{"id":23126,"date":"2024-03-16T21:32:31","date_gmt":"2024-03-16T12:32:31","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/%e3%82%b9%e3%83%91%e3%83%bc%e3%82%af%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e3%83%93%e3%83%83%e3%82%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99\/"},"modified":"2025-08-07T14:21:47","modified_gmt":"2025-08-07T05:21:47","slug":"%e3%82%b9%e3%83%91%e3%83%bc%e3%82%af%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e3%83%93%e3%83%83%e3%82%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/%e3%82%b9%e3%83%91%e3%83%bc%e3%82%af%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e3%83%93%e3%83%83%e3%82%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99\/","title":{"rendered":"\u30b9\u30d1\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f"},"content":{"rendered":"

Spark\u306fScala\u3001Java\u3001Python\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u8a18\u8ff0\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u7c21\u5358\u306b\u884c\u3048\u308b\u3088\u3046\u306b\u3001\u3055\u307e\u3056\u307e\u306aAPI\u3084\u30c4\u30fc\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

Spark\u3092\u4f7f\u7528\u3057\u3066\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u884c\u3046\u4e00\u822c\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n

    \n
  1. Spark\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\uff1a\u30b3\u30fc\u30c9\u5185\u3067Spark\u306b\u95a2\u9023\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30af\u30e9\u30b9\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
  2. SparkSession\u306e\u4f5c\u6210\uff1aSparkSession\u3092\u4f7f\u7528\u3057\u3066Spark\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/li>\n
  3. \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\uff1aSpark\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9API\uff08\u4f8b\uff1aspark.read.csv()\uff09\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n
  4. \u30c7\u30fc\u30bf\u51e6\u7406\uff1aSpark\u306e\u8c4a\u5bcc\u306a\u5909\u63db\u64cd\u4f5c\uff08filter()\u3001groupBy()\u3001join()\u306a\u3069\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u304a\u3088\u3073\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n
  5. \u30c7\u30fc\u30bf\u5206\u6790\uff1aSpark\u306e\u9ad8\u5ea6\u306aAPI\uff08DataFrame\u3084SQL\u306a\u3069\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30af\u30a8\u30ea\u3084\u5206\u6790\u64cd\u4f5c\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n
  6. \u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\uff1aSpark\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9API\uff08\u4f8b\uff1aspark.write.csv()\uff09\u3092\u4f7f\u7528\u3057\u3066\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/li>\n
  7. Spark\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001spark-submit\u30b3\u30de\u30f3\u30c9\u3092\u547c\u3073\u51fa\u3059\u304b\u4ed6\u306e\u65b9\u6cd5\u3067Spark\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u51fa\u304a\u3088\u3073\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n

    \u5b9f\u969b\u306e\u4f7f\u7528\u6642\u306b\u306f\u3001\u5177\u4f53\u7684\u306a\u30cb\u30fc\u30ba\u3084\u30b7\u30fc\u30f3\u306b\u5fdc\u3058\u3066\u9069\u5207\u306aSpark API\u3084\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u306fSpark Streaming\u3092\u4f7f\u7528\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u306fSpark MLlib\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

    \u8981\u7b80\u5355\u8bf4\uff0cSpark\u306e\u4f7f\u3044\u65b9\u306f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3001SparkSession\u306e\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u306e\u30ed\u30fc\u30c9\u3001\u30c7\u30fc\u30bf\u52a0\u5de5\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30c7\u30fc\u30bf\u4fdd\u5b58\u306a\u3069\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u5177\u4f53\u7684\u306a\u8981\u4ef6\u3084\u30b7\u30c1\u30e5\u30a8\u30fc\u30b7\u30e7\u30f3\u306b\u5fdc\u3058\u3066\u3001\u9069\u5207\u306aAPI\u3084\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3057\u3066\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    Spark\u306fScala\u3001Java\u3001Python\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u8a18\u8ff0\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u30bf\u30b9\u30af […]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,61],"class_list":["post-23126","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-26","tag-61"],"yoast_head":"\n\u30b9\u30d1\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"\u30b9\u30d1\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/ja\/blog\/\u30b9\u30d1\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u65b9\u6cd5\u306f\u4f55\u3067\u3059\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u30b9\u30d1\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f\" \/>\n<meta property=\"og:description\" content=\"\u30b9\u30d1\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/\u30b9\u30d1\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u65b9\u6cd5\u306f\u4f55\u3067\u3059\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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