\u3044\u60c5\u5831\u3060\u3051\u3092\u30e2\u30c7\u30eb\u3078\u6e21\u3057\u307e\u3059\u3002\u3053\u308c\u304cRAG\u3067\u3059\u3002<\/p>\n\n\n\n

RAG\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3092\u8ffd\u52a0\u5b66\u7fd2\u3057\u306a\u304f\u3066\u3082\u65b0\u3057\u3044\u6587\u66f8\u3092\u53cd\u6620\u3057\u3084\u3059\u3044\u70b9\u304c\u5229\u70b9\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u6a29\u9650\u306e\u7570\u306a\u308b\u6587\u66f8\u3092\u540c\u3058\u691c\u7d22\u7d50\u679c\u306b\u6df7\u305c\u306a\u3044\u8a2d\u8a08\u3001\u53e4\u3044\u6587\u66f8\u3092\u9664\u5916\u3059\u308b\u30eb\u30fc\u30eb\u3001\u56de\u7b54\u306b\u4f7f\u3063\u305f\u6587\u66f8ID\u3092\u8a18\u9332\u3059\u308b\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3059\u3002\u6b63\u7b54\u7387\u3060\u3051\u3067\u306a\u304f\u3001\u691c\u7d22\u6f0f\u308c\u3001\u6839\u62e0\u306e\u6b63\u3057\u3055\u3001\u6a29\u9650\u9055\u53cd\u306e\u6709\u7121\u3092\u8a55\u4fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u5206\u985e\u30fb\u8981\u7d04\u30fb\u62bd\u51fa\u3092\u696d\u52d9\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u8fbc\u3080\u30b7\u30b9\u30c6\u30e0<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u554f\u3044\u5408\u308f\u305b\u3092\u5185\u5bb9\u5225\u306b\u5206\u985e\u3057\u3066\u62c5\u5f53\u90e8\u7f72\u3078\u632f\u308a\u5206\u3051\u308b\u3001\u7533\u8acb\u66f8\u304b\u3089\u9805\u76ee\u3092\u62bd\u51fa\u3057\u3066\u57fa\u5e79\u753b\u9762\u3078\u8ee2\u8a18\u3059\u308b\u3001\u8b70\u4e8b\u9332\u3092\u8981\u7d04\u3057\u3066\u30bf\u30b9\u30af\u5019\u88dc\u3092\u4f5c\u308b\u3001\u3068\u3044\u3063\u305f\u5b9a\u578b\u696d\u52d9\u306b\u3082\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u51fa\u529b\u3092\u305d\u306e\u307e\u307e\u78ba\u5b9a\u5024\u306b\u305b\u305a\u3001\u62c5\u5f53\u8005\u304c\u78ba\u8a8d\u3057\u3066\u627f\u8a8d\u3059\u308b\u753b\u9762\u3092\u7528\u610f\u3059\u308c\u3070\u3001\u8aa4\u5224\u5b9a\u306e\u5f71\u97ff\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u5b9f\u904b\u7528\u4e8b\u4f8b\u3067\u306f\u3001\u9867\u5ba2\u5bfe\u5fdc\u306e\u4f1a\u8a71\u3092\u5206\u985e\u3059\u308b\u305f\u3081\u306b\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eBERT\u7cfb\u30e2\u30c7\u30eb\u3092\u9867\u5ba2\u30c7\u30fc\u30bf\u3067\u5fae\u8abf\u6574\u3057\u3001\u63a8\u8ad6\u7528\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3067\u914d\u4fe1\u3059\u308b\u69cb\u6210\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: Hugging Face\u516c\u5f0f\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u30012026\u5e74\u78ba\u8a8d\uff09\u3002\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3001\u8a55\u4fa1\u3001\u914d\u4fe1\u3092\u5225\u5de5\u7a0b\u306b\u5206\u3051\u3001\u8a55\u4fa1\u5f8c\u306b\u672c\u756a\u3078\u53cd\u6620\u3059\u308b\u8003\u3048\u65b9\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u63a8\u85a6\u306a\u3069\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u6d3b\u7528<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u753b\u50cf\u306e\u691c\u67fb\u3084\u5e33\u7968\u306e\u8aad\u307f\u53d6\u308a\u3001\u97f3\u58f0\u306e\u6587\u5b57\u8d77\u3053\u3057\u3001\u5546\u54c1\u3084\u8a18\u4e8b\u306e\u63a8\u85a6\u306a\u3069\u3082\u3001\u9069\u5207\u306a\u30e2\u30c7\u30eb\u3092\u9078\u3079\u3070\u30b7\u30b9\u30c6\u30e0\u5316\u3067\u304d\u307e\u3059\u3002\u753b\u50cf\u3092\u5224\u5b9a\u3059\u308b\u5834\u5408\u306f\u3001\u64ae\u5f71\u6761\u4ef6\u306e\u3070\u3089\u3064\u304d\u3084\u898b\u9003\u3057\u306e\u30b3\u30b9\u30c8\u3092\u78ba\u8a8d\u3057\u3001\u97f3\u58f0\u306e\u5834\u5408\u306f\u8a71\u8005\u3001\u65b9\u8a00\u3001\u5c02\u9580\u7528\u8a9e\u3001\u9332\u97f3\u74b0\u5883\u3092\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u9818\u57df\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u516c\u958b\u30e9\u30a4\u30bb\u30f3\u30b9\u3060\u3051\u3067\u306a\u304f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5229\u7528\u8a31\u8afe\u3084\u3001\u751f\u6210\u7269\u3092\u696d\u52d9\u3067\u4f7f\u3046\u6761\u4ef6\u3082\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7cbe\u5ea6\u304c\u9ad8\u3044\u30e2\u30c7\u30eb\u3067\u3082\u3001\u73fe\u5834\u306e\u5165\u529b\u5f62\u5f0f\u306b\u5bfe\u5fdc\u3067\u304d\u306a\u3051\u308c\u3070\u5c0e\u5165\u52b9\u679c\u306f\u51fa\u307e\u305b\u3093\u3002\u5c11\u91cf\u306e\u5b9f\u30c7\u30fc\u30bf\u3067\u518d\u73fe\u6027\u3092\u691c\u8a3c\u3057\u3066\u304b\u3089\u3001\u672c\u683c\u7684\u306a\u30c7\u30fc\u30bf\u6574\u5099\u3078\u9032\u3080\u3053\u3068\u304c\u5b89\u5168\u3067\u3059\u3002<\/p>\n\n\n\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u7a2e\u985e\u3068\u9078\u3073\u65b9<\/strong><\/h2>\n\n\n\n
\n
\n
\"AI\u30b7\u30b9\u30c6\u30e0\u306e\u65b9\u5f0f\u3092\u6bd4\u8f03\u3059\u308b\u30a4\u30e1\u30fc\u30b8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u65b9\u5f0f\u3092\u9078\u3076\u3068\u304d\u306f\u3001\u6700\u521d\u304b\u3089\u300c\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u3067\u5b66\u7fd2\u3059\u308b\u300d\u3068\u6c7a\u3081\u306a\u3044\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002\u696d\u52d9\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3059\u308b\u306e\u304b\u3001\u51fa\u529b\u5f62\u5f0f\u3084\u5206\u985e\u57fa\u6e96\u3092\u5b66\u7fd2\u3055\u305b\u308b\u306e\u304b\u3001\u5358\u7d14\u306aAPI\u547c\u3073\u51fa\u3057\u3067\u8db3\u308a\u308b\u306e\u304b\u3092\u3001\u8ab2\u984c\u3068\u8a55\u4fa1\u6307\u6a19\u304b\u3089\u9006\u7b97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u3044\u5206\u3051\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6700\u65b0\u306e\u793e\u5185\u60c5\u5831\u3084\u898f\u7a0b\u3092\u53c2\u7167\u3055\u305b\u305f\u3044\u5834\u5408\u306f\u3001\u307e\u305aRAG\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002\u6587\u66f8\u3092\u66f4\u65b0\u3059\u308b\u305f\u3073\u306b\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3057\u306a\u304f\u3066\u3082\u3088\u304f\u3001\u60c5\u5831\u306e\u5dee\u3057\u66ff\u3048\u304c\u6bd4\u8f03\u7684\u5bb9\u6613\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u691c\u7d22\u306e\u8cea\u3068\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306e\u8a2d\u8a08\u304c\u6210\u679c\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5b9a\u578b\u7684\u306a\u5206\u985e\u3001\u7279\u5b9a\u306e\u6587\u4f53\u3001\u6c7a\u3081\u3089\u308c\u305fJSON\u5f62\u5f0f\u306a\u3069\u3092\u5b89\u5b9a\u3055\u305b\u305f\u3044\u5834\u5408\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002LoRA\u3084QLoRA\u306e\u3088\u3046\u306b\u66f4\u65b0\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u7d5e\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u8a55\u4fa1\u8a2d\u8a08\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002RAG\u3068\u5fae\u8abf\u6574\u3092\u540c\u6642\u306b\u59cb\u3081\u308b\u3068\u52b9\u679c\u306e\u8981\u56e0\u3092\u5207\u308a\u5206\u3051\u306b\u304f\u3044\u305f\u3081\u3001\u307e\u305a\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u4f5c\u3063\u3066\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30de\u30cd\u30fc\u30b8\u30c9\u63a8\u8ad6\u3068\u81ea\u793e\u904b\u7528\u3092\u6bd4\u8f03\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u30e2\u30c7\u30eb\u3092API\u3068\u3057\u3066\u516c\u958b\u3057\u3001\u5fc5\u8981\u306a\u8a08\u7b97\u8cc7\u6e90\u3084\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30eb\u3092\u30b5\u30fc\u30d3\u30b9\u5074\u306e\u6a5f\u80fd\u3067\u7ba1\u7406\u3059\u308b\u65b9\u5f0f\u3067\u3059\u3002\u77ed\u671f\u9593\u3067PoC\u304b\u3089\u672c\u756a\u3078\u79fb\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u5229\u7528\u53ef\u80fd\u306a\u30e9\u30f3\u30bf\u30a4\u30e0\u3001\u30c7\u30fc\u30bf\u306e\u914d\u7f6e\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5236\u5fa1\u3001\u6599\u91d1\u4f53\u7cfb\u3092\u4e8b\u524d\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u81ea\u793e\u30af\u30e9\u30a6\u30c9\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306eGPU\u3067\u52d5\u304b\u3059\u65b9\u5f0f\u306f\u3001\u9589\u57df\u7db2\u3001\u30c7\u30fc\u30bf\u9694\u96e2\u3001\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u306e\u7d30\u304b\u306a\u6700\u9069\u5316\u306b\u5411\u304d\u307e\u3059\u3002\u305d\u306e\u4ee3\u308f\u308a\u3001GPU\u306e\u78ba\u4fdd\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u3001\u30b3\u30f3\u30c6\u30ca\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u3001\u969c\u5bb3\u76e3\u8996\u3092\u81ea\u793e\u307e\u305f\u306f\u59d4\u8a17\u5148\u304c\u62c5\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u6848\u4ef6\u3067\u306f\u3001\u30e2\u30c7\u30eb\u7ba1\u7406\u306fHub\u3001\u63a8\u8ad6\u3068\u696d\u52d9\u30c7\u30fc\u30bf\u306f\u81ea\u793e\u74b0\u5883\u3068\u3044\u3046\u758e\u7d50\u5408\u69cb\u6210\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n\n\n\n

\n

Spaces\u306f\u691c\u8a3c\u3001\u672c\u756a\u306f\u696d\u52d9\u57fa\u76e4\u3068\u3057\u3066\u5206\u3051\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

Gradio\u3084Docker\u3092\u4f7f\u3046Spaces\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30c7\u30e2\u3001\u793e\u5185\u691c\u8a3c\u3001\u64cd\u4f5c\u611f\u306e\u78ba\u8a8d\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u753b\u9762\u3092\u77ed\u671f\u9593\u3067\u7528\u610f\u3067\u304d\u308b\u305f\u3081\u3001\u73fe\u5834\u304b\u3089\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u96c6\u3081\u308b\u6bb5\u968e\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u8a8d\u8a3c\u3001\u6a29\u9650\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u53ef\u7528\u6027\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u696d\u52d9\u30c7\u30fc\u30bf\u306e\u4fdd\u7ba1\u65b9\u91dd\u3092\u5225\u9014\u8a2d\u8a08\u3057\u306a\u3051\u308c\u3070\u3001\u672c\u756a\u306e\u57fa\u5e79\u753b\u9762\u306b\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

PoC\u3068\u672c\u756a\u306e\u5883\u754c\u3092\u660e\u78ba\u306b\u3059\u308b\u305f\u3081\u3001\u691c\u8a3c\u6bb5\u968e\u304b\u3089\u5165\u529b\u30fb\u51fa\u529b\u30fb\u8a55\u4fa1\u7d50\u679c\u30fb\u30e2\u30c7\u30eb\u306e\u8b58\u5225\u5b50\u3092\u8a18\u9332\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u672c\u756a\u79fb\u884c\u6642\u306b\u696d\u52d9API\u3001SSO\u3001\u76e3\u8996\u3001\u30ec\u30fc\u30c8\u5236\u5fa1\u3092\u8ffd\u52a0\u3057\u3084\u3059\u304f\u306a\u308a\u3001PoC\u3092\u4f5c\u308a\u76f4\u3059\u7121\u99c4\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9<\/strong><\/h2>\n\n\n\n
\n
\n
\"AI\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5de5\u7a0b\u3092\u8868\u3059\u30a4\u30e1\u30fc\u30b8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u958b\u767a\u306f\u3001\u30e2\u30c7\u30eb\u9078\u5b9a\u304b\u3089\u59cb\u3081\u308b\u3088\u308a\u3082\u3001\u696d\u52d9KPI\u3068\u30ea\u30b9\u30af\u3092\u5b9a\u3081\u3066\u304b\u3089\u6bb5\u968e\u7684\u306b\u9032\u3081\u307e\u3059\u3002\u56de\u7b54\u6642\u9593\u3001\u6b63\u89e3\u7387\u3001\u518d\u73fe\u7387\u3001\u8a31\u5bb9\u3067\u304d\u308b\u8aa4\u308a\u3001\u6708\u9593\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3001\u500b\u4eba\u60c5\u5831\u306e\u6709\u7121\u3092\u5148\u306b\u6c7a\u3081\u308b\u3068\u3001\u30e2\u30c7\u30eb\u3068\u30a4\u30f3\u30d5\u30e9\u306e\u6bd4\u8f03\u304c\u5177\u4f53\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a><\/p>\n\n\n

\u8981\u4ef6\u5b9a\u7fa9\u3068\u30c7\u30fc\u30bf\u6574\u5099\u3092\u884c\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6700\u521d\u306b\u3001\u8ab0\u304c\u3001\u3069\u306e\u696d\u52d9\u3067\u3001\u4f55\u3092\u5165\u529b\u3057\u3001\u4f55\u3092\u51fa\u529b\u3057\u3001\u6700\u7d42\u7684\u306b\u8ab0\u304c\u627f\u8a8d\u3059\u308b\u306e\u304b\u3092\u6574\u7406\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u306a\u3089\u3001\u5206\u985e\u9805\u76ee\u3001\u62c5\u5f53\u90e8\u7f72\u3078\u306e\u632f\u308a\u5206\u3051\u30eb\u30fc\u30eb\u3001\u5224\u65ad\u306b\u8ff7\u3063\u305f\u5834\u5408\u306e\u6271\u3044\u3001\u8aa4\u5206\u985e\u306e\u4fee\u6b63\u65b9\u6cd5\u307e\u3067\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u6b21\u306b\u3001\u5b9f\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u54c1\u8cea\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u91cd\u8907\u3001\u6b20\u640d\u3001\u8868\u8a18\u3086\u308c\u3001\u500b\u4eba\u60c5\u5831\u3001\u5229\u7528\u76ee\u7684\u306e\u4e0d\u4e00\u81f4\u304c\u3042\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u4ee5\u524d\u306b\u691c\u8a3c\u304c\u6210\u7acb\u3057\u307e\u305b\u3093\u3002\u5b66\u7fd2\u7528\u3001\u8a55\u4fa1\u7528\u3001\u672c\u756a\u5165\u529b\u7528\u306e\u30c7\u30fc\u30bf\u3092\u5206\u3051\u3001\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3078\u6df7\u305c\u306a\u3044\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u3057\u3066\u5c0f\u3055\u306aPoC\u3067\u691c\u8a3c\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5019\u88dc\u30e2\u30c7\u30eb\u306f\u3001\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u5bfe\u5fdc\u8a00\u8a9e\u3001\u5165\u529b\u9577\u3001\u5fc5\u8981VRAM\u3001\u63a8\u8ad6\u901f\u5ea6\u3001\u91cf\u5b50\u5316\u306e\u53ef\u5426\u3001\u5546\u7528\u5229\u7528\u6761\u4ef6\u3001\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u306e\u6ce8\u610f\u4e8b\u9805\u3067\u6bd4\u8f03\u3057\u307e\u3059\u3002\u53ef\u80fd\u306a\u3089\u30e2\u30c7\u30eb\u306e\u30b3\u30df\u30c3\u30c8\u3084\u30b3\u30f3\u30c6\u30ca\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u56fa\u5b9a\u3057\u3001\u3044\u3064\u3067\u3082\u540c\u3058\u6761\u4ef6\u3067\u518d\u8a55\u4fa1\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

PoC\u3067\u306f\u3001\u5b9f\u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u3092\u4f7f\u3063\u3066\u3001\u6700\u4f4e\u9650\u306e\u753b\u9762\u3068API\u3092\u4f5c\u308a\u307e\u3059\u3002\u8a55\u4fa1\u6307\u6a19\u306f\u5e73\u5747\u5024\u3060\u3051\u3067\u306a\u304f\u3001\u96e3\u3057\u3044\u8cea\u554f\u3001\u6a29\u9650\u5916\u306e\u8cea\u554f\u3001\u7a7a\u306e\u691c\u7d22\u7d50\u679c\u3001\u9577\u3044\u5165\u529b\u3001\u60aa\u610f\u306e\u3042\u308b\u6307\u793a\u3092\u542b\u3081\u307e\u3059\u3002\u73fe\u5834\u62c5\u5f53\u8005\u304c\u300c\u4f7f\u3048\u308b\u300d\u3068\u5224\u65ad\u3059\u308b\u6761\u4ef6\u3092\u6570\u5024\u3068\u5177\u4f53\u4f8b\u306e\u4e21\u65b9\u3067\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u672c\u756a\u5316\u3068\u904b\u7528\u8a2d\u8a08\u3092\u884c\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u672c\u756a\u74b0\u5883\u3067\u306f\u3001\u753b\u9762\u304b\u3089\u30e2\u30c7\u30eb\u3078\u76f4\u63a5\u63a5\u7d9a\u305b\u305a\u3001\u696d\u52d9API\u3092\u7d4c\u7531\u3055\u305b\u307e\u3059\u3002\u8a8d\u8a3c\u3001\u6a29\u9650\u3001\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3001\u518d\u8a66\u884c\u3001\u30ec\u30fc\u30c8\u5236\u5fa1\u3001\u5165\u529b\u30b5\u30a4\u30ba\u5236\u9650\u3001\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u7ba1\u7406\u3092API\u5074\u3067\u7d71\u5236\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u3092\u5dee\u3057\u66ff\u3048\u3066\u3082\u696d\u52d9\u753b\u9762\u3078\u306e\u5f71\u97ff\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u3055\u3089\u306b\u3001\u30e2\u30c7\u30eb\u306e\u8b58\u5225\u5b50\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u691c\u7d22\u6761\u4ef6\u3001\u53c2\u7167\u6587\u66f8\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u5fdc\u7b54\u6642\u9593\u3001\u5229\u7528\u8005\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u8a18\u9332\u3057\u307e\u3059\u3002\u66f4\u65b0\u524d\u5f8c\u3067\u540c\u3058\u8a55\u4fa1\u30bb\u30c3\u30c8\u3092\u5b9f\u884c\u3057\u3001\u6027\u80fd\u304c\u843d\u3061\u305f\u5834\u5408\u306f\u524d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3078\u623b\u305b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002AI\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u516c\u958b\u65e5\u304c\u5b8c\u6210\u65e5\u3067\u306f\u306a\u304f\u3001\u7d99\u7d9a\u7684\u306a\u8a55\u4fa1\u3068\u6539\u5584\u306e\u958b\u59cb\u65e5\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u8cbb\u7528\u76f8\u5834\u3068\u30b3\u30b9\u30c8\u306e\u5185\u8a33<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u8cbb\u7528\u3092\u898b\u7a4d\u3082\u308b\u30a4\u30e1\u30fc\u30b8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Hugging Face\u3092\u4f7f\u3063\u305f\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u4e00\u5f8b\u306e\u5e73\u5747\u4fa1\u683c\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3059\u3060\u3051\u306e\u691c\u8a3c\u3068\u3001\u30c7\u30fc\u30bf\u6574\u5099\u30fb\u6a29\u9650\u9023\u52d5\u30fb\u5fae\u8abf\u6574\u30fb\u9ad8\u53ef\u7528\u6027\u307e\u3067\u542b\u3080\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5de5\u6570\u304c\u5927\u304d\u304f\u7570\u306a\u308b\u305f\u3081\u3067\u3059\u3002\u4ee5\u4e0b\u306f\u56fd\u5185\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u76f8\u5834\u3068\u516c\u958b\u6599\u91d1\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3001\u7a0e\u5225\u306e\u8a08\u753b\u7528\u63a8\u5b9a\u3067\u3059\u3002\u5b9f\u969b\u306e\u898b\u7a4d\u3082\u308a\u3067\u306f\u3001\u958b\u767a\u8cbb\u3001\u30af\u30e9\u30a6\u30c9\u8cbb\u3001\u30c7\u30fc\u30bf\u6574\u5099\u8cbb\u3001\u4fdd\u5b88\u8cbb\u3092\u5206\u3051\u3066\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n

\u521d\u671f\u958b\u767a\u8cbb\u306f\u898f\u6a21\u306b\u3088\u3063\u3066300\u4e07\u5186\u304b\u30891\u5104\u5186\u4ee5\u4e0a\u307e\u3067\u5e83\u304c\u308a\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0f\u898f\u6a21PoC\u306f300\u4e07\u301c800\u4e07\u5186\u7a0b\u5ea6\u30011\u30e2\u30c7\u30eb\u30fb\u9650\u5b9a\u30c7\u30fc\u30bf\u30fb\u7c21\u6613UI\u30fb\u8a55\u4fa1\u30ed\u30b0\u3092\u542b\u3080\u5834\u5408\u30671\u301c3\u304b\u6708\u304c\u76ee\u5b89\u3067\u3059\u3002\u793e\u5185\u6587\u66f8\u691c\u7d22\u3084RAG\u306e\u672c\u756a\u7248\u306f800\u4e07\u301c2,000\u4e07\u5186\u7a0b\u5ea6\u3001\u6587\u66f8\u53d6\u8fbc\u3001\u6a29\u9650\u9023\u52d5\u3001SSO\u3001\u8a55\u4fa1\u3001\u76e3\u8996\u307e\u3067\u542b\u3081\u30663\u301c6\u304b\u6708\u7a0b\u5ea6\u3092\u60f3\u5b9a\u3057\u307e\u3059\u3002\u3044\u305a\u308c\u3082\u516c\u958b\u3055\u308c\u305f\u5e73\u5747\u4fa1\u683c\u3067\u306f\u306a\u304f\u3001\u8981\u4ef6\u304b\u3089\u7b97\u51fa\u3057\u305f\u7de8\u96c6\u4e0a\u306e\u63a8\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n

\u81ea\u793e\u30c7\u30fc\u30bf\u3067\u5fae\u8abf\u6574\u3057\u3001\u65e2\u5b58\u696d\u52d9\u3068\u9023\u643a\u3059\u308b\u6848\u4ef6\u306f1,500\u4e07\u301c5,000\u4e07\u5186\u7a0b\u5ea6\u30016\u301c12\u304b\u6708\u7a0b\u5ea6\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u8907\u6570\u30e2\u30c7\u30eb\u3001\u8907\u6570\u62e0\u70b9\u3001\u53b3\u683c\u306a\u76e3\u67fb\u3001\u707d\u5bb3\u5bfe\u7b56\u3001\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u307e\u3067\u542b\u3080\u5168\u793e\u898f\u6a21\u3067\u306f3,000\u4e07\u301c1\u5104\u5186\u4ee5\u4e0a\u30019\u301c18\u304b\u6708\u4ee5\u4e0a\u3092\u898b\u8fbc\u3080\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u6b20\u640d\u3084\u6a29\u9650\u6574\u7406\u304c\u5927\u304d\u3044\u3068\u3001\u30e2\u30c7\u30eb\u8cbb\u3088\u308a\u3082\u30c7\u30fc\u30bf\u5074\u306e\u5de5\u6570\u304c\u5897\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

\n

GPU\u30fbHub\u30fb\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u306e\u5b9f\u8cbb\u3092\u5206\u3051\u3066\u8a08\u7b97\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

2026\u5e748\u6708\u6642\u70b9\u306eHugging Face\u516c\u5f0f\u6599\u91d1\u3067\u306f\u3001Team\u30d7\u30e9\u30f3\u306f1\u30e6\u30fc\u30b6\u30fc\u3042\u305f\u308a\u6708\u984d20\u30c9\u30eb\u3001Enterprise\u30d7\u30e9\u30f3\u306f1\u30e6\u30fc\u30b6\u30fc\u3042\u305f\u308a\u6708\u984d50\u30c9\u30eb\u304b\u3089\u3067\u3059\u3002SSO\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001SCIM\u306a\u3069\u306e\u7ba1\u7406\u6a5f\u80fd\u3092\u4f7f\u3046\u304b\u3067\u3001Hub\u306e\u5951\u7d04\u8cbb\u304c\u5909\u308f\u308a\u307e\u3059\uff08\u51fa\u5178: Hugging Face\u516c\u5f0f\u6599\u91d1\u30da\u30fc\u30b8\u30012026\u5e748\u6708\u78ba\u8a8d\uff09\u3002\u3053\u308c\u306f\u958b\u767a\u8cbb\u3084\u63a8\u8ad6\u7528GPU\u8cbb\u3068\u306f\u5225\u306e\u6599\u91d1\u3067\u3059\u3002<\/p>\n\n\n\n

\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u516c\u5f0f\u6599\u91d1\u4f8b\u3067\u306f\u3001T4\u304c1\u6642\u95930.50\u30c9\u30eb\u3001L4\u304c0.80\u30c9\u30eb\u3001L40S\u304c1.80\u30c9\u30eb\u3001A100\u304c2.50\u30c9\u30eb\u3001H200\u304c5.00\u30c9\u30eb\u3067\u3059\uff08\u51fa\u5178: Hugging Face Inference Endpoints\u516c\u5f0f\u6599\u91d1\u8868\u30012026\u5e748\u6708\u78ba\u8a8d\uff09\u3002730\u6642\u9593\u3092\u5e38\u6642\u7a3c\u50cd\u3059\u308b\u3068\u3001\u5358\u7d14\u8a08\u7b97\u3067\u6708\u984d\u7d04365\u301c3,650\u30c9\u30eb\u3068\u306a\u308a\u307e\u3059\u3002\u5b9f\u969b\u306b\u306f\u3001CPU\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u8ee2\u9001\u3001\u30ed\u30b0\u3001\u5197\u9577\u5316\u3001\u70ba\u66ff\u3001\u5272\u5f15\u3001\u505c\u6b62\u6642\u9593\u304c\u52a0\u308f\u308b\u305f\u3081\u3001\u6708\u984d\u3092GPU\u5358\u4fa1\u3060\u3051\u3067\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u8cbb\u7528\u3092\u6291\u3048\u308b\u306b\u306f\u3001\u958b\u767a\u6642\u3068\u672c\u756a\u6642\u3067GPU\u3092\u5206\u3051\u3001\u30a2\u30a4\u30c9\u30eb\u6642\u306b\u505c\u6b62\u3057\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3078\u56de\u305b\u308b\u51e6\u7406\u3092\u5e38\u6642API\u306b\u3057\u306a\u3044\u65b9\u6cd5\u304c\u6709\u52b9\u3067\u3059\u3002\u6708\u9593\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3001\u30d4\u30fc\u30af\u540c\u6642\u5b9f\u884c\u6570\u3001\u8a31\u5bb9\u5f85\u3061\u6642\u9593\u3092\u898b\u7a4d\u66f8\u306b\u5165\u308c\u308b\u3068\u3001\u904e\u5270\u306aGPU\u69cb\u6210\u3092\u907f\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u30fb\u904b\u7528\u3067\u5931\u6557\u3057\u306a\u3044\u30dd\u30a4\u30f3\u30c8<\/strong><\/h2>\n\n\n\n
\n
\n
\"AI\u30b7\u30b9\u30c6\u30e0\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u793a\u3059\u30a4\u30e1\u30fc\u30b8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Hugging Face\u306e\u6a5f\u80fd\u306b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u304c\u3042\u308b\u3053\u3068\u3068\u3001\u81ea\u793e\u306e\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u304c\u5b89\u5168\u3067\u3042\u308b\u3053\u3068\u306f\u540c\u3058\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u3001\u63a8\u8ad6API\u3001\u696d\u52d9\u753b\u9762\u3001\u904b\u7528\u62c5\u5f53\u8005\u306e\u305d\u308c\u305e\u308c\u306b\u8cac\u4efb\u5206\u754c\u3092\u8a2d\u3051\u3001\u6f0f\u3048\u3044\u30fb\u8aa4\u56de\u7b54\u30fb\u6a29\u9650\u9055\u53cd\u30fb\u30e2\u30c7\u30eb\u6539\u3056\u3093\u3092\u5225\u3005\u306b\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5165\u529b\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u3068\u4fdd\u5b58\u5148\u3092\u78ba\u8a8d\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u5165\u529b\u524d\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u901a\u4fe1\u7d4c\u8def\u3001\u63a8\u8ad6\u5148\u3001\u30ed\u30b0\u306e\u5185\u5bb9\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u524a\u9664\u671f\u9650\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002Hugging Face\u306e\u516c\u5f0f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6587\u66f8\u3067\u306f\u3001Inference Endpoints\u306b\u3064\u3044\u3066\u5165\u529b\u306e\u30da\u30a4\u30ed\u30fc\u30c9\u3084\u30c8\u30fc\u30af\u30f3\u3092\u9867\u5ba2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4fdd\u5b58\u305b\u305a\u3001\u30ed\u30b0\u306f30\u65e5\u4fdd\u5b58\u3057\u3001\u901a\u4fe1\u3092TLS\/SSL\u3067\u6697\u53f7\u5316\u3059\u308b\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178: Hugging Face\u516c\u5f0f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6587\u66f8\u30012026\u5e748\u6708\u78ba\u8a8d\uff09\u3002<\/p>\n\n\n\n

\u540c\u3058\u6587\u66f8\u3067\u306f\u3001Hub\u3068Inference Endpoints\u304cSOC 2 Type 2\u8a8d\u8a3c\u3092\u53d6\u5f97\u3057\u3001\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u63d0\u4f9b\u3059\u308b\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u696d\u52d9\u4e0a\u306e\u4fdd\u5b58\u7fa9\u52d9\u3001\u59d4\u8a17\u5148\u5be9\u67fb\u3001\u56fd\u5185\u5916\u306e\u30c7\u30fc\u30bf\u79fb\u8ee2\u3001\u793e\u5185\u306e\u7279\u6a29\u7ba1\u7406\u306f\u5229\u7528\u4f01\u696d\u5074\u3067\u3082\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002\u9589\u57df\u63a5\u7d9a\u3084\u81ea\u793e\u30af\u30e9\u30a6\u30c9\u5185\u306e\u63a8\u8ad6\u304c\u5fc5\u8981\u306a\u3089\u3001\u69cb\u6210\u56f3\u3068\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u56f3\u3092\u5be9\u67fb\u90e8\u9580\u3078\u63d0\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u30e2\u30c7\u30eb\u30e9\u30a4\u30bb\u30f3\u30b9\u3068\u5b89\u5168\u6027\u3092\u30e2\u30c7\u30eb\u5358\u4f4d\u3067\u5be9\u67fb\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30e2\u30c7\u30eb\u3054\u3068\u306b\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u5546\u7528\u5229\u7528\u306e\u53ef\u5426\u3001\u518d\u914d\u5e03\u6761\u4ef6\u3001\u5229\u7528\u5730\u57df\u3001\u6d3e\u751f\u30e2\u30c7\u30eb\u306e\u6271\u3044\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u6b04\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6a29\u5229\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u5236\u9650\u3001\u63d0\u4f9b\u5143\u306e\u5229\u7528\u898f\u7d04\u3092\u78ba\u8a8d\u3057\u3001\u63a1\u7528\u30e2\u30c7\u30eb\u3068\u78ba\u8a8d\u65e5\u3092\u53f0\u5e33\u306b\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u516c\u958b\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u53d6\u5f97\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306b\u306f\u3001\u60aa\u610f\u3042\u308b\u30b3\u30fc\u30c9\u3084\u5b89\u5168\u3067\u306a\u3044\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u5f62\u5f0f\u304c\u6df7\u5165\u3059\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u4fe1\u983c\u3067\u304d\u308b\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3092\u512a\u5148\u3057\u3001\u56fa\u5b9a\u3057\u305f\u30b3\u30df\u30c3\u30c8\u3092\u53d6\u5f97\u3057\u3001\u30b9\u30ad\u30e3\u30f3\u3001\u5b9f\u884c\u6a29\u9650\u306e\u5206\u96e2\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5236\u9650\u3092\u884c\u3044\u307e\u3059\u3002\u5916\u90e8\u304b\u3089\u306e\u6307\u793a\u3067\u691c\u7d22\u7d50\u679c\u3084\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7121\u65ad\u5909\u66f4\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3082\u3001\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u30e2\u30c7\u30eb\u66f4\u65b0\u3068\u6cd5\u4ee4\u5bfe\u5fdc\u3092\u904b\u7528\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30e2\u30c7\u30eb\u306f\u66f4\u65b0\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u6700\u65b0\u7248\u3092\u81ea\u52d5\u53d6\u5f97\u3059\u308b\u8a2d\u8a08\u306f\u907f\u3051\u3001\u5909\u66f4\u3092\u691c\u8a3c\u3057\u3066\u304b\u3089\u672c\u756a\u3078\u53cd\u6620\u3057\u307e\u3059\u3002\u5fdc\u7b54\u6642\u9593\u3001\u30a8\u30e9\u30fc\u7387\u3001\u5229\u7528\u91cf\u3001\u691c\u7d22\u7d50\u679c\u306e\u8cea\u3001\u5229\u7528\u8005\u306e\u4fee\u6b63\u7387\u3092\u76e3\u8996\u3057\u3001\u3057\u304d\u3044\u5024\u3092\u8d85\u3048\u305f\u3089\u901a\u77e5\u3059\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u6d77\u5916\u62e0\u70b9\u3084\u9ad8\u30ea\u30b9\u30af\u696d\u52d9\u3067\u4f7f\u3046\u5834\u5408\u306f\u3001\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u3001AI\u306b\u95a2\u3059\u308b\u793e\u5185\u898f\u7a0b\u3001\u5951\u7d04\u3001\u8f38\u51fa\u7ba1\u7406\u3001\u5404\u5730\u57df\u306e\u6cd5\u4ee4\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u5b9a\u306e\u6cd5\u5f8b\u306b\u9069\u5408\u3059\u308b\u3068\u65ad\u5b9a\u305b\u305a\u3001\u7528\u9014\u3001\u5730\u57df\u3001\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3001\u5f71\u97ff\u3092\u6574\u7406\u3057\u3066\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u6cd5\u52d9\u30fb\u60c5\u5831\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u90e8\u9580\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u53d7\u3051\u308b\u904b\u7528\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u4f1a\u793e\u30fb\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u3073\u65b9<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u958b\u767a\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u6bd4\u8f03\u691c\u8a0e\u3059\u308b\u30a4\u30e1\u30fc\u30b8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u767a\u6ce8\u5148\u3092\u9078\u3076\u3068\u304d\u306f\u3001\u300cAI\u306b\u8a73\u3057\u3044\u300d\u3068\u3044\u3046\u8aac\u660e\u3060\u3051\u3067\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002Hugging Face\u306e\u30e2\u30c7\u30eb\u3092\u6271\u3048\u308b\u3053\u3068\u3001\u696d\u52d9\u30c7\u30fc\u30bf\u3092\u5b89\u5168\u306b\u9023\u643a\u3067\u304d\u308b\u3053\u3068\u3001\u672c\u756a\u5f8c\u306e\u8a55\u4fa1\u3068\u4fdd\u5b88\u307e\u3067\u8cac\u4efb\u3092\u6301\u3066\u308b\u3053\u3068\u306f\u3001\u5225\u3005\u306e\u80fd\u529b\u3067\u3059\u3002\u5019\u88dc\u5148\u306b\u306f\u540c\u3058\u8981\u4ef6\u66f8\u3092\u6e21\u3057\u3001\u63d0\u6848\u3068\u898b\u7a4d\u3082\u308a\u306e\u524d\u63d0\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30e2\u30c7\u30eb\u30fb\u30c7\u30fc\u30bf\u30fb\u63a8\u8ad6\u57fa\u76e4\u306e\u7d4c\u9a13\u3092\u78ba\u8a8d\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u78ba\u8a8d\u3057\u305f\u3044\u306e\u306f\u3001\u30e2\u30c7\u30eb\u9078\u5b9a\u3001RAG\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u4f5c\u6210\u3001GPU\u6700\u9069\u5316\u3001\u63a8\u8ad6API\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u306e\u7d4c\u9a13\u3067\u3059\u3002\u5358\u306b\u30c7\u30e2\u3092\u898b\u305b\u3066\u3082\u3089\u3046\u3060\u3051\u3067\u306a\u304f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u6a29\u9650\u3092\u3069\u3046\u5f15\u304d\u7d99\u3050\u304b\u3001\u6839\u62e0\u6587\u66f8\u3092\u3069\u3046\u6b8b\u3059\u304b\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u6642\u306b\u3069\u3046\u56de\u5e30\u30c6\u30b9\u30c8\u3059\u308b\u304b\u3092\u8cea\u554f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u63d0\u6848\u5185\u5bb9\u3067\u306f\u3001\u63a1\u7528\u4e88\u5b9a\u30e2\u30c7\u30eb\u306e\u5019\u88dc\u3001\u8a55\u4fa1\u6307\u6a19\u3001\u5fc5\u8981\u306a\u8a08\u7b97\u8cc7\u6e90\u3001\u30d4\u30fc\u30af\u6642\u306e\u6027\u80fd\u3001\u969c\u5bb3\u6642\u306e\u4ee3\u66ff\u7d4c\u8def\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u904e\u53bb\u6848\u4ef6\u3092\u805e\u304f\u5834\u5408\u3082\u3001\u4f1a\u793e\u540d\u3084\u9867\u5ba2\u540d\u3060\u3051\u3067\u306a\u304f\u3001\u3069\u306e\u8ab2\u984c\u3092\u3001\u3069\u306e\u30c7\u30fc\u30bf\u3067\u3001\u3069\u306e\u6307\u6a19\u307e\u3067\u6539\u5584\u3057\u3001\u904b\u7528\u5f8c\u306b\u8ab0\u304c\u4fdd\u5b88\u3057\u3066\u3044\u308b\u304b\u3092\u8aac\u660e\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u904b\u7528\u307e\u3067\u306e\u4f53\u5236\u3092\u78ba\u8a8d\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u6848\u4ef6\u3067\u306f\u3001\u696d\u52d9\u62c5\u5f53\u8005\u3001\u30c7\u30fc\u30bf\u62c5\u5f53\u8005\u3001\u6a5f\u68b0\u5b66\u7fd2\u62c5\u5f53\u8005\u3001\u30a4\u30f3\u30d5\u30e9\u62c5\u5f53\u8005\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u62c5\u5f53\u8005\u306e\u9023\u643a\u304c\u5fc5\u8981\u3067\u3059\u3002\u63d0\u6848\u6642\u70b9\u3067\u8cac\u4efb\u8005\u3092\u660e\u78ba\u306b\u3057\u3001\u8981\u4ef6\u5b9a\u7fa9\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001PoC\u3001\u8a55\u4fa1\u3001\u672c\u756a\u79fb\u884c\u3001\u4fdd\u5b88\u306e\u5404\u5de5\u7a0b\u306b\u8ab0\u304c\u53c2\u52a0\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001\u7d0d\u54c1\u7269\u3092\u753b\u9762\u3060\u3051\u306b\u3057\u306a\u3044\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3001\u30a4\u30f3\u30d5\u30e9\u5b9a\u7fa9\u3001\u30e2\u30c7\u30eb\u8b58\u5225\u5b50\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u904b\u7528\u624b\u9806\u3001\u969c\u5bb3\u6642\u306e\u5207\u308a\u623b\u3057\u624b\u9806\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u78ba\u8a8d\u8a18\u9332\u3092\u7d0d\u54c1\u7bc4\u56f2\u3078\u542b\u3081\u307e\u3059\u3002\u62c5\u5f53\u8005\u304c\u5909\u308f\u3063\u3066\u3082\u81ea\u793e\u3067\u5224\u65ad\u3067\u304d\u308b\u72b6\u614b\u3092\u4f5c\u308b\u3053\u3068\u304c\u3001\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u3092\u6291\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u898b\u7a4d\u3082\u308a\u3068\u5951\u7d04\u306e\u8cac\u4efb\u5206\u754c\u3092\u660e\u8a18\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u898b\u7a4d\u66f8\u306f\u300cAI\u958b\u767a\u4e00\u5f0f\u300d\u3067\u306f\u306a\u304f\u3001\u8981\u4ef6\u5b9a\u7fa9\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u4f5c\u6210\u3001\u30e2\u30c7\u30eb\u691c\u8a3c\u3001API\u958b\u767a\u3001\u753b\u9762\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5be9\u67fb\u3001\u672c\u756a\u79fb\u884c\u3001\u4fdd\u5b88\u306b\u5206\u3051\u3066\u3082\u3089\u3044\u307e\u3059\u3002GPU\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u306e\u5f93\u91cf\u8cbb\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u3001\u76e3\u8996\u8cbb\u3082\u958b\u767a\u8cbb\u3068\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u5951\u7d04\u3067\u306f\u3001\u671f\u5f85\u3059\u308b\u7cbe\u5ea6\u3092\u4fdd\u8a3c\u5024\u3068\u3057\u3066\u6271\u3048\u308b\u304b\u3001\u30c7\u30fc\u30bf\u306e\u6240\u6709\u6a29\u3068\u5229\u7528\u7bc4\u56f2\u3001\u30e2\u30c7\u30eb\u3084\u5b66\u7fd2\u6210\u679c\u7269\u306e\u5e30\u5c5e\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u518d\u5b66\u7fd2\u306e\u6761\u4ef6\u3001\u969c\u5bb3\u6642\u306e\u5fa9\u65e7\u6642\u9593\u3001\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u505c\u6b62\u6642\u306e\u4ee3\u66ff\u7b56\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7279\u306b\u300c\u7cbe\u5ea6\u5411\u4e0a\u300d\u306e\u5b9a\u7fa9\u3092\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3068\u6e2c\u5b9a\u65b9\u6cd5\u307e\u3067\u542b\u3081\u3066\u6587\u66f8\u5316\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a><\/p>\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1aHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n

\u3088\u304f\u3042\u308b\u8cea\u554f\uff08FAQ\uff09<\/strong><\/h2>\n\n\n\n
\n
\n
\"Hugging<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u6700\u5f8c\u306b\u3001Hugging Face\u3092\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3078\u7d44\u307f\u8fbc\u3080\u969b\u306b\u3001\u7279\u306b\u8cea\u554f\u306e\u591a\u3044\u70b9\u3092\u6574\u7406\u3057\u307e\u3059\u3002\u6599\u91d1\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u6271\u3044\u3001RAG\u3068\u5fae\u8abf\u6574\u306e\u9055\u3044\u3001\u672c\u756a\u904b\u7528\u306e\u8003\u3048\u65b9\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3068\u3001\u63d0\u6848\u5185\u5bb9\u3092\u6bd4\u8f03\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u7121\u6599\u3067\u958b\u767a\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0f\u3055\u306a\u691c\u8a3c\u306a\u3089\u3001\u516c\u958b\u30e2\u30c7\u30eb\u3084\u7121\u511f\u67a0\u3092\u4f7f\u3063\u3066\u59cb\u3081\u3089\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u672c\u756a\u3067\u306fHub\u306e\u30c1\u30fc\u30e0\u5229\u7528\u6599\u3001\u63a8\u8ad6\u7528GPU\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u8ee2\u9001\u3001\u958b\u767a\u4eba\u4ef6\u8cbb\u3001\u76e3\u8996\u3001\u4fdd\u5b88\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u7121\u6599\u3067\u8a66\u305b\u308b\u3053\u3068\u3068\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3092\u7121\u6599\u3067\u904b\u7528\u3067\u304d\u308b\u3053\u3068\u306f\u5225\u3067\u3059\u3002<\/p>\n\n\n\n

\n

RAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3069\u3061\u3089\u3092\u9078\u3076\u3079\u304d\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6700\u65b0\u306e\u793e\u5185\u6587\u66f8\u3084\u898f\u7a0b\u3092\u53c2\u7167\u3059\u308b\u306a\u3089\u3001\u307e\u305aRAG\u3092\u9078\u3076\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u51fa\u529b\u5f62\u5f0f\u3084\u5206\u985e\u50be\u5411\u3092\u5b89\u5b9a\u3055\u305b\u305f\u3044\u5834\u5408\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u691c\u8a0e\u3057\u307e\u3059\u304c\u3001\u6700\u521d\u304b\u3089\u4e21\u65b9\u3092\u5c0e\u5165\u305b\u305a\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u306e\u6bd4\u8f03\u3067\u52b9\u679c\u3092\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u30b7\u30b9\u30c6\u30e0\u306b\u3082\u5229\u7528\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5229\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3001\u4fdd\u5b58\u5148\u3001\u6a29\u9650\u3001\u30ed\u30b0\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u59d4\u8a17\u5148\u306e\u8cac\u4efb\u5206\u754c\u3092\u5be9\u67fb\u3057\u3066\u304b\u3089\u5c0e\u5165\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5165\u529b\u524d\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u81ea\u793e\u74b0\u5883\u5185\u306e\u63a8\u8ad6\u3001\u9589\u57df\u63a5\u7d9a\u3001\u975e\u516c\u958b\u30ea\u30dd\u30b8\u30c8\u30ea\u3001\u76e3\u67fb\u30ed\u30b0\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u696d\u52d9\u306e\u6a5f\u5bc6\u5ea6\u306b\u5fdc\u3058\u305f\u69cb\u6210\u3092\u9078\u3073\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u958b\u767a\u4f1a\u793e\u306b\u306f\u4f55\u3092\u4f9d\u983c\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30e2\u30c7\u30eb\u9078\u5b9a\u3060\u3051\u3067\u306a\u304f\u3001\u696d\u52d9\u8981\u4ef6\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u4f5c\u6210\u3001RAG\u307e\u305f\u306f\u5fae\u8abf\u6574\u3001API\u3068\u753b\u9762\u306e\u958b\u767a\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5be9\u67fb\u3001\u672c\u756a\u79fb\u884c\u3001\u76e3\u8996\u3001\u4fdd\u5b88\u307e\u3067\u4f9d\u983c\u3067\u304d\u307e\u3059\u3002\u898b\u7a4d\u3082\u308a\u3067\u306f\u5de5\u7a0b\u3054\u3068\u306e\u6210\u679c\u7269\u3068\u8cac\u4efb\u5206\u754c\u3092\u5206\u3051\u3066\u3082\u3089\u3044\u3001\u81ea\u793e\u306b\u6b8b\u3059\u904b\u7528\u7bc4\u56f2\u3082\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n
\n
\n
\"Hugging<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Hugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u30fb\u30c7\u30fc\u30bf\u30fb\u63a8\u8ad6\u57fa\u76e4\u3092\u696d\u52d9API\u3084\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306b\u3064\u306a\u3050\u958b\u767a\u57fa\u76e4\u3067\u3059\u3002\u793e\u5185\u6587\u66f8\u691c\u7d22\u3001\u5206\u985e\u3001\u8981\u7d04\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u51e6\u7406\u306a\u3069\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u6a29\u9650\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u8a55\u4fa1\u3001\u76e3\u8996\u3001\u904b\u7528\u8cac\u4efb\u307e\u3067\u542b\u3081\u3066\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u6700\u521d\u306b\u696d\u52d9\u8ab2\u984c\u3068\u8a55\u4fa1\u6307\u6a19\u3092\u6c7a\u3081\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u307e\u305a\u3001\u8ab0\u306e\u3069\u306e\u4f5c\u696d\u3092\u3001\u3069\u306e\u7cbe\u5ea6\u3068\u901f\u5ea6\u3067\u652f\u63f4\u3059\u308b\u306e\u304b\u3092\u5b9a\u3081\u307e\u3059\u3002\u6b21\u306b\u3001RAG\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u65e2\u5b58\u30e2\u30c7\u30eb\u306eAPI\u5229\u7528\u3092\u6bd4\u8f03\u3057\u3001\u5c0f\u3055\u306a\u5b9f\u30c7\u30fc\u30bf\u3067\u691c\u8a3c\u3057\u307e\u3059\u3002\u8cbb\u7528\u306f\u958b\u767a\u8cbb\u3068Hub\u30fbGPU\u306a\u3069\u306e\u5b9f\u8cbb\u3092\u5206\u3051\u3001\u5e38\u6642\u7a3c\u50cd\u304c\u5fc5\u8981\u304b\u3001\u30c7\u30fc\u30bf\u3092\u81ea\u793e\u74b0\u5883\u306b\u7f6e\u304f\u304b\u3092\u660e\u78ba\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u672c\u756a\u904b\u7528\u3092\u898b\u636e\u3048\u3066\u958b\u767a\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u9078\u3073\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u958b\u767a\u4f1a\u793e\u3084\u30d9\u30f3\u30c0\u30fc\u3092\u6bd4\u8f03\u3059\u308b\u3068\u304d\u306f\u3001\u30e2\u30c7\u30eb\u9078\u5b9a\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001\u8a55\u4fa1\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u76e3\u8996\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u3001\u969c\u5bb3\u5bfe\u5fdc\u307e\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002PoC\u306e\u753b\u9762\u3060\u3051\u3067\u306a\u304f\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3001\u904b\u7528\u624b\u9806\u3092\u542b\u3080\u63d0\u6848\u3092\u9078\u3076\u3068\u3001\u672c\u756a\u79fb\u884c\u5f8c\u306e\u624b\u623b\u308a\u3092\u6291\u3048\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a>
\n\u30fbHugging Face\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

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