{"id":3137,"date":"2021-10-21T08:32:24","date_gmt":"2021-10-20T23:32:24","guid":{"rendered":"https:\/\/www.ryucom.co.jp\/blog\/?p=3137"},"modified":"2021-10-21T08:32:27","modified_gmt":"2021-10-20T23:32:27","slug":"post-3137","status":"publish","type":"post","link":"https:\/\/www.ryucom.co.jp\/blog\/aws\/3137","title":{"rendered":"\u30b5\u30fc\u30d0\u30ec\u30b9\u3067\u753b\u50cf\u306e\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u4f5c\u3063\u3066\u307f\u305f\u2461"},"content":{"rendered":"\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u5bae\u5185\u3067\u3059\u3002<br>\u524d\u56de\u306f\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u4e0b\u6e96\u5099\u3068\u3057\u3066\u3001Lambda Layer\u306e\u8a2d\u5b9a\u307e\u3067\u884c\u3044\u307e\u3057\u305f\u3002<br>\u4eca\u56de\u306f\u3044\u3088\u3044\u3088\u3001\u672c\u984c\u306e\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u5b9f\u88c5\u3092\u8aac\u660e\u3057\u307e\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u56f3<\/h2>\n\n\n\n<p>S3\u3078\u306e\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u30c8\u30ea\u30ac\u30fc\u3068\u3057\u3066\u3001Lambda\u3092\u5b9f\u884c\u3059\u308b\u30b7\u30f3\u30d7\u30eb\u306a\u69cb\u6210\u3067\u3059\u3002<br>S3\u306b\u95a2\u3057\u3066\u306f\u30e2\u30b6\u30a4\u30af\u5143\u753b\u50cf\u4fdd\u5b58\u7528\u3001\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u753b\u50cf\u4fdd\u5b58\u7528\u306e\uff12\u3064\u3042\u308a\u307e\u3059\u304c\u3001\u30d0\u30b1\u30c3\u30c8\u306f\u540c\u3058\u3067\u3001\u30d5\u30a9\u30eb\u30c0\u3092\u5206\u3051\u308b\u8a2d\u8a08\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"747\" height=\"440\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000471.jpg\" alt=\"\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u56f3\" class=\"wp-image-3326\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000471.jpg 747w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000471-300x177.jpg 300w\" sizes=\"(max-width: 747px) 100vw, 747px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f7f\u7528\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066<\/h3>\n\n\n\n<p>\u5404\u7a2e\u30b5\u30fc\u30d3\u30b9\u306e\u6982\u8981\u3068\u7528\u9014\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><strong>Amazon S3\uff08Simple Storage Service\uff09<\/strong><\/li><\/ul>\n\n\n\n<p>AWS\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3002<br>\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3059\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><strong>AWS Lambda<\/strong><\/li><\/ul>\n\n\n\n<p>AWS\u306e\u30b5\u30fc\u30d0\u30ec\u30b9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3002<br>\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u3092Python3.8\u3067\u5b9f\u88c5\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002<br><span style=\"background-color: #ffffe0\" class=\"background-color\">\u2605\u524d\u56de\u3001Pillow\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u8a2d\u5b9a\u3057\u305fLambda\u3092\u4f7f\u7528\u3057\u307e\u3057\u3087\u3046\uff01<\/span><\/p>\n\n\n\n<ul><li><strong>Amazon Rekognition\uff08Image\uff09<\/strong><\/li><\/ul>\n\n\n\n<p>AWS\u306e\u753b\u50cf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3002<br>\u753b\u50cf\u5185\u306e\u9854\u691c\u51fa\u3092\u884c\u3046\u300cDetectFaces\u300d\u3068\u3044\u3046API\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u5b9f\u88c5<\/h2>\n\n\n\n<p>Lambda\u306b\u5b9f\u88c5\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u30b3\u30fc\u30c9\u306e\u8aac\u660e\u3092\u3057\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code><span style=\"font-size: 16px\" class=\"font-size\"><span style=\"color: #dc143c\" class=\"text-color\"># 1.\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8<\/span><br>from PIL import Image<br>import boto3<br>from io import BytesIO<br><br>def lambda_handler(event, context):<br><br>\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 2.\u30d0\u30b1\u30c3\u30c8\u540d\u3068\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u53d6\u5f97<\/span><br>\u3000\u3000bucket_name = event['Records'][0]['s3']['bucket']['name']<br>\u3000\u3000file_name = event['Records'][0]['s3']['object']['key']<br><br>\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 3.Lambda\u3068\u4ed6\u306eAWS\u30b5\u30fc\u30d3\u30b9\uff08Rekognition,S3\uff09\u3092\u9023\u643a<\/span><br>\u3000\u3000rekognition_client = boto3.client('rekognition')<br>\u3000\u3000s3_resource = boto3.resource('s3')<br>\u3000\u3000bucket = s3_resource.Bucket(bucket_name)<br><br>\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 4.\u5909\u6570\u3001\u5b9a\u6570\u5b9a\u7fa9<\/span><br>\u3000\u3000list_boundingbox = []<br>\u3000\u3000MOSAIC_IMAGE_PREFIX = 'mosaiced\/mos_'<br><br>\u3000\u3000try:<br>\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 5.Rekognition\u306eAPI\u5b9f\u884c<\/span><br>\u3000\u3000\u3000\u3000response = rekognition_client.detect_faces(Image={'S3Object':<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000{'Bucket':bucket_name,<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000  'Name':file_name}<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000 },<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000 Attributes=['DEFAULT'])<br><br>\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># \u753b\u50cf\u5185\u306b\u9854\u304c\u5199\u3063\u3066\u3044\u306a\u3044\u5834\u5408<\/span><br>\u3000\u3000\u3000\u3000if len(response['FaceDetails']) == 0:<br>\u3000\u3000\u3000\u3000\u3000\u3000# \u51e6\u7406\u7d50\u679c<br>\u3000\u3000\u3000\u3000\u3000\u3000result = '\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u5185\u306b\u9854\u304c\u691c\u51fa\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002'<br>\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># \u753b\u50cf\u5185\u306b\u9854\u304c\u5199\u3063\u3066\u3044\u308b\u5834\u5408<\/span><br>\u3000\u3000\u3000\u3000else:<br>\u3000\u3000\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 6.\u9854\u306e\u4f4d\u7f6e\u60c5\u5831\u3092\u53d6\u5f97<\/span><br>\u3000\u3000\u3000\u3000\u3000\u3000for faceDetail in response['FaceDetails']:<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000boundingbox = []<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Left'])<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Top'])<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Width'])<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Height'])<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000list_boundingbox.append(boundingbox)<br><br>\u3000\u3000\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 7.\u753b\u50cf\u30c7\u30fc\u30bf\u53d6\u5f97<\/span><br>\u3000\u3000\u3000\u3000\u3000\u3000response = bucket.Object(file_name).get()<br>\u3000\u3000\u3000\u3000\u3000\u3000body = response['Body'].read()<br>\u3000\u3000\u3000\u3000\u3000\u3000im = Image.open(BytesIO(body))<br>\u3000\u3000\u3000\u3000\u3000\u3000im_width = im.width<br>\u3000\u3000\u3000\u3000\u3000\u3000im_height = im.height<br><br>\u3000\u3000\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 8.\u753b\u50cf\u306e\u30e2\u30b6\u30a4\u30af\u51e6\u7406<\/span><br>\u3000\u3000\u3000\u3000\u3000\u3000for boundingBox in list_boundingbox:<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000x1 = (float)(boundingBox[0]*im_width)<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000y1 = (float)(boundingBox[1]*im_height)<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000x2 = x1 + (float)(boundingBox[2]*im_width)<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000y2 = y1 + (float)(boundingBox[3]*im_height)<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000face = im.crop((x1, y1, x2, y2))<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000mos_img = face.resize([x \/\/ 16 for x in face.size]).resize(face.size)<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000im.paste(mos_img, (int(x1), int(y1)))<br><br>\u3000\u3000\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 9.\u30e1\u30e2\u30ea\u4e0a\u3067\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u306e\u753b\u50cf\u3092\u4fdd\u5b58<\/span><br>\u3000\u3000\u3000\u3000\u3000\u3000bytesIo = BytesIO()<br>\u3000\u3000\u3000\u3000\u3000\u3000im.save(bytesIo, format=im.format)<br>\u3000\u3000\u3000\u3000\u3000\u3000bytesIo.seek(0)<br><br>\u3000\u3000\u3000\u3000\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 10.\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u306e\u753b\u50cf\u3092S3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/span><br>\u3000\u3000\u3000\u3000\u3000\u3000idx = file_name.find('\/')<br>\u3000\u3000\u3000\u3000\u3000\u3000file_name = file_name[idx+1:]<br>\u3000\u3000\u3000\u3000\u3000\u3000processed_file_name = MOSAIC_IMAGE_PREFIX + file_name<br>\u3000\u3000\u3000\u3000\u3000\u3000bucket.put_object(<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000Body = bytesIo,<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000Key = processed_file_name,<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000ContentType = 'image\/jpeg'<br>\u3000\u3000\u3000\u3000\u3000\u3000)<br><br>\u3000\u3000\u3000\u3000\u3000\u3000result = '\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5b9f\u884c\uff01 \u4fdd\u5b58\u30d5\u30a1\u30a4\u30eb\u540d\uff1a' + processed_file_name'<br>\u3000\u3000except Exception as e:<br>\u3000\u3000\u3000\u3000print(e)<br><br>\u3000\u3000<span style=\"color: #dc143c\" class=\"text-color\"># 11.\u51e6\u7406\u7d50\u679c\u3092\u8868\u793a\u3001\u8fd4\u5374<\/span><br>\u3000\u3000print(result)<br>\u3000\u3000return(result)<\/span><\/code><\/p><\/div><\/div>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u5b9f\u88c5\u306e\u4e3b\u8981\u306a\u90e8\u5206\u306b\u3064\u3044\u3066\u7d30\u304b\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8<\/h3>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>from PIL import Image<br>import boto3<br>from io import BytesIO<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u4eca\u56de\u4f7f\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u4ee5\u4e0b\u306e\uff13\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<ul><li>PIL.Image\uff1a\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3002\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u304b\u306a\u3081\u3068\u306a\u308b\u3002<\/li><li>boto3\uff1aPython\u3067AWS\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3002Lambda\u3067Python\u3092\u4f7f\u3046\u306a\u3089\u6b20\u304b\u305b\u306a\u3044\u3002<\/li><li>io.BytesIO\uff1a\u30e1\u30e2\u30ea\u4e0a\u3067\u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3002\u753b\u50cf\u3092\u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u3068\u3057\u3066\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3002<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Rekognition\u306eAPI\u5b9f\u884c<\/h3>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>response = rekognition_client.detect_faces(Image={'S3Object':<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000{'Bucket':bucket_name,<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000 'Name':file_name}<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000 },<br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000 Attributes=['DEFAULT'])<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u753b\u50cf\u5185\u306e\u9854\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u3001Rekognition\u306eAPI\u300cDetectFaces\u300d\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\u30ea\u30af\u30a8\u30b9\u30c8\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u8a2d\u5b9a\u3059\u308b\u306e\u306f\u3001Image\u3068Attributes\u306e\uff12\u3064\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li>Image\uff1a\u5206\u6790\u3092\u884c\u3046\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3092\u8a2d\u5b9a\u3059\u308b\u3002\u4eca\u56de\u306fS3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u305f\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3092\u6307\u5b9a\u3059\u308b\u3002<\/li><li>Attributes\uff1aALL\u3001\u307e\u305f\u306fDEFAULT\u3092\u8a2d\u5b9a\u3059\u308b\u3002ALL\u306f\u53d6\u5f97\u53ef\u80fd\u306a\u5168\u60c5\u5831\u3001DEFAULT\u306f\u4e00\u90e8\u60c5\u5831\u3060\u3051\u3092\u53d6\u5f97\u3059\u308b\u3002<\/li><\/ul>\n\n\n\n<p>Attibutes\u3067ALL\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u5e74\u9f62\u3084\u6027\u5225\u3001\u8868\u60c5\u3068\u3044\u3063\u305f\u8a73\u7d30\u306a\u5206\u6790\u7d50\u679c\u3082\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<br>\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3067\u4f7f\u7528\u3059\u308b\u60c5\u5831\u306f\u3001DEFAULT\u6307\u5b9a\u3067\u3082\u53d6\u5f97\u53ef\u80fd\u306a\u306e\u3067\u3001\u4eca\u56de\u306fDEFAULT\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300cDetectFaces\u300d\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001AWS\u516c\u5f0f\u306eAPI\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p><a rel=\"noreferrer noopener\" href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/rekognition\/latest\/dg\/API_DetectFaces.html\" target=\"_blank\"><strong>Amazon Rekognition &#8211; DetectFaces<\/strong><\/a><\/p><\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u5185\u306b\u9854\u304c\u5199\u3063\u3066\u3044\u306a\u3044\u5834\u5408<\/h3>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>if len(response['FaceDetails']) == 0:<br>\u3000\u3000# \u51e6\u7406\u7d50\u679c<br>\u3000\u3000result = '\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u5185\u306b\u9854\u304c\u691c\u51fa\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002'<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u753b\u50cf\u306e\u9854\u60c5\u5831\u306f FaceDetails \u3068\u3044\u3046\u30ea\u30b9\u30c8\u3067\u8fd4\u5374\u3055\u308c\u307e\u3059\u3002<br>\u9854\u304c\u691c\u51fa\u3055\u308c\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u30ea\u30b9\u30c8\u306e\u9577\u3055\u304c\uff10\u306b\u306a\u308b\u305f\u3081\u3001\u30ea\u30b9\u30c8\u306e\u9577\u3055\u304c\uff10\u306e\u5834\u5408\u306f\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u5b9f\u884c\u3057\u306a\u3044\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3061\u306a\u307f\u306b\u8907\u6570\u4eba\u306e\u9854\u304c\u5199\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30ea\u30b9\u30c8\u306e\u8981\u7d20\u304c\u8907\u6570\u500b\u8a2d\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"926\" height=\"492\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000470.jpg\" alt=\"FaceDetails\" class=\"wp-image-3313\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000470.jpg 926w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000470-300x159.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000470-768x408.jpg 768w\" sizes=\"(max-width: 926px) 100vw, 926px\" \/><\/figure>\n\n\n\n<p>\u4ee5\u964d\u306e\u51e6\u7406\u306f\u9854\u304c\u5199\u3063\u3066\u3044\u308b\u5834\u5408\u306e\u51e6\u7406\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9854\u306e\u4f4d\u7f6e\u60c5\u5831\u3092\u53d6\u5f97<\/h3>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>for faceDetail in response['FaceDetails']:<br>\u3000\u3000boundingbox = []<br>\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Left'])<br>\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Top'])<br>\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Width'])<br>\u3000\u3000boundingbox.append(faceDetail['BoundingBox']['Height'])<br>\u3000\u3000list_boundingbox.append(boundingbox)<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u8907\u6570\u4eba\u5199\u3063\u3066\u3044\u308b\u5834\u5408\u3092\u8003\u616e\u3057\u3001\u9854\u306e\u4f4d\u7f6e\u60c5\u5831\u306ffor\u6587\u3067\u307e\u3068\u3081\u3066\u53d6\u5f97\u3057\u307e\u3059\u3002<br>\u3053\u3053\u3067\u5229\u7528\u3059\u308b\u306e\u304c\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u306b\u542b\u307e\u308c\u3066\u3044\u308b BoundingBox \u306e\u5024\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">BoundingBox\u3068\u306f<\/h4>\n\n\n\n<p>\u300c\u5883\u754c\u30dc\u30c3\u30af\u30b9\u300d\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3067\u3001\u9854\u3092\u56f2\u3080\u56db\u89d2\u5f62\u306e\u67a0\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<br>BoundingBox\u306b\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\uff14\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li>Left\uff1a<strong>\u753b\u50cf\u5168\u4f53\u306e\u5e45\u306e\u6bd4\u7387<\/strong>\u3068\u3057\u3066\u306e\u3001BoundingBox\u306e\u5de6\u7aef\u5ea7\u6a19<\/li><li>Top\uff1a<strong>\u753b\u50cf\u5168\u4f53\u306e\u9ad8\u3055\u306e\u6bd4\u7387<\/strong>\u3068\u3057\u3066\u306e\u3001BoundingBox\u306e\u4e0a\u7aef\u5ea7\u6a19<\/li><li>Width\uff1a<strong>\u753b\u50cf\u5168\u4f53\u306e\u5e45\u306e\u6bd4\u7387<\/strong>\u3068\u3057\u3066\u306e\u3001BoundingBox\u306e\u5e45<\/li><li>Height\uff1a<strong>\u753b\u50cf\u5168\u4f53\u306e\u9ad8\u3055\u306e\u6bd4\u7387<\/strong>\u3068\u3057\u3066\u306e\u3001BoundingBox\u306e\u9ad8\u3055<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"383\" height=\"343\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000476.jpg\" alt=\"BoundingBox\" class=\"wp-image-3344\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000476.jpg 383w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000476-300x269.jpg 300w\" sizes=\"(max-width: 383px) 100vw, 383px\" \/><\/figure>\n\n\n\n<p>\u6ce8\u610f\u70b9\u3068\u3057\u3066\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u5024\u306f\u753b\u50cf\u306e\u5e45\u3084\u9ad8\u3055\uff08\u30d4\u30af\u30bb\u30eb\uff09\u306b\u5bfe\u3059\u308b\u300c\u6bd4\u7387\uff08\uff10\uff5e\uff11\u306e\u5024\uff09\u300d\u3067\u3042\u308b\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<br>\u4f8b\u3048\u3070\u3001\u9854\u306e\u7e26\u306e\u5927\u304d\u3055\uff08Height\uff09\u304c\u753b\u50cf\u306e\u9ad8\u3055\u306b\u5bfe\u3057\u3066\u3061\u3087\u3046\u3069\u534a\u5206\u3060\u3063\u305f\u5834\u5408\u3001Height\u306b\u306f\u300c0.5\u300d\u3068\u3044\u3046\u5024\u304c\u8a2d\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3067\u306f\u30d4\u30af\u30bb\u30eb\u5024\u3092\u4f7f\u3046\u305f\u3081\u3001BoundingBox\u306e\u5024\u3092\u305d\u306e\u307e\u307e\u5229\u7528\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<br>\u305d\u3053\u3067\u3001\u6bd4\u7387\u3092\u30d4\u30af\u30bb\u30eb\u5024\u3078\u5909\u63db\u3059\u308b\u306b\u306f\u3001\u753b\u50cf\u306e\u5e45\u3068\u9ad8\u3055\u306e\u30d4\u30af\u30bb\u30eb\u5024\u3092\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u30c7\u30fc\u30bf\u53d6\u5f97<\/h3>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>response = bucket.Object(file_name).get()<br>body = response['Body'].read()<br>im = Image.open(BytesIO(body))<br>im_width = im.width<br>im_height = im.height<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u307e\u305a\u306f\u30d0\u30b1\u30c3\u30c8\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u5229\u7528\u3057\u3066\u3001S3\u304b\u3089\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<br>\u53d6\u5f97\u3057\u305f\u753b\u50cf\u30c7\u30fc\u30bf\u306fPillow\u3068BytesIO\u3092\u5229\u7528\u3057\u3066\u30d0\u30a4\u30c8\u5217\u306b\u5909\u63db\u3057\u3001\u753b\u50cf\u306e\u5e45\u3068\u9ad8\u3055\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<br>\u3053\u308c\u3067\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u5b9f\u884c\u3059\u308b\u6e96\u5099\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u306e\u30e2\u30b6\u30a4\u30af\u51e6\u7406<\/h3>\n\n\n\n<p>\u3053\u3053\u306f\u5c11\u3057\u6570\u5b66\u30c1\u30c3\u30af\u306a\u8a71\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30e2\u30b6\u30a4\u30af\u7bc4\u56f2\u306e\u7279\u5b9a<\/h4>\n\n\n\n<p>\u307e\u305a\u306f\u30e2\u30b6\u30a4\u30af\u3092\u304b\u3051\u308b\u7bc4\u56f2\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<br>\u6c42\u3081\u305f\u3044\u306e\u306fBoundingBox\u306e\u5de6\u4e0a\u306e\u5ea7\u6a19\uff08x1\u3001y1\uff09\u3068\u3001\u53f3\u4e0b\u306e\u5ea7\u6a19\uff08x2\u3001y2\uff09\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"421\" height=\"366\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000444.jpg\" alt=\"\u30e2\u30b6\u30a4\u30af\u7bc4\u56f2\" class=\"wp-image-3252\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000444.jpg 421w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000444-300x261.jpg 300w\" sizes=\"(max-width: 421px) 100vw, 421px\" \/><\/figure>\n\n\n\n<p>\u5de6\u4e0a\u306e\u5ea7\u6a19\uff08x1\u3001y1\uff09\u306e\u6c42\u3081\u65b9\u306f\u7c21\u5358\u3067\u3001<\/p>\n\n\n\n<ul><li><code>\u5de6\u4e0a\u306ex\u5ea7\u6a19\uff08x1\uff09 \uff1d\uff08\u753b\u50cf\u306e\u5e45\uff09\u00d7\uff08BoundingBox\u306e\u5de6\u7aef\u5ea7\u6a19\u306e\u6bd4\u7387\uff1aLeft\uff09<\/code><\/li><li><code>\u5de6\u4e0a\u306ey\u5ea7\u6a19\uff08y1\uff09 \uff1d\uff08\u753b\u50cf\u306e\u9ad8\u3055\uff09\u00d7\uff08BoundingBox\u306e\u4e0a\u7aef\u5ea7\u6a19\u306e\u6bd4\u7387\uff1aTop\uff09<\/code><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"529\" height=\"425\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000466.jpg\" alt=\"BoundingBox\u306e\u5de6\u4e0a\u5ea7\u6a19\" class=\"wp-image-3301\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000466.jpg 529w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000466-300x241.jpg 300w\" sizes=\"(max-width: 529px) 100vw, 529px\" \/><\/figure>\n\n\n\n<p>\u3067\u6c42\u3081\u3089\u308c\u308b\u306e\u3067\u3001\u4ee5\u4e0b\u306e\u5b9f\u88c5\u3068\u306a\u3063\u3066\u3044\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:10px;padding:0px 15px 0px 15px\"><p><code>x1 = (float)(boundingBox[0]*im_width)<br>y1 = (float)(boundingBox[1]*im_height)<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u4e00\u65b9\u3001\u53f3\u4e0b\u306e\u5ea7\u6a19\uff08x2\u3001y2\uff09\u306f\u3001\u5de6\u4e0a\u306e\u5ea7\u6a19\uff08x1\u3001y1\uff09\u3092\u5229\u7528\u3057\u3066\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li><code>\u53f3\u4e0b\u306ex\u5ea7\u6a19\uff08x2\uff09 \uff1d\uff08\u5de6\u4e0a\u306ex\u5ea7\u6a19\uff08x1\uff09\uff09\uff0b<span style=\"background-color: #ffffe0\" class=\"background-color\"><span class=\"luxe-dot-hilight-red\"><span class=\"luxe-dot-hilight-orange\">\uff08BoundingBox\u306e\u5e45\uff09<\/span><\/span><\/span><br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\uff1d\uff08\u5de6\u4e0a\u306ex\u5ea7\u6a19\uff08x1\uff09\uff09\uff0b<span style=\"background-color: #ffffe0\" class=\"background-color\"><span class=\"luxe-dot-hilight-orange\">\uff5b\uff08\u753b\u50cf\u306e\u5e45\uff09\u00d7\uff08BoundingBox\u306e\u5e45\u306e\u6bd4\u7387\uff1aWidth\uff09\uff5d<\/span><\/span><\/code><\/li><li><code>\u53f3\u4e0b\u306ex\u5ea7\u6a19\uff08y2\uff09 \uff1d\uff08\u5de6\u4e0a\u306ey\u5ea7\u6a19\uff08y1\uff09\uff09\uff0b<span style=\"background-color: #ffffe0\" class=\"background-color\"><span class=\"luxe-dot-hilight-green\"><span class=\"luxe-dot-hilight-red\"><span class=\"luxe-dot-hilight-pink\"><span class=\"luxe-dot-hilight-blue\">\uff08BoundingBox\u306e\u9ad8\u3055\uff09<\/span><\/span><\/span><\/span><\/span><br>\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\u3000\uff1d\uff08\u5de6\u4e0a\u306ey\u5ea7\u6a19\uff08y1\uff09\uff09\uff0b<span style=\"background-color: #ffffe0\" class=\"background-color\"><span class=\"luxe-dot-hilight-blue\">\uff5b\uff08\u753b\u50cf\u306e\u9ad8\u3055\uff09\u00d7\uff08BoundingBox\u306e\u9ad8\u3055\u306e\u6bd4\u7387\uff1aHeight\uff09\uff5d<\/span><\/span><\/code><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"472\" height=\"426\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000467.jpg\" alt=\"BoundingBox\u306e\u53f3\u4e0b\u5ea7\u6a19\" class=\"wp-image-3303\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000467.jpg 472w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000467-300x271.jpg 300w\" sizes=\"(max-width: 472px) 100vw, 472px\" \/><\/figure>\n\n\n\n<p>\u5b9f\u88c5\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\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:10px;padding:0px 15px 0px 15px\"><p><code>x2 = x1 + (float)(boundingBox[2]*im_width)<br>y2 = y1 + (float)(boundingBox[3]*im_height)<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u540c\u3058\u3088\u3046\u306a\u8aac\u660e\u306f\u3001AWS\u516c\u5f0f\u306e\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u30ac\u30a4\u30c9\u306b\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u662f\u975e\u3053\u3061\u3089\u3082\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p><strong><a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/rekognition\/latest\/dg\/images-displaying-bounding-boxes.html\" target=\"_blank\" rel=\"noreferrer noopener\">Amazon Rekognition &#8211; \u5883\u754c\u30dc\u30c3\u30af\u30b9\u306e\u8868\u793a<\/a><\/strong><\/p><\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\">\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u5b9f\u88c5<\/h4>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>face = im.crop((x1, y1, x2, y2))<br>mos_img = face.resize([x \/\/ 16 for x in face.size]).resize(face.size)<br>im.paste(mos_img, (int(x1), int(y1)))<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u5b9f\u88c5\u3067\u3059\u304c\u3001\u5b9f\u306fPillow\u306b\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u884c\u306a\u3046\u95a2\u6570\u306f\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<br>\u305d\u3053\u3067\u3001\u8907\u6570\u306e\u95a2\u6570\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u3067\u3001\u7591\u4f3c\u7684\u306a\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol><li><code>crop\u95a2\u6570\u306b\u3088\u308a\u3001\u30e2\u30b6\u30a4\u30af\u3059\u308b\u7bc4\u56f2\u3092\u5207\u308a\u53d6\u308b\u3002<\/code><\/li><li><code>resize\u95a2\u6570\u306b\u3088\u308a\u3001\u5207\u308a\u53d6\u3063\u305f\u753b\u50cf\u3092\u7e2e\u5c0f\u3057\u3001\u5143\u306e\u30b5\u30a4\u30ba\u306b\u62e1\u5927\u3059\u308b\u3002\uff08\u753b\u50cf\u3092\u7c97\u304f\u3059\u308b\uff09<\/code><\/li><li><code>paste\u95a2\u6570\u306b\u3088\u308a\u3001\u5207\u308a\u53d6\u3063\u305f\u7bc4\u56f2\u3092\u5143\u306e\u753b\u50cf\u306b\u8cbc\u308a\u4ed8\u3051\u308b\u3002<\/code><\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"277\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000416-1024x277.jpg\" alt=\"\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u4ed5\u7d44\u307f\" class=\"wp-image-3178\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000416-1024x277.jpg 1024w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000416-300x81.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000416-768x208.jpg 768w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000416.jpg 1236w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30e2\u30ea\u4e0a\u3067\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u306e\u753b\u50cf\u3092\u4fdd\u5b58<\/h3>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>bytesIo = BytesIO()<br>im.save(bytesIo, format=im.format)<br>bytesIo.seek(0)<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u4eca\u56de\u306f\u30b5\u30fc\u30d0\u30ec\u30b9\u3067\u306e\u5b9f\u88c5\u306a\u306e\u3067\u3001BytesIO\u3092\u5229\u7528\u3057\u3066\u30e1\u30e2\u30ea\u4e0a\u3067\u753b\u50cf\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002<br>seek\u95a2\u6570\u306f\u30d0\u30a4\u30c8\u5217\u306e\u8aad\u307f\u59cb\u3081\u308b\u4f4d\u7f6e\uff08\u30dd\u30a4\u30f3\u30bf\uff09\u3092\u5148\u982d\u306b\u5909\u66f4\u3059\u308b\u304a\u307e\u3058\u306a\u3044\u3067\u3001\u753b\u50cf\u3092\u6b63\u5e38\u306b\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u5fd8\u308c\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u306e\u753b\u50cf\u3092S3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/h3>\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=\"color:#000000;background-color:#ffffff;border:1px solid #006edc;border-radius:10px;padding:0px 15px 0px 15px\"><p><code>idx = file_name.find('\/')<br>file_name = file_name[idx+1:]<br>processed_file_name = MOSAIC_IMAGE_PREFIX + file_name<br>bucket.put_object(<br>\u3000\u3000Body = bytesIo,<br>\u3000\u3000Key = processed_file_name,<br>\u3000\u3000ContentType = 'image\/jpeg'<br>)<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u30e1\u30e2\u30ea\u4e0a\u3067\u4fdd\u5b58\u3057\u305f\u753b\u50cf\u3092S3\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<br>\uff11\uff5e\uff12\u884c\u76ee\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u4ed8\u3044\u3066\u3044\u308b\u300coriginal\/\u300d\u3068\u3044\u3046\u63a5\u982d\u8f9e\u3092\u5916\u3057\u3066\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u306e\u307f\u3092\u53d6\u5f97\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u4e2d\u3067\u5fd8\u308c\u3066\u306f\u3044\u3051\u306a\u3044\u306e\u304c\u3001\u300cContentType = &#8216;image\/jpeg&#8217;\u300d\u306e\u8a2d\u5b9a\u3067\u3059\u3002<br>\u3053\u306e\u8a2d\u5b9a\u3092\u5fd8\u308c\u3066\u3057\u307e\u3046\u3068\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304c\u300capplicaton\/octet-stream\u300d\u3067\u8a2d\u5b9a\u3055\u308c\u3066\u3057\u307e\u3044\u3001\u30d0\u30a4\u30ca\u30ea\u30d5\u30a1\u30a4\u30eb\u306e\u6271\u3044\u3068\u306a\u3063\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3053\u3046\u3068\u3059\u308b\u5ea6\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u767a\u751f\u3057\u307e\u3059\u3002<br>S3\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u5834\u5408\u306f\u3001\u5fc5\u305aContentType\u3092\u8a2d\u5b9a\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Lambda\u306e\u30c8\u30ea\u30ac\u30fc\u8a2d\u5b9a<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306bLambda\u306e\u30c8\u30ea\u30ac\u30fc\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<br>Lambda\u306e\u7de8\u96c6\u753b\u9762\u306e\u4e0a\u90e8\u306b\u3042\u308b \u95a2\u6570\u306e\u6982\u8981 \u306e\u300c\u30c8\u30ea\u30ac\u30fc\u3092\u8ffd\u52a0\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1379\" height=\"296\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000418.jpg\" alt=\"\u30c8\u30ea\u30ac\u30fc\u306e\u8ffd\u52a0\" class=\"wp-image-3182\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000418.jpg 1379w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000418-300x64.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000418-1024x220.jpg 1024w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000418-768x165.jpg 768w\" sizes=\"(max-width: 1379px) 100vw, 1379px\" \/><\/figure>\n\n\n\n<p>\u30c8\u30ea\u30ac\u30fc\u306e\u8a2d\u5b9a\u753b\u9762\u304c\u958b\u304d\u307e\u3059\u306e\u3067\u3001\u5fc5\u8981\u306a\u9805\u76ee\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"690\" height=\"724\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000474.jpg\" alt=\"\u30c8\u30ea\u30ac\u30fc\u306e\u8a2d\u5b9a\" class=\"wp-image-3341\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000474.jpg 690w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000474-286x300.jpg 286w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><\/figure>\n\n\n\n<p>\u3053\u3053\u3067\u6ce8\u610f\u3059\u3079\u304d\u306a\u306e\u304c\u300c\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9-\u30aa\u30d7\u30b7\u30e7\u30f3\u300d\u306e\u9805\u76ee\u3067\u3059\u3002<br>\u4eca\u56de\u306eLambda\u306e\u4ed5\u69d8\u3068\u3057\u3066\u3001S3\u3078\u306e\u753b\u50cf\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3092\u30c8\u30ea\u30ac\u30fc\u306b\u51e6\u7406\u3092\u884c\u306a\u3044\u3001\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u306e\u753b\u50cf\u3092S3\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3053\u306e\u6642\u3001\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u300c\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9-\u30aa\u30d7\u30b7\u30e7\u30f3\u300d\u3067\u8a2d\u5b9a\u3057\u305f\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\u3068\u3001\u30e2\u30b6\u30a4\u30af\u3092\u304b\u3051\u305f\u753b\u50cf\u3092\u30c8\u30ea\u30ac\u30fc\u306bLambda\u304c\u5b9f\u884c\u3055\u308c\u308b\u305f\u3081\u3001\u51e6\u7406\u304c\u30eb\u30fc\u30d7\u3059\u308b\uff08\u518d\u5e30\u7684\u306bLambda\u304c\u5b9f\u884c\u3055\u308c\u308b\uff09\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1608\" height=\"398\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000475.jpg\" alt=\"\u518d\u5e30\u547c\u3073\u51fa\u3057\" class=\"wp-image-3342\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000475.jpg 1608w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000475-300x74.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000475-1024x253.jpg 1024w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000475-768x190.jpg 768w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000475-1536x380.jpg 1536w\" sizes=\"(max-width: 1608px) 100vw, 1608px\" \/><\/figure>\n\n\n\n<p>\u518d\u5e30\u547c\u3073\u51fa\u3057\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3001<\/p>\n\n\n\n<p><strong>\u300c\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9-\u30aa\u30d7\u30b7\u30e7\u30f3\u300d\u3067\u8a2d\u5b9a\u3057\u305f\u30d5\u30a9\u30eb\u30c0\uff08\u51e6\u7406\u306e\u30c8\u30ea\u30ac\u30fc\u3068\u306a\u308b\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u30d5\u30a9\u30eb\u30c0\uff09\u3068\u3001\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5f8c\u306e\u753b\u50cf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u30d5\u30a9\u30eb\u30c0\u304c\u7570\u306a\u308b\u3053\u3068<\/strong><\/p>\n\n\n\n<p>\u306f\u5fc5\u305a\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\uff01<br>\u4eca\u56de\u306f\u30d0\u30b1\u30c3\u30c8\u3092\u5171\u6709\u3057\u3066\u3044\u308b\u305f\u3081\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u4f7f\u7528\u3059\u308b\u30d0\u30b1\u30c3\u30c8\u3092\u5225\u3005\u306b\u3057\u3066\u3044\u308c\u3070\u5fc3\u914d\u306f\u7121\u3044\u3067\u3059\u306d\u3002\u554f\u984c\u304c\u7121\u3051\u308c\u3070\u8ffd\u52a0\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u30c8\u30ea\u30ac\u30fc\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u307f\u308b<\/h2>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u5b9f\u969b\u306b\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<br>\u3053\u3061\u3089\u306e\u96c6\u5408\u5199\u771f\u3092\u4f7f\u3063\u3066\u691c\u8a3c\u3057\u307e\u3059\u3002<br><a rel=\"noreferrer noopener\" href=\"https:\/\/www.photo-ac.com\/main\/detail\/315222?title=%E9%9D%92%E7%A9%BA%E3%81%AE%E4%B8%8B%E3%80%81%E3%82%B9%E3%83%9E%E3%83%9B%E3%81%A7%E8%A8%98%E5%BF%B5%E5%86%99%E7%9C%9F7\" target=\"_blank\">https:\/\/www.photo-ac.com\/main\/detail\/315222?title=%E9%9D%92%E7%A9%BA%E3%81%AE%E4%B8%8B%E3%80%81%E3%82%B9%E3%83%9E%E3%83%9B%E3%81%A7%E8%A8%98%E5%BF%B5%E5%86%99%E7%9C%9F7<\/a><\/p>\n\n\n\n<div class=\"wp-block-cover has-custom-content-position is-position-bottom-right\" style=\"background-image:url(https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/GroupPhoto.jpg);background-position:40% 53%\"><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-white-color has-text-color\">\u5f15\u7528\u5143\uff1aphotoAC<\/p>\n<\/div><\/div>\n\n\n\n<p>\u30c8\u30ea\u30ac\u30fc\u306b\u8a2d\u5b9a\u3057\u305f\u30d5\u30a9\u30eb\u30c0\u306b\u753b\u50cf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<br>CloudWatch\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u5b9f\u884c\u306e\u30ed\u30b0\u304c\u51fa\u529b\u3055\u308c\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"844\" height=\"209\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000460.jpg\" alt=\"\u30e2\u30b6\u30a4\u30af\u3042\u308a\u306e\u51e6\u7406\u30ed\u30b0\" class=\"wp-image-3291\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000460.jpg 844w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000460-300x74.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000460-768x190.jpg 768w\" sizes=\"(max-width: 844px) 100vw, 844px\" \/><\/figure>\n\n\n\n<p>\u30ed\u30b0\u51fa\u529b\u306e\u901a\u308a\u3001mosaiced\u30d5\u30a9\u30eb\u30c0\u306b\u753b\u50cf\u304c\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"389\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000461-1024x389.jpg\" alt=\"\u753b\u50cf\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u7d50\u679c\" class=\"wp-image-3292\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000461-1024x389.jpg 1024w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000461-300x114.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000461-768x292.jpg 768w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000461.jpg 1212w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u753b\u50cf\u3092\u958b\u3044\u3066\u307f\u308b\u3068&#8230;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"434\" height=\"289\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000455.jpg\" alt=\"\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u7d50\u679c\" class=\"wp-image-3282\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000455.jpg 434w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000455-300x200.jpg 300w\" sizes=\"(max-width: 434px) 100vw, 434px\" \/><\/figure>\n\n\n\n<p>\u9854\u306e\u90e8\u5206\u3060\u3051\u30e2\u30b6\u30a4\u30af\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\uff08^^)v<br>BoundingBox\u306e\u7bc4\u56f2\u306b\u5bfe\u3057\u3066\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u30e2\u30b6\u30a4\u30af\u306e\u5f62\u304c\u56db\u89d2\u5f62\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n\n\n\n<p>\u6b21\u306b\u3001\u9854\u304c\u5199\u3063\u3066\u3044\u306a\u3044\u753b\u50cf\u306e\u5834\u5408\u3082\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br><a rel=\"noreferrer noopener\" href=\"http:\/\/www.irasutoya.com\/2016\/01\/blog-post_23.html\" target=\"_blank\">http:\/\/www.irasutoya.com\/2016\/01\/blog-post_23.html<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"262\" height=\"400\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/pose_kyosyu_figure.png\" alt=\"\u53f3\u624b\u3092\u6319\u3052\u308b\u4eba\" class=\"wp-image-3192\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/pose_kyosyu_figure.png 262w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/pose_kyosyu_figure-197x300.png 197w\" sizes=\"(max-width: 262px) 100vw, 262px\" \/><figcaption>\u5f15\u7528\u5143\uff1a\u3044\u3089\u3059\u3068\u3084<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u30c8\u30ea\u30ac\u30fc\u306b\u8a2d\u5b9a\u3057\u305f\u30d5\u30a9\u30eb\u30c0\u306b\u753b\u50cf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<br>CloudWatch\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u9854\u304c\u691c\u51fa\u3055\u308c\u306a\u304b\u3063\u305f\u3068\u30ed\u30b0\u304c\u51fa\u3066\u304a\u308a\u3001mosaiced\u30d5\u30a9\u30eb\u30c0\u306b\u3082\u753b\u50cf\u306f\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"208\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000462.jpg\" alt=\"\u30e2\u30b6\u30a4\u30af\u306a\u3057\u306e\u51e6\u7406\u30ed\u30b0\" class=\"wp-image-3293\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000462.jpg 840w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000462-300x74.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000462-768x190.jpg 768w\" sizes=\"(max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<p>\u60f3\u5b9a\u901a\u308a\u306b\u51e6\u7406\u3067\u304d\u3066\u3044\u307e\u3059\u306d\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8ffd\u52a0\u691c\u8a3c\uff1a\u7e2e\u5c0f\u306e\u500d\u7387\uff08\u30e2\u30b6\u30a4\u30af\u5ea6\uff09\u3092\u5909\u3048\u3066\u307f\u308b<\/h2>\n\n\n\n<p>\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3067\u753b\u50cf\u306e\u7e2e\u5c0f\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u4eca\u56de\u306e\u5b9f\u88c5\u3067\u306f\u7e2e\u5c0f\u306e\u500d\u7387\uff08\u4ee5\u4e0b\u3001\u30e2\u30b6\u30a4\u30af\u5ea6\uff09\u3092\uff11\uff16\u500d\u306b\u8a2d\u5b9a\u3057\u3066\u3044\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:10px;padding:0px 15px 0px 15px\"><p>\u2193\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u300c16\u300d\u304c\u30e2\u30b6\u30a4\u30af\u5ea6\u3067\u3059<br><code>mos_img = face.resize([x \/\/ <span style=\"color: #ff0000\" class=\"text-color\"><span style=\"background-color: #ffffe0\" class=\"background-color\">16<\/span><\/span> for x in face.size]).resize(face.size)<\/code><\/p><\/div><\/div>\n\n\n\n<p>\u30e2\u30b6\u30a4\u30af\u5ea6\u306b\u8a2d\u5b9a\u3059\u308b\u5024\u306b\u3088\u3063\u3066\u51e6\u7406\u7d50\u679c\u304c\u3069\u3046\u5909\u308f\u308b\u306e\u304b\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"940\" height=\"659\" src=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000458.jpg\" alt=\"\u30e2\u30b6\u30a4\u30af\u5ea6\u5909\u66f4\" class=\"wp-image-3286\" srcset=\"https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000458.jpg 940w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000458-300x210.jpg 300w, https:\/\/www.ryucom.co.jp\/blog\/cms\/wp-content\/uploads\/2021\/10\/WS000458-768x538.jpg 768w\" sizes=\"(max-width: 940px) 100vw, 940px\" \/><\/figure>\n\n\n\n<p>\u3088\u304f\u898b\u308b\u30e2\u30b6\u30a4\u30af\u753b\u50cf\u306f\u30e2\u30b6\u30a4\u30af\u5ea6\uff14\u3001\uff18\u306e\u8fba\u308a\u3067\u3057\u3087\u3046\u304b\u3002<br>\u30e2\u30b6\u30a4\u30af\u5ea6\uff13\uff12\u3060\u3068\u808c\u8272\u4e00\u8272\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u3001\u30e2\u30b6\u30a4\u30af\u3068\u306f\u7a0b\u9060\u3044\u3067\u3059\u306d(\u7b11)<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u304b\u3051\u305f\u753b\u50cf\u306b\u5bfe\u3057\u3066\u3001\u518d\u3073\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u304c\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3057\u305f\u3068\u3053\u308d\u3001\u30e2\u30b6\u30a4\u30af\u5ea6\u304c\uff14\u3001\uff18\u306e\u5834\u5408\u306f\u518d\u51e6\u7406\u3067\u304d\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<br>\u753b\u50cf\u304c\u591a\u5c11\u7c97\u304f\u3066\u3082\u3001Rekognition\u3067\u306f\u9854\u3068\u8a8d\u8b58\u3067\u304d\u308b\u3088\u3046\u3067\u3059\u3002Rekognition\u306e\u9854\u8a8d\u8b58\u306e\u7cbe\u5ea6\u306f\u9ad8\u3044\u3067\u3059\u306d\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3055\u3044\u3054\u306b<\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u30b5\u30fc\u30d0\u30ec\u30b9\u3067\u753b\u50cf\u306e\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002<br>Lambda 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Layer\u306e\u8a2d\u5b9a\u307e\u3067\u884c\u3044\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u3044\u3088\u3044\u3088\u3001\u672c\u984c\u306e\u30e2\u30b6\u30a4\u30af\u51e6\u7406\u306e\u5b9f\u88c5\u3092\u8aac\u660e\u3057\u307e\u3059\uff01 \u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u56f3 S3\u3078\u306e\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc 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