{"id":5008,"date":"2025-01-30T16:14:01","date_gmt":"2025-01-30T07:14:01","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=5008"},"modified":"2025-01-30T16:14:03","modified_gmt":"2025-01-30T07:14:03","slug":"%e7%94%bb%e5%83%8f%e6%a4%9c%e7%b4%a2","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/%e7%94%bb%e5%83%8f%e6%a4%9c%e7%b4%a2\/","title":{"rendered":"\u753b\u50cf\u691c\u7d22"},"content":{"rendered":"\n

\u6628\u4eca\u306e\u6295\u7a3f\u3067\u89e6\u308c\u3066\u304d\u305f\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u53ca\u3073\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u4f7f\u7528\u3057\u3066\u3001\u672c\u6765\u306e\u76ee\u7684\u3067\u3042\u308b\u753b\u50cf\u691c\u7d22\u3092\u5b9f\u65bd\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n

PostgreSQL\u306e\u4e0b\u6e96\u5099<\/h2>\n\n\n\n

\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u969b\u3057\u3066\u306fPython\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089PostgreSQL\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u307e\u3067\u306e\u5de5\u7a0b\u3067\u306fPostgreSQL\u3078\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30b9\u30ef\u30fc\u30c9\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u6539\u3081\u3066\u8a2d\u5b9a\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

postgres=# ALTER USER postgres WITH PASSWORD 'postgres';<\/code><\/pre>\n\n\n\n
\u307e\u305f\u3001\u5148\u306e\u6295\u7a3f\u3067\u306f\u767b\u9332\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u3092\u66ab\u5b9a\u7684\u306b3\u6b21\u5143\u3068\u3057\u3066\u3042\u3063\u305f\u306e\u3067\u3001\u3053\u3053\u3082\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u306e\u7d50\u679c\u306b\u5408\u308f\u305b\u30662048\u6b21\u5143\u306b\u5909\u66f4\u3057\u307e\u3059\u3002
\u52a0\u3048\u3066\u3001\u5f53\u8a72\u753b\u50cf\u306e\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u5408\u308f\u305b\u3066\u767b\u9332\u3059\u308b\u3088\u3046\u306b\u30ab\u30e9\u30e0\u3092\u8ffd\u52a0\u3057\u3066\u3001\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
testdb=# CREATE TABLE items (\n    id bigserial PRIMARY KEY,\n    name text,\n    embedding vector(2048)\n);\nCREATE TABLE<\/code><\/pre>\n\n\n\n
Python\u306e\u4e0b\u6e96\u5099<\/h2>\n\n\n\n
Python\u306b\u95a2\u3057\u3066\u306fPostgreSQL\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u6a5f\u80fd\u300cpsycopg2\u300d\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002
\u306a\u304a\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u3057\u3066\u306f\u300cpsycopg2\u300d\u304c\u5b58\u5728\u3057\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u306b\u30d3\u30eb\u30c9\u304c\u5fc5\u8981\u306b\u306a\u308b\u3088\u3046\u3067\u3001\u79c1\u306e\u74b0\u5883\u3067\u306f\u30d3\u30eb\u30c9\u6642\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002
\u30a8\u30e9\u30fc\u306e\u539f\u56e0\u3092\u8ffd\u6c42\u3057\u3066\u3082\u826f\u3044\u306e\u3067\u3059\u304c\u3001\u624b\u3063\u53d6\u308a\u65e9\u304f\u30d3\u30eb\u30c9\u6e08\u306e\u3082\u306e\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308b\u3088\u3046\u306a\u306e\u3067\u3001\u4eca\u56de\u306f\u3053\u3061\u3089\u3067\u5bfe\u51e6\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
# pip install psycopg2-binary<\/code><\/pre>\n\n\n\n
\u307e\u305f\u3001\u5148\u306e\u6295\u7a3f\u3067\u4f5c\u6210\u3057\u305f\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u95a2\u6570\u3067\u3059\u304c\u3001\u4f7f\u3044\u56de\u3057\u304c\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u300cembedding.py\u300d\u3068\u3057\u3066\u72ec\u7acb\u3055\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
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, [224, 224])\n    vector = model.predict(np.array([resized_image.numpy()]))[0]\n    return vector<\/code><\/pre>\n\n\n\n
\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u767b\u9332\u51e6\u7406<\/h2>\n\n\n\n
\u6bd4\u8f03\u5bfe\u8c61\u3068\u306a\u308b\u753b\u50cf\u7fa4\u3092\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3057\u3066\u3001PostgreSQL\u306b\u767b\u9332\u3059\u308b\u51e6\u7406\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u753b\u50cf\u7fa4\u306f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u300cimages\u300d\u306e\u914d\u4e0b\u306b\u307e\u3068\u3081\u3066\u683c\u7d0d\u3057\u3066\u304a\u304d\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u3067\u305d\u308c\u3089\u306e\u540d\u79f0\u3092\u5168\u3066\u53d6\u5f97\u3057\u3064\u3064\u3001\u5404\u540d\u79f0\u3092\u6307\u5b9a\u3057\u3066\u524d\u8ff0\u306eembedding\u95a2\u6570\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002
\u7d50\u679c\u306f\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u5408\u308f\u305b\u3066\u30c6\u30fc\u30d6\u30eb\u300citems\u300d\u306b\u767b\u9332\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
import psycopg2\nfrom embedding import embedding\nimport os\n\nconn = psycopg2.connect(\n\thost=\"127.0.0.1\",\n\tdatabase=\"testdb\",\n\tuser=\"postgres\",\n\tpassword=\"postgres\"\n)\ncur = conn.cursor()\n\nimages = os.listdir(\".\/images\")\nfor image in images:\n    vector = embedding(\".\/images\/\" + image)\n    cur.execute(\"INSERT INTO items (name, embedding) VALUES (%s, %s)\", (image, vector.tolist()))\n\nconn.commit()\ncur.close()\nconn.close()<\/code><\/pre>\n\n\n\n
embedding\u95a2\u6570\u304c\u8fd4\u3059vector\u306e\u578b\u306fNumPy\u914d\u5217\uff08numpy.ndarray\uff09\u3067\u3042\u308a\u3001\u305d\u306e\u307e\u307e\u3067\u306fINSERT\u306e\u5165\u529b\u5024\u3068\u3057\u3066\u4f7f\u3048\u306a\u3044\u305f\u3081\u3001\u30ea\u30b9\u30c8\u578b\u306b\u5909\u63db\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u753b\u50cf\u691c\u7d22\u51e6\u7406<\/h2>\n\n\n\n
\u753b\u50cf\u691c\u7d22\u306b\u95a2\u3057\u3066\u306f\u3001\u6307\u5b9a\u3057\u305f\u753b\u50cf\u3092\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3057\u3001\u305d\u306e\u7d50\u679c\uff08\u30d9\u30af\u30c8\u30eb\uff09\u3068\u306e\u8fd1\u3055\u3092\u6761\u4ef6\u3068\u3059\u308b\u691c\u7d22\u3092\u884c\u3044\u307e\u3059\u3002
\u305f\u3060\u3001\u4eca\u56de\u306f\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u50be\u5411\u3092\u8272\u3005\u3068\u78ba\u8a8d\u3057\u3066\u307f\u305f\u3044\u306e\u3067\u3001\u5148\u306b\u767b\u9332\u5bfe\u8c61\u3068\u3057\u305f\u753b\u50cf\u7fa4\u306e\u305d\u308c\u305e\u308c\u306e\u753b\u50cf\u3068\u4ed6\u306e\u753b\u50cf\u306e\u8ddd\u96e2\u3092\u5168\u3066\u62bd\u51fa\u3057\u3064\u3064\u3001\u8ddd\u96e2\u306e\u8fd1\u3044\u9806\u3067\u4e26\u3079\u305f\u7d50\u679c\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u5177\u4f53\u7684\u306a\u5185\u5bb9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n
import psycopg2\nfrom embedding import embedding\nimport os\n\nconn = psycopg2.connect(\n\thost=\"127.0.0.1\",\n\tdatabase=\"testdb\",\n\tuser=\"postgres\",\n\tpassword=\"postgres\"\n)\ncur = conn.cursor()\n\nimages = os.listdir(\".\/images\")\nfor image in images:\n\tvector = embedding(\".\/images\/\" + image)\n\tcur.execute(\"\"\"\n\t\tSELECT\n\t\t\tname,\n\t\t\tembedding <=> %s::vector AS distance\n\t\tFROM items\n\t\tORDER BY distance\n\t\"\"\", (vector.tolist(),))\n\trows = cur.fetchall()\n\tprint(\"----------\")\n\tprint(image)\n\tfor row in rows:\n\t\tprint(row)\n\ncur.close()\nconn.close()<\/code><\/pre>\n\n\n\n
\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u300c\u8ddd\u96e2\u300d\u306b\u95a2\u3057\u3066\u306f\u3001\u4eca\u56de\u306f\u300c\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2\u300d\u3092\u63a1\u7528\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u5b9f\u9a13\u30c7\u30fc\u30bf<\/h2>\n\n\n\n
\u4eca\u56de\u4f7f\u7528\u3059\u308b\u753b\u50cf\u30c7\u30fc\u30bf\u306f\u4ee5\u4e0b\u306e11\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n
\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
1.jpg<\/td>2.jpg<\/td>3.jpg<\/td>4.jpg<\/td><\/tr>
\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
5.jpg<\/td>6.jpg<\/td>7.jpg<\/td>8.jpg<\/td><\/tr>
\"\"<\/td>\"\"<\/td>\"\"<\/td><\/td><\/tr>
9.jpg<\/td>10.jpg<\/td>11.jpg<\/td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u300c1.jpg\u300d\u3092\u57fa\u672c\u5f62\u3068\u3057\u3001\u4ed6\u306e\u753b\u50cf\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u300c2.jpg\u300d\u304b\u3089\u300c7.jpg\u300d\u307e\u3067\u306f\u300c1.jpg\u300d\u3068\u540c\u3058\u30de\u30a6\u30b9\u3092\u88ab\u5199\u4f53\u3068\u3057\u3001\u64ae\u5f71\u65b9\u6cd5\u3092\u5909\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    \n
  • \u300c2.jpg\u300d\u306f\u300c1.jpg\u300d\u3068\u6bd4\u8f03\u3057\u3066\u5bfe\u8c61\u7269\u304c\u5c0f\u3055\u304f\u5199\u308b\u3088\u3046\u306b\u64ae\u5f71<\/li>\n\n\n\n
  • \u300c3.jpg\u300d\u306f\u300c2.jpg\u300d\u3068\u540c\u5b9a\u5ea6\u306e\u30b5\u30a4\u30ba\u3067\u3059\u304c\u3001\u4f4d\u7f6e\u304c\u5de6\u5bc4\u308a\u306b\u305a\u3089\u3057\u3066\u64ae\u5f71<\/li>\n\n\n\n
  • \u300c4.jpg\u300d\u306f\u300c1.jpg\u300d\u3068\u540c\u7a0b\u5ea6\u306e\u30b5\u30a4\u30ba\u3068\u3057\u3066\u5199\u308b\u3088\u3046\u306b\u3057\u3064\u3064\u3001\u5411\u304d\u309290\u5ea6\u305a\u3089\u3057\u3066\u64ae\u5f71<\/li>\n\n\n\n
  • \u300c5.jpg\u300d\u306f\u300c1.jpg\u300d\u3068\u540c\u7a0b\u5ea6\u306e\u30b5\u30a4\u30ba\u3001\u540c\u3058\u65b9\u5411\u3067\u3001\u80cc\u666f\u3092\u767d\u306b\u5909\u3048\u3066\u64ae\u5f71<\/li>\n\n\n\n
  • \u300c6.jpg\u300d\u306f\u300c1.jpg\u300d\u306e\u72b6\u614b\u306b\u5bfe\u3057\u3066\u3001\u771f\u4e0a\u304b\u3089\u3067\u306f\u306a\u304f\u3001\u3084\u3084\u624b\u524d\u304b\u3089\u659c\u3081\u306b\u64ae\u5f71<\/li>\n\n\n\n
  • \u300c7.jpg\u300d\u306f\u300c4.jpg\u300d\u306e\u72b6\u614b\u306b\u5bfe\u3057\u3066\u3001\u771f\u4e0a\u304b\u3089\u3067\u306f\u306a\u304f\u3001\u3084\u3084\u624b\u524d\u304b\u3089\u659c\u3081\u306b\u64ae\u5f71<\/li>\n<\/ul>\n\n\n\n
    \u300c8.jpg\u300d\u306f\u300c1.jpg\u300d\u3068\u306f\u8272\u306e\u7570\u306a\u308b\u30de\u30a6\u30b9\u3092\u3001\u300c1.jpg\u300d\u3068\u540c\u7a0b\u5ea6\u306e\u30b5\u30a4\u30ba\u306b\u5199\u308b\u3088\u3046\u64ae\u5f71\u3057\u305f\u3082\u306e\u3067\u3059\u3002
    \u300c9.jpg\u300d\u306f\u300c1.jpg\u300d\u3068\u8272\u5408\u3044\u306e\u9177\u4f3c\u3057\u305f\u30de\u30a6\u30b9\u3092\u3001\u300c1.jpg\u300d\u3068\u540c\u7a0b\u5ea6\u306e\u30b5\u30a4\u30ba\u306b\u5199\u308b\u3088\u3046\u64ae\u5f71\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
    \u300c10.jpg\u300d\u300c11.jpg\u300d\u306f\u4e0a\u8a18\u307e\u3067\u306e\u753b\u50cf\u3068\u306e\u6bd4\u8f03\u7528\u3068\u3057\u3066\u3001\u5168\u304f\u7570\u306a\u308b\u5bfe\u8c61\u7269\u3092\u64ae\u5f71\u3057\u305f\u3082\u306e\u3067\u3059\u3002
    \u300c10.jpg\u300d\u306b\u95a2\u3057\u3066\u306f\u914d\u7f6e\u3084\u64ae\u5f71\u306e\u89d2\u5ea6\u3092\u300c1.jpg\u300d\u306b\u8fd1\u3044\u72b6\u614b\u306b\u3057\u3066\u3044\u307e\u3059\u3002
    \u300c11.jpg\u300d\u306b\u95a2\u3057\u3066\u306f\u3001\u4ed6\u306e\u753b\u50cf\u3068\u6bd4\u8f03\u3057\u3066\u3001\u307b\u3068\u3093\u3069\u5171\u901a\u70b9\u304c\u306a\u3044\u3088\u3046\u306a\u3082\u306e\u3068\u3057\u3066\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
    \u5b9f\u9a13\u7d50\u679c<\/h2>\n\n\n\n
    \u5148\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u5b9f\u9a13\u7d50\u679c\u3092\u4ee5\u4e0b\u306b\u6574\u7406\u3057\u307e\u3059\u3002
    \u5168\u3066\u306e\u6bd4\u8f03\u7d50\u679c\u3092\u8a18\u8f09\u3059\u308b\u3068\u5197\u9577\u306b\u306a\u308b\u306e\u3067\u3001\u7279\u5fb4\u7684\u306a\u3082\u306e\u306e\u307f\u629c\u7c8b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
    \u306a\u304a\u3001\u81ea\u8eab\u3068\u306e\u6bd4\u8f03\u7d50\u679c\u304c\u6700\u3082\u4e0a\u4f4d\u306b\u3042\u308a\u3001\u304b\u3064\u8ddd\u96e2\u304c0\u306b\u306a\u308b\u3053\u3068\u306f\u81ea\u660e\u306a\u306e\u3067\u3001\u4e0b\u8a18\u6bd4\u8f03\u7d50\u679c\u3067\u306f\u9664\u5916\u3057\u3066\u3042\u308a\u307e\u3059\u3002
    \u6570\u5024\u306f\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2\u3092\u793a\u3057\u3066\u304a\u308a\u30010\u301c2\u306e\u7bc4\u56f2\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
    1.jpg\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n
    \u4eca\u56de\u306e\u4e3b\u76ee\u7684\u3067\u3042\u308b\u300c1.jpg\u300d\u3068\u306e\u6bd4\u8f03\u3067\u3059\u3002<\/p>\n\n\n\n
    1<\/td>5.JPG<\/td>\"\"<\/td>0.11841988708423767<\/td><\/tr>
    2<\/td>2.JPG<\/td>\"\"<\/td>0.1407688128183303<\/td><\/tr>
    3<\/td>3.JPG<\/td>\"\"<\/td>0.20300479642237867<\/td><\/tr>
    4<\/td>9.JPG<\/td>\"\"<\/td>0.21921023962016217<\/td><\/tr>
    5<\/td>7.JPG<\/td>\"\"<\/td>0.22920902768692297<\/td><\/tr>
    6<\/td>6.JPG<\/td>\"\"<\/td>0.24923588062509827<\/td><\/tr>
    7<\/td>4.JPG<\/td>\"\"<\/td>0.33580066865584346<\/td><\/tr>
    8<\/td>8.JPG<\/td>\"\"<\/td>0.43069954975501756<\/td><\/tr>
    9<\/td>10.JPG<\/td>\"\"<\/td>0.5030188558405837<\/td><\/tr>
    10<\/td>11.JPG<\/td>\"\"<\/td>0.6265555390769518<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    1\u301c3\u4f4d\u306f\u7d0d\u5f97\u306e\u7d50\u679c\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    \u300c7.jpg\u300d\u300c6.jpg\u300d\u300c4.jpg\u300d\uff08\u540c\u3058\u30de\u30a6\u30b9\u306e\u64ae\u5f71\u89d2\u5ea6\u3092\u5909\u3048\u305f\u3082\u306e\uff09\u3088\u308a\u3082\u300c9.jpg\u300d\uff08\u5225\u306e\u30de\u30a6\u30b9\u3060\u304c\u8272\u3068\u69cb\u56f3\u304c\u4f3c\u3066\u3044\u308b\uff09\u304c\u4e0a\u4f4d\u306b\u6765\u3066\u3044\u308b\u306e\u304c\u5370\u8c61\u7684\u3067\u3059\u3002
    \u64ae\u5f71\u3055\u308c\u3066\u3044\u308b\u5bfe\u8c61\u7269\u304c\u4f55\u3067\u3042\u308b\u304b\u3068\u3044\u3046\u70b9\u306b\u95a2\u3057\u3066\u306f\u3042\u307e\u308a\u8003\u616e\u3055\u308c\u305a\u3001\u3042\u304f\u307e\u3067\u7d75\u7684\u306a\u985e\u4f3c\u6027\u304c\u91cd\u8996\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002
    \u305f\u3060\u3001\u305d\u306e\u5834\u5408\u306f\u300c2.jpg\u300d\u300c3.jpg\u300d\u3088\u308a\u3082\u300c9.jpg\u300d\u306e\u65b9\u304c\u4f3c\u3066\u3044\u308b\u3068\u5224\u65ad\u3055\u308c\u3066\u3082\u826f\u3044\u3088\u3046\u306b\u3082\u601d\u3044\u307e\u3059\u304c\u3002
    \u307e\u305f\u3001\u300c7.jpg\u300d\u300c6.jpg\u300d\u300c4.jpg\u300d\u3092\u6bd4\u8f03\u3057\u305f\u5834\u5408\u3001\u79c1\u306e\u5370\u8c61\u3068\u3057\u3066\u306f\u300c6.jpg\u300d\u300c4.jpg\u300d\u300c7.jpg\u300d\u3082\u3057\u304f\u306f\u300c4.jpg\u300d\u300c6.jpg\u300d\u300c7.jpg\u300d\u306e\u9806\u306b\u306a\u308a\u305d\u3046\u306b\u601d\u3046\u306e\u3067\u3059\u304c\u3001\u306a\u305c\u304b\u300c7.jpg\u300d\u304c\u300c4.jpg\u300d\u300c6.jpg\u300d\u3088\u308a\u3082\u4f3c\u3066\u3044\u308b\u3068\u5224\u65ad\u3055\u308c\u305f\u70b9\u306f\u8b0e\u3067\u3059\u3002<\/p>\n\n\n\n
    \u300c8.jpg\u300d\u306b\u95a2\u3057\u3066\u306f\u8272\u306e\u9055\u3044\u304c\u5927\u304d\u304b\u3063\u305f\u3088\u3046\u3067\u3059\u3002\u69cb\u56f3\u306f\u300c7.jpg\u300d\u300c6.jpg\u300d\u300c4.jpg\u300d\u3088\u308a\u3082\u4f3c\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u9806\u4f4d\u306b\u7518\u3093\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    9,10\u4f4d\u3082\u7d0d\u5f97\u306e\u7d50\u679c\u3067\u3059\u306d\u3002<\/p>\n\n\n\n
    2.jpg\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n
    \u300c1.jpg\u300d\u3068\u6bd4\u8f03\u3057\u3066\u5bfe\u8c61\u7269\u304c\u5c0f\u3055\u304f\u5199\u3063\u305f\u753b\u50cf\u304c\u5bfe\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n
    1<\/td>3.JPG<\/td>\"\"<\/td>0.09840151369905992<\/td><\/tr>
    2<\/td>1.JPG<\/td>\"\"<\/td>0.1407688128183303<\/td><\/tr>
    3<\/td>5.JPG<\/td>\"\"<\/td>0.2180842174679397<\/td><\/tr>
    4<\/td>9.JPG<\/td>\"\"<\/td>0.22571964609296968<\/td><\/tr>
    5<\/td>7.JPG<\/td>\"\"<\/td>0.2740340911302601<\/td><\/tr>
    6<\/td>6.JPG<\/td>\"\"<\/td>0.277223437651009<\/td><\/tr>
    7<\/td>4.JPG<\/td>\"\"<\/td>0.34104425067126587<\/td><\/tr>
    8<\/td>8.JPG<\/td>\"\"<\/td>0.38560333128253665<\/td><\/tr>
    9<\/td>10.JPG<\/td>\"\"<\/td>0.5066518234441573<\/td><\/tr>
    10<\/td>11.JPG<\/td>\"\"<\/td>0.6036497635369562<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u500b\u4eba\u7684\u8208\u5473\u306f\u300c1.jpg\u300d\uff08\u5bfe\u8c61\u7269\u306e\u898b\u305f\u76ee\u306e\u30b5\u30a4\u30ba\u306e\u9055\u3044\uff09\u3068\u300c3.jpg\u300d\uff08\u5bfe\u8c61\u7269\u306e\u4f4d\u7f6e\u306e\u9055\u3044\uff09\u306e\u3069\u3061\u3089\u304c\u5f71\u97ff\u3059\u308b\u304b\u3068\u3044\u3046\u70b9\u3067\u3057\u305f\u3002
    \u7d50\u679c\u306f\u300c3.jpg\u300d\u306e\u52dd\u5229\u3067\u3001\u8ddd\u96e2\u7684\u306b\u3082\u300c1.jpg\u300d\u3068\u300c5.jpg\u300d\uff08\u80cc\u666f\u8272\u306e\u9055\u3044\uff09\u3088\u308a\u3082\u8fd1\u3044\u3068\u5224\u65ad\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u7d50\u679c\u3060\u3051\u898b\u308c\u3070\u591a\u5c11\u306e\u4f4d\u7f6e\u306e\u9055\u3044\u306f\u5f71\u97ff\u3092\u4e0e\u3048\u306a\u3044\u3068\u671f\u5f85\u3067\u304d\u305d\u3046\u3067\u3059\u3002
    \u300c1.jpg\u300d\u3068\u6bd4\u8f03\u3057\u3066\u300c5.jpg\u300d\uff08\u3055\u3089\u306b\u80cc\u666f\u8272\u304c\u9055\u3046\uff09\u304c\u3053\u306e\u9806\u4f4d\u3068\u306a\u308b\u306e\u306f\u9806\u5f53\u304b\u3068\u3002<\/p>\n\n\n\n
    4\u4f4d\u4ee5\u964d\u306f\u300c1.jpg\u3068\u306e\u6bd4\u8f03\u300d\u3068\u540c\u3058\u7d50\u679c\u3067\u3059\u3002<\/p>\n\n\n\n
    8.jpg\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n
    \u8907\u6570\u306e\u30de\u30a6\u30b9\u753b\u50cf\u306e\u4e2d\u3067\u3001\u30de\u30a6\u30b9\u306e\u8272\u304c\u7570\u306a\u3063\u3066\u3044\u308b\u70b9\u3067\u7279\u5fb4\u7684\u306a\u753b\u50cf\u3068\u306e\u6bd4\u8f03\u3067\u3059\u3002<\/p>\n\n\n\n
    1<\/td>3.JPG<\/td>\"\"<\/td>0.3537774949060002<\/td><\/tr>
    2<\/td>2.JPG<\/td>\"\"<\/td>0.38560333128253665<\/td><\/tr>
    3<\/td>7.JPG<\/td>\"\"<\/td>0.41801104143869827<\/td><\/tr>
    4<\/td>1.JPG<\/td>\"\"<\/td>0.43069954975501756<\/td><\/tr>
    5<\/td>6.JPG<\/td>\"\"<\/td>0.4661933272359252<\/td><\/tr>
    6<\/td>5.JPG<\/td>\"\"<\/td>0.48786951947700863<\/td><\/tr>
    7<\/td>9.JPG<\/td>\"\"<\/td>0.4883972665533808<\/td><\/tr>
    8<\/td>10.JPG<\/td>\"\"<\/td>0.5239584780856646<\/td><\/tr>
    9<\/td>4.JPG<\/td>\"\"<\/td>0.5850812517863409<\/td><\/tr>
    10<\/td>11.JPG<\/td>\"\"<\/td>0.6915559256321544<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u9806\u4f4d\u304c\u3069\u3046\u3053\u3046\u8a00\u3046\u4ee5\u524d\u306b\u3001\u8ddd\u96e2\u304c\u6700\u5c0f\u3067\u30820.3\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u3002
    \u4ed6\u306e\u6bd4\u8f03\u3092\u898b\u3066\u3082\u3001\u300c\u540c\u3058\u7269\u3092\u5199\u3057\u305f\u300d\u3068\u8a00\u3063\u3066\u826f\u3044\u30dc\u30fc\u30c0\u30fc\u306f0.2\u8fba\u308a\u306b\u3042\u308a\u305d\u3046\u306a\u306e\u3067\u30010.3\u3092\u8d85\u3048\u3066\u3044\u305f\u3089\u8003\u616e\u3057\u306a\u304f\u3066\u826f\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    \u306a\u304a\u3001\u7279\u5fb4\u7684\u306a\u306e\u306f8,9\u4f4d\u3067\u3001\u5bfe\u8c61\u7269\u304c\u540c\u7a2e\u306e\u3082\u306e\uff08\u30de\u30a6\u30b9\uff09\u3067\u3042\u308b\u3053\u3068\u3088\u308a\u3082\u3001\u69cb\u56f3\u7684\u306a\u985e\u4f3c\u6027\uff08\u540c\u3058\u80cc\u666f\u306e\u771f\u3093\u4e2d\u306b\u3001\u4e0a\u4e0b\u3044\u3063\u3071\u3044\u306b\u306a\u308b\u7a0b\u5ea6\u306e\u30b5\u30a4\u30ba\u3067\u4f55\u304b\u7e26\u9577\u306a\u3082\u306e\u304c\u5199\u3063\u3066\u3044\u308b\uff09\u3068\u3044\u3046\u3053\u3068\u306e\u65b9\u304c\u91cd\u8996\u3055\u308c\u305f\u306e\u3067\u3057\u3087\u3046\u304b\u306d\uff1f
    \u3069\u3061\u3089\u306b\u3057\u3066\u3082\u8ddd\u96e2\u304c0.5\u3092\u8d85\u3048\u3066\u3044\u308b\u306e\u3067\u4f3c\u3066\u306a\u3044\u5224\u5b9a\u3067\u826f\u3044\u306e\u3067\u3059\u304c\u3002<\/p>\n\n\n\n
    9.jpg\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n
    \u300c1.jpg\u300d\u3068\u306f\u8272\u5408\u3044\u3084\u69cb\u56f3\u306f\u9177\u4f3c\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u5225\u306e\u30de\u30a6\u30b9\u3092\u5199\u3057\u305f\u753b\u50cf\u3068\u306e\u6bd4\u8f03\u3067\u3059\u3002
    \u672c\u6bd4\u8f03\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u4ed6\u306e\u753b\u50cf\u3068\u306e\u8ddd\u96e2\u304c\u3069\u306e\u7a0b\u5ea6\u9060\u3044\uff08\u4f3c\u3066\u3044\u306a\u3044\uff09\u3068\u5224\u65ad\u3055\u308c\u308b\u304b\u3067\u3059\u3002<\/p>\n\n\n\n
    1<\/td>1.JPG<\/td>\"\"<\/td>0.21921023962016217<\/td><\/tr>
    2<\/td>2.JPG<\/td>\"\"<\/td>0.22571964609296968<\/td><\/tr>
    3<\/td>5.JPG<\/td>\"\"<\/td>0.26658100433218623<\/td><\/tr>
    4<\/td>3.JPG<\/td>\"\"<\/td>0.2877597163239666<\/td><\/tr>
    5<\/td>7.JPG<\/td>\"\"<\/td>0.30588486304108753<\/td><\/tr>
    6<\/td>6.JPG<\/td>\"\"<\/td>0.32612541913122584<\/td><\/tr>
    7<\/td>4.JPG<\/td>\"\"<\/td>0.3535695958455044<\/td><\/tr>
    8<\/td>8.JPG<\/td>\"\"<\/td>0.4883972665533808<\/td><\/tr>
    9<\/td>10.JPG<\/td>\"\"<\/td>0.5183403064345349<\/td><\/tr>
    10<\/td>11.JPG<\/td>\"\"<\/td>0.6216443223784578<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u6700\u3082\u4f3c\u3066\u3044\u308b\uff08\u8fd1\u3044\uff09\u3068\u3055\u308c\u305f\u753b\u50cf\u306f\u300c1.jpg\u300d\u3067\u3001\u8ddd\u96e2\u306f\u7d040.22\u3067\u3059\u3002
    \u305f\u3060\u3001\u3053\u306e\u8ddd\u96e2\u4ee5\u4e0b\u3067\u306a\u3051\u308c\u3070\u4f3c\u3066\u3044\u306a\u3044\u3068\u5224\u65ad\u3059\u308b\u3068\u3001\u6700\u521d\u306b\u793a\u3057\u305f\u300c1.jpg\u300d\u3068\u4ed6\u306e\u753b\u50cf\u306e\u6bd4\u8f03\u306e\u3088\u3046\u306b\u3001\u540c\u3058\u5bfe\u8c61\u7269\u3092\u5199\u3057\u305f\u753b\u50cf\u306e\u591a\u304f\u304c\u9664\u5916\u3055\u308c\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
    \u7591\u308f\u3057\u304d\u306f\u9664\u5916\u3057\u3066\u78ba\u5b9f\u306b\u540c\u3058\u3068\u8a00\u3048\u308b\u5834\u5408\u306e\u307f\u3092\u63a1\u7528\u3059\u308b\u304b\u3001\u591a\u5c11\u602a\u3057\u304f\u3066\u3082\u8fd1\u3044\u3068\u5224\u65ad\u3055\u308c\u305f\u3082\u306e\u3092\u63a1\u7528\u3059\u308b\u304b\u304c\u8ab2\u984c\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n
    11.jpg\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n
    \u307b\u3068\u3093\u3069\u30aa\u30de\u30b1\u306e\u3088\u3046\u306a\u6bd4\u8f03\u3067\u3059\u304c\u3001\u898b\u305f\u76ee\u4f3c\u3066\u3044\u306a\u3044\u306b\u3082\u95a2\u308f\u3089\u305a\u8ddd\u96e2\u304c\u8fd1\u3044\u3068\u5224\u65ad\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u306a\u3044\u304b\u3069\u3046\u304b\u306e\u78ba\u8a8d\u3067\u3059\u3002<\/p>\n\n\n\n
    1<\/td>10.JPG<\/td>\"\"<\/td>0.5104636059923182<\/td><\/tr>
    2<\/td>2.JPG<\/td>\"\"<\/td>0.6036497635369562<\/td><\/tr>
    3<\/td>3.JPG<\/td>\"\"<\/td>0.6100208333336778<\/td><\/tr>
    4<\/td>9.JPG<\/td>\"\"<\/td>0.6216443223784578<\/td><\/tr>
    5<\/td>1.JPG<\/td>\"\"<\/td>0.6265555390769518<\/td><\/tr>
    6<\/td>6.JPG<\/td>\"\"<\/td>0.643298562452018<\/td><\/tr>
    7<\/td>7.JPG<\/td>\"\"<\/td>0.6552266245988223<\/td><\/tr>
    8<\/td>5.JPG<\/td>\"\"<\/td>0.6758433107380102<\/td><\/tr>
    9<\/td>4.JPG<\/td>\"\"<\/td>0.6807029975827883<\/td><\/tr>
    10<\/td>8.JPG<\/td>\"\"<\/td>0.6915559256321544<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u6700\u3082\u8fd1\u3044\u3082\u306e\u30670.5\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u306e\u3067\u8ad6\u5916\u3068\u8a00\u3046\u3053\u3068\u3067\u826f\u3044\u304b\u3068\u3002<\/p>\n\n\n\n
    \u307e\u3068\u3081<\/h2>\n\n\n\n
    \u4e00\u90e8\u306e\u9806\u4f4d\u306b\u7591\u554f\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u8ddd\u96e2\u304c0.2\u524d\u534a\u7a0b\u5ea6\u3067\u8fd1\u3044\u3068\u5224\u65ad\u3055\u308c\u305f\u3082\u306e\u306f\u3001\u4eba\u9593\u306e\u76ee\u3067\u898b\u3066\u3082\u4f3c\u3066\u3044\u308b\u753b\u50cf\u3068\u8a00\u3048\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002
    \u305f\u3060\u3001\u9014\u4e2d\u3067\u4f55\u5ea6\u304c\u89e6\u308c\u307e\u3057\u305f\u304c\u3001\u91cd\u8981\u306a\u306e\u306f\u7d75\u7684\u306a\u985e\u4f3c\u6027\u3067\u3042\u308a\u3001\u8272\u5408\u3044\u3084\u69cb\u56f3\u306a\u3069\u304c\u4f3c\u3066\u3044\u308b\u3053\u3068\u304c\u91cd\u8981\u306a\u3088\u3046\u3067\u3059\u3002
    \u8a00\u3044\u63db\u3048\u308c\u3070\u3001\u7e26\u306e\u3082\u306e\u3092\u6a2a\u306b\u3057\u305f\u3060\u3051\u3067\u985e\u4f3c\u5ea6\u306f\u304b\u306a\u308a\u4e0b\u304c\u308b\u306e\u3067\u3001\u30b4\u30ea\u30b4\u30ea\u306eAI\u306e\u3088\u3046\u306b\u30ea\u30f3\u30b4\u306e\u5199\u771f\u306b\u95a2\u3057\u3066\u300c\u88ab\u5199\u4f53\u306f\u30ea\u30f3\u30b4\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u8a8d\u77e5\u80fd\u529b\u3092\u6301\u3063\u305f\u4e0a\u3067\u306e\u691c\u7d22\u3092\u884c\u306a\u3063\u3066\u3044\u308b\u8a33\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u306f\u8a8d\u8b58\u3057\u3066\u304a\u304f\u3079\u304d\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
    \u4eca\u56de\u306f\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u6642\u306e\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u3057\u3066\u300cResNet50\u300d\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u8ddd\u96e2\u5224\u5b9a\u306b\u300c\u30b3\u30b5\u30a4\u30f3\u8ddd\u96e2\u300d\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u304c\u3001\u3053\u306e\u8fba\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u9055\u3063\u305f\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002
    \u305d\u306e\u8fba\u306f\u6b21\u56de\u4ee5\u964d\u306e\u8ab2\u984c\u3068\u8a00\u3046\u3053\u3068\u3067\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
    \u6628\u4eca\u306e\u6295\u7a3f\u3067\u89e6\u308c\u3066\u304d\u305f\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u53ca\u3073\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u4f7f\u7528\u3057\u3066\u3001\u672c\u6765\u306e\u76ee\u7684\u3067\u3042\u308b\u753b\u50cf\u691c\u7d22\u3092\u5b9f\u65bd\u3057\u3066\u307f\u307e\u3059\u3002 PostgreSQL\u306e\u4e0b\u6e96\u5099 \u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u969b\u3057\u3066\u306fPython\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089PostgreSQL\u306b\u30a2\u30af\u30bb\u30b9\u3067 […]<\/p>\n","protected":false},"author":6,"featured_media":5012,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wp_rev_ctl_limit":""},"categories":[210],"tags":[],"class_list":["post-5008","post","type-post","status-publish","format-standard","has-post-thumbnail","category-210"],"_links":{"self":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/posts\/5008","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/comments?post=5008"}],"version-history":[{"count":0,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/posts\/5008\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/media\/5012"}],"wp:attachment":[{"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/media?parent=5008"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/categories?post=5008"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wetch.co.jp\/note\/wp-json\/wp\/v2\/tags?post=5008"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}