{"id":8916,"date":"2025-04-02T11:09:26","date_gmt":"2025-04-02T02:09:26","guid":{"rendered":"https:\/\/media.value-domain.com\/?p=8916"},"modified":"2025-09-19T19:29:30","modified_gmt":"2025-09-19T10:29:30","slug":"facerecognition","status":"publish","type":"post","link":"https:\/\/media.value-domain.com\/facerecognition\/","title":{"rendered":"\u9854\u8a8d\u8a3c\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5229\u7528\u3057\u3066\u7c21\u6613\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u3092\u4f5c\u3063\u3066\u307f\u3088\u3046"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"606\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition09-1024x606.png\" alt=\"\u9854\u8a8d\u8a3c\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5229\u7528\u3057\u3066\u7c21\u6613\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u3092\u4f5c\u3063\u3066\u307f\u3088\u3046\" class=\"wp-image-8920\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition09-1024x606.png 1024w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition09-300x178.png 300w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition09-768x455.png 768w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition09.png 1037w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd1\u5e74\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3084\u5165\u9000\u5ba4\u7ba1\u7406\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u9854\u8a8d\u8a3c\u6280\u8853\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u9854\u8a8d\u8a3c\u30b7\u30b9\u30c6\u30e0\u3092\u81ea\u793e\u3084\u500b\u4eba\u3067\u5c0e\u5165\u3059\u308b\u306b\u306f\u3001\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3084\u9ad8\u4fa1\u306a\u6a5f\u5668\u304c\u5fc5\u8981\u3068\u306a\u308b\u5834\u5408\u304c\u591a\u304f\u3001\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u3044\u3068\u611f\u3058\u3066\u3044\u308b\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e<strong><mark style=\"background-color:#ffff88\" class=\"has-inline-color\">PyTorch\u306e\u9854\u8a8d\u8a3c\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308bfacenet-pytorch\u3092\u5229\u7528\u3057\u3066\u3001\u7c21\u6613\u7684\u306a\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5<\/mark><\/strong>\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u9854\u8a8d\u8a3c\u3068\u306f<\/h2>\n\n\n\n<p>\u9854\u8a8d\u8a3c\uff08Face Recognition\uff09\u3068\u306f\u3001\u30ab\u30e1\u30e9\u306a\u3069\u3067\u64ae\u5f71\u3057\u305f\u753b\u50cf\u304b\u3089\u9854\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u767b\u9332\u3055\u308c\u305f\u9854\u753b\u50cf\u3068\u7167\u5408\u3059\u308b\u3053\u3068\u3067\u500b\u4eba\u3092\u8b58\u5225\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u9854\u8a8d\u8a3c\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-luxe-blocks-border-block\" style=\"margin-top:10px;margin-bottom:30px\"><div class=\"wp-block-luxe-blocks-border-block-content\" style=\"border:1px solid #006edc;border-radius:0px;padding:0px 15px 0px 15px\">\n<ol type=\"1\" start=\"1\">\n<li><strong>\u9854\u691c\u51fa\uff08Face Detection\uff09:<\/strong> \u753b\u50cf\u306e\u4e2d\u304b\u3089\u9854\u306e\u4f4d\u7f6e\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5fb4\u62bd\u51fa\uff08Feature Extraction\uff09:<\/strong> \u7279\u5b9a\u3055\u308c\u305f\u9854\u9818\u57df\u304b\u3089\u3001\u76ee\u3084\u9f3b\u3001\u53e3\u306a\u3069\u306e\u4f4d\u7f6e\u95a2\u4fc2\u3084\u5f62\u72b6\u306a\u3069\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u9854\u306e\u5f62\u72b6\u3084\u30d1\u30fc\u30c4\u306e\u914d\u7f6e\u306a\u3069\u3092\u6570\u5024\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u7167\u5408\uff08Matching\uff09:<\/strong> \u62bd\u51fa\u3055\u308c\u305f\u7279\u5fb4\u3068\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u767b\u9332\u3055\u308c\u305f\u9854\u306e\u7279\u5fb4\u3092\u6bd4\u8f03\u3057\u3001\u4e00\u81f4\u5ea6\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8a8d\u8a3c\uff08Authentication\uff09:<\/strong> \u4e00\u81f4\u5ea6\u304c\u95be\u5024\u3092\u8d85\u3048\u305f\u5834\u5408\u3001\u672c\u4eba\u3068\u8a8d\u8a3c\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<\/div><\/div>\n\n\n\n<p>\u9854\u8a8d\u8a3c\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b7\u30b9\u30c6\u30e0\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306e\u30ed\u30c3\u30af\u89e3\u9664\u3001\u5165\u9000\u5ba4\u7ba1\u7406\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5834\u9762\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u9854\u8a8d\u8a3c\u30e9\u30a4\u30d6\u30e9\u30ea\u95a2\u9023\u306b\u3064\u3044\u3066<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">facenet-pytorch\u30e9\u30a4\u30d6\u30e9\u30ea<\/h3>\n\n\n\n<p>facenet-pytorch\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eInceptionResNetV1\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u306b\u3088\u308a\u30e6\u30fc\u30b6\u30fc\u306f\u3059\u3050\u306b\u9ad8\u7cbe\u5ea6\u306e\u9854\u8a8d\u8b58\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305fInceptionResNetV1\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001PyTorch\u3067\u5bb9\u6613\u306b\u5b9f\u88c5\u3067\u304d\u308b\u305f\u3081\u3001\u591a\u304f\u306e\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u304c\u72ec\u81ea\u306e\u7528\u9014\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Faiss\u30e9\u30a4\u30d6\u30e9\u30ea<\/h3>\n\n\n\n<p>Faiss\uff08Facebook AI Similarity Search\uff09\u306f\u3001Facebook AI\u304c\u958b\u767a\u3057\u305f\u3001\u5927\u898f\u6a21\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u300c\u985e\u4f3c\u3057\u305f\u30d9\u30af\u30c8\u30eb\u300d\u3092\u9ad8\u901f\u306b\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<p>Faiss\u306f\u3001\u4ee5\u4e0b\u306e\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002InceptionResNetV1\u3067\u62bd\u51fa\u3057\u305f\u7279\u5fb4\u91cf\u306e\u767b\u9332\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u306e\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-luxe-blocks-topic\" style=\"margin-top:10px;margin-bottom:30px\"><div class=\"wp-block-luxe-blocks-topic-title\" style=\"color:#fff;background-color:#006edc;border:1px solid #006edc;padding:2px 14px;align-items:center\">Faiss\u306e\u7279\u5fb4<\/div><div class=\"wp-block-luxe-blocks-topic-content\" style=\"border:1px solid #006edc;padding:0px 15px 0px 15px\">\n\n<ol>\n\n<li>\u9ad8\u3044\u8a8d\u8b58\u7cbe\u5ea6<\/li>\n\n\n<li>\u9ad8\u901f\u306a\u51e6\u7406\u901f\u5ea6\uff1a\u5927\u91cf\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n<li>\u30b7\u30f3\u30d7\u30eb\u306aAPI\uff1aRESTful API\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u7c21\u5358\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n<li>\u8efd\u91cf: \u30ea\u30bd\u30fc\u30b9\u6d88\u8cbb\u304c\u5c11\u306a\u304f\u5c0f\u898f\u6a21\u306a\u30b5\u30fc\u30d0\u30fc\u3067\u3082\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/li>\n\n\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/li>\n\n<\/ol>\n\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u306e\u69cb\u7bc9\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u9854\u8a8d\u8a3c\u30e9\u30a4\u30d6\u30e9\u30ea\u95a2\u9023\u306e\u4ed6\u306b\u5fc5\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u5168\u4f53\u3067\u9854\u8a8d\u8a3cWEB\u30b5\u30fc\u30d0\u30fc\u3068\u3057\u3066\u7a3c\u50cd\u3059\u308b\u3082\u306e\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5229\u7528\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f<a href=\"https:\/\/github.com\/masayay\/maiface\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/masayay\/maiface<\/a>\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u5229\u7528\u3057\u3066\u7c21\u6613\u7684\u306a\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u624b\u9806\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<ol type=\"1\" start=\"1\">\n<li>Python3\u304a\u3088\u3073pip\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/li>\n\n\n\n<li>\u9854\u8a8d\u8a3c\u30e9\u30a4\u30d6\u30e9\u30ea\u95a2\u9023\u304a\u3088\u3073\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/li>\n\n\n\n<li>WEB\u30b5\u30fc\u30d0\u30fc\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u5168\u4f53\u69cb\u6210\u306e\u30a4\u30e1\u30fc\u30b8<\/h4>\n\n\n\n<p><img decoding=\"async\" loading=\"lazy\" width=\"2759\" height=\"681\" class=\"wp-image-8921\" style=\"width: 800px\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01.png\" alt=\"\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01.png 2759w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-300x74.png 300w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-1024x253.png 1024w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-768x190.png 768w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-1536x379.png 1536w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-2048x506.png 2048w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-530x131.png 530w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-565x139.png 565w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-710x175.png 710w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition01-725x179.png 725w\" sizes=\"(max-width: 2759px) 100vw, 2759px\" \/><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u5b9f\u969b<\/h4>\n\n\n\n<p>\u8a00\u8a9e\u306f<a href=\"https:\/\/www.value-domain.com\/media\/python-about\/\">python<\/a>3\u304c\u5fc5\u8981\u3067\u3059\u3002\u7b46\u8005\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305fOS\u306fAlmaLinux9.5\u3067RHEL9\u7cfb\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308c\u3070\u3001Python3.9\u304c\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n# python --version\nPython 3.9.21\n<\/pre>\n\n\n<table style=\"width: 95.6763%;border-collapse: collapse;height: 279px\" border=\"1\">\n<tbody>\n<tr style=\"height: 10px\">\n<td style=\"width: 30.0463%;height: 10px;text-align: center;background-color: #ded1d1\">\u6a5f\u80fd<\/td>\n<td style=\"width: 18.0483%;height: 10px;text-align: center;background-color: #ded1d1\">\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/td>\n<td style=\"width: 47.5833%;background-color: #ded1d1;text-align: center;height: 10px\" width=\"374\">\n<p>\u6982\u7565<\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 47px\">\n<td style=\"width: 30.0463%;height: 165px\" rowspan=\"3\">\u8a8d\u8a3c\u306e\u63a2\u7d22\u90e8\u5206\u306e\u6839\u5e79<\/td>\n<td style=\"width: 18.0483%;height: 10px;text-align: center\">\n<p>PyTorch<\/p>\n<\/td>\n<td style=\"width: 47.5833%;height: 10px\">\n<p>\u958b\u767a\u5143\u306fMeta (\u65e7Facebook)\u793e\u6df1\u5c64\u5b66\u7fd2\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<br \/>\u4ee5\u524d\u306b<a href=\"https:\/\/www.value-domain.com\/media\/gcp-tensorflow\/\">AI\u753b\u50cf\u63a8\u8ad6\u306b\u5229\u7528\u3057\u305f\u6642\u306fTensorFlow<\/a>\u3092\u4f7f\u3044\u307e\u3057\u305f\u3002<br \/>\u7814\u7a76\u958b\u767a\u3084\u67d4\u8edf\u6027\u3092\u91cd\u8996\u3059\u308b\u306a\u3089PyTorch\u304c\u826f\u3044\u3067\u3059\u3002\u5927\u898f\u6a21\u306a\u30b7\u30b9\u30c6\u30e0\u3084\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3067\u306e\u5229\u7528\u3092\u8003\u3048\u3066\u3044\u308b\u306a\u3089TensorFlow\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 47px\">\n<td style=\"width: 18.0483%;height: 10px;text-align: center\">facenet-pytorch<\/td>\n<td style=\"width: 47.5833%;height: 10px\" width=\"374\">\n<p>PyTorch\u3092\u4f7f\u7528\u3057\u3066\u9854\u8a8d\u8b58\u3092\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u9854\u691c\u51fa\uff08MTCNN\uff09\u3068\u7279\u5fb4\u62bd\u51fa\uff08InceptionResNetV1\uff09\u306e\u4e21\u65b9\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 145px\">\n<td style=\"width: 18.0483%;text-align: center;height: 145px\">Faiss<\/td>\n<td style=\"width: 47.5833%;height: 145px\">\n<p>Facebook AI Similarity Search\u306e\u7565\u5927\u898f\u6a21\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002\u9854\u57cb\u3081\u8fbc\u307f\u306e\u9ad8\u901f\u306a\u691c\u7d22\u306b\u4f7f\u7528\u3002NVIDIA\u306e\uff27\uff30\uff35\u304c\u3042\u308c\u3070\u8a08\u7b97\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 47px\">\n<td style=\"width: 30.0463%;height: 94px\" rowspan=\"2\">Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc<\/td>\n<td style=\"width: 18.0483%;height: 47px;text-align: center\">FastAPI<\/td>\n<td style=\"width: 47.5833%;height: 47px\">\n<p>ASGI\uff08Asynchronous Server Gateway Interface\uff09\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<span style=\"font-family: inherit;font-size: inherit;font-weight: inherit;color: initial\">\u975e\u540c\u671f\u51e6\u7406\uff08async\/await\uff09\u306b\u5bfe\u5fdc\u3057\u305fWeb API\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 47px\">\n<td style=\"width: 18.0483%;height: 47px;text-align: center\">\n<p>Gunicorn<\/p>\n<\/td>\n<td style=\"width: 47.5833%;height: 47px\">\n<p>WSGI\uff08Web Server Gateway Interface \uff09\u30b5\u30fc\u30d0\u30fc\u3067\u3059\u3002WSGI\u3068\u306fWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068Web\u30b5\u30fc\u30d0\u30fc\u3092\u7e4b\u3050\u305f\u3081\u306e\u300c\u6a19\u6e96\u7684\u306a\u898f\u683c\uff08\u30d7\u30ed\u30c8\u30b3\u30eb\uff09\u300d\u3067\u3059\u3002<span style=\"font-family: inherit;font-size: inherit;font-weight: inherit;color: initial\">Gunicorn\u5358\u4f53\u3067\u306fFastAPI\u3092\u52d5\u304b\u305b\u307e\u305b\u3093\u304cUvicorn\uff08ASGI\u30b5\u30fc\u30d0\u30fc\uff09\u3092\u30ef\u30fc\u30ab\u30fc\u3068\u3057\u3066\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001FastAPI\u3092Gunicorn\u7d4c\u7531\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 47px\">\n<td style=\"width: 30.0463%;height: 10px\">\uff37\uff25\uff22\u30b5\u30fc\u30d0\u30fc<\/td>\n<td style=\"width: 18.0483%;height: 10px;text-align: center\">Apache<\/td>\n<td style=\"width: 47.5833%;height: 10px\">\n<p>\u30ea\u30d0\u30fc\u30b9\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc\u3068\u3057\u3066Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u3092\u7e4b\u304e\u307e\u3059\u3002<span style=\"font-family: inherit;font-size: inherit;font-weight: inherit;color: initial\">\u3082\u3061\u308d\u3093\u8efd\u91cf\u306enginx\u3092\u4f7f\u7528\u3057\u3066\u3082\u554f\u984c\u3042\u308a\u307e\u305b\u3093\u3002Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306f\u30dd\u30fc\u30c88000\u3067\u52d5\u4f5c\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u3053\u308c\u3092https\uff08443\uff09\u3068\u3057\u3066\u52d5\u4f5c\u3055\u305b\u307e\u3059\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n<p>python\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306fpip\u304c\u5fc5\u8981\u3067\u3059\u306e\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#pip --version\n-bash: pip: command not found\n# python -m pip install -U pip\nSuccessfully installed pip-25.0.1\n# pip --version\npip 25.0.1 from \/usr\/local\/lib\/python3.9\/site-packages\/pip (python 3.9) \n<\/pre>\n\n\n\n<p>\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092pip\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#pip install facenet-pytorch\n#pip install fastapi python-multipart nest-asyncio\n#pip install uvicorn[standard] Gunicorn\n#pip install websockets\n#pip install aiofiles jinja2\n#pip install faiss-cpu\n#pip install faiss-gpu\n#pip install redis\n#pip install pillow\n<\/pre>\n\n\n\n<p>\u65e2\u306b\u5404\u7a2e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u3067pip\u306e\u53b3\u683c\u306a\u4f9d\u5b58\u95a2\u4fc2\u30c1\u30a7\u30c3\u30af\u3067\u4e00\u90e8\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u5bfe\u8c61\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001numpy\u306e\u4f9d\u5b58\u30c1\u30a7\u30c3\u30af\u3067scipy\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u30a8\u30e9\u30fc\u306e\u5834\u5408\u306f-U\u30aa\u30d7\u30b7\u30e7\u30f3\u3067scipy\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n.\n.\n Attempting uninstall: numpy\n    Found existing installation: numpy 1.23.1\n faiss_gpu&gt;=1.7.1.post2   Uninstalling numpy-1.23.1:\n      Successfully uninstalled numpy-1.23.1\n#ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n#scipy 1.9.0 requires numpy=1.18.5, but you have numpy 1.26.4 which is incompatible.\n#\n#pip install -U scipy\nscipy\nSuccessfully installed scipy-1.13.1\n<\/pre>\n\n\n\n<p>\u5c1a\u3001\u4eca\u56de\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067scipy\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u306e\u3067\u3001\u672a\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u5834\u5408\u306f\u4f9d\u5b58\u95a2\u4fc2\u30c1\u30a7\u30c3\u30af\u306bscipy\u306f\u5bfe\u8c61\u5916\u3068\u306a\u308a\u307e\u3059\u3002\u5fc5\u8981\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u7b46\u8005\u74b0\u5883\u3067\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3059\u3002pip list\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\nJinja2                   3.1.5\naiofiles                 24.1.0\nnumpy                    1.26.4\npillow                   10.2.0\npydantic                 2.10.6\ntorch                    2.2.2\ntorchvision              0.17.2\nfacenet-pytorch          2.6.0\nfaiss-cpu                1.10.0\nfaiss-gpu                1.7.2\nfastapi                  0.115.11\nredis                    5.2.1\n<\/pre>\n\n\n\n<p>PyTorch \u304c\u5c0e\u5165\u3055\u308c\u3066\u3044\u308b\u304b\u53ca\u3073CUDA\u30c9\u30e9\u30a4\u30d0\u30fc\u304c\u6709\u52b9\u304b\u7121\u52b9\u3092\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n# python\n&gt;&gt;&gt; import torch\n&gt;&gt;&gt; x = torch.rand(5, 3)\n&gt;&gt;&gt; print(x)\ntensor([[0.1609, 0.1246, 0.4757],\n        [0.8813, 0.9156, 0.2182],\n        [0.0242, 0.0291, 0.1397],\n        [0.5903, 0.2943, 0.6904],\n        [0.5783, 0.4722, 0.7993]])\n```\u2191\u51fa\u529b\u4f8b\n\n&gt;&gt;&gt; import torch\n&gt;&gt;&gt; torch.cuda.is_available()\nFalse\n```\u2191\u51fa\u529b\u4f8b\uff08CUDA\u7121\u52b9\u306e\u5834\u5408\uff09\n&gt;&gt;&gt; exit()\n<\/pre>\n\n\n\n<p>\u4f8b\u3067\u306f\u30015\u884c3\u5217\u306e2\u6b21\u5143\u30c6\u30f3\u30bd\u30eb\u304c\u8868\u793a\u3055\u308c\u308c\u3070\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u307e\u305fCUDA\u304c\u6709\u52b9\u306a\u5834\u5408\u306fTrue\u3068\u8868\u793a\u3055\u308c\u3001GPU\u304c\u5229\u7528\u3067\u304d\u307e\u3059\u3002\uff08\u4eca\u56deFalse\u3067\u3082\u554f\u984c\u306a\u304f\u4f7f\u7528\u3067\u304d\u307e\u3059\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">miface \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8907\u88fd<\/h4>\n\n\n\n<p>\u30fb\u76f4\u63a5\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u65b9\u6cd5<br><a href=\"https:\/\/github.com\/masayay\/maiface\/archive\/refs\/heads\/main.zip\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/masayay\/maiface\/archive\/refs\/heads\/main.zip<\/a><br>\u3067main.zip\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3002\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305fmaiface-main.zip\u3092\u9069\u5f53\u306a\u30d5\u30a9\u30eb\u30c0\u30fc\u306b\u89e3\u51cd\u3057\u307e\u3059\u3002<br>\u79c1\u306e\u74b0\u5883\u3067\u306f\u3001\/var\/www\/\u306b\u89e3\u51cd\u3057\u307e\u3057\u305f\u3002<br><br>\u30fbgit\u3092\u4f7f\u3063\u3066\u30ea\u30e2\u30fc\u30c8\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u81ea\u74b0\u5883\u306b\u8907\u88fd\u3059\u308b\u65b9\u6cd5<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#mkdir \/var\/www\n#cd \/var\/www\n#git clone https:\/\/github.com\/masayay\/maiface.git\n<\/pre>\n\n\n\n<p>\u3069\u3061\u3089\u306e\u65b9\u6cd5\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\u30d5\u30a1\u30a4\u30eb\u69cb\u6210\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#tree \u2013f\u3000\/var\/www\/maiface\/\n|-- LICENSE.md\n|-- README.md\n|-- conf.py\n|-- conf_linux_sample.py\n|-- face_api.py\n|-- face_detect.py\n|-- feature_extraction_batch.py\n|-- maiface_config.py\n|-- nginx_sample.txt\n|-- requirements.txt\n|-- static\n|   |-- css\n|   |   `-- main.css\n|   `-- js\n|       |-- getUserMedia.js\n|       |-- objDetect.js\n|       `-- registrationControl.js\n|-- systemd_sample.txt\n|-- templates\n|   |-- recognition.html\n|   `-- registration.html\n`-- utils\n    |-- db_util.py\n    |-- face_api_response.py\n    `-- face_detect_util.py\n<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8a2d\u5b9a<\/h4>\n\n\n\n<p>linux\u7528\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092conf.py\u306b\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#cd maiface\n#cp conf_linux_sample.py conf.py\n<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8d77\u52d5\u78ba\u8a8d<\/h4>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#uvicorn face_api:app\nINFO:     FaceDetector started on device: cpu\nINFO:     Faiss index initialized. People: 1 Faces: 3\nINFO:     Faiss event manager started: Text\nINFO:     Started server process [2548670]\nINFO:     Waiting for application startup.\nINFO:     Application startup complete.\nINFO:     Uvicorn running on http:\/\/127.0.0.1:8000 (Press CTRL+C to quit)\n<\/pre>\n\n\n\n<p>curl\u30b3\u30de\u30f3\u30c9\u3067\u30a2\u30af\u30bb\u30b9\u3057\u3066\u53cd\u5fdc\u304c\u3042\u308c\u3070\u3053\u306e\u6bb5\u968e\u3067\u306fOK\u3067\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n# curl http:\/\/127.0.0.1:8000\/\nINFO:     Uvicorn running on http:\/\/127.0.0.1:8000 (Press CTRL+C to quit)\nINFO:     127.0.0.1:55356 - \"GET \/ HTTP\/1.1\" 200 OK\n<\/pre>\n\n\n\n<p>\u30b5\u30fc\u30d0\u30fc\u306bGUI\u306eWEB\u30d6\u30e9\u30a6\u30b6\u30fc\u304c\u3042\u308c\u3070\u3001http:\/\/127.0.0.1:8000 \u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002\u30ab\u30e1\u30e9\u6a29\u9650\u304c\u8981\u6c42\u3055\u308c\u308b\u306e\u3067\u8a31\u53ef\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u30ed\u30fc\u30ab\u30eb\u30db\u30b9\u30c8(127.0.0.1)\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u4f8b\u3048\u3070192.168.10.5\u3068\u3057\u3066\u52d5\u4f5c\u3055\u305b\u308b\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306bhost\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u8d77\u52d5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#uvicorn --host 192.168.10.5 face_api:app\n<\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u4ed6\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8PC\u304b\u3089http:\/\/192.168.10.5:8000\/\u3067\u30a2\u30af\u30bb\u30b9\u306f\u3067\u304d\u308b\u306e\u3067\u3059\u304c\u3001\u6700\u65b0\u306e\u30d6\u30e9\u30a6\u30b6\u30fc\uff08Google Chrome\u3001Mozilla Firefox\u306a\u3069\uff09\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0a\u306e\u7406\u7531\u304b\u3089\u3001HTTP\u7d4c\u7531\u3067\u306eWebRTC\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30ab\u30e1\u30e9\u304c\u8d77\u52d5\u3067\u304d\u307e\u305b\u3093\u3002<br>\u5f8c\u306e\u7ae0\u3067\u30ea\u30d0\u30fc\u30b9\u30d7\u30ed\u30ad\u30b7\u3092\u5229\u7528\u3057\u3001\uff48\uff54\uff54\uff50\uff53\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u6bb5\u968e\u3067\u306f\u8d77\u52d5\u3067\u304d\u308b\u3068\u3053\u308d\u307e\u3067\u306e\u78ba\u8a8d\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">&nbsp;Gunicorn\u306e\u8a2d\u5b9a<\/h4>\n\n\n\n<p>WSGI\u30b5\u30fc\u30d0\u30fc\u3068\u3057\u3066Gunicorn\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#mkdir \/etc\/gunicorn\n#mv maiface_config.py \/etc\/gunicorn\/maiface_config.py\n#mkdir \/var\/log\/gunicorn\n#mkdir \/var\/lib\/maiface\n#mkdir \/var\/lib\/maiface\/cache\n#mkdir \/var\/lib\/maiface\/embeddings \n<\/pre>\n\n\n\n<p>\u203b\/var\/lib\/maiface\/*\u306f\u3001uvicorn face_api:app\u3092\u5b9f\u884c\u3057\u305f\u3068\u304d\u306b\u4e00\u90e8\u81ea\u52d5\u3067\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u5b9f\u884c\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u81ea\u5206\u3067\u30d5\u30a9\u30eb\u30c0\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br>gunicorn\u30e6\u30fc\u30b6\u30fc\u3092\u4f5c\u6210\u3057\u3001\u3055\u304d\u307b\u3069\u306e\u30d5\u30a9\u30eb\u30c0\u30fc\u306e\u30aa\u30fc\u30ca\u30fc\u3092gunicorn\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#useradd -U -m -s \/usr\/sbin\/nologin gunicorn\n#chown gunicorn:gunicorn \/var\/log\/gunicorn\n#chown -R gunicorn:gunicorn \/var\/www\/maiface\n#chown -R gunicorn:gunicorn \/var\/lib\/maiface\n#chown -R gunicorn:gunicorn \/etc\/gunicorn \n<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">Gunicorn\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8d77\u52d5\u78ba\u8a8d<\/h4>\n\n\n\n<p>uvicorn\u3067\u306e\u8d77\u52d5\u78ba\u8a8d\u6e08\u307f\u3067\u3059\u304cGunicorn\u304b\u3089\u306e\u8d77\u52d5\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#\/usr\/bin\/python3 \/usr\/local\/bin\/gunicorn --config \/etc\/gunicorn\/maiface_config.py\n<\/pre>\n\n\n\n<p>\u8d77\u52d5\u30d7\u30ed\u30bb\u30b9\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n# ps -eaf | grep maiface\nroot     3750692       1  0 15:37 ? 00:00:00 \/usr\/bin\/python3 \/usr\/local\/bin\/gunicorn --config \/etc\/gunicorn\/maiface_config.py\ngunicorn 3750693 3750692  9 15:37 ? 00:00:05 \/usr\/bin\/python3 \/usr\/local\/bin\/gunicorn --config \/etc\/gunicorn\/maiface_config.py\ngunicorn 3750694 3750692  9 15:37 ? 00:00:05 \/usr\/bin\/python3 \/usr\/local\/bin\/gunicorn --config \/etc\/gunicorn\/maiface_config.py\n<\/pre>\n\n\n\n<p>\u89e3\u8aac\uff1a<br>3\u3064\u306e\u30d7\u30ed\u30bb\u30b9gunicorn\u304c\u8d70\u3063\u3066\u3044\u307e\u3059\u3002Gunicorn\u306f\u30de\u30b9\u30bf\u30fc\u30fb\u30ef\u30fc\u30ab\u30fc\u65b9\u5f0f \u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002Gunicorn\u306e\u30ef\u30fc\u30ab\u30fc\u6570\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306f 2 \u3067\u3059\u3002\u30de\u30b9\u30bf\u30fc \u30d7\u30ed\u30bb\u30b9\uff08\u89aa\u30d7\u30ed\u30bb\u30b9\uff09\u3068\uff12\u3064\u306e\u30ef\u30fc\u30ab\u30fc \u30d7\u30ed\u30bb\u30b9\u306e\u7ba1\u7406\uff08\u8d77\u52d5\u30fb\u505c\u6b62\u30fb\u518d\u8d77\u52d5\u306a\u3069\uff09\u3068\u306a\u308a\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u30014\u30b3\u30a2\u306eCPU\u3067\u3042\u308c\u3070\u3001\u30ef\u30fc\u30ab\u30fc\u6570\u30924\u3064\u7a0b\u5ea6\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u307e\u3059<br>\u30ef\u30fc\u30ab\u30fc\u3092 4\u3064\u306b\u3059\u308b\u5834\u5408\u306f\u3001\/etc\/gunicorn\/maiface_config.py\u4e2d\u306eworkers\u3092 workers= 4\u306b\u3057\u307e\u3059\u3002<br>\u52d5\u4f5c\u30ed\u30b0\u306f\/var\/log\/gunicorn\/maiface_error.log\u3001\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u306f\/var\/log\/gunicorn\/maiface_access.log\u306b\u51fa\u529b\u3055\u308c\u307e\u3059\u3002\u30a8\u30e9\u30fc\u843d\u3061\u3059\u308b\u5834\u5408\u306fmaiface_error.log\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br><br>\u52d5\u4f5c\u4f8b\uff1a<br>\/var\/log\/gunicorn\/maiface_error.log<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n[2025-03-04 16:57:57 +0900] [3809987] [INFO] Starting gunicorn 23.0.0\n[2025-03-04 16:57:57 +0900] [3809987] [INFO] Listening at: http:\/\/127.0.0.1:8000 (3809987)\n[2025-03-04 16:57:57 +0900] [3809987] [INFO] Using worker: uvicorn.workers.UvicornWorker\n[2025-03-04 16:57:57 +0900] [3810010] [INFO] Booting worker with pid: 3810010\n[2025-03-04 16:57:57 +0900] [3810012] [INFO] Booting worker with pid: 3810012\n[2025-03-04 16:58:01 +0900] [3810012] [INFO] Started server process [3810012]\n[2025-03-04 16:58:01 +0900] [3810012] [INFO] Waiting for application startup.\n[2025-03-04 16:58:01 +0900] [3810012] [INFO] Application startup complete.\n[2025-03-04 16:58:01 +0900] [3810010] [INFO] Started server process [3810010]\n[2025-03-04 16:58:01 +0900] [3810010] [INFO] Waiting for application startup.\n[2025-03-04 16:58:01 +0900] [3810010] [INFO] Application startup complete.\n[2025-03-04 16:58:33 +0900] [3810010] [ERROR] Exception in ASGI application\nTraceback (most recent call last):\n  File \"\/var\/www\/maiface\/face_api.py\", line 82, in api_face_recognizer\n    results = detector.face_search(img_pil, deviceid)\n  File \"\/var\/www\/maiface\/face_detect.py\", line 191, in face_search\n    faceid = self.index_ids[neighbors.squeeze()[0]]\nIndexError: list index out of range\n<\/pre>\n\n\n\n<p>\u8d77\u52d5\u306f\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001face_detect.py\u3067IndexError\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3059\u3002\u9854\u30c7\u30fc\u30bf\u3092\u307e\u3060\u4e00\u5ea6\u3082\u767b\u9332\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u30c7\u30fc\u30bf\u304c\u7a7a\u306e\u305f\u3081\u3067\u3059\u3002<br>\u30a2\u30d7\u30ea\u305d\u306e\u3082\u306e\u306f\u30a8\u30e9\u30fc\u843d\u3061\u306f\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u3053\u306e\u307e\u307e\u3067\u9854\u767b\u9332\u3001\u9854\u8a8d\u8a3c\u3092\u9032\u3081\u308b\u3068\u4eca\u5ea6\u306fface_api_response.py\u3067\u5225\u306e\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3066\u8a8d\u8a3c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p><mark style=\"background-color:#ffff00\" class=\"has-inline-color\">\u305f\u3060\u3057\u304f\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306bface_api_response.py\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4fee\u6b63\u3057\u307e\u3059<\/mark>\u3002\uff08\u4eca\u56de\u4f7f\u7528\u3057\u305fpython\u306f\u30d0\u30fc\u30b8\u30e7\u30f33.9.21\u3067\u3059\u304c\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u3088\u3063\u3066\u306f\u30a8\u30e9\u30fc\u3057\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u306f\u4fee\u6b63\u306e\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\uff09<\/p>\n\n\n\n<p>\u5404\u95a2\u6570\u306e\u5f15\u6570\u3092\u521d\u671f\u5316\u3059\u308b\u3088\u3046\u306b\u5909\u66f4\u3057\u307e\u3059\u3002Optional[str]\u3092Optional[str]=None\u3001Optional[float]\u3092Optional[float]=None\u306b\u5168\u3066\u5909\u66f4\u3059\u308b\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n.\n.\nclass Group(BaseModel):\n    groupid: Optional[str]=None\n    groupname: Optional[str]=None\n.\n.\nclass Face(BaseModel):\n    faceid: Optional[str]=None\n    groupid: Optional[str]=None\n    userid: Optional[str]=None\n    numfiles: Optional[int]=None\n.\n.\nclass Message(BaseModel):\n    mid: Optional[str]=None\n    msg: Optional[str]=None\n.\n.\nclass ApiResponse(Message):\n    result: str = 'SUCCESS'\n    groupid: Optional[str]=None\n    userid: Optional[str]=None\n    faceid: Optional[str]=None\n.\n.\nclass FaceDetectResponse(BaseModel):\n    result: str = 'no results'\n    faceid: Optional[str]=None\n    userid: Optional[str]=None\n    username: Optional[str]=None\n    groupid: Optional[str]=None\n    groupname: Optional[str]=None\n    probability: Optional[float]=None\n    x: Optional[float]=None\n    y: Optional[float]=None\n    height: Optional[float]=None\n    width: Optional[float]=None\n<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u81ea\u52d5\u8d77\u52d5\u8a2d\u5b9a<\/h4>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#cp systemd_sample.txt \/etc\/systemd\/system\/maiface.service\n#systemctl daemon-reload\n#systemctl start maiface \n<\/pre>\n\n\n\n<p>\u30d7\u30ed\u30bb\u30b9\u304c\u8d77\u52d5\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002\u5148\u307b\u3069\u3068\u540c\u69d8\u306b\uff13\u3064\u306epython3\/usr\/local\/bin\/gunicorn\u304c\u8d77\u52d5\u3057\u3066\u3044\u308c\u3070OK\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">WEB\u30b5\u30fc\u30d0\u30fc\u3068\u9023\u643a<\/h3>\n\n\n\n<p>WEB\u30b5\u30fc\u30d0\u306bApache\u3092\u4f7f\u3063\u3066\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002WebRTC\u3092\u5229\u7528\u3057\u3001https\u901a\u4fe1\u3092\u524d\u63d0\u3068\u3057\u307e\u3059\u306e\u3067\u3001SSL\u8a3c\u660e\u66f8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>SSL\u8a3c\u660e\u66f8\u306f\u81ea\u5df1\u8a3c\u660e\u66f8\u304b\u3082\u3057\u304f\u306f\u30c9\u30e1\u30a4\u30f3\u3092\u6301\u3063\u3066\u304a\u3089\u308c\u308b\u65b9\u306f<a rel=\"noreferrer noopener\" href=\"https:\/\/letsencrypt.org\/ja\/\" target=\"_blank\">Let's Encrypt<\/a>\u3092\u5229\u7528\u3057\u3066\u7121\u6599\u3067SSL\u8a3c\u660e\u66f8\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7b46\u8005\u306e\u74b0\u5883\u3067\u306f\u30c9\u30e1\u30a4\u30f3faceverify.sco.jp\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002sco.jp\u306f\u30ec\u30b8\u30b9\u30c8\u30e9\u300c<a id=\"vn_cta_lp_vd\" class=\"ga_event_link\" style=\"color: #3366ff;\" href=\"https:\/\/www.value-domain.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30d0\u30ea\u30e5\u30fc\u30c9\u30e1\u30a4\u30f3<\/a>\u300d\u3067\u53d6\u5f97\u3057\u3066\u30c6\u30b9\u30c8\u7528\u306b\u3044\u3064\u3082\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002<strong>Value Domain\u3067\u306f<a href=\"https:\/\/www.value-domain.com\/media\/ddns\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30c0\u30a4\u30ca\u30df\u30c3\u30afDNS<\/a>\u304c\u7121\u6599\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059<\/strong>\u306e\u3067\u3001\u81ea\u5b85\u30b5\u30fc\u30d0\u30fc\u304b\u3089\u306e\u81ea\u52d5\u8a2d\u5b9a\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-buttons\"><div class=\"wp-block-button has-custom-width wp-block-button__width-100 btn-service vd\">\n<p class=\"txt\">\u767b\u9332\u5b9f\u7e3e700\u4e07\u4ef6\uff01.com790\u5186.co.jp2,000\u5186<\/p>\n<a id=\"vn_cta_btn_lp_vd\" class=\"ga_event_link wp-block-button__link has-white-color\" href=\"https:\/\/www.value-domain.com\/\" style=\"background-color:#005bac\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d0\u30ea\u30e5\u30fc\u30c9\u30e1\u30a4\u30f3\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u307f\u308b<\/a><\/div><\/div>\n\n\n\n<p>Apache \u8a2d\u5b9a\u4f8b<br>\/etc\/httpd\/conf.d\/faceverify.conf<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n\n  ServerName    faceverify.sco.jp\n  SetEnvIf User-Agent \"internal dummy connection\" nolog\n  ErrorLog      \/projects\/var\/log\/ssl_faceverify_sco_jp_error.log\n  TransferLog   \/projects\/var\/log\/ssl_faceverify_sco_jp_transfer.log\n  CustomLog    \/projects\/var\/log\/ssl_faceverify_sco_jp_access.log combined env=!nolog\n  SSLEngine on\n  SSLProtocol all -SSLv2 -SSLv3 -TLSv1 -TLSv1.1\n  SSLCertificateFile      \/opt\/dehydrated\/certs\/faceverify.sco.jp\/cert.pem\n  SSLCertificateKeyFile   \/opt\/dehydrated\/certs\/faceverify.sco.jp\/privkey.pem\n  SSLCertificateChainFile \/opt\/dehydrated\/certs\/faceverify.sco.jp\/chain.pem\n#\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u8a2d\u5b9a\n  ProxyPreserveHost On\n  ProxyPass \/ http:\/\/localhost:8000\/\n  ProxyPassReverse \/ http:\/\/localhost:8000\/\n#####################\n\n<\/pre>\n\n\n\n<p>&nbsp; ProxyPreserveHost On<br>&nbsp; ProxyPass \/ http:\/\/localhost:8000\/<br>&nbsp; ProxyPassReverse \/ http:\/\/localhost:8000\/<\/p>\n\n\n\n<p>\u306e\uff13\u884c\u3067\u30ea\u30d0\u30fc\u30b9\u30d7\u30ed\u30ad\u30b7\u2015\u3068\u306a\u308a\u307e\u3059\u3002SSL\/TLS\u6697\u53f7\u5316\u306e\u51e6\u7406\u3092\u30ea\u30d0\u30fc\u30b9\u30d7\u30ed\u30ad\u30b7\u3067\u884c\u3044\u304b\u3064https:\/\/ faceverify.sco.jp\u3078\u306e\u30a2\u30af\u30bb\u30b9\u306f\u5185\u90e8\u3067http:\/\/localhost:8000\/\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3068\u306a\u308a\u307e\u3059\u3002<br>\u203bhttps:\/\/github.com\/masayay\/maiface\u306b\u6dfb\u4ed8\u3055\u308c\u3066\u3044\u308b\u30ea\u30d0\u30fc\u30b9\u30d7\u30ed\u30ad\u30b7\u2015\u306e\u30b5\u30f3\u30d7\u30eb\u8a2d\u5b9a\uff08nginx_sample.txt\uff09\u306fNginx\u7528\u3067\u3059<\/p>\n\n\n\n<p>Nginx\u3067\u52d5\u304b\u3057\u305f\u3044\u65b9\u306f\u3001\u305d\u3061\u3089\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>Nginx\u306f\u300c\u9759\u7684\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u8868\u793a\u300d\u3084\u300c\u30ea\u30d0\u30fc\u30b9\u30d7\u30ed\u30ad\u30b7\u300d\u3001\u300c\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b5\u30fc\u300d\u3068\u3044\u3063\u305fWeb\u30b5\u30fc\u30d0\u30fc\u3068\u3057\u3066\u306e\u57fa\u672c\u7684\u306a\u52d5\u4f5c\u3092\u5f97\u610f\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u7b46\u8005\u304cApache\u3092\u9078\u3093\u3060\u7406\u7531\u306fApache\u304c\u3059\u3067\u306b\u691c\u8a3c\u7528\u30b5\u30fc\u30d0\u30fc\u3067\u52d5\u4f5c\u3057\u3066\u3044\u305f\u305f\u3081\u3067\u3059\u3002<br><br>WEB\u30b5\u30fc\u30d0\u30fc\u306e\u30ea\u30b9\u30bf\u30fc\u30c8\u3067\u8a2d\u5b9a\u3092\u53cd\u6620\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<pre style=\"background-color: black;color: white;padding: 10px;border-radius: 5px\">\n#systemctl restart httpd\n\n<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u306e\u52d5\u4f5c\u306e\u5b9f\u969b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b7\u30b9\u30c6\u30e0\u69cb\u6210<\/h3>\n\n\n\n<p>\u3053\u308c\u3067\u5fc5\u8981\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u5168\u3066\u8a2d\u5b9a\u30fb\u8d77\u52d5\u3057\u307e\u3057\u305f\u306e\u3067\u3001\u6539\u3081\u3066\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u3092\u898b\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"258\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition02-1024x258.png\" alt=\"\" class=\"wp-image-8922\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition02-1024x258.png 1024w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition02-300x76.png 300w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition02-768x194.png 768w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition02-1536x388.png 1536w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition02-2048x517.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u9854\u30c7\u30fc\u30bf\u306e\u767b\u9332<\/h3>\n\n\n\n<p><a href=\"https:\/\/faceverify.sco.jp \/add\/\">https:\/\/faceve<\/a><a href=\"https:\/\/faceverify.sco.jp\/add\/\" target=\"_blank\" rel=\"noreferrer noopener\">rify.sco.jp\/add\/<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u9854\u767b\u9332\u3092\u3057\u307e\u3059\u3002<br>\u521d\u3081\u3066\u30a2\u30af\u30bb\u30b9\u3057\u305f\u5834\u5408\u306b\u30ab\u30e1\u30e9\u306e\u4f7f\u7528\u8a31\u53ef\u3092\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089\u6c42\u3081\u3089\u308c\u307e\u3059\u306e\u3067\u8a31\u53ef\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u8a31\u53ef\u3059\u308b\u3068\u30ab\u30e1\u30e9\u753b\u50cf\u3068\u5171\u306b\u767b\u9332\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"355\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition03-1024x355.png\" alt=\"\" class=\"wp-image-8923\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition03-1024x355.png 1024w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition03-300x104.png 300w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition03-768x266.png 768w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition03.png 1520w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>[capture]\u3067\u81ea\u753b\u50cf\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u30fc\u3001[restart]\u3067\u3084\u308a\u76f4\u3057\u3001<br>[\u30ea\u30b9\u30c8\u30dc\u30c3\u30af\u30b9]\u30b0\u30eb\u30fc\u30d7\u540d\u306e\u9078\u629e\uff08\u30b0\u30eb\u30fc\u30d7\u540d\u306fface_api_response.py\u306b\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u307e\u3059\uff09\u3001[\uff29\uff24\u5165\u529b]\u4efb\u610f\u306e\uff29\uff24\u3092\u5165\u529b\u3002<br>\u30ad\u30e3\u30d7\u30c1\u30e3\u30fc\u3057\u3066\u826f\u3051\u308c\u3070[register] \u3092\u62bc\u4e0b\u3057\u3066\u767b\u9332\u3057\u307e\u3059\u3002<br><br>faceverify.sco.jp\u306b\u5b9f\u969b\u306b\u9854\u30c7\u30fc\u30bf\u3092\u767b\u9332\u3057\u3066\u3044\u305f\u3060\u3044\u3066\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\u30b5\u30fc\u30d0\u30fc\u5074\u3067\u306f\u30ad\u30e3\u30d7\u30c1\u30e3\u30fc\u3057\u305f\u9854\u753b\u50cf\u305d\u306e\u3082\u306e\u304c\u4fdd\u7ba1\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u5185\u90e8\u3067\u9854\u753b\u50cf\u90e8\u5206\u306e\u7279\u5fb4\u91cf\u3092\u30c7\u30fc\u30bf\u5316\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304c\/var\/lib\/maiface\/embeddings\/\u306b.npy\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u7ba1\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>.npy\u30d5\u30a1\u30a4\u30eb\u306fNumPy\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u3067\u3001\u6b21\u306e\u3088\u3046\u306a\u60c5\u5831\u3092\u542b\u307f\u307e\u3059<br>\u914d\u5217\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\uff08\u30c7\u30fc\u30bf\u578b\u3001\u6b21\u5143\u60c5\u5831\uff09\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\uff08512\u6b21\u5143\u306e\u6d6e\u52d5\u5c0f\u6570\u70b9\u6570\u914d\u5217\uff09\u30c7\u30fc\u30bf\u3067\uff11\u4eba\u5206\uff12\u30d5\u30a1\u30a4\u30eb\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9854\u8a8d\u8a3c<\/h3>\n\n\n\n<p><a href=\"https:\/\/faceverify.sco.jp\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/faceverify.sco.jp\/<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" width=\"812\" height=\"856\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition04.png\" alt=\"\" class=\"wp-image-8924\" style=\"width:336px;height:354px\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition04.png 812w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition04-285x300.png 285w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition04-768x810.png 768w\" sizes=\"(max-width: 812px) 100vw, 812px\" \/><\/figure>\n\n\n\n<p>\u9854\u306e\u7bc4\u56f2\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u5c3e\u3055\u308c\u9069\u5408\u78ba\u7387\u304c\uff15\uff10\uff05\u4ee5\u4e0a\u306e\u5834\u5408\u306f\u30b0\u30eb\u30fc\u30d7\u540d\u3068ID\u3082\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3053\u3053\u307e\u3067\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002\uff11\u5bfe\uff11\u8a8d\u8a3c\u306e\u5834\u5408\u306f\u30b5\u30fc\u30c1\u30a8\u30ea\u30a2\u3092\u7d5e\u3089\u306a\u3044\u3068\u8907\u6570\u4eba\u767b\u9332\u3057\u3066\u753b\u9762\u4e0a\u306b\u8907\u6570\u4eba\u6620\u308b\u3068\u305d\u308c\u305e\u308c\u306b\u9069\u5408\u78ba\u7387\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br>\uff08\u203b\u30cb\u30b3\u30cb\u30b3\u30de\u30fc\u30af\u306f\u30de\u30b9\u30ad\u30f3\u30b0\u52a0\u5de5\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u306f\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3002\uff09<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u773c\u93e1\u3092\u306f\u305a\u3057\u3066\u8a8d\u8a3c<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" width=\"784\" height=\"1024\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition05-784x1024.png\" alt=\"\" class=\"wp-image-8925\" style=\"width:334px;height:436px\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition05-784x1024.png 784w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition05-230x300.png 230w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition05-768x1003.png 768w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition05.png 954w\" sizes=\"(max-width: 784px) 100vw, 784px\" \/><\/figure>\n\n\n\n<p>\u773c\u93e1\u3092\u4ed8\u3051\u3066\u3044\u308b\u6642\u3088\u308a\u3082\u9069\u5408\u5ea6\u306f\u843d\u3061\u307e\u3059\u304c\u3001\uff16\uff10\uff05\u4ee5\u4e0a\u3042\u308b\u306e\u3067\u8a8d\u8a3c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u773c\u93e1\u3092\u306f\u305a\u3057\u3066\u540c\u3058ID\u3067\u767b\u9332\u3059\u308c\u3070\u9069\u5408\u5ea6\u306f\u4e0a\u304c\u308a\u307e\u3059\u3002\u6307\u7d0b\u8a8d\u8a3c\u3067\u4f55\u56de\u304b\u5834\u6240\u3092\u305a\u3089\u3057\u3066\u767b\u9332\u3059\u308b\u306e\u3068\u540c\u3058\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30de\u30b9\u30af\u3092\u3057\u3066\u8a8d\u8a3c<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" width=\"850\" height=\"1024\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition06-850x1024.png\" alt=\"\" class=\"wp-image-8926\" style=\"width:336px;height:405px\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition06-850x1024.png 850w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition06-249x300.png 249w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition06-768x925.png 768w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition06.png 989w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><\/figure>\n\n\n\n<p>\u30de\u30b9\u30af\u7740\u7528\u6642\u306f\uff13\uff10\uff05\u3092\u5272\u308a\u8fbc\u3093\u3067\u8a8d\u8a3c\u306f\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u3002\u76ee\u3001\u9f3b\u3001\u53e3\u3001\u984e\u306e\u4f4d\u7f6e\u95a2\u4fc2\u3067\u9f3b\u3001\u53e3\u306e\u7279\u5fb4\u91cf\u304c\u6b20\u843d\u3059\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5e3d\u5b50\u3092\u88ab\u3063\u3066\u8a8d\u8a3c<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" width=\"883\" height=\"958\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition08.png\" alt=\"\" class=\"wp-image-8927\" style=\"width:326px;height:354px\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition08.png 883w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition08-277x300.png 277w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition08-768x833.png 768w\" sizes=\"(max-width: 883px) 100vw, 883px\" \/><\/figure>\n\n\n\n<p>\u982d\u3001\u9854\u306e\u8f2a\u90ed\u306a\u3069\u3082\u7279\u5fb4\u91cf\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u304c\u3001\u5e3d\u5b50\u3092\u88ab\u3063\u3066\u3082\u5f71\u97ff\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b5\u30f3\u30b0\u30e9\u30b9\u3092\u3057\u305f\u6642<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" loading=\"lazy\" width=\"831\" height=\"1024\" src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition07-831x1024.png\" alt=\"\" class=\"wp-image-8928\" style=\"width:338px;height:416px\" srcset=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition07-831x1024.png 831w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition07-244x300.png 244w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition07-768x946.png 768w, https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2025\/04\/FaceRecognition07.png 901w\" sizes=\"(max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u8a2d\u5b9a\u3067\u306fIDENTICAL_DISTANCE = 0.49\uff08conf.py\uff09\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30ad\u30e3\u30d7\u30c1\u30e3\u30fc\u3067\u306f\u773c\u93e1\u3092\u4ed8\u3051\u3066\u767b\u9332\u3057\u3066\u3044\u307e\u3059\u304c\u76ee\u305d\u306e\u3082\u306e\u7279\u5fb4\u91cf\u304c\u6b20\u843d\u3059\u308b\u306e\u3067\u3084\u306f\u308a\u8a8d\u8a3c\u306f\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eInceptionResNetV1\uff08vggface2\uff09\u4f7f\u3044\u9854\u306e\u7279\u5fb4\u3092\u53d6\u5f97\u3057\u3001\u7279\u5fb4\u91cf\u3092\u30c7\u30fc\u30bf\u5316\u3057\u3066\u3044\u307e\u3059\u3002<br>\u307e\u305fFaiss\u306b\u3088\u3063\u3066\u9854\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u691c\u7d22\u3057\u3001\u8ddd\u96e2 (distance) \u304c IDENTICAL_DISTANCE 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noopener\">https:\/\/developers.gmo.jp\/technology\/17430\/<\/a>\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u53c2\u8003\u306b\u306a\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u57fa\u672c\u7684\u306a\u6a5f\u80fd\u3067\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u304c\u3001\u5fdc\u7528\u6b21\u7b2c\u3067\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u6d3b\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u9854\u8a8d\u8a3c\u30b5\u30fc\u30d0\u30fc\u306b\u9854\u30ed\u30b0\u30a4\u30f3\u6a5f\u80fd\u3092\u6301\u305f\u305b\u308b\u3053\u3068\u3082\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6539\u9020\u3067\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u3066\u307f\u3066\u306f\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u9854\u8a8d\u8a3c\u6280\u8853\u306f\u4eca\u5f8c\u3082\u9032\u5316\u304c\u671f\u5f85\u3055\u308c\u308b\u5206\u91ce\u3067\u3059\u306e\u3067\u3001\u305c\u3072\u3053\u306e\u6a5f\u4f1a\u306b\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u516c\u958b\u3057\u3066\u672c\u683c\u7684\u306b\u904b\u7528\u3057\u305f\u3044\u5834\u5408\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c9\u30e1\u30a4\u30f3\u3068\u30b5\u30fc\u30d0\u30fc\u306e\u9078\u5b9a\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u305d\u3053\u3067\u304a\u3059\u3059\u3081\u306a\u306e\u304c\u3001<a id=\"vn_cta_lp_vd\" class=\"ga_event_link\" style=\"{style}\" href=\"https:\/\/www.value-domain.com\/\">\u30d0\u30ea\u30e5\u30fc\u30c9\u30e1\u30a4\u30f3<\/a>\u3068<a id=\"vn_cta_lp_core\" class=\"ga_event_link\" style=\"{style}\" href=\"https:\/\/www.coreserver.jp\/\">\u30b3\u30a2\u30b5\u30fc\u30d0\u30fc<\/a>\u306e2\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-lightyellow-background-color has-background\"><strong><mark style=\"background-color:#fdb632\" class=\"has-inline-color\">\u30d0\u30ea\u30e5\u30fc\u30c9\u30e1\u30a4\u30f3<\/mark><\/strong><br>\u3000\u56fd\u5185\u6700\u5927\u7d1a\u306e\u767b\u9332\u5b9f\u7e3e\u3092\u8a87\u308b<strong>\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c9\u30e1\u30a4\u30f3\u53d6\u5f97\u30b5\u30fc\u30d3\u30b9<\/strong>\u3002<br>\u3000<strong>\u30c0\u30a4\u30ca\u30df\u30c3\u30afDNS\u306e\u7121\u6599\u63d0\u4f9b<\/strong>\u3082\u3042\u308a\u3001\u81ea\u5b85\u30b5\u30fc\u30d0\u30fc\u3067\u306e\u904b\u7528\u306b\u3082\u4fbf\u5229\u3067\u3059\u3002<br>\u3000\u30c6\u30b9\u30c8\u7528\u3084\u5b66\u7fd2\u7528\u306e\u30b5\u30fc\u30d0\u30fc\u516c\u958b\u306b\u3082\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"has-lightyellow-background-color has-background\"><strong><mark style=\"background-color:#fdb632\" class=\"has-inline-color\">\u30b3\u30a2\u30b5\u30fc\u30d0\u30fc\uff08CORE 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font-size: 1em; background: papayawhip; width: 100\uff05; height: 100\uff05;\"><span style=\"background-color: papayawhip; color: #333;\"><span style=\"background-color: papayawhip; color: #333;\"><span class=\"font-size\" style=\"font-size: 18px;\"><mark class=\"has-inline-color\" style=\"color: #ff8c00;\"><strong><span style=\"background-color: papayawhip; color: #333;\"><span class=\"has-inline-color\" style=\"color: #ff8c00;\">\u25bd\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u958b\u50ac\u4e2d\uff01<\/span><\/span><\/strong><\/mark><\/span><\/span><\/span><\/div>\n<div style=\"padding: 15px 12px 10px; font-size: 1em; background: papayawhip; width: 100\uff05; height: 100\uff05;\"><span style=\"background-color: papayawhip; color: #333;\"><span style=\"background-color: papayawhip; color: #333;\"><span data-sheets-formula-bar-text-style=\"font-size:13px;color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\"><span style=\"color: #333333;\">\u30d0\u30ea\u30e5\u30fc\u30c9\u30e1\u30a4\u30f3\u3067\u306f\u3001<\/span><\/span><\/span><\/span><\/div>\n<div style=\"padding: 15px 12px 10px; font-size: 1em; background: papayawhip; width: 100\uff05; height: 100\uff05;\"><span style=\"background-color: papayawhip; color: #333;\"><span style=\"background-color: papayawhip; color: #333;\"><span data-sheets-formula-bar-text-style=\"font-size:13px;color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\"><span style=\"color: #333333;\"><span style=\"font-size: revert; color: initial;\"><strong>\u3010 .com1\u500b\u76ee <span class=\"text-color\" style=\"color: #ff0000;\"><span class=\"font-size\" style=\"font-size: 1.3em;\">790<\/span>\u5186<\/span> <\/strong><span style=\"font-size: revert; color: initial;\"><strong>\u3011\u306e\u30c9\u30e1\u30a4\u30f3\u30bb\u30fc\u30eb\u3001<br \/><\/strong><\/span><\/span><\/span><\/span><\/span><\/span><span style=\"background-color: papayawhip; color: #333;\"><span style=\"background-color: papayawhip; color: #333;\"><span data-sheets-formula-bar-text-style=\"color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\">\u30c9\u30e1\u30a4\u30f3\u30fb\u30b5\u30fc\u30d0\u30fc\u540c\u6642\u5951\u7d04\u3067\u30c9\u30e1\u30a4\u30f3\u8cbb\u7528<span class=\"text-color\" style=\"color: #ff0000;\"><strong><span class=\"font-size\" style=\"font-size: 1.3em;\">\u6c38\u4e45\u7121\u6599<\/span>\uff08\u5e74\u9593\u6700\u5927<span class=\"font-size\" style=\"font-size: 1.em;\">3,889<\/span>\u5186\u304a\u5f97\uff09<\/strong><\/span><\/span><\/span><\/span><\/div>\n<div style=\"padding: 15px 12px 10px; font-size: 1em; background: papayawhip; width: 100\uff05; height: 100\uff05;\"><span style=\"background-color: papayawhip; color: #333;\"><span style=\"background-color: papayawhip; color: #333;\"><span data-sheets-formula-bar-text-style=\"color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\"><span style=\"color: #333333;\">\u306a\u3069\u304a\u5f97\u306a\u7279\u5178\u3084\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u304c\u76db\u308a\u3060\u304f\u3055\u3093\uff01<br \/><\/span><\/span><\/span><\/span><span style=\"background-color: papayawhip; color: #333;\"><span style=\"background-color: papayawhip; color: #333;\"><span data-sheets-formula-bar-text-style=\"color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\">\u662f\u975e\u3001\u304a\u5f97\u306a\u3053\u306e\u6a5f\u4f1a\u306b\u3054\u5229\u7528\u304f\u3060\u3055\u3044\u3002<span style=\"color: #333333;\">\u6700\u65b0\u306e\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306f<\/span><a style=\"color: ff0000;\" href=\"https:\/\/www.value-domain.com\/media\/2022campaign-all\/\"><strong><span class=\"font-size\" style=\"font-size: 1.3em;\">\u3053\u3061\u3089<\/span><\/strong><\/a><\/span><span style=\"font-size: 1em;\">\u304b\u3089<\/span><\/span><\/span><\/div>\n<p><!-- wp:paragraph --><\/p>\n<p><a href=\"https:\/\/www.value-domain.com\/\" target=\"_blank\" class=\"bnr_inner_area ga_event_banner\" id=\"vn_cta_lp_vd\"><img src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2024\/06\/vd_bnr2.png\" alt=\"\u30c9\u30e1\u30a4\u30f3\u53d6\u5f97\u306a\u3089Value Domain\"><\/a><\/p>\n\n\n\n<div style=\"padding: 15px 12px 10px; font-size: 1em; background: #ffffe0; width: 100\uff05; height: 100\uff05;\"><span style=\"background-color: #ffffe0; color: #333;\"><span class=\"font-size\" style=\"font-size: 18px;\"><span class=\"has-inline-color\" style=\"color: #ff8c00;\"><strong>\u25bd\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u958b\u50ac\u4e2d\uff01<\/strong><\/span><\/span><\/span><\/div>\n<div style=\"padding: 15px 12px 10px; font-size: 1em; background: #ffffe0; width: 100\uff05; height: 100\uff05;\"><span style=\"background-color: #ffffe0; color: #333;\"><span data-sheets-formula-bar-text-style=\"color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\">\u30b3\u30a2\u30b5\u30fc\u30d0\u30fc\u3067\u306f\u3001V2\u30d7\u30e9\u30f3\uff08CORE-X,Y,Z\uff09\u3068\u30c9\u30e1\u30a4\u30f3\u306e\u540c\u6642\u7533\u3057\u8fbc\u307f\u3067<br \/><span style=\"color: #333333;\">\u30c9\u30e1\u30a4\u30f3\u304c<\/span><span class=\"text-color\" style=\"color: #ff0000;\"><strong>\u5b9f\u8cea<span style=\"font-size: 1.3em;\">0<\/span>\u5186\uff08\u5e74\u9593\u6700\u5927<span style=\"font-size: 1.3em;\">3,889<\/span>\u5186\u304a\u5f97\uff09<\/strong><\/span>\u306b\u306a\u308b<strong>\u30b5\u30fc\u30d0\u30fc\u30bb\u30c3\u30c8\u5272\u7279\u5178<\/strong><\/span><\/span><span style=\"background-color: #ffffe0; color: #333;\"><span data-sheets-formula-bar-text-style=\"color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\"><span style=\"color: #333333;\">\u3092\u5c55\u958b\u4e2d\u3067\u3059\u3002<br \/><\/span><\/span><\/span><\/div>\n<div style=\"padding: 15px 12px 10px; font-size: 1em; background: #ffffe0; width: 100\uff05; height: 100\uff05;\"><span style=\"background-color: #ffffe0; color: #333;\"><span data-sheets-formula-bar-text-style=\"color:#000000;font-weight:normal;text-decoration:none;font-family:'Arial';font-style:normal;text-decoration-skip-ink:none;\">\u662f\u975e\u3001\u304a\u5f97\u306a\u3053\u306e\u6a5f\u4f1a\u306b\u3054\u5229\u7528\u304f\u3060\u3055\u3044\uff01<br \/><span style=\"color: #333333;\">\u6700\u65b0\u306e\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306f<\/span><\/span><span style=\"font-size: 1.3em;\"><a style=\"color: ff0000;\" href=\"https:\/\/www.value-domain.com\/media\/2022campaign-all\/\" target=\"_blank\" rel=\"noopener\"><strong>\u3053\u3061\u3089<\/strong><\/a><\/span>\u304b\u3089<br \/><\/span><\/div>\n<p><!-- wp:paragraph --><\/p>\n<p><a href=\"https:\/\/www.coreserver.jp\/\" target=\"_blank\" class=\"bnr_inner_area ga_event_banner\" id=\"vn_cta_lp_core\"><img src=\"https:\/\/media.value-domain.com\/wp-content\/uploads\/sites\/2\/2024\/06\/core_bnr2.png\" alt=\"\u8d85\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3059\u308b\u30ec\u30f3\u30bf\u30eb\u30b5\u30fc\u30d0\u30fc CORESERVER\" width=\"{width}\" height=\"{height}\"><\/a><\/p>\n<p><!-- \/wp:paragraph --><\/p>\n\n\n\n<p>\u203b<a href=\"\/media\/user-note\/\" target=\"_blank\" >\u30e6\u30fc\u30b6\u30fc\u30ce\u30fc\u30c8<\/a>\u306e\u8a18\u4e8b\u306f\u3001\u5f0a\u793e\u30b5\u30fc\u30d3\u30b9\u3092\u3054\u5229\u7528\u306e\u304a\u5ba2\u69d8\u306b\u57f7\u7b46\u3044\u305f\u3060\u3044\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n<div style=\"border: 1px solid #8fa2b2; padding: 5px 20px; border-radius: 4px 4px 0 0; background: #8fa2b2;\"><span style=\"color: #ffffff;\">\u57f7\u7b46\u8005\uff1a\u82d7\u5834 \u7fd4\u69d8<\/span><\/div>\n<div style=\"border: 1px solid #8fa2b2; padding: 0px 20px; border-radius: 0 0 4px 4px; background: 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