{"id":5007,"date":"2025-01-30T16:05:36","date_gmt":"2025-01-30T07:05:36","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=5007"},"modified":"2025-01-30T16:05:37","modified_gmt":"2025-01-30T07:05:37","slug":"%e7%94%bb%e5%83%8f%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e3%82%a8%e3%83%b3%e3%83%99%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/%e7%94%bb%e5%83%8f%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e3%82%a8%e3%83%b3%e3%83%99%e3%83%87%e3%82%a3%e3%83%b3%e3%82%b0\/","title":{"rendered":"\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6628\u4eca\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u7d61\u3080\u6295\u7a3f\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u306f\u771f\u306e\u76ee\u7684\u306f\u753b\u50cf\u691c\u7d22\u3092\u884c\u3046\u3053\u3068\u3067\u3057\u305f\u3002<br>\u3042\u308b\u753b\u50cf\u304c\u6307\u5b9a\u3055\u308c\u305f\u969b\u306b\u3001\u65e2\u306b\u767b\u9332\u6e08\u307f\u306e\u753b\u50cf\u306e\u4e2d\u304b\u3089\u6307\u5b9a\u3055\u308c\u305f\u753b\u50cf\u3068\u6700\u3082\u985e\u4f3c\u5ea6\u306e\u9ad8\u3044\u753b\u50cf\u3092\u62bd\u51fa\u3057\u3066\u304f\u308b\u3088\u3046\u306a\u6a5f\u80fd\u3092\u5b9f\u73fe\u3057\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u3066\u3001\u305d\u306e\u624b\u6bb5\u3068\u3057\u3066\u9069\u5f53\u3060\u3068\u601d\u308f\u308c\u305f\u306e\u304c\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3001\u305d\u3046\u306a\u308b\u3068\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30c8\u30eb\u5316\uff08\u3064\u307e\u308a\u306f\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\uff09\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u8a33\u3067\u3001\u3053\u306e\u70b9\u306b\u95a2\u3057\u3066\u624b\u8efd\u3055\u3068\u76f8\u5fdc\u306e\u7cbe\u5ea6\u3092\u517c\u306d\u5099\u3048\u305f\u65b9\u6cd5\u3092\u63a2\u3057\u3066\u3044\u305f\u3068\u3053\u308d\u3001Gemini\u5148\u751f\u306b\u300cTensorFlow\/Keras\u304c\u826f\u3044\u3088\u301c\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u52a9\u8a00\u3092\u3044\u305f\u3060\u3044\u305f\u306e\u3067\u3001\u4eca\u56de\u306fTensorFlow\/Keras\u3092\u4f7f\u3063\u3066\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u500b\u4eba\u7684\u306b\u306fTensorFlow\/Keras\u306b\u52a0\u3048\u3066AI\u95a2\u9023\u5168\u822c\u306b\u95a2\u3057\u3066\u7121\u77e5\u3067\u3001\u304b\u3064\u540c\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u3068\u306a\u308b\u3068\u8a00\u8a9e\u306f\u3084\u306f\u308apython\u306b\u306a\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u3061\u3089\u306b\u95a2\u3057\u3066\u3082\u307b\u307c\u7d20\u4eba\u306a\u306e\u3067\u3001\u5b9f\u65bd\u3059\u308b\u5185\u5bb9\u306e\u5927\u534a\u306fGemini\u5148\u751f\u306e\u8a00\u3044\u306a\u308a\u3067\u3059\u3002<br>\u307e\u305a\u306f\u3001\u7d50\u679c\u3092\u51fa\u3059\u3053\u3068\u3092\u512a\u5148\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u74b0\u5883\u306b\u3064\u3044\u3066\u306f\u5148\u306ePostgreSQL17\u95a2\u9023\u306e\u5b9f\u9a13\u3067\u69cb\u7bc9\u3057\u305f\u74b0\u5883\uff08Mac + VirtualBox + Vagrant + Ubuntu22.04\uff09\u3092\u7d99\u7d9a\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u306e\u74b0\u5883\u69cb\u7bc9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u3059\u304c\u3001\u524d\u8ff0\u306eUbuntu22.04\u306e\u74b0\u5883\u69cb\u7bc9\u6642\u306b\u65e2\u306b\u4e0b\u8a18\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<br>\u3088\u3063\u3066\u3001\u3053\u308c\u3092\u305d\u306e\u307e\u307e\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># python3 --version\nPython 3.10.12<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u74b0\u5883\u306bTensorFlow\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3059\u304c\u3001Python\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u30c4\u30fc\u30eb\u3068\u3057\u3066\u300cpip\u300d\u306a\u308b\u3082\u306e\u304c\u3042\u308b\u3088\u3046\u3067\u3001\u307e\u305a\u306f\u3053\u308c\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># apt install python3-pip<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">pip\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u305f\u3089\u6539\u3081\u3066TensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u304c\u3001AI\u95a2\u9023\u6a5f\u80fd\u3067\u306fGPU\u3092\u4f7f\u7528\u3057\u3066\u51e6\u7406\u306e\u9ad8\u901f\u5316\u3092\u884c\u306a\u3063\u3066\u3044\u308b\u3082\u306e\u3082\u591a\u304f\u3001TensorFlow\u3082\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fGPU\u7248\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002<br>\u6700\u521d\u306b\u66f8\u3044\u305f\u3088\u3046\u306b\u4eca\u56de\u306e\u52d5\u4f5c\u74b0\u5883\u306fVirtualBox\u4e0a\u306b\u3042\u308b\u305f\u3081\u6700\u5bc4\u308a\u306eGPU\u304c\u5b58\u5728\u305b\u305a\u3001TensorFlow\u306eGPU\u7248\u306f\u6b63\u3057\u304f\u52d5\u4f5c\u3057\u306a\u3044\u3088\u3046\u3067\u3059\uff08\u56de\u907f\u7b56\u3082\u3042\u308b\u3063\u307d\u3044\u3067\u3059\u304c\u3001\u5e7e\u3064\u304b\u8a66\u3057\u305f\u7bc4\u56f2\u3067\u306f\u3046\u307e\u304f\u3044\u304d\u307e\u305b\u3093\u3067\u3057\u305f\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3088\u3063\u3066\u3001GPU\u306b\u4f9d\u5b58\u305b\u305a\u3001CPU\u306e\u307f\u3067\u52d5\u4f5c\u3059\u308b\u3082\u306e\uff08CPU\u7248\uff09\u3092\u660e\u793a\u7684\u306b\u6307\u5b9a\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># pip install tensorflow-cpu<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u4eca\u56de\u5b9f\u65bd\u3059\u308b\u51e6\u7406\u3067\u306f\u300cnumpy\u300d\u306a\u308b\u79d1\u5b66\u6280\u8853\u8a08\u7b97\u95a2\u9023\u30d1\u30c3\u30b1\u30fc\u30b8\u3082\u5fc5\u8981\u306a\u306e\u3067\u3059\u304c\u3001TensorFlow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6642\u306b\u4f75\u305b\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># pip list | grep tensorflow\ntensorflow_cpu               2.18.0\ntensorflow-io-gcs-filesystem 0.37.1\n# pip list | grep numpy\nnumpy                        2.0.2<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306e\u5b9f\u884c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TensorFlow\u3092\u5229\u7528\u3057\u305f\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306e\u51e6\u7406\u5185\u5bb9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<br>\u3042\u308b\u7a0b\u5ea6\u6761\u4ef6\u3092\u6307\u5b9a\u3057\u305f\u308a\u3001\u30a2\u30ec\u30f3\u30b8\u3057\u305f\u308a\u306f\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u57fa\u672c\u7684\u306b\u306fGemini\u5148\u751f\u4f5c\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\nimport tensorflow as tf\n\nmodel = tf.keras.applications.ResNet50(include_top=False, pooling=\"avg\", weights='imagenet')\n\ndef embedding(image_path):\n    image_bytes = tf.io.read_file(image_path)\n    decoded_image = tf.image.decode_jpeg(image_bytes, channels=3)\n    resized_image = tf.image.resize(decoded_image, &#91;224, 224])\n    vector = model.predict(np.array(&#91;resized_image.numpy()]))&#91;0]\n    return vector\n\nimage_path = \".\/1.jpg\"\n\nvector = embedding(image_path)\n\nprint(vector)\nprint(vector.shape)\nprint(vector.dtype)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u51e6\u7406\u306e\u6982\u8981\u3092Gemini\u5148\u751f\u306b\u89e3\u8aac\u3057\u3066\u3082\u3089\u3063\u305f\u7d50\u679c\u304c\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u753b\u50cf\u306e\u30d1\u30b9\u304b\u3089\u753b\u50cf\u3092\u8aad\u307f\u8fbc\u307f\u3001ResNet50\u3068\u3044\u3046\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u62bd\u51fa\u3059\u308b\u51e6\u7406\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3068\u306f\u3001\u753b\u50cf\u306e\u5185\u5bb9\u3092\u6570\u5024\u3067\u8868\u73fe\u3057\u305f\u3082\u306e\u3067\u3001\u753b\u50cf\u691c\u7d22\u3084\u753b\u50cf\u5206\u985e\u306a\u3069\u306e\u30bf\u30b9\u30af\u3067\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u691c\u7d22\u3067\u5229\u7528\u3059\u308b\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u306e\u62bd\u51fa\u624b\u6bb5\u3068\u3057\u3066\u9069\u5f53\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u8981\u306a\u90e8\u5206\u306b\u95a2\u3057\u3066\u500b\u5225\u306bGemini\u5148\u751f\u306b\u89e3\u8aac\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u3087\u3046\u3002<br>\u8a00\u8449\u8db3\u3089\u305a\u306e\u90e8\u5206\u306b\u95a2\u3057\u3066\u306f\u9069\u5b9c\u88dc\u8db3\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model = tf.keras.applications.ResNet50(include_top=False, pooling=\"avg\", weights='imagenet')\n\n\u3053\u306e\u30b3\u30fc\u30c9\u884c\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eResNet50\u30e2\u30c7\u30eb\u3092TensorFlow\/Keras\u3092\u7528\u3044\u3066\u30ed\u30fc\u30c9\u3059\u308b\u51e6\u7406\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\nResNet50\u306f\u3001\u6df1\u3044\u5c64\u3092\u6301\u3064\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u306e\u4e00\u7a2e\u3067\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u304a\u3044\u3066\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\ninclude_top=False: ResNet50\u306e\u6700\u7d42\u7684\u306a\u5168\u7d50\u5408\u5c64\uff08\u5206\u985e\u5c64\uff09\u3092\u9664\u5916\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u753b\u50cf\u5206\u985e\u3067\u306f\u306a\u304f\u3001\u753b\u50cf\u306e\u7279\u5fb4\u62bd\u51fa\u3092\u884c\u3046\u305f\u3081\u306e\u30e2\u30c7\u30eb\u3068\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002\npooling=\"avg\": \u7279\u5fb4\u30de\u30c3\u30d7\u3092\u5e73\u5747\u30d7\u30fc\u30ea\u30f3\u30b0\u3057\u3066\u3001\u56fa\u5b9a\u9577\u306e\u30d9\u30af\u30c8\u30eb\u3092\u5f97\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5165\u529b\u753b\u50cf\u306e\u30b5\u30a4\u30ba\u306b\u95a2\u308f\u3089\u305a\u3001\u51fa\u529b\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u304c\u4e00\u5b9a\u306b\u306a\u308a\u307e\u3059\u3002\nweights='imagenet': ImageNet\u3068\u3044\u3046\u5927\u898f\u6a21\u306a\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u91cd\u307f\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u521d\u671f\u72b6\u614b\u304b\u3089\u5b66\u7fd2\u3059\u308b\u3088\u308a\u3082\u9ad8\u3044\u7cbe\u5ea6\u3067\u7279\u5fb4\u62bd\u51fa\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">ResNet50\u306f\u5927\u304d\u304f\u7279\u5fb4\u62bd\u51fa\u90e8\u3068\u5206\u985e\u5668\u306e2\u3064\u306e\u90e8\u5206\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3001\u7279\u5fb4\u62bd\u51fa\u90e8\u306f\u5165\u529b\u753b\u50cf\u306e\u7279\u5fb4\u3092\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u62bd\u51fa\u3059\u308b\u90e8\u5206\u3067\u3042\u308a\u3001\u5206\u985e\u5668\u306f\u62bd\u51fa\u3055\u308c\u305f\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u5143\u306b\u753b\u50cf\u304c\u3069\u306e\u30af\u30e9\u30b9\u306b\u5c5e\u3059\u308b\u304b\u3092\u5206\u985e\u3059\u308b\u90e8\u5206\u3068\u306e\u3053\u3068\u3067\u3059\u3002<br>\u300cinclude_top=False\u300d\u3068\u3059\u308b\u3053\u3068\u3067\u7279\u5fb4\u62bd\u51fa\u90e8\u306e\u307f\u304c\u6a5f\u80fd\u3057\u3001\u7d50\u679c\u3068\u3057\u3066\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u306e\u53d6\u5f97\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u8a33\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u7279\u5fb4\u30de\u30c3\u30d7\u300d\u3068\u3044\u3046\u8a00\u8449\u304c\u51fa\u3066\u304d\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u7c21\u5358\u306b\u8a00\u3046\u3068\u300c\u753b\u50cf\u306e\u60c5\u5831\u3092\u6570\u5024\u5316\u3057\u3066\u6574\u7406\u3057\u305f\u3082\u306e\u300d\u3089\u3057\u304f\u3001\u753b\u50cf\u306e\u7279\u5b9a\u306e\u9818\u57df\u306b\u3069\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308b\u304b\u3092\u6570\u5024\u5316\u3057\u3001\u96c6\u3081\u305f\u3082\u306e\u3068\u8a00\u3046\u3053\u3068\u3089\u3057\u3044\u3067\u3059\u3002<br>\u306a\u304a\u3001\u7279\u5fb4\u3068\u3057\u3066\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8868\u73fe\u3055\u308c\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a8\u30c3\u30b8:<\/strong> \u753b\u50cf\u306e\u8f2a\u90ed\u3084\u7dda<\/li>\n\n\n\n<li><strong>\u5f62\u72b6:<\/strong> \u5186\u3001\u56db\u89d2\u5f62\u306a\u3069\u306e\u5f62\u72b6<\/li>\n\n\n\n<li><strong>\u30c6\u30af\u30b9\u30c1\u30e3:<\/strong> \u8868\u9762\u306e\u69d8\u5b50\uff08\u6ed1\u3089\u304b\u3055\u3001\u30b6\u30e9\u30b6\u30e9\u306a\u3069\uff09<\/li>\n\n\n\n<li><strong>\u8272:<\/strong> \u753b\u50cf\u306e\u8272\u306b\u95a2\u3059\u308b\u60c5\u5831<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001\u300c\u30d7\u30fc\u30ea\u30f3\u30b0\u300d\u3068\u306f\u300c\u7279\u5fb4\u30de\u30c3\u30d7\u306e\u30b5\u30a4\u30ba\u3092\u7e2e\u5c0f\u3059\u308b\u64cd\u4f5c\u300d\u3068\u306e\u3053\u3068\u3067\u3059\u3002\u305d\u308c\u306b\u3088\u308a\u8a08\u7b97\u91cf\u3092\u6e1b\u3089\u3057\u3001\u904e\u5b66\u7fd2\u3092\u9632\u304e\u3001\u4f4d\u7f6e\u4e0d\u5909\u6027\u3092\u5b9f\u73fe\u3059\u308b\u3089\u3057\u3044\u3067\u3059\u304c\u2026\u3088\u304f\u5206\u304b\u308a\u307e\u305b\u3093\u3002<br>\u3044\u305a\u308c\u306b\u3057\u3066\u3082\u30d7\u30fc\u30ea\u30f3\u30b0\u306b\u306f\u300c\u6700\u5927\u30d7\u30fc\u30ea\u30f3\u30b0\u300d\u3068\u300c\u5e73\u5747\u30d7\u30fc\u30ea\u30f3\u30b0\u300d\u304c\u3042\u3063\u3066\u3001\u300cpooling=&#8221;avg&#8221;\u300d\u306f\u5e73\u5747\u30d7\u30fc\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3059\u308b\u3088\u3046\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u91cd\u307f\u300d\u306b\u95a2\u3057\u3066\u306f\u300c\u5404\u5165\u529b\u30c7\u30fc\u30bf\u304c\u6700\u7d42\u7684\u306a\u51fa\u529b\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306e\u5927\u304d\u3055\u3092\u6570\u5024\u5316\u3057\u305f\u3082\u306e\u300d\u3068\u3044\u3063\u305f\u8aac\u660e\u304c\u898b\u53d7\u3051\u3089\u308c\u307e\u3059\u304c\u3001\u3053\u308c\u3060\u3051\u3067\u306f\u4eca\u3072\u3068\u3064\u826f\u304f\u5206\u304b\u308a\u307e\u305b\u3093\u306d\u3002<br>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e2d\u3067\u306f\u591a\u304f\u306e\u6570\u5024\u304c\u51e6\u7406\u3055\u308c\u307e\u3059\u304c\u3001\u305d\u306e\u5168\u3066\u304c\u540c\u7b49\u306b\u91cd\u8981\u3068\u8a00\u3046\u8a33\u3067\u306f\u306a\u3044\u3088\u3046\u3067\u3059\u3002\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u3067\u8a00\u3048\u3070\u3001\u3042\u308b\u753b\u50cf\u306e\u7279\u5fb4\u3092\u6570\u5024\u5316\u3057\u3066\u3044\u304f\u904e\u7a0b\u306b\u304a\u3044\u3066\u3001\u3088\u308a\u305d\u306e\u753b\u50cf\u306e\u8b58\u5225\u306b\u5f79\u7acb\u3064\u6570\u5024\u3068\u305d\u3046\u3067\u3082\u306a\u3044\u6570\u5024\u304c\u6df7\u5728\u3057\u3066\u3044\u308b\u3068\u8a00\u3063\u305f\u3068\u3053\u308d\u3067\u3057\u3087\u3046\u304b\u3002<br>\u305d\u306e\u3088\u3046\u306a\u70b9\u3092\u8003\u616e\u3057\u3066\u3001\u3088\u308a\u6709\u76ca\u306a\u6570\u5024\u304c\u91cd\u8996\u3055\u308c\u308b\u3088\u3046\u88dc\u6b63\u3057\u306a\u304c\u3089\u51e6\u7406\u3092\u884c\u306a\u3063\u3066\u3044\u304f\u3088\u3046\u3067\u3059\u304c\u3001\u305d\u306e\u88dc\u6b63\u306b\u7528\u3044\u3089\u308c\u308b\u6570\u5024\u304c\u300c\u91cd\u307f\u300d\u3068\u8a00\u3046\u3053\u3068\u306e\u3088\u3046\u3067\u3059\u3002<br>\u300cweights=&#8217;imagenet&#8217;\u300d\u3068\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u300cImageNet\u300d\u306a\u308b\u5927\u898f\u6a21\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3055\u308c\u305f\u300c\u91cd\u307f\u300d\u304c\u4f7f\u7528\u3055\u308c\u308b\u3088\u3046\u3067\u3001\u4f8b\u3048\u308b\u306a\u3089\u719f\u7df4\u8005\u306e\u7d4c\u9a13\u5247\u3092\u305d\u306e\u307e\u307e\u4e38\u30d1\u30af\u30ea\u3057\u305f\u3068\u8a00\u3063\u305f\u611f\u3058\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>image_bytes = tf.io.read_file(image_path)\n\n\u6307\u5b9a\u3055\u308c\u305f\u753b\u50cf\u30d1\u30b9\u304b\u3089\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u30d0\u30a4\u30ca\u30ea\u5f62\u5f0f\u3067\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>decoded_image = tf.image.decode_jpeg(image_bytes, channels=3)\n\n\u8aad\u307f\u8fbc\u3093\u3060\u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u3092JPEG\u5f62\u5f0f\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>resized_image = tf.image.resize(decoded_image, &#91;224, 224])\n\n\u753b\u50cf\u30b5\u30a4\u30ba\u3092ResNet50\u30e2\u30c7\u30eb\u306e\u5165\u529b\u30b5\u30a4\u30ba\u3067\u3042\u308b224x224\u306b\u30ea\u30b5\u30a4\u30ba\u3057\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a183\u3064\u306e\u51e6\u7406\u3067\u6240\u5b9a\u306e\u753b\u50cf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u30b5\u30a4\u30ba\u3092224&#215;224\u306b\u5909\u63db\u3057\u3066\u3044\u307e\u3059\u3002<br>224&#215;224\u3078\u306e\u5909\u63db\u306f\u4e0a\u8a18\u306b\u3042\u308b\u3088\u3046\u306bResNet50\u304c\u305d\u306e\u30b5\u30a4\u30ba\u3092\u671f\u5f85\u3057\u3066\u3044\u308b\u304b\u3089\u3068\u8a00\u3046\u3053\u3068\u306a\u306e\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>vector = model.predict(np.array(&#91;resized_image.numpy()]))&#91;0]\n\n\u30ea\u30b5\u30a4\u30ba\u3057\u305f\u753b\u50cf\u3092NumPy\u914d\u5217\u306b\u5909\u63db\u3057\u3001ResNet50\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3057\u3066\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8272\u3005\u3068\u307e\u3068\u3081\u3066\u51e6\u7406\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3082\u3046\u5c11\u3057\u5206\u89e3\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>resized_image.numpy()\n\nresized_image \u306f\u3001\u30ea\u30b5\u30a4\u30ba\u3055\u308c\u305f\u753b\u50cf\u306eTensor\u3067\u3059\u3002\nnumpy() \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u3053\u306eTensor\u3092NumPy\u914d\u5217\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u591a\u304f\u306e\u6df1\u5c64\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30e2\u30c7\u30eb\u304cNumPy\u914d\u5217\u3092\u76f4\u63a5\u5165\u529b\u3068\u3057\u3066\u671f\u5f85\u3059\u308b\u305f\u3081\u306b\u884c\u308f\u308c\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u964d\u306e\u51e6\u7406\u306e\u305f\u3081\u306e\u578b\u5909\u63db\uff08Tensor\u578b\u304b\u3089NumPy\u914d\u5217\u578b\uff09\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>np.array(&#91;...])\n\n\u5909\u63db\u3055\u308c\u305fNumPy\u914d\u5217\u3092\u3001\u3055\u3089\u306bNumPy\u306e\u914d\u5217\u306b\u5305\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u591a\u304f\u306e\u30e2\u30c7\u30eb\u304c\u30d0\u30c3\u30c1\u51e6\u7406\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u5165\u529b\u30c7\u30fc\u30bf\u304c4\u6b21\u5143\u30c6\u30f3\u30bd\u30eb\uff08\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3001\u9ad8\u3055\u3001\u5e45\u3001\u30c1\u30e3\u30f3\u30cd\u30eb\uff09\u3092\u671f\u5f85\u3059\u308b\u305f\u3081\u3067\u3059\u3002\n\u3053\u3053\u3067\u306f\u30011\u679a\u306e\u753b\u50cf\u3092\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba1\u3067\u51e6\u7406\u3059\u308b\u305f\u3081\u3001\u30ea\u30b9\u30c8\u306e\u4e2d\u306bNumPy\u914d\u5217\u30921\u3064\u5165\u308c\u308b\u5f62\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cmodel.predict()\u300d\u306e\u5f15\u6570\u304c\u8907\u6570\u5206\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092\u60f3\u5b9a\u3057\u305fNumPy\u914d\u5217\u578b\u3068\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u5148\u306e\u51e6\u7406\u3067\u53d6\u5f97\u3055\u308c\u305f1\u753b\u50cf\u5206\u306eNumPy\u914d\u5217\u3092\u3055\u3089\u306bNumPy\u914d\u5217\u3067\u5305\u3093\u3067\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model.predict(&#91;...])&#91;0]\n\n\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u3057\u305f\u5185\u5bb9\u306b\u57fa\u3065\u3044\u3066\u51fa\u529b\uff08\u4e88\u6e2c\u5024\uff09\u3092\u751f\u6210\u3057\u307e\u3059\u3002\nmodel.predict() \u306e\u51fa\u529b\u306f\u3001\u4e00\u822c\u7684\u306b\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306e\u5206\u306e\u4e88\u6e2c\u7d50\u679c\u304c\u30ea\u30b9\u30c8\u307e\u305f\u306fNumPy\u914d\u5217\u3067\u8fd4\u3055\u308c\u307e\u3059\u3002\n\u3053\u3053\u3067\u306f\u3001\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u304c1\u306a\u306e\u3067\u30010\u756a\u76ee\u306e\u8981\u7d20\uff08\u3064\u307e\u308a\u3001\u5165\u529b\u3057\u305f1\u679a\u306e\u753b\u50cf\u306b\u5bfe\u5fdc\u3059\u308b\u4e88\u6e2c\u7d50\u679c\uff09\u3092\u53d6\u308a\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u304c\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306e\u672c\u4f53\u3067\u3042\u308a\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u3044\u307e\u3059\u3002<br>\u5148\u306b\u89e6\u308c\u305f\u3088\u3046\u306b\u300cmodel.predict()\u300d\u306f\u8907\u6570\u753b\u50cf\u5206\u306e\u540c\u6642\u51e6\u7406\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u51fa\u529b\u3082\u8907\u6570\u753b\u50cf\u5206\uff08NumPy\u914d\u5217\uff09\u3068\u306a\u308b\u306e\u3067\u3059\u304c\u3001\u4eca\u56de\u306f\u5bfe\u8c61\u753b\u50cf\u304c1\u3064\u306a\u306e\u3067\u3001\u7121\u6761\u4ef6\u306e\u305d\u306e\u5148\u982d\u8981\u7d20\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b\u8a33\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u679c\u78ba\u8a8d<\/h2>\n\n\n\n<p 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