{"id":478008,"date":"2023-08-09T09:25:49","date_gmt":"2023-08-09T09:25:49","guid":{"rendered":""},"modified":"2023-09-05T11:15:52","modified_gmt":"2023-09-05T11:15:52","slug":"metaflow","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/metaflow\/","title":{"rendered":"\u30e1\u30bf\u30d5\u30ed\u30fc"},"content":{"rendered":"

Metaflow \u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u69cb\u7bc9\u3068\u7ba1\u7406\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u30022017 \u5e74\u306b Netflix \u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f Metaflow \u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u76f4\u9762\u3059\u308b\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002Metaflow \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u30c7\u30fc\u30bf\u96c6\u7d04\u578b\u306e\u8a08\u7b97\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u5b9f\u884c\u3057\u3001\u5b9f\u9a13\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3057\u3001\u7c21\u5358\u306b\u5171\u540c\u4f5c\u696d\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u7d71\u5408\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001Metaflow \u306f\u4e16\u754c\u4e2d\u306e\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5b9f\u8df5\u8005\u3084\u30c1\u30fc\u30e0\u306e\u9593\u3067\u4eba\u6c17\u3092\u535a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

Metaflow\u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2<\/h2>\n

Metaflow \u306f Netflix \u5185\u3067\u8a95\u751f\u3057\u307e\u3057\u305f\u3002\u5f53\u521d\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7ba1\u7406\u304b\u3089\u751f\u3058\u308b\u8907\u96d1\u3055\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u8003\u6848\u3055\u308c\u307e\u3057\u305f\u3002Metaflow \u304c\u521d\u3081\u3066\u8a00\u53ca\u3055\u308c\u305f\u306e\u306f\u30012019 \u5e74\u306b Netflix \u304c\u6295\u7a3f\u3057\u305f\u300cMetaflow \u306e\u7d39\u4ecb: \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u305f\u3081\u306e\u4eba\u9593\u4e2d\u5fc3\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300d\u3068\u3044\u3046\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u3057\u305f\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Metaflow \u3092\u4e16\u754c\u306b\u7d39\u4ecb\u3057\u3001\u30e6\u30fc\u30b6\u30fc \u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u4e2d\u5fc3\u306e\u8a2d\u8a08\u3092\u5f37\u8abf\u3057\u306a\u304c\u3089\u3001\u305d\u306e\u4e2d\u6838\u3068\u306a\u308b\u539f\u5247\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n

Metaflow\u306e\u8a73\u7d30\u60c5\u5831<\/h2>\n

Metaflow \u306f\u57fa\u672c\u7684\u306b Python \u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001\u57fa\u76e4\u3068\u306a\u308b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u6c17\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30ed\u30b8\u30c3\u30af\u306b\u96c6\u4e2d\u3067\u304d\u308b\u9ad8\u30ec\u30d9\u30eb\u306e\u62bd\u8c61\u5316\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3051\u308b\u4e00\u9023\u306e\u8a08\u7b97\u30b9\u30c6\u30c3\u30d7\u3092\u8868\u3059\u300c\u30d5\u30ed\u30fc\u300d\u306e\u6982\u5ff5\u3092\u4e2d\u5fc3\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30d5\u30ed\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3001\u51e6\u7406\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u7d50\u679c\u306e\u5206\u6790\u3092\u30ab\u30d7\u30bb\u30eb\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7406\u89e3\u3057\u3066\u7ba1\u7406\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

Metaflow \u306e\u4e3b\u306a\u5229\u70b9\u306e 1 \u3064\u306f\u3001\u305d\u306e\u4f7f\u3044\u3084\u3059\u3055\u3067\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u30d5\u30ed\u30fc\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u5b9a\u7fa9\u3001\u5b9f\u884c\u3001\u53cd\u5fa9\u3057\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u53cd\u5fa9\u7684\u306a\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u63a2\u7d22\u3068\u5b9f\u9a13\u304c\u4fc3\u9032\u3055\u308c\u3001\u3088\u308a\u5805\u7262\u3067\u6b63\u78ba\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n

Metaflow \u306e\u5185\u90e8\u69cb\u9020 \u2013 Metaflow \u306e\u4ed5\u7d44\u307f<\/h2>\n

Metaflow \u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4e00\u9023\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u6574\u7406\u3057\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u306f\u95a2\u6570\u3068\u3057\u3066\u8868\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4f9d\u5b58\u95a2\u4fc2\u3084\u5fc5\u8981\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306a\u3069\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u6ce8\u91c8\u3068\u3057\u3066\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30b9\u30c6\u30c3\u30d7\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u74b0\u5883\u5185\u3067\u5b9f\u884c\u3055\u308c\u3001Metaflow \u306f\u81ea\u52d5\u7684\u306b\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u51e6\u7406\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30b9\u30c6\u30fc\u30b8\u306b\u308f\u305f\u3063\u3066\u30c7\u30fc\u30bf\u3068\u6210\u679c\u7269\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n

\u30d5\u30ed\u30fc\u304c\u5b9f\u884c\u3055\u308c\u308b\u3068\u3001Metaflow \u306f\u72b6\u614b\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u900f\u904e\u7684\u306b\u7ba1\u7406\u3057\u3001\u5b9f\u9a13\u306e\u518d\u958b\u3084\u5171\u6709\u3092\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001Metaflow \u306f Apache Spark \u3084 TensorFlow \u306a\u3069\u306e\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u6a5f\u80fd\u3092\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/p>\n

Metaflow \u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u5206\u6790<\/h2>\n

Metaflow \u306f\u3001\u5805\u7262\u306a\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u969b\u7acb\u3064\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6a5f\u80fd\u3092\u8a87\u308a\u307e\u3059\u3002<\/p>\n

    \n
  1. \n

    \u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u958b\u767a<\/strong>\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u30d5\u30ed\u30fc\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u958b\u767a\u304a\u3088\u3073\u30c7\u30d0\u30c3\u30b0\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5bfe\u3059\u308b\u3088\u308a\u63a2\u7d22\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u4fc3\u9032\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

  2. \n

    \u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3068\u518d\u73fe\u6027<\/strong>Metaflow \u306f\u3001\u4f9d\u5b58\u95a2\u4fc2\u3084\u30c7\u30fc\u30bf\u3092\u542b\u3080\u5404\u5b9f\u884c\u306e\u72b6\u614b\u3092\u81ea\u52d5\u7684\u306b\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u74b0\u5883\u9593\u3067\u7d50\u679c\u306e\u518d\u73fe\u6027\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

  3. \n

    \u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>Metaflow \u306f\u3001\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u4e0a\u306e\u5c0f\u898f\u6a21\u306a\u5b9f\u9a13\u304b\u3089\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u306e\u5927\u898f\u6a21\u306a\u5206\u6563\u8a08\u7b97\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u898f\u6a21\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

  4. \n

    \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>: \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30d5\u30ed\u30fc\u3001\u30e2\u30c7\u30eb\u3001\u7d50\u679c\u3092\u30c1\u30fc\u30e0 \u30e1\u30f3\u30d0\u30fc\u3068\u7c21\u5358\u306b\u5171\u6709\u3067\u304d\u308b\u65b9\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u5171\u540c\u4f5c\u696d\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

  5. \n

    \u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30b5\u30dd\u30fc\u30c8<\/strong>Metaflow \u306f\u3001\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3001\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d3\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5b9f\u884c\u74b0\u5883\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u3055\u307e\u3056\u307e\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u30e1\u30bf\u30d5\u30ed\u30fc\u306e\u7a2e\u985e<\/h2>\n

    Metaflow \u30d5\u30ed\u30fc\u306b\u306f\u4e3b\u306b 2 \u3064\u306e\u30bf\u30a4\u30d7\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

      \n
    1. \n

      \u30ed\u30fc\u30ab\u30eb\u30d5\u30ed\u30fc<\/strong>\u3053\u308c\u3089\u306e\u30d5\u30ed\u30fc\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30ed\u30fc\u30ab\u30eb \u30de\u30b7\u30f3\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u308b\u305f\u3081\u3001\u521d\u671f\u958b\u767a\u304a\u3088\u3073\u30c6\u30b9\u30c8\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<\/li>\n

    2. \n

      \u30d0\u30c3\u30c1\u30d5\u30ed\u30fc<\/strong>\u30d0\u30c3\u30c1\u30d5\u30ed\u30fc\u306f\u30af\u30e9\u30a6\u30c9 \u30af\u30e9\u30b9\u30bf\u30fc\u306a\u3069\u306e\u5206\u6563\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u3001\u3088\u308a\u5927\u304d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u8a08\u7b97\u3092\u62e1\u5f35\u3057\u3066\u51e6\u7406\u3059\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

      2 \u7a2e\u985e\u306e\u30d5\u30ed\u30fc\u306e\u6bd4\u8f03\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n
      <\/th>\n\u30ed\u30fc\u30ab\u30eb\u30d5\u30ed\u30fc<\/th>\n\u30d0\u30c3\u30c1\u30d5\u30ed\u30fc<\/th>\n<\/tr>\n<\/thead>\n
      \u5b9f\u884c\u5834\u6240<\/td>\n\u30ed\u30fc\u30ab\u30eb\u30de\u30b7\u30f3<\/td>\n\u5206\u6563\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08\u4f8b\uff1a\u30af\u30e9\u30a6\u30c9\uff09<\/td>\n<\/tr>\n
      \u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/td>\n\u5730\u57df\u8cc7\u6e90\u306b\u3088\u308b\u5236\u9650<\/td>\n\u3088\u308a\u5927\u304d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3067\u304d\u308b\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/td>\n<\/tr>\n
      \u4f7f\u7528\u4e8b\u4f8b<\/td>\n\u521d\u671f\u958b\u767a\u3068\u30c6\u30b9\u30c8<\/td>\n\u5927\u898f\u6a21\u751f\u7523<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      Metaflow\u306e\u4f7f\u3044\u65b9\u3001\u4f7f\u7528\u4e0a\u306e\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56<\/h2>\n

      Metaflow\u306e\u4f7f\u3044\u65b9<\/h3>\n
        \n
      1. \n

        \u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3068\u524d\u51e6\u7406<\/strong>: Metaflow \u306f\u3001\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3068\u524d\u51e6\u7406\u30bf\u30b9\u30af\u3092\u5bb9\u6613\u306b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u7406\u89e3\u3057\u3066\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

      2. \n

        \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1<\/strong>: \u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3057\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

      3. \n

        \u5b9f\u9a13\u7ba1\u7406<\/strong>: Metaflow \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u6a5f\u80fd\u3068\u518d\u73fe\u6a5f\u80fd\u306b\u3088\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30c1\u30fc\u30e0 \u30e1\u30f3\u30d0\u30fc\u9593\u3067\u5b9f\u9a13\u3092\u7ba1\u7406\u304a\u3088\u3073\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306e\u512a\u308c\u305f\u30c4\u30fc\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

        Metaflow \u306e\u4f7f\u7528\u306b\u95a2\u9023\u3059\u308b\u554f\u984c\u3068\u89e3\u6c7a\u7b56<\/h3>\n
          \n
        1. \n

          \u4f9d\u5b58\u95a2\u4fc2\u306e\u7ba1\u7406<\/strong>: \u4f9d\u5b58\u95a2\u4fc2\u3068\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306e\u51e6\u7406\u306f\u8907\u96d1\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002Metaflow \u306f\u3001\u4f9d\u5b58\u95a2\u4fc2\u3092\u81ea\u52d5\u7684\u306b\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30d0\u30fc\u30b8\u30e7\u30f3\u5236\u7d04\u3092\u6307\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

        2. \n

          \u8cc7\u6e90\u7ba1\u7406<\/strong>: \u5927\u898f\u6a21\u306a\u8a08\u7b97\u3067\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002Metaflow \u306f\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u306e\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u3092\u6307\u5b9a\u3059\u308b\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u7387\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

        3. \n

          \u5171\u6709\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5171\u540c\u4f5c\u696d\u3092\u884c\u3046\u5834\u5408\u3001\u30d5\u30ed\u30fc\u3068\u7d50\u679c\u3092\u52b9\u7387\u7684\u306b\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002Metaflow \u3068\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304a\u3088\u3073\u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30c1\u30fc\u30e0 \u30e1\u30f3\u30d0\u30fc\u9593\u306e\u5171\u540c\u4f5c\u696d\u304c\u7c21\u7d20\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

          \u4e3b\u306a\u7279\u5fb4\u3068\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03<\/h2>\n\n\n\n\n\n\n\n\n\n\n
          \u7279\u5fb4<\/th>\n\u30e1\u30bf\u30d5\u30ed\u30fc<\/th>\n\u30a2\u30d1\u30c3\u30c1\u30a8\u30a2\u30d5\u30ed\u30fc<\/th>\n<\/tr>\n<\/thead>\n
          \u30bf\u30a4\u30d7<\/td>\n\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea<\/td>\n\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/td>\n<\/tr>\n
          \u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8<\/td>\n\u30d1\u30a4\u30bd\u30f3<\/td>\n\u8907\u6570\u306e\u8a00\u8a9e\uff08Python\u3001Java\u306a\u3069\uff09<\/td>\n<\/tr>\n
          \u4f7f\u7528\u4e8b\u4f8b<\/td>\n\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/td>\n\u4e00\u822c\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u81ea\u52d5\u5316<\/td>\n<\/tr>\n
          \u4f7f\u3044\u3084\u3059\u3055<\/td>\n\u975e\u5e38\u306b\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc<\/td>\n\u3088\u308a\u591a\u304f\u306e\u8a2d\u5b9a\u3068\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304c\u5fc5\u8981<\/td>\n<\/tr>\n
          \u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/td>\n\u5206\u6563\u8a08\u7b97\u5411\u3051\u306b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb<\/td>\n\u5206\u6563\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5411\u3051\u306b\u62e1\u5f35\u53ef\u80fd<\/td>\n<\/tr>\n
          \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/td>\n\u7d44\u307f\u8fbc\u307f\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb<\/td>\n\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u8ffd\u52a0\u306e\u8a2d\u5b9a\u304c\u5fc5\u8981<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          Metaflow\u306b\u95a2\u9023\u3059\u308b\u5c06\u6765\u306e\u5c55\u671b\u3068\u6280\u8853<\/h2>\n

          Metaflow \u306f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u5c06\u6765\u6709\u671b\u3067\u3059\u3002\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30b9\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001Metaflow \u306f\u6b21\u306e\u5206\u91ce\u3067\u9032\u6b69\u3059\u308b\u3053\u3068\u304c\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n

            \n
          1. \n

            \u65b0\u8208\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u306e\u7d71\u5408<\/strong>Metaflow \u306f\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u7d71\u5408\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6700\u5148\u7aef\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<\/li>\n

          2. \n

            \u5f37\u5316\u3055\u308c\u305f\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd<\/strong>\u4eca\u5f8c\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3067\u306f\u3001\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30c1\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u3055\u3089\u306b\u5408\u7406\u5316\u3057\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u30c1\u30fc\u30e0\u306e\u4e00\u54e1\u3068\u3057\u3066\u3088\u308a\u52b9\u7387\u7684\u306b\u4f5c\u696d\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u304c\u7f6e\u304b\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

          3. \n

            \u30af\u30e9\u30a6\u30c9\u7d71\u5408\u306e\u6539\u5584<\/strong>\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d3\u30b9\u306e\u4eba\u6c17\u306e\u9ad8\u307e\u308a\u306b\u4f34\u3044\u3001Metaflow \u306f\u4e3b\u8981\u306a\u30af\u30e9\u30a6\u30c9 \u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3068\u306e\u7d71\u5408\u3092\u5f37\u5316\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5927\u898f\u6a21\u306a\u8a08\u7b97\u3092\u3088\u308a\u7c21\u5358\u306b\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

            \u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc\u306e\u4f7f\u7528\u65b9\u6cd5\u3084Metaflow\u3068\u306e\u95a2\u9023\u4ed8\u3051\u65b9\u6cd5<\/h2>\n

            OneProxy \u304c\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306a\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001Metaflow \u3068\u9023\u643a\u3057\u3066\u3001\u6b21\u306e\u70b9\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

              \n
            1. \n

              \u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e IP \u30a2\u30c9\u30ec\u30b9\u3092\u30de\u30b9\u30af\u3059\u308b\u3053\u3068\u3067\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5c64\u3092\u8ffd\u52a0\u3057\u3001Metaflow \u30d5\u30ed\u30fc\u306e\u5b9f\u884c\u4e2d\u306b\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30c7\u30fc\u30bf\u4fdd\u8b77\u306e\u30ec\u30d9\u30eb\u3092\u3055\u3089\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

            2. \n

              \u8ca0\u8377\u5206\u6563\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>: \u30d0\u30c3\u30c1 \u30d5\u30ed\u30fc\u3092\u4f34\u3046\u5927\u898f\u6a21\u306a\u8a08\u7b97\u306e\u5834\u5408\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u8a08\u7b97\u8ca0\u8377\u3092\u8907\u6570\u306e IP \u30a2\u30c9\u30ec\u30b9\u306b\u5206\u6563\u3057\u3001\u52b9\u7387\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

            3. \n

              \u5730\u7406\u7684\u306b\u5236\u9650\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u5730\u7406\u7684\u306b\u5236\u9650\u3055\u308c\u305f\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001Metaflow \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3068\u5206\u6790\u306e\u7bc4\u56f2\u304c\u62e1\u5927\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

              \u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n

              Metaflow \u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u30ea\u30f3\u30af\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n

                \n
              1. \u30e1\u30bf\u30d5\u30ed\u30fc\u516c\u5f0f\u30b5\u30a4\u30c8<\/a><\/li>\n
              2. Metaflow GitHub \u30ea\u30dd\u30b8\u30c8\u30ea<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468896,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478008","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Metaflow: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is Metaflow?","answer":"

                Metaflow is an open-source data science library developed by Netflix in 2017. It simplifies the process of building and managing data science projects, offering a unified framework for executing data-intensive computations, managing experiments, and collaborating with ease.<\/p>"},{"question":"How did Metaflow originate?","answer":"

                Metaflow originated within Netflix to address the complexities of managing data science projects at scale. The first mention of Metaflow came through a blog post by Netflix in 2019, introducing it as a \"Human-Centric Framework for Data Science.\"<\/p>"},{"question":"How does Metaflow work?","answer":"

                Metaflow organizes data science projects into \"flows,\" representing a sequence of computational steps. These steps are executed within a computing environment, and Metaflow manages the orchestration, data, and artifacts across different stages automatically.<\/p>"},{"question":"What are the key features of Metaflow?","answer":"

                Metaflow boasts several key features, including interactive development, versioning for reproducibility, scalability for various project sizes, collaboration tools, and integration with popular data processing frameworks like Apache Spark and TensorFlow.<\/p>"},{"question":"What types of Metaflow flows are there?","answer":"

                There are two main types of Metaflow flows:<\/p>

                1. Local Flows<\/strong>: Executed on the user's local machine, ideal for initial development and testing.<\/li>
                2. Batch Flows<\/strong>: Executed on distributed platforms like the cloud, suitable for large-scale, distributed computations.<\/li><\/ol>"},{"question":"How can I use Metaflow?","answer":"

                  Metaflow can be used for data exploration and preprocessing, model training and evaluation, and managing experiments efficiently within data science projects.<\/p>"},{"question":"What are some common problems and solutions related to Metaflow usage?","answer":"

                  Some common challenges include managing dependencies, resource allocation, and efficient collaboration. Metaflow addresses these by capturing dependencies, allowing resource specifications for each step, and providing collaboration tools.<\/p>"},{"question":"How does Metaflow compare to other tools like Apache Airflow?","answer":"

                  Metaflow, as a data science library, is highly interactive and user-friendly, whereas Apache Airflow is a more general workflow orchestration platform. Metaflow's ease of use and scalability make it ideal for data science projects.<\/p>"},{"question":"What is the future outlook for Metaflow?","answer":"

                  The future of Metaflow looks promising with potential integrations with emerging technologies, enhanced collaboration features, and improved cloud integration for large-scale computations.<\/p>"},{"question":"How can proxy servers be associated with Metaflow?","answer":"

                  Proxy servers, like OneProxy, can enhance Metaflow usage by providing data privacy and security, load balancing, and access to geographically restricted data sources for data science projects.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/478008","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/478008\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/468896"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=478008"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}