{"id":1201,"date":"2023-04-16T11:02:32","date_gmt":"2023-04-16T02:02:32","guid":{"rendered":"http:\/\/edu.ujhb.org\/?p=1201"},"modified":"2023-04-16T11:02:33","modified_gmt":"2023-04-16T02:02:33","slug":"hbase%e5%85%a5%e9%96%80","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=1201","title":{"rendered":"HBase\u5165\u9580"},"content":{"rendered":"\n<p>IT\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30d3\u30c7\u30aa\u3092\u3084\u308a\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5fdc\u3058\u3066\u30d3\u30c7\u30aa\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u914d\u7f6e\u3057\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u304b\u3002 HBase\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3001\u305d\u3057\u3066\u3042\u306a\u305f\u306f\u79c1\u306b\u30ab\u30d0\u30fc\u3059\u308b\u3082\u306e\u306e\u30ea\u30b9\u30c8\u3092\u4e0e\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30d3\u30c7\u30aa\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u914d\u7f6e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u4ee5\u4e0b\u306f\u3042\u306a\u305f\u304c\u30ab\u30d0\u30fc\u3067\u304d\u308bHBase\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30c8\u30d4\u30c3\u30af\u3067\u3059:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>HBase\u3068\u306f\u4f55\u304b\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3069\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3002<\/li>\n\n\n\n<li>HBase \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u69cb\u6210\u3002<\/li>\n\n\n\n<li>\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u306a\u3069\u3001HBase \u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3068\u7ba1\u7406\u3002<\/li>\n\n\n\n<li>HBase \u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb (\u884c\u30ad\u30fc\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3001\u5217\u4fee\u98fe\u5b50\u306a\u3069)\u3002<\/li>\n\n\n\n<li>HBase \u30d5\u30a3\u30eb\u30bf\u30fc (\u884c\u30ad\u30fc \u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u5217\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u5358\u4e00\u5217\u5024\u30d5\u30a3\u30eb\u30bf\u30fc\u306a\u3069)\u3002<\/li>\n\n\n\n<li>HBase \u3068 Hadoop \u306e\u7d71\u5408\u3001MapReduce \u306e\u4f7f\u7528\u3001HBase \u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u306a\u3069\u3001HBase \u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3002<\/li>\n\n\n\n<li>HBase \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316 (\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u306e\u6700\u9069\u5316\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6700\u9069\u5316\u3001I\/O \u306e\u6700\u9069\u5316\u306a\u3069)\u3002<\/li>\n\n\n\n<li>HBase \u306e\u76e3\u8996\u3068\u7ba1\u7406 (HBase \u30ed\u30b0\u3001\u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af\u3001\u7ba1\u7406\u30c4\u30fc\u30eb\u306a\u3069)\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e0a\u8a18\u306f\u3001\u6559\u80b2\u30b9\u30bf\u30a4\u30eb\u3068\u751f\u5f92\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u62e1\u5f35\u3067\u304d\u308bHBase\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u30c8\u30d4\u30c3\u30af\u306e\u30ea\u30b9\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>HBase\u3068\u306f\u4f55\u304b\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u3069\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001HBase\u3068\u306f\u4f55\u304b\u3001\u305d\u3057\u3066\u305d\u306e\u57fa\u672c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u3069\u306e\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3092\u559c\u3093\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>HBase \u306f\u3001Hadoop \u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5206\u6563\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 HBase \u306f\u3001\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u30af\u30e9\u30b9\u30bf\u30fc\u3067\u306e\u6c34\u5e73\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u53ef\u80fd\u3067\u3059\u3002 HBase \u306f\u3001\u5927\u91cf\u306e\u30b9\u30d1\u30fc\u30b9 \u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u5206\u6563\u3055\u308c\u305f\u5217\u6307\u5411\u306e NoSQL \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 Hadoop\u30c7\u30fc\u30bf\u3078\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e9\u30f3\u30c0\u30e0\u8aad\u307f\u53d6\u308a\/\u66f8\u304d\u8fbc\u307f\u30a2\u30af\u30bb\u30b9\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>HBase \u306e\u57fa\u672c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>HBase \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u8907\u6570\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002 \u5404\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306f\u3001\u4e00\u9023\u306e HBase \u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u304a\u3088\u3073\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>HBase \u30c7\u30fc\u30bf\u306f\u884c\u30ad\u30fc\u306b\u5f93\u3063\u3066\u9806\u756a\u306b\u683c\u7d0d\u3055\u308c\u3001\u5404\u884c\u306b\u306f\u4efb\u610f\u306e\u6570\u306e\u5217\u30d5\u30a1\u30df\u30ea\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5404\u5217\u30d5\u30a1\u30df\u30ea\u306b\u306f\u4efb\u610f\u306e\u6570\u306e\u5217\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u306fHDFS\u30d9\u30fc\u30b9\u306e\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308a\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u3055\u307e\u3056\u307e\u306a\u30ce\u30fc\u30c9\u306b\u30c7\u30fc\u30bf\u3092\u5206\u6563\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>HBase \u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u500b\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u5206\u6563\u8abf\u6574\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066 Zookeeper \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>HBase \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306f\u3001Zookeeper \u3068\u5bfe\u8a71\u3057\u3066\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001HBase \u306f\u3001\u5217\u30d9\u30fc\u30b9\u306e\u30b9\u30c8\u30ec\u30fc\u30b8 \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3068 Hadoop \u306e\u5206\u6563\u30d5\u30a1\u30a4\u30eb \u30b7\u30b9\u30c6\u30e0\u3092\u30b9\u30c8\u30ec\u30fc\u30b8 \u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u683c\u7d0d\u3059\u308b\u3001\u9ad8\u5ea6\u306b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u5206\u6563\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 \u305d\u306e\u57fa\u672c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u8907\u6570\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3067\u3042\u308a\u3001\u5206\u6563\u8abf\u6574\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066Zookeeper\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>HBase\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u69cb\u6210\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001HBase\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u69cb\u6210\u306b\u3064\u3044\u3066\u559c\u3093\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>HBase \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u69cb\u6210\u306f\u3001\u6b21\u306e\u624b\u9806\u306b\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>HBase \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u524d\u306b\u3001Java \u3068 Hadoop \u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3001\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 Hadoop \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3068\u69cb\u6210\u60c5\u5831\u306f\u3001Hadoop \u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306b\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>HBase \u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u89e3\u51cd HBase \u30d0\u30a4\u30ca\u30ea\u306f\u3001HBase \u306e\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u307e\u305f\u306f Apache \u306e\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002 \u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001HBase \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>HBase HBase \u306e\u30e1\u30a4\u30f3\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306f hbase-site .xml \u3067\u3001\u3053\u308c\u306f HBase \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u4e0b\u306e conf \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u3042\u308a\u307e\u3059\u3002 \u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u7279\u5b9a\u306e\u69cb\u6210\u306b\u5408\u308f\u305b\u3066\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u69cb\u6210\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>hbase.rootdir: HBase \u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>hbase.zookeeper.quorum: HBase \u304c\u4f9d\u5b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u98fc\u80b2\u4fc2\u306e\u5834\u6240\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>hbase.cluster.distributed: HBase \u304c\u5206\u6563\u3055\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>hbase.master.port: HBase \u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u306e\u30dd\u30fc\u30c8\u756a\u53f7\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>hbase.regionserver.port: RegionServer \u306e\u30dd\u30fc\u30c8\u756a\u53f7\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>HBase \u306e\u958b\u59cb \u30d3\u30f3\/\u958b\u59cb hbase.sh \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066 HBase \u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002 \u8d77\u52d5\u3059\u308b\u524d\u306b\u3001Zookeeper \u304c\u8d77\u52d5\u3057\u3066\u3044\u308b\u3053\u3068\u3001\u304a\u3088\u3073 hbase-site .xml\u3067\u6b63\u3057\u3044 Zookeeper \u306e\u5834\u6240\u304c\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>HBase \u30b7\u30a7\u30eb\u307e\u305f\u306f API \u3092\u4f7f\u7528\u3057\u3066\u3001HBase \u304c\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002 HBase \u30b7\u30a7\u30eb\u3067\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30c6\u30fc\u30d6\u30eb\u3092\u8868\u793a\u3057\u3001\u30c7\u30fc\u30bf\u3092\u633f\u5165\u3057\u3066\u3001HBase \u304c\u5b9f\u884c\u3055\u308c\u3001\u6b63\u5e38\u306b\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001HBase \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u69cb\u6210\u3059\u308b\u306b\u306f\u3001\u74b0\u5883\u306e\u6e96\u5099\u3001HBase \u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u30a2\u30f3\u30d1\u30c3\u30af\u3001HBase \u306e\u69cb\u6210\u3001HBase \u306e\u958b\u59cb\u3001\u304a\u3088\u3073 HBase \u304c\u6b63\u3057\u304f\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3053\u3068\u306e\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002 \u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306e\u91cd\u8981\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u306f\u3001hbase.rootdir\u3001hbase.zookeeper.quorum\u3001hbase.cluster.distributed\u3001hbase.master.port\u3001hbase.regionserver.port \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u306a\u3069\u3001HBase\u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3068\u7ba1\u7406\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u306a\u3069\u3001HBase\u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3068\u7ba1\u7406\u306b\u3064\u3044\u3066\u559c\u3093\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210 HBase \u3067\u65b0\u3057\u3044\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>a.a. HBase \u30b7\u30a7\u30eb\u3092\u958b\u304d\u307e\u3059\u3002 b. create \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002 \u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: &#8216;\u30c6\u30fc\u30d6\u30eb\u540d&#8217;, &#8216;\u5217\u30d5\u30a1\u30df\u30ea1&#8217;, &#8216;\u5217\u30d5\u30a1\u30df\u30ea2&#8217;, &#8230; debug \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u69cb\u9020\u304c\u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001info \u3068 score \u3068\u3044\u3046\u540d\u524d\u306e 2 \u3064\u306e\u5217\u30d5\u30a1\u30df\u30ea\u3092\u6301\u3064 students \u3068\u3044\u3046\u540d\u524d\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001HBase \u30b7\u30a7\u30eb\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">luaCopy code<code>create 'students', 'info', 'score'\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30c7\u30fc\u30bf\u306e\u633f\u5165 HBase \u30c6\u30fc\u30d6\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u633f\u5165\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>a.a. HBase \u30b7\u30a7\u30eb\u3092\u958b\u304d\u307e\u3059\u3002 b. put \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u633f\u5165\u3057\u307e\u3059\u3002 \u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: &#8216;\u30c6\u30fc\u30d6\u30eb\u540d&#8217;, &#8216;\u884c\u30ad\u30fc&#8217;, &#8216;\u5217\u30d5\u30a1\u30df\u30ea:\u5217&#8217;, &#8216;\u5024&#8217;<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u5b66\u751f ID \u304c 101 \u306e\u5b66\u751f\u306e\u540d\u524d\u3068\u5e74\u9f62\u3092 Students \u30c6\u30fc\u30d6\u30eb\u306b\u633f\u5165\u3059\u308b\u306b\u306f\u3001HBase \u30b7\u30a7\u30eb\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>put 'students', '101', 'info:name', 'John'\nput 'students', '101', 'info:age', '20'\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b HBase \u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>a.a. HBase \u30b7\u30a7\u30eb\u3092\u958b\u304d\u307e\u3059\u3002 b. put \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002 \u69cb\u6587\u306f\u30c7\u30fc\u30bf\u306e\u633f\u5165\u3068\u540c\u3058\u3067\u3059\u304c\u3001\u884c\u30ad\u30fc\u3068\u5217\u30d5\u30a1\u30df\u30ea\/\u5217\u304c\u66f4\u65b0\u3055\u308c\u308b\u884c\u3068\u5217\u3068\u4e00\u81f4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u70b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u5b66\u751f ID \u304c 101 \u6b73\u306e\u5b66\u751f\u306e\u5e74\u9f62\u3092 22 \u6b73\u306b\u66f4\u65b0\u3059\u308b\u306b\u306f\u3001HBase \u30b7\u30a7\u30eb\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>put 'students', '101', 'info:age', '22'\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30c7\u30fc\u30bf\u306e\u524a\u9664 HBase \u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u524a\u9664\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>a.a. HBase \u30b7\u30a7\u30eb\u3092\u958b\u304d\u307e\u3059\u3002 b. \u524a\u9664\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u524a\u9664\u3057\u307e\u3059\u3002 \u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: &#8216;\u30c6\u30fc\u30d6\u30eb\u540d&#8217;\u3001 &#8216;\u884c\u30ad\u30fc&#8217;\u3001 &#8216;\u5217\u30d5\u30a1\u30df\u30ea:\u5217&#8217; \u3092\u524a\u9664\u3057\u307e\u3059<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u5b66\u751f ID \u304c 101 \u306e\u5b66\u751f\u306e\u5e74\u9f62\u3092\u524a\u9664\u3059\u308b\u306b\u306f\u3001HBase \u30b7\u30a7\u30eb\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>delete 'students', '101', 'info:age'\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>HBase \u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3059\u308b\u306b\u306f\u3001HBase \u30b7\u30a7\u30eb\u307e\u305f\u306f API \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30b3\u30de\u30f3\u30c9\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>a. Scan \u30b3\u30de\u30f3\u30c9: \u30c6\u30fc\u30d6\u30eb\u5168\u4f53\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u3001\u3059\u3079\u3066\u306e\u884c\u306e\u7d50\u679c\u3092\u8fd4\u3059\u305f\u3081\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002 b. get \u30b3\u30de\u30f3\u30c9: \u6307\u5b9a\u3057\u305f\u884c\u3068\u5217\u306e\u5024\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 c. count\u30b3\u30de\u30f3\u30c9:\u30c6\u30fc\u30d6\u30eb\u5185\u306e\u884c\u6570\u3092\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001Students \u30c6\u30fc\u30d6\u30eb\u5185\u306e\u3059\u3079\u3066\u306e\u5b66\u751f\u306e\u60c5\u5831\u3092\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u306b\u306f\u3001HBase \u30b7\u30a7\u30eb\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>scan 'students'\n<\/code><\/pre>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001HBase\u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3068\u7ba1\u7406\u306b\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u64cd\u4f5c\u306f\u3001HBase \u30b7\u30a7\u30eb\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u7c21\u5358\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 \u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306b\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u3092\u633f\u5165\u3059\u308b\u3068\u304d\u306f\u3001\u884c\u30ad\u30fc\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3001\u304a\u3088\u3073<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30b3\u30e9\u30e0\u3002 \u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u304a\u3088\u3073\u524a\u9664\u3059\u308b\u3068\u304d\u306f\u3001\u9069\u5207\u306a\u884c\u30ad\u30fc\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3001\u304a\u3088\u3073\u5217\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002 \u30af\u30a8\u30ea\u64cd\u4f5c\u3067\u306f\u3001\u30b9\u30ad\u30e3\u30f3\u3001\u53d6\u5f97\u3001\u30ab\u30a6\u30f3\u30c8\u306a\u3069\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>Java\u304cHBase\u3092\u64cd\u4f5c\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u7167\u4f1a\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u63d0\u4f9b\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001Java\u304cHBase\u3092\u64cd\u4f5c\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u7167\u4f1a\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u63d0\u4f9b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002 \u6b21\u306b\u7c21\u5358\u306a\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javaCopy code<code>import org.apache.hadoop.conf.Configuration;\nimport org.apache.hadoop.hbase.HBaseConfiguration;\nimport org.apache.hadoop.hbase.TableName;\nimport org.apache.hadoop.hbase.client.Admin;\nimport org.apache.hadoop.hbase.client.Connection;\nimport org.apache.hadoop.hbase.client.ConnectionFactory;\nimport org.apache.hadoop.hbase.client.TableDescriptor;\nimport org.apache.hadoop.hbase.client.TableDescriptorBuilder;\nimport org.apache.hadoop.hbase.io.compress.CompressionAlgorithm;\nimport org.apache.hadoop.hbase.regionserver.BloomType;\nimport org.apache.hadoop.hbase.util.Bytes;\n\npublic class CreateTableExample {\n   public static void main(String[] args) throws Exception {\n\n      Configuration conf = HBaseConfiguration.create();\n      Connection connection = ConnectionFactory.createConnection(conf);\n      Admin admin = connection.getAdmin();\n\n      \/\/ \u521b\u5efa\u8868\u683c\u63cf\u8ff0\u7b26\n      TableDescriptor tableDescriptor = TableDescriptorBuilder\n         .newBuilder(TableName.valueOf(\"students\"))\n         .setColumnFamily(ColumnFamilyDescriptorBuilder.of(\"info\"))\n         .setColumnFamily(ColumnFamilyDescriptorBuilder.of(\"score\"))\n         .setCompactionEnabled(true)\n         .setCompressionType(CompressionAlgorithm.GZ)\n         .setBloomFilterType(BloomType.ROWCOL)\n         .build();\n\n      \/\/ \u521b\u5efa\u8868\u683c\n      admin.createTable(tableDescriptor);\n\n      System.out.println(\"Table created\");\n      admin.close();\n      connection.close();\n   }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u63d2\u5165\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javaCopy code<code>import org.apache.hadoop.conf.Configuration;\nimport org.apache.hadoop.hbase.HBaseConfiguration;\nimport org.apache.hadoop.hbase.TableName;\nimport org.apache.hadoop.hbase.client.Connection;\nimport org.apache.hadoop.hbase.client.ConnectionFactory;\nimport org.apache.hadoop.hbase.client.Put;\nimport org.apache.hadoop.hbase.util.Bytes;\n\npublic class InsertDataExample {\n   public static void main(String[] args) throws Exception {\n\n      Configuration conf = HBaseConfiguration.create();\n      Connection connection = ConnectionFactory.createConnection(conf);\n\n      Table table = connection.getTable(TableName.valueOf(\"students\"));\n\n      \/\/ \u63d2\u5165\u6570\u636e\n      Put put = new Put(Bytes.toBytes(\"101\"));\n      put.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"name\"), Bytes.toBytes(\"John\"));\n      put.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"), Bytes.toBytes(\"20\"));\n      table.put(put);\n\n      System.out.println(\"Data inserted\");\n      table.close();\n      connection.close();\n   }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u66f4\u65b0\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javaCopy code<code>import org.apache.hadoop.conf.Configuration;\nimport org.apache.hadoop.hbase.HBaseConfiguration;\nimport org.apache.hadoop.hbase.TableName;\nimport org.apache.hadoop.hbase.client.Connection;\nimport org.apache.hadoop.hbase.client.ConnectionFactory;\nimport org.apache.hadoop.hbase.client.Put;\nimport org.apache.hadoop.hbase.client.Table;\nimport org.apache.hadoop.hbase.util.Bytes;\n\npublic class UpdateDataExample {\n   public static void main(String[] args) throws Exception {\n\n      Configuration conf = HBaseConfiguration.create();\n      Connection connection = ConnectionFactory.createConnection(conf);\n\n      Table table = connection.getTable(TableName.valueOf(\"students\"));\n\n      \/\/ \u66f4\u65b0\u6570\u636e\n      Put put = new Put(Bytes.toBytes(\"101\"));\n      put.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"), Bytes.toBytes(\"22\"));\n      table.put(put);\n\n      System.out.println(\"Data updated\");\n      table.close();\n      connection.close();\n   }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u5220\u9664\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javaCopy code<code>import org.apache.hadoop.conf.Configuration;\nimport org.apache.hadoop.hbase.HBaseConfiguration;\nimport org.apache.hadoop.hbase.TableName;\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">javaCopy code<code>import org.apache.hadoop.hbase.client.Connection;\nimport org.apache.hadoop.hbase.client.ConnectionFactory;\nimport org.apache.hadoop.hbase.client.Delete;\nimport org.apache.hadoop.hbase.client.Table;\nimport org.apache.hadoop.hbase.util.Bytes;\n\npublic class DeleteDataExample {\n   public static void main(String[] args) throws Exception {\n\n      Configuration conf = HBaseConfiguration.create();\n      Connection connection = ConnectionFactory.createConnection(conf);\n\n      Table table = connection.getTable(TableName.valueOf(\"students\"));\n\n      \/\/ \u5220\u9664\u6570\u636e\n      Delete delete = new Delete(Bytes.toBytes(\"101\"));\n      delete.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"));\n      table.delete(delete);\n\n      System.out.println(\"Data deleted\");\n      table.close();\n      connection.close();\n   }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javaCopy code<code>import org.apache.hadoop.conf.Configuration;\nimport org.apache.hadoop.hbase.HBaseConfiguration;\nimport org.apache.hadoop.hbase.TableName;\nimport org.apache.hadoop.hbase.client.Connection;\nimport org.apache.hadoop.hbase.client.ConnectionFactory;\nimport org.apache.hadoop.hbase.client.Get;\nimport org.apache.hadoop.hbase.client.Result;\nimport org.apache.hadoop.hbase.client.Table;\nimport org.apache.hadoop.hbase.util.Bytes;\n\npublic class QueryDataExample {\n   public static void main(String[] args) throws Exception {\n\n      Configuration conf = HBaseConfiguration.create();\n      Connection connection = ConnectionFactory.createConnection(conf);\n\n      Table table = connection.getTable(TableName.valueOf(\"students\"));\n\n      \/\/ \u83b7\u53d6\u6570\u636e\n      Get get = new Get(Bytes.toBytes(\"101\"));\n      Result result = table.get(get);\n      byte[] name = result.getValue(Bytes.toBytes(\"info\"), Bytes.toBytes(\"name\"));\n      byte[] age = result.getValue(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"));\n\n      System.out.println(\"Name: \" + Bytes.toString(name));\n      System.out.println(\"Age: \" + Bytes.toString(age));\n      table.close();\n      connection.close();\n   }\n}\n<\/code><\/pre>\n\n\n\n<p>\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u4f8b\u3067\u306f\u3001HBase API \u3092\u4f7f\u7528\u3057\u3066 HBase \u30c6\u30fc\u30d6\u30eb\u3092\u64cd\u4f5c\u3057\u3066\u3044\u307e\u3059\u3002 \u30b3\u30fc\u30c9\u3067 HBase \u63a5\u7d9a\u3092\u69cb\u6210\u3057\u3001Table \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30fc\u30d6\u30eb\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u5404\u4f8b\u306e\u64cd\u4f5c\u306f\u3001Put\u3001Get\u3001Delete \u306a\u3069\u306e\u5bfe\u5fdc\u3059\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>HBase\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u30af\u30a8\u30ea\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306eScala\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u63d0\u4f9b\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001Scala \u304c HBase \u3092\u64cd\u4f5c\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u30af\u30a8\u30ea\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb \u30b3\u30fc\u30c9\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3053\u3068\u3092\u5b09\u3057\u304f\u601d\u3044\u307e\u3059\u3002 \u6b21\u306b\u7c21\u5358\u306a\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">scalaCopy code<code>import org.apache.hadoop.hbase.{HBaseConfiguration, TableName}\nimport org.apache.hadoop.hbase.client.{Admin, ColumnFamilyDescriptorBuilder, Connection, ConnectionFactory, TableDescriptor, TableDescriptorBuilder}\n\nobject CreateTableExample {\n  def main(args: Array[String]): Unit = {\n\n    val conf = HBaseConfiguration.create()\n    val connection = ConnectionFactory.createConnection(conf)\n    val admin: Admin = connection.getAdmin\n\n    \/\/ \u521b\u5efa\u8868\u683c\u63cf\u8ff0\u7b26\n    val tableDescriptor: TableDescriptor = TableDescriptorBuilder\n      .newBuilder(TableName.valueOf(\"students\"))\n      .setColumnFamily(ColumnFamilyDescriptorBuilder.of(\"info\"))\n      .setColumnFamily(ColumnFamilyDescriptorBuilder.of(\"score\"))\n      .build()\n\n    \/\/ \u521b\u5efa\u8868\u683c\n    admin.createTable(tableDescriptor)\n\n    println(\"Table created\")\n    admin.close()\n    connection.close()\n  }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30c7\u30fc\u30bf\u306e\u633f\u5165<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">scalaCopy code<code>import org.apache.hadoop.hbase.{HBaseConfiguration, TableName}\nimport org.apache.hadoop.hbase.client.{Connection, ConnectionFactory, Put}\nimport org.apache.hadoop.hbase.util.Bytes\n\nobject InsertDataExample {\n  def main(args: Array[String]): Unit = {\n\n    val conf = HBaseConfiguration.create()\n    val connection = ConnectionFactory.createConnection(conf)\n\n    val table = connection.getTable(TableName.valueOf(\"students\"))\n\n    \/\/ \u63d2\u5165\u6570\u636e\n    val put = new Put(Bytes.toBytes(\"101\"))\n    put.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"name\"), Bytes.toBytes(\"John\"))\n    put.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"), Bytes.toBytes(\"20\"))\n    table.put(put)\n\n    println(\"Data inserted\")\n    table.close()\n    connection.close()\n  }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">scalaCopy code<code>import org.apache.hadoop.hbase.{HBaseConfiguration, TableName}\nimport org.apache.hadoop.hbase.client.{Connection, ConnectionFactory, Put}\nimport org.apache.hadoop.hbase.util.Bytes\n\nobject UpdateDataExample {\n  def main(args: Array[String]): Unit = {\n\n    val conf = HBaseConfiguration.create()\n    val connection = ConnectionFactory.createConnection(conf)\n\n    val table = connection.getTable(TableName.valueOf(\"students\"))\n\n    \/\/ \u66f4\u65b0\u6570\u636e\n    val put = new Put(Bytes.toBytes(\"101\"))\n    put.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"), Bytes.toBytes(\"22\"))\n    table.put(put)\n\n    println(\"Data updated\")\n    table.close()\n    connection.close()\n  }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u5220\u9664\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">scalaCopy code<code>import org.apache.hadoop.hbase.{HBaseConfiguration, TableName}\nimport org.apache.hadoop.hbase.client.{Connection, ConnectionFactory, Delete}\nimport org.apache.hadoop.hbase.util.Bytes\n\nobject DeleteDataExample {\n  def main(args: Array[String]): Unit = {\n\n    val conf = HBaseConfiguration.create()\n    val connection = ConnectionFactory.createConnection(conf)\n\n    val table = connection.getTable(TableName.valueOf(\"students\"))\n\n    \/\/ \u5220\u9664\u6570\u636e\n    val delete = new Delete(Bytes.toBytes(\"101\"))\n    delete.addColumn(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"))\n    table.delete(delete)\n\n    println(\"Data deleted\")\n    table.close()\n    connection.close()\n  }\n}\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u67e5\u8be2\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">scalaCopy code<code>import org.apache.hadoop.hbase.{HBaseConfiguration, TableName}\nimport org.apache.hadoop.hbase.client.{Connection, ConnectionFactory, Get}\nimport org.apache.hadoop.hbase.util.Bytes\n\nobject QueryDataExample {\n  def\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u7ee7\u7eed<\/p>\n\n\n\n<p>main(args: Array[String]): Unit = {<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">lessCopy code<code>val conf = HBaseConfiguration.create()\nval connection = ConnectionFactory.createConnection(conf)\n\nval table = connection.getTable(TableName.valueOf(\"students\"))\n\n\/\/ \u83b7\u53d6\u6570\u636e\nval get = new Get(Bytes.toBytes(\"101\"))\nval result = table.get(get)\nval name = result.getValue(Bytes.toBytes(\"info\"), Bytes.toBytes(\"name\"))\nval age = result.getValue(Bytes.toBytes(\"info\"), Bytes.toBytes(\"age\"))\n\nprintln(\"Name: \" + Bytes.toString(name))\nprintln(\"Age: \" + Bytes.toString(age))\ntable.close()\nconnection.close()\n<\/code><\/pre>\n\n\n\n<p>} }<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">mathematicaCopy code<code>\n\u4ee5\u4e0a\u793a\u4f8b\u4ee3\u7801\u4e2d\u4f7f\u7528\u4e86HBase API\u6765\u64cd\u4f5cHBase\u8868\u3002\u60a8\u9700\u8981\u5728\u4ee3\u7801\u4e2d\u914d\u7f6eHBase\u8fde\u63a5\uff0c\u7136\u540e\u4f7f\u7528Table\u63a5\u53e3\u6765\u6267\u884c\u8868\u7684\u64cd\u4f5c\u3002\u6bcf\u4e2a\u793a\u4f8b\u4e2d\u7684\u64cd\u4f5c\u90fd\u662f\u901a\u8fc7\u521b\u5efa\u76f8\u5e94\u7684\u5bf9\u8c61\uff08\u5982Put\u3001Get\u548cDelete\uff09\u6765\u5b8c\u6210\u7684\u3002\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u7ee7\u7eed<\/p>\n\n\n\n<p>\u6ce8\u610f\uff0c\u5728Scala\u793a\u4f8b\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86HBase\u7684Scala API\u6765\u64cd\u4f5cHBase\u8868\u3002\u8fd9\u4e9bAPI\u4e0eJava API\u975e\u5e38\u76f8\u4f3c\uff0c\u4f46\u5177\u6709\u66f4Scala\u5316\u7684\u8bed\u6cd5\u3002\u4f8b\u5982\uff0c\u5728Scala\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528for\u5faa\u73af\u6765\u904d\u5386Result\u5bf9\u8c61\u4e2d\u7684\u591a\u4e2aKeyValue\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">scalaCopy code<code>import org.apache.hadoop.hbase.{HBaseConfiguration, TableName}\nimport org.apache.hadoop.hbase.client.{Connection, ConnectionFactory, Get}\nimport org.apache.hadoop.hbase.util.Bytes\n\nobject QueryDataExample {\n  def main(args: Array[String]): Unit = {\n\n    val conf = HBaseConfiguration.create()\n    val connection = ConnectionFactory.createConnection(conf)\n\n    val table = connection.getTable(TableName.valueOf(\"students\"))\n\n    \/\/ \u83b7\u53d6\u6570\u636e\n    val get = new Get(Bytes.toBytes(\"101\"))\n    val result = table.get(get)\n\n    \/\/ \u904d\u5386Result\u5bf9\u8c61\n    for (kv &lt;- result.rawCells()) {\n      val family = Bytes.toString(kv.getFamilyArray, kv.getFamilyOffset, kv.getFamilyLength)\n      val qualifier = Bytes.toString(kv.getQualifierArray, kv.getQualifierOffset, kv.getQualifierLength)\n      val value = Bytes.toString(kv.getValueArray, kv.getValueOffset, kv.getValueLength)\n      println(\"Family: \" + family + \", Qualifier: \" + qualifier + \", Value: \" + value)\n    }\n\n    table.close()\n    connection.close()\n  }\n}\n<\/code><\/pre>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb \u30b3\u30fc\u30c9\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3059\u3079\u3066\u306e API \u547c\u3073\u51fa\u3057\u306f\u3001HBase \u306e Java API \u306b\u3042\u308a\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001Java\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001Java\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092Scala\u30b3\u30fc\u30c9\u306b\u3001\u307e\u305f\u306f\u305d\u306e\u9006\u306b\u7c21\u5358\u306b\u5909\u63db\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>PySpark\u304cHBase\u3092\u64cd\u4f5c\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u30af\u30a8\u30ea\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u63d0\u4f9b\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001PySpark \u304c HBase \u3092\u64cd\u4f5c\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u30af\u30a8\u30ea\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb \u30b3\u30fc\u30c9\u3092\u63d0\u4f9b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002 \u6b21\u306b\u7c21\u5358\u306a\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">pythonCopy code<code>from pyspark.sql import SparkSession\nfrom pyspark.sql.types import *\nfrom pyspark.sql.functions import *\nfrom pyspark.sql.catalog import Column, Table\n\nspark = SparkSession.builder \\\n    .appName(\"HBaseTableCreateExample\") \\\n    .getOrCreate()\n\n# HBase\u8fde\u63a5\u914d\u7f6e\nconf = spark.sparkContext._jsc.hadoopConfiguration()\nconf.set(\"hbase.zookeeper.quorum\", \"localhost\")\nconf.set(\"hbase.zookeeper.property.clientPort\", \"2181\")\n\n# \u521b\u5efa\u8868\u683c\u63cf\u8ff0\u7b26\ntable_name = \"students\"\ntable_schema = StructType([\n    StructField(\"info:name\", StringType()),\n    StructField(\"info:age\", IntegerType()),\n    StructField(\"score:math\", IntegerType()),\n    StructField(\"score:english\", IntegerType())\n])\ntable_schema_string = ','.join([f\"{col.name} {col.dataType.simpleString()}\" for col in table_schema])\ntable_options = {\"COLUMN_FAMILY_MAP\": \"info,score\"}\n\n# \u521b\u5efa\u8868\u683c\nspark.sql(f\"CREATE TABLE {table_name} USING org.apache.hadoop.hbase.spark \\\n    OPTIONS ('catalog', 'hbase', 'schema', '{table_schema_string}', 'table', '{table_name}', \\\n    'newtable', '3', 'COLUMN_FAMILY_MAP', 'info,score')\")\n\nprint(\"Table created\")\nspark.stop()\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30c7\u30fc\u30bf\u306e\u633f\u5165<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">pythonCopy code<code>from pyspark.sql import SparkSession\n\nspark = SparkSession.builder \\\n    .appName(\"HBaseDataInsertExample\") \\\n    .getOrCreate()\n\n# \u63d2\u5165\u6570\u636e\ndata = [(\"101\", \"John\", 20, 90, 85), (\"102\", \"Jane\", 21, 80, 95), (\"103\", \"Bob\", 19, 70, 75)]\ncolumns = [\"rowkey\", \"info:name\", \"info:age\", \"score:math\", \"score:english\"]\ndf = spark.createDataFrame(data, columns)\ndf.write \\\n    .format(\"org.apache.hadoop.hbase.spark\") \\\n    .option(\"catalog\", \"hbase\") \\\n    .option(\"table\", \"students\") \\\n    .option(\"newtable\", \"3\") \\\n    .option(\"COLUMN_FAMILY_MAP\", \"info,score\") \\\n    .mode(\"append\") \\\n    .save()\n\nprint(\"Data inserted\")\nspark.stop()\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">pythonCopy code<code>from pyspark.sql import SparkSession\nfrom pyspark.sql.functions import *\n\nspark = SparkSession.builder \\\n    .appName(\"HBaseDataUpdateExample\") \\\n    .getOrCreate()\n\n# \u66f4\u65b0\u6570\u636e\ndf = spark.read \\\n    .format(\"org.apache.hadoop.hbase.spark\") \\\n    .option(\"catalog\", \"hbase\") \\\n    .option(\"table\", \"students\") \\\n    .option(\"newtable\", \"3\") \\\n    .option(\"COLUMN_FAMILY_MAP\", \"info,score\") \\\n    .load()\n\ndf = df.withColumn(\"info:age\", when(df[\"rowkey\"] == \"101\", 22).otherwise(df[\"info:age\"]))\n\ndf.write \\\n    .format(\"org.apache.hadoop.hbase.spark\") \\\n    .option(\"catalog\", \"hbase\") \\\n    .option(\"table\", \"students\") \\\n    .option(\"newtable\", \"3\") \\\n    .option(\"COLUMN_FAMILY_MAP\", \"info,score\") \\\n    .mode(\"overwrite\") \\\n    .save()\n\nprint(\"Data updated\")\nspark\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>.stop()<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">vbnetCopy code<code>\n4. \u5220\u9664\u6570\u636e\n\n```python\nfrom pyspark.sql import SparkSession\nfrom pyspark.sql.functions import *\n\nspark = SparkSession.builder \\\n    .appName(\"HBaseDataDeleteExample\") \\\n    .getOrCreate()\n\n# \u5220\u9664\u6570\u636e\ndf = spark.read \\\n    .format(\"org.apache.hadoop.hbase.spark\") \\\n    .option(\"catalog\", \"hbase\") \\\n    .option(\"table\", \"students\") \\\n    .option(\"newtable\", \"3\") \\\n    .option(\"COLUMN_FAMILY_MAP\", \"info,score\") \\\n    .load()\n\ndf = df.filter(df[\"rowkey\"] != \"101\")\n\ndf.write \\\n    .format(\"org.apache.hadoop.hbase.spark\") \\\n    .option(\"catalog\", \"hbase\") \\\n    .option(\"table\", \"students\") \\\n    .option(\"newtable\", \"3\") \\\n    .option(\"COLUMN_FAMILY_MAP\", \"info,score\") \\\n    .mode(\"overwrite\") \\\n    .save()\n\nprint(\"Data deleted\")\nspark.stop()\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">pythonCopy code<code>from pyspark.sql import SparkSession\n\nspark = SparkSession.builder \\\n    .appName(\"HBaseDataQueryExample\") \\\n    .getOrCreate()\n\n# \u83b7\u53d6\u6570\u636e\ndf = spark.read \\\n    .format(\"org.apache.hadoop.hbase.spark\") \\\n    .option(\"catalog\", \"hbase\") \\\n    .option(\"table\", \"students\") \\\n    .option(\"newtable\", \"3\") \\\n    .option(\"COLUMN_FAMILY_MAP\", \"info,score\") \\\n    .load()\n\ndf = df.filter(df[\"rowkey\"] == \"101\")\ndf.show()\n\nspark.stop()\n<\/code><\/pre>\n\n\n\n<p>\u4e0a\u8a18\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3067\u306f\u3001HBase \u306e Spark API \u3092\u4f7f\u7528\u3057\u3066 HBase \u30c6\u30fc\u30d6\u30eb\u3092\u64cd\u4f5c\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u3053\u308c\u3089\u306e API \u306f\u3001HBase \u306e Java \u304a\u3088\u3073 Scala API \u3068\u975e\u5e38\u306b\u3088\u304f\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u69cb\u6587\u304c\u3088\u308a\u30b9\u30d1\u30fc\u30af\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001PySpark \u3067\u306f\u3001DataFrame API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u30af\u30a8\u30ea\u3067\u304d\u307e\u3059\u3002 \u30b3\u30fc\u30c9\u3067 HBase \u63a5\u7d9a\u3092\u69cb\u6210\u3057\u3001\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066 HBase \u30c6\u30fc\u30d6\u30eb\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<code>org.apache.hadoop.hbase.spark<\/code><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u884c\u30ad\u30fc\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3001\u5217\u4fee\u98fe\u5b50\u306a\u3069\u3001HBase\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u8a73\u7d30\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>HBase \u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306f Bigtable \u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002 HBase \u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u306f\u3001\u884c\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3001\u5217\u4fee\u98fe\u5b50\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3067\u69cb\u6210\u3055\u308c\u3001\u884c\u30ad\u30fc\u306f\u30c6\u30fc\u30d6\u30eb\u306e\u4e3b\u30ad\u30fc\u3067\u3059\u3002 \u4ee5\u4e0b\u3067\u306f\u3001HBase\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u884c\u30ad\u30fc<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067\u306f\u3001\u884c\u30ad\u30fc\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u5185\u306e\u30c7\u30fc\u30bf\u306e\u5404\u884c\u3092\u4e00\u610f\u306b\u8b58\u5225\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306e\u4e3b\u30ad\u30fc\u3067\u3059\u3002 \u884c\u30ad\u30fc\u306f\u30d0\u30a4\u30c8\u914d\u5217\u3067\u3001\u4efb\u610f\u306e\u9577\u3055\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u884c\u30ad\u30fc\u306f\u8f9e\u66f8\u5f0f\u306b\u4e26\u3079\u66ff\u3048\u3089\u308c\u308b\u305f\u3081\u3001\u884c\u30ad\u30fc\u306e\u5024\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u3059\u3070\u3084\u304f\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002 HBase \u3067\u306f\u3001\u884c\u30ad\u30fc\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u884c\u30ad\u30fc\u306f\u884c\u3054\u3068\u306b\u4e00\u610f\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u5217\u30d5\u30a1\u30df\u30ea\u30fc<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067\u306f\u3001\u5217\u30d5\u30a1\u30df\u30ea\u306f\u5217\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3059\u3002 \u5217\u30d5\u30a1\u30df\u30ea\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u6642\u306b\u5b9a\u7fa9\u3055\u308c\u3001\u5909\u66f4\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002 \u3059\u3079\u3066\u306e\u5217\u306f\u5217\u30d5\u30a1\u30df\u30ea\u306b\u5c5e\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u5217\u30d5\u30a1\u30df\u30ea\u306f\u3001\u8ad6\u7406\u7684\u306b\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5217\u306b\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u7269\u7406\u7684\u306b\u306f\u5225\u3005\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u5217\u4fee\u98fe\u5b50<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067\u306f\u3001\u5217\u4fee\u98fe\u5b50\u306f\u5217\u30d5\u30a1\u30df\u30ea\u5185\u306e\u5217\u3092\u53c2\u7167\u3057\u307e\u3059\u3002 \u5217\u4fee\u98fe\u5b50\u306f\u3001\u4efb\u610f\u306e\u9577\u3055\u306b\u3067\u304d\u308b\u30d0\u30a4\u30c8\u914d\u5217\u3067\u3059\u3002 \u5217\u4fee\u98fe\u5b50\u306f\u3001\u5217\u30d5\u30a1\u30df\u30ea\u5185\u306e\u5217\u3092\u3055\u3089\u306b\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u5404\u5217\u304c\u4e00\u610f\u306e\u8b58\u5225\u5b50\u3092\u6301\u3064\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067\u306f\u3001\u5404\u30bb\u30eb\u306b\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u8b58\u5225\u3059\u308b\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u304c\u3042\u308a\u307e\u3059\u3002 \u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u306f\u3001\u4efb\u610f\u306e\u9577\u3055\u306e\u6574\u6570\u307e\u305f\u306f\u9577\u6574\u6570\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30c6\u30fc\u30d6\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u633f\u5165\u307e\u305f\u306f\u66f4\u65b0\u3059\u308b\u3068\u304d\u306b\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3092\u6307\u5b9a\u3059\u308b\u304b\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001HBase \u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u306f\u3001\u884c\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3001\u5217\u4fee\u98fe\u5b50\u3001\u304a\u3088\u3073\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002 \u884c\u30ad\u30fc\u306f\u30c6\u30fc\u30d6\u30eb\u306e\u4e3b\u30ad\u30fc\u3067\u3042\u308a\u3001\u30c6\u30fc\u30d6\u30eb\u5185\u306e\u30c7\u30fc\u30bf\u306e\u5404\u884c\u3092\u4e00\u610f\u306b\u8b58\u5225\u3057\u307e\u3059\u3002 \u5217\u30d5\u30a1\u30df\u30ea\u306f\u5217\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001\u3059\u3079\u3066\u306e\u5217\u306f\u5217\u30d5\u30a1\u30df\u30ea\u306b\u5c5e\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u5217\u4fee\u98fe\u5b50\u306f\u3001\u5217\u30d5\u30a1\u30df\u30ea\u5185\u306e\u5217\u3092\u3055\u3089\u306b\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u5404\u5217\u304c\u4e00\u610f\u306e\u8b58\u5225\u5b50\u3092\u6301\u3064\u3088\u3046\u306b\u3057\u307e\u3059\u3002 \u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u4efb\u610f\u306e\u9577\u3055\u306e\u6574\u6570\u307e\u305f\u306f\u9577\u6574\u6570\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 HBase \u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u306f\u3001\u975e\u5e38\u306b\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u3001\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u53d6\u5f97\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u884c\u30ad\u30fc\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u5217\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u5358\u4e00\u5217\u5024\u30d5\u30a3\u30eb\u30bf\u30fc\u306a\u3069\u3001HBase\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>HBase \u306b\u306f\u3001\u884c\u30ad\u30fc \u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u5217\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u5358\u4e00\u5217\u5024\u30d5\u30a3\u30eb\u30bf\u30fc\u306a\u3069\u3001\u30c6\u30fc\u30d6\u30eb\u5185\u306e\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u30d5\u30a3\u30eb\u30bf\u30fc\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001HBase \u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u306e\u884c\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3001\u5217\u4fee\u98fe\u5b50\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u306b\u57fa\u3065\u3044\u3066\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3055\u308c\u307e\u3059\u3002 \u4ee5\u4e0b\u3067\u306f\u3001HBase\u306e\u4e00\u822c\u7684\u306a\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u884c\u30ad\u30fc \u30d5\u30a3\u30eb\u30bf\u30fc<\/li>\n<\/ol>\n\n\n\n<p>\u884c\u30ad\u30fc \u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u884c\u30ad\u30fc \u30ad\u30fc\u3067\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 HBase \u306b\u306f\u3001\u30b3\u30f3\u30d1\u30ec\u30fc\u30bf \u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u6b63\u898f\u8868\u73fe\u30d5\u30a3\u30eb\u30bf\u30fc\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u884c\u30ad\u30fc \u30d5\u30a3\u30eb\u30bf\u30fc\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b3\u30f3\u30d1\u30ec\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u306f\u3001\u884c\u30ad\u30fc\u306e\u5024\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u7279\u5b9a\u306e\u5024\u3068\u7b49\u3057\u3044\u3001\u7b49\u3057\u304f\u306a\u3044\u3001\u3088\u308a\u5c0f\u3055\u3044\u3001\u3088\u308a\u5c0f\u3055\u3044\u3001\u3088\u308a\u5927\u304d\u3044\u3001\u4ee5\u4e0a\u3001\u307e\u305f\u306f\u7b49\u3057\u3044\u884c\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6b63\u898f\u8868\u73fe\u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u6b63\u898f\u8868\u73fe\u3067\u884c\u30ad\u30fc\u306e\u5024\u3092\u7167\u5408\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u5217\u30d5\u30a3\u30eb\u30bf\u30fc<\/li>\n<\/ol>\n\n\n\n<p>\u5217\u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u5217\u30d5\u30a1\u30df\u30ea\u3068\u5217\u4fee\u98fe\u5b50\u3067\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 HBase \u306b\u306f\u3001\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9 \u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u8907\u6570\u306e\u5217\u30d5\u30a3\u30eb\u30bf\u30fc\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5217\u30d5\u30a3\u30eb\u30bf\u30fc\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9 \u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u5217\u4fee\u98fe\u5b50\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u7167\u5408\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8907\u6570\u306e\u5217\u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u8907\u6570\u306e\u5217\u306b\u4e00\u81f4\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u5358\u4e00\u5217\u5024\u30d5\u30a3\u30eb\u30bf\u30fc<\/li>\n<\/ol>\n\n\n\n<p>\u5358\u4e00\u5217\u5024\u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u5217\u306e\u5024\u3067\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u7279\u5b9a\u306e\u5024\u3068\u7b49\u3057\u3044\u3001\u7b49\u3057\u304f\u306a\u3044\u3001\u3088\u308a\u5c0f\u3055\u3044\u3001\u3088\u308a\u5c0f\u3055\u3044\u3001\u3088\u308a\u5927\u304d\u3044\u3001\u4ee5\u4e0a\u3001\u307e\u305f\u306f\u7b49\u3057\u3044\u884c\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u8907\u5408\u30d5\u30a3\u30eb\u30bf\u30fc<\/li>\n<\/ol>\n\n\n\n<p>HBase \u306f\u8907\u5408\u30d5\u30a3\u30eb\u30bf\u30fc\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u7d44\u307f\u5408\u308f\u305b\u3066\u3088\u308a\u8907\u96d1\u306a\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u6a5f\u80fd\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u7d44\u307f\u5408\u308f\u305b\u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u8ad6\u7406\u6f14\u7b97\u5b50 AND\u3001OR\u3001NOT \u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u81ea\u7531\u306b\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>HBase \u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001HBase \u304c\u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002 \u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001HBase \u30c6\u30fc\u30d6\u30eb\u5185\u306e\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u304b\u3064\u67d4\u8edf\u306b\u30af\u30a8\u30ea\u3057\u306a\u304c\u3089\u3001\u4e0d\u8981\u306a\u30c7\u30fc\u30bf\u8ee2\u9001\u3084\u51e6\u7406\u3092\u56de\u907f\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>HBase\u3068Hadoop\u306e\u7d71\u5408\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>HBase\u306fHadoop\u306e\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001Hadoop\u306e\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0HDFS\u3068\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30afMapReduce\u306e\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002 Hadoop\u3068HBase\u306e\u7d71\u5408\u306f\u975e\u5e38\u306b\u7dca\u5bc6\u3067\u3042\u308a\u3001\u512a\u308c\u305f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u4fe1\u983c\u6027\u3092\u63d0\u4f9b\u3057\u306a\u304c\u3089\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u52b9\u7387\u7684\u306a\u51e6\u7406\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>HDFS\u3068HBase\u306e\u7d71\u5408<\/li>\n<\/ol>\n\n\n\n<p>HDFS\u306fHadoop\u306e\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308a\u3001\u30da\u30bf\u30d0\u30a4\u30c8\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306e\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u30d5\u30a9\u30fc\u30eb\u30c8\u30c8\u30ec\u30e9\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 HBase \u306f HDFS \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u3001\u5404 HBase \u30c6\u30fc\u30d6\u30eb\u306f\u8907\u6570\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u5206\u5272\u3055\u308c\u3001\u5404\u30ea\u30fc\u30b8\u30e7\u30f3\u306f HDFS \u4e0a\u306e 1 \u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002 \u305d\u306e\u305f\u3081\u3001HBase \u306f HDFS \u4e0a\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306b HDFS \u306e API \u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>MapReduce \u3068 HBase \u306e\u7d71\u5408<\/li>\n<\/ol>\n\n\n\n<p>MapReduce\u306f\u3001\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308bHadoop\u306e\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 HBase \u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3068\u51e6\u7406\u306b MapReduce \u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 MapReduce \u306f\u3001HBase \u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308a\u3001Hadoop \u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u8907\u6570\u306e\u30ce\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 HBase \u306b\u306f HBase InputFormat \u3068 HBase OutputFormat \u3082\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001HBase \u30c6\u30fc\u30d6\u30eb\u3092 MapReduce \u3078\u306e\u5165\u529b\u304a\u3088\u3073\u51fa\u529b\u3068\u3057\u3066\u76f4\u63a5\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>ZooKeeper \u3068 HBase \u306e\u7d71\u5408<\/li>\n<\/ol>\n\n\n\n<p>ZooKeeper \u306f\u3001Hadoop \u3068 HBase \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u5206\u6563\u8abf\u6574\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u30ce\u30fc\u30c9\u9593\u3067\u30bf\u30b9\u30af\u3068\u30c7\u30fc\u30bf\u3092\u8abf\u6574\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u3068\u4e00\u8cab\u6027\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002 HBase \u306f ZooKeeper \u3092\u4f7f\u7528\u3057\u3066\u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3092\u7ba1\u7406\u3057\u3001ZooKeeper \u306f\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30ea\u30fc\u30c0\u30fc\u9078\u629e\u30e1\u30ab\u30cb\u30ba\u30e0\u3082\u63d0\u4f9b\u3057\u3066\u3001HBase \u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u9ad8\u53ef\u7528\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001HBase\u3068Hadoop\u306f\u975e\u5e38\u306b\u7dca\u5bc6\u306b\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u52b9\u7387\u7684\u306a\u51e6\u7406\u3092\u5b9f\u73fe\u3057\u3001\u512a\u308c\u305f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u4fe1\u983c\u6027\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002 Hadoop \u306f HDFS \u3068 MapReduce \u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001HBase \u306f\u305d\u306e\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u3001\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u7ba1\u7406\u306b ZooKeeper \u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u5217\u30d9\u30fc\u30b9\u306e\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u8aad\u307f\u53d6\u308a\u304a\u3088\u3073\u66f8\u304d\u8fbc\u307f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>HBase\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3067\u3042\u308bMapReduce\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>HBase\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u51e6\u7406\u306b\u4f7f\u7528\u3067\u304d\u308bHadoop\u306e\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bMapReduce\u3068\u7d71\u5408\u3067\u304d\u307e\u3059\u3002 HBase \u3067 MapReduce \u3092\u4f7f\u7528\u3059\u308b\u4e3b\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>MapReduce \u30b8\u30e7\u30d6\u306e\u5165\u529b\u5f62\u5f0f\u3068\u51fa\u529b\u5f62\u5f0f\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067 MapReduce \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001MapReduce \u30b8\u30e7\u30d6\u306e\u5165\u529b\u5f62\u5f0f\u3068\u51fa\u529b\u5f62\u5f0f\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 HBase \u306b\u306f HBaseInputFormat \u3068 HBaseOutputFormat \u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001MapReduce \u30b8\u30e7\u30d6\u306e\u5165\u529b\u304a\u3088\u3073\u51fa\u529b\u3068\u3057\u3066 HBase \u30c6\u30fc\u30d6\u30eb\u3092\u76f4\u63a5\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30de\u30c3\u30d1\u30fc\u3068\u30ec\u30c7\u30e5\u30fc\u30b5\u30fc\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30de\u30c3\u30d1\u30fc\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u306e\u30bb\u30c3\u30c8\u306b\u5909\u63db\u3059\u308bMapReduce\u30b8\u30e7\u30d6\u306e\u6700\u521d\u306e\u30b9\u30c6\u30fc\u30b8\u3067\u3059\u3002 HBase \u3067 MapReduce \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30de\u30c3\u30d1\u30fc\u306f\u5165\u529b HBase \u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308a\u3001\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Reduce\u306fMapReduce\u30b8\u30e7\u30d6\u306e\u7b2c2\u6bb5\u968e\u3067\u3042\u308a\u3001Mapper\u306b\u3088\u3063\u3066\u51fa\u529b\u3055\u308c\u305f\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3092\u30de\u30fc\u30b8\u3057\u3066\u8981\u7d04\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 HBase \u3067 MapReduce \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30ec\u30c7\u30e5\u30fc\u30b5\u30fc\u306f\u30de\u30c3\u30d1\u30fc\u306b\u3088\u3063\u3066\u51fa\u529b\u3055\u308c\u305f\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3092\u96c6\u8a08\u3057\u3066\u30ab\u30a6\u30f3\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>MapReduce \u30b8\u30e7\u30d6\u30fb\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u69cb\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067 MapReduce \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u5165\u529b\u30d1\u30b9\u3068\u51fa\u529b\u30d1\u30b9\u3001\u30de\u30c3\u30d1\u30fc\u3068\u30ea\u30c7\u30e5\u30fc\u30b9\u30af\u30e9\u30b9\u3001\u5165\u529b\u5f62\u5f0f\u3068\u51fa\u529b\u5f62\u5f0f\u306a\u3069\u306e MapReduce \u30b8\u30e7\u30d6 \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u69cb\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>MapReduce \u30b8\u30e7\u30d6\u3092\u30b5\u30d6\u30df\u30c3\u30c8\u3057\u3001\u7d50\u679c\u3092\u5f85\u3061\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>MapReduce \u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u3068\u69cb\u6210\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001MapReduce \u30b8\u30e7\u30d6\u3092\u30b5\u30d6\u30df\u30c3\u30c8\u3057\u3066\u7d50\u679c\u3092\u5f85\u6a5f\u3067\u304d\u307e\u3059\u3002 HBase \u306e MapReduce \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Hadoop \u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u8907\u6570\u306e\u30ce\u30fc\u30c9\u3067 MapReduce \u30b8\u30e7\u30d6\u304c\u5b9f\u884c\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u4e26\u5217\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>HBase\u306eMapReduce\u6a5f\u80fd\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3068\u51e6\u7406\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001MapReduce \u3092\u4f7f\u7528\u3057\u3066\u3001HBase \u30c6\u30fc\u30d6\u30eb\u306e\u5217\u30d5\u30a1\u30df\u30ea\u307e\u305f\u306f\u5217\u306e\u30c7\u30fc\u30bf\u91cf\u3001\u5e73\u5747\u5024\u3001\u6700\u5927\u5024\u3001\u6700\u5c0f\u5024\u306a\u3069\u306e\u7d71\u8a08\u3092\u30ab\u30a6\u30f3\u30c8\u3067\u304d\u307e\u3059\u3002 MapReduce\u306f\u3001\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u5909\u63db\u3001\u30c7\u30fc\u30bf\u95a2\u9023\u4ed8\u3051\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u3082\u4f7f\u7528\u3067\u304d\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u67d4\u8edf\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001HBase\u306eMapReduce\u6a5f\u80fd\u306f\u3001\u52b9\u7387\u7684\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5206\u6563\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u51e6\u7406\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u3001Hadoop\u306e\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3057\u3066\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>HBase\u7b49\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>HBase \u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u6a5f\u80fd\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u5206\u6563\u30b7\u30b9\u30c6\u30e0\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002 HBase \u3067\u306f\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u306b\u306f\u4e3b\u306b 2 \u3064\u306e\u5074\u9762\u304c\u3042\u308a\u30011 \u3064\u306f ACID \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u30b5\u30dd\u30fc\u30c8\u3001\u3082\u3046 1 \u3064\u306f\u30de\u30eb\u30c1\u30d0\u30fc\u30b8\u30e7\u30f3\u540c\u6642\u5b9f\u884c\u5236\u5fa1\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>ACID \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067\u306f\u3001\u5217\u30d5\u30a1\u30df\u30ea \u30d9\u30fc\u30b9\u306e ACID \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u304a\u308a\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u5185\u306e\u8907\u6570\u306e\u884c\u3092\u64cd\u4f5c\u3059\u308b\u5834\u5408\u3001\u3059\u3079\u3066\u306e\u64cd\u4f5c\u304c\u6210\u529f\u3057\u305f\u5f8c\u306b\u306e\u307f\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u30b3\u30df\u30c3\u30c8\u3055\u308c\u3001\u305d\u308c\u4ee5\u5916\u306e\u5834\u5408\u306f\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3055\u308c\u307e\u3059\u3002 HBase \u3067\u306f\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u306a\u3069\u3001\u8907\u6570\u306e\u64cd\u4f5c\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 HBase \u306f\u3001MVCC (\u30de\u30eb\u30c1\u30d0\u30fc\u30b8\u30e7\u30f3\u540c\u6642\u5b9f\u884c\u5236\u5fa1) \u3092\u4f7f\u7528\u3057\u3066 ACID \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b (\u3064\u307e\u308a\u3001\u540c\u6642\u5b9f\u884c\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3068\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u8aad\u307f\u53d6\u308a\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u5404\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u751f\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b) \u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u8907\u6570\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u540c\u6642\u5b9f\u884c\u5236\u5fa1<\/li>\n<\/ol>\n\n\n\n<p>HBase \u3067\u306f\u3001\u30de\u30eb\u30c1\u30d0\u30fc\u30b8\u30e7\u30f3\u540c\u6642\u5b9f\u884c\u5236\u5fa1 (MVCC) \u3092\u4f7f\u7528\u3057\u3066\u3001\u540c\u6642\u5b9f\u884c\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3068\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u8aad\u307f\u53d6\u308a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 MVCC \u306f\u3001\u5404\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u4e00\u610f\u306e\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u3067\u3001\u540c\u6642\u5b9f\u884c\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002 \u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u66f8\u304d\u8fbc\u307e\u308c\u308b\u3068\u3001\u65b0\u3057\u3044\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u304c\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u30c7\u30a3\u30b9\u30af\u306b\u66f8\u304d\u8fbc\u307e\u308c\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308b\u3068\u3001\u8aad\u307f\u53d6\u308a\u64cd\u4f5c\u306e\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u30e6\u30fc\u30b6\u30fc\u306b\u8fd4\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u8907\u6570\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u9593\u306e\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u304c\u4e92\u3044\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3055\u305a\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306e\u8aad\u307f\u53d6\u308a\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001HBase\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002 HBase \u3067\u306f\u3001\u5217\u30d5\u30a1\u30df\u30ea \u30d9\u30fc\u30b9\u306e ACID \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u304a\u308a\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u5185\u306e\u8907\u6570\u306e\u884c\u3092\u64cd\u4f5c\u3059\u308b\u5834\u5408\u3001\u3059\u3079\u3066\u306e\u64cd\u4f5c\u304c\u6210\u529f\u3057\u305f\u5f8c\u306b\u306e\u307f\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u30b3\u30df\u30c3\u30c8\u3055\u308c\u3001\u305d\u308c\u4ee5\u5916\u306e\u5834\u5408\u306f\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u304c\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3055\u308c\u307e\u3059\u3002 \u540c\u6642\u306b\u3001HBase\u306fMVCC\u3092\u4f7f\u7528\u3057\u3066\u540c\u6642\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u3068\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u8aad\u307f\u53d6\u308a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u8907\u6570\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u9593\u306e\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u304c\u4e92\u3044\u306b\u5f71\u97ff\u3057\u306a\u3044\u3088\u3046\u306b\u3057\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u8aad\u307f\u53d6\u308a\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u306e\u6700\u9069\u5316\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6700\u9069\u5316\u3001I\/O\u306e\u6700\u9069\u5316\u306a\u3069\u3001HBase\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>HBase \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u6d88\u8cbb\u3068\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u306a\u304c\u3089\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3068\u5fdc\u7b54\u6642\u9593\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002 HBase \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u306b\u306f\u3001\u4e3b\u306b\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u306e\u6700\u9069\u5316\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6700\u9069\u5316\u3001\u304a\u3088\u3073 I\/O \u306e\u6700\u9069\u5316\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u306e\u6700\u9069\u5316<\/li>\n<\/ol>\n\n\n\n<p>\u30c6\u30fc\u30d6\u30eb\u306e\u8a2d\u8a08\u306f\u3001HBase \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u91cd\u8981\u306a\u8981\u7d20\u306e 1 \u3064\u3067\u3059\u3002 \u30c6\u30fc\u30d6\u30eb\u69cb\u9020\u3092\u8a2d\u8a08\u3059\u308b\u3068\u304d\u306f\u3001\u6b21\u306e\u70b9\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30fc\u30d6\u30eb\u306e\u884c\u30ad\u30fc\u306e\u8a2d\u8a08: \u884c\u30ad\u30fc\u306f HBase \u30c6\u30fc\u30d6\u30eb\u5185\u306e\u4e00\u610f\u306e\u8b58\u5225\u5b50\u3067\u3042\u308a\u3001\u884c\u30ad\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30db\u30c3\u30c8\u306a\u554f\u984c\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u306b\u3001\u77ed\u304f\u3001\u610f\u5473\u304c\u3042\u308a\u3001\u4e26\u3079\u66ff\u3048\u53ef\u80fd\u3067\u3001\u5747\u7b49\u306b\u30cf\u30c3\u30b7\u30e5\u3055\u308c\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5217\u30d5\u30a1\u30df\u30ea\u306e\u8a2d\u8a08: \u5217\u30d5\u30a1\u30df\u30ea\u306f HBase \u30c6\u30fc\u30d6\u30eb\u5185\u306e\u5217\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001\u5217\u30d5\u30a1\u30df\u30ea\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u304c\u30b7\u30b9\u30c6\u30e0 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u306a\u3044\u3088\u3046\u306b\u3001\u5217\u30d5\u30a1\u30df\u30ea\u306e\u6570\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5217\u4fee\u98fe\u5b50\u306e\u8a2d\u8a08: \u5217\u4fee\u98fe\u5b50\u306f\u3001\u5217\u30d5\u30a1\u30df\u30ea\u5185\u306e\u5217\u306e\u4e00\u610f\u306e\u8b58\u5225\u5b50\u3067\u3042\u308a\u3001\u5217\u306e\u4fee\u98fe\u5b50\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30db\u30c3\u30c8\u306a\u554f\u984c\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u306b\u3001\u77ed\u304f\u3001\u610f\u5473\u304c\u3042\u308a\u3001\u4e26\u3079\u66ff\u3048\u53ef\u80fd\u3067\u3001\u53ef\u80fd\u306a\u9650\u308a\u5747\u7b49\u306b\u30cf\u30c3\u30b7\u30e5\u3055\u308c\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6700\u9069\u5316<\/li>\n<\/ol>\n\n\n\n<p>HBase \u306e\u30ad\u30e3\u30c3\u30b7\u30e5 \u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u5fdc\u7b54\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002 HBase \u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u3001\u30d6\u30ed\u30c3\u30af \u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u884c\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d6\u30ed\u30c3\u30af\u30ad\u30e3\u30c3\u30b7\u30e5:\u30d6\u30ed\u30c3\u30af\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u3001HBase\u30c6\u30fc\u30d6\u30eb\u306b\u30c7\u30fc\u30bf\u30d6\u30ed\u30c3\u30af\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001HBase\u306e\u30c7\u30a3\u30b9\u30af\u30a2\u30af\u30bb\u30b9\u6570\u3092\u6e1b\u3089\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u5fdc\u7b54\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 HBase\u306e\u30d6\u30ed\u30c3\u30af\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u30b5\u30a4\u30ba\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u884c\u30ad\u30e3\u30c3\u30b7\u30e5: \u884c\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u3001HBase \u30c6\u30fc\u30d6\u30eb\u306b\u884c\u30c7\u30fc\u30bf\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001HBase \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8ee2\u9001\u306e\u6570\u3092\u6e1b\u3089\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u5fdc\u7b54\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 HBase \u306e\u884c\u30ad\u30e3\u30c3\u30b7\u30e5 \u30b5\u30a4\u30ba\u3068\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6709\u52b9\u671f\u9650\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>I\/O \u306e\u6700\u9069\u5316<\/li>\n<\/ol>\n\n\n\n<p>HBase \u306e I\/O \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3082\u3001\u30b7\u30b9\u30c6\u30e0 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u91cd\u8981\u306a\u8981\u7d20\u306e 1 \u3064\u3067\u3059\u3002 HBase \u306e I\/O \u6700\u9069\u5316\u306b\u306f\u3001\u4e3b\u306b\u6b21\u306e\u5074\u9762\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e: \u30c7\u30fc\u30bf\u5727\u7e2e\u624b\u6cd5\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7d4c\u7531\u3067\u8ee2\u9001\u4e2d\u304a\u3088\u3073\u30c7\u30a3\u30b9\u30af\u306b\u4fdd\u5b58\u3055\u308c\u308b\u3068\u304d\u306b\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u3092\u7e2e\u5c0f\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272: \u30c7\u30fc\u30bf\u5206\u5272\u30c6\u30af\u30ce\u30ed\u30b8\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306b\u5206\u5272\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u7ba1\u7406\u3068\u6700\u9069\u5316\u3092\u5bb9\u6613\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5e2f\u57df\u5e45: HBase \u306e\u30c7\u30fc\u30bf\u8ee2\u9001\u901f\u5ea6\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5e2f\u57df\u5e45\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u5411\u4e0a\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30a3\u30b9\u30af\u306e\u7a2e\u985e: \u5f93\u6765\u306e\u30c7\u30a3\u30b9\u30af\u306e\u4ee3\u308f\u308a\u306b SSD \u306a\u3069\u306e\u9ad8\u901f\u30c7\u30a3\u30b9\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30a3\u30b9\u30af \u30a2\u30af\u30bb\u30b9\u901f\u5ea6\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3064\u307e\u308a\u3001HBase \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u6700\u9069\u5316\u3001I\/O \u6700\u9069\u5316\u306a\u3069\u304b\u3089\u5c0e\u304d\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u8907\u6570\u306e\u5074\u9762\u304b\u3089\u59cb\u3081\u3066\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u8abf\u6574\u304a\u3088\u3073\u6700\u9069\u5316\u3057\u307e\u3059\u3002 HBase \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u306e\u4e00\u822c\u7684\u306a\u30d2\u30f3\u30c8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u30de\u30fc\u30b8\u3059\u308b: HBase \u3067\u306f\u3001\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\u306e\u6570\u304c\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u30de\u30fc\u30b8\u3059\u308b\u3053\u3068\u3067\u30d5\u30a1\u30a4\u30eb\u6570\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u6570\u3092\u5897\u3084\u3059: HBase \u3067\u306f\u3001RegionServer \u306f\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u306e\u51e6\u7406\u3092\u62c5\u5f53\u3059\u308b\u30ce\u30fc\u30c9\u3067\u3042\u308a\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u6570\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u540c\u6642\u51e6\u7406\u80fd\u529b\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>JVM \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0: HBase \u3067\u306f\u3001JVM \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002 \u30d2\u30fc\u30d7\u30fb\u30e1\u30e2\u30ea\u30fc\u30fb\u30b5\u30a4\u30ba\u3084\u30ac\u30fc\u30d9\u30c3\u30b8\u30fb\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u30fb\u30dd\u30ea\u30b7\u30fc\u306a\u3069\u306e JVM \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u8abf\u6574\u3057\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u30fb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>HBase \u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4f7f\u7528\u3059\u308b: HBase \u3067\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4f7f\u7528\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u306e\u5fdc\u7b54\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30d6\u30ed\u30c3\u30af\u30fb\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u307e\u305f\u306f\u884c\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u306e\u3044\u305a\u308c\u304b\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e8b\u524d\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3092\u4f7f\u7528\u3059\u308b: HBase \u3067\u306f\u3001\u4e8b\u524d\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u306b\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306e\u6570\u3068\u7bc4\u56f2\u3092\u4e8b\u524d\u306b\u5b9a\u7fa9\u3067\u304d\u308b\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u6226\u7565\u3067\u3059\u3002 \u4e8b\u524d\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e\u3092\u4f7f\u7528\u3059\u308b: HBase \u3067\u306f\u3001\u5727\u7e2e\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8ee2\u9001\u4e2d\u306e\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u3068\u30c7\u30a3\u30b9\u30af \u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u7e2e\u5c0f\u3057\u3001\u30b7\u30b9\u30c6\u30e0 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4f7f\u7528\u3059\u308b: HBase \u3067\u306f\u3001\u30c7\u30fc\u30bf \u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u4f7f\u7528\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u306e\u8aad\u307f\u53d6\u308a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 HBase \u5185\u306e\u30c7\u30fc\u30bf\u306f\u3001Redis \u306a\u3069\u306e\u30ad\u30e3\u30c3\u30b7\u30e5 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3001\u983b\u7e41\u306a\u30c7\u30a3\u30b9\u30af \u30a2\u30af\u30bb\u30b9\u3084\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8ee2\u9001\u3092\u56de\u907f\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3064\u307e\u308a\u3001HBase\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u306f\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u8abf\u6574\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u6700\u9069\u5316\u3001I \/ O\u6700\u9069\u5316\u306a\u3069\u306e\u8907\u6570\u306e\u5074\u9762\u304b\u3089\u59cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1168\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>HBase\u306e\u30ed\u30b0\u3001\u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af\u3001\u7ba1\u7406\u30c4\u30fc\u30eb\u306a\u3069\u3001HBase\u306e\u76e3\u8996\u3068\u7ba1\u7406\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>HBase \u306e\u76e3\u8996\u3068\u7ba1\u7406\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u3068\u5b89\u5b9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6bb5\u306e 1 \u3064\u3067\u3059\u3002 HBase \u3067\u306f\u3001\u30ed\u30b0\u3001\u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af\u3001\u7ba1\u7406\u30c4\u30fc\u30eb\u3092\u901a\u3058\u3066\u30b7\u30b9\u30c6\u30e0\u3092\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>HBase \u306e\u30ed\u30b0<\/li>\n<\/ol>\n\n\n\n<p>HBase \u30ed\u30b0\u306b\u306f\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u30ed\u30b0\u3068\u30de\u30b9\u30bf\u30fc\u30ed\u30b0\u306e 2 \u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002 \u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u30ed\u30b0\u306f\u3001\u4e3b\u306b\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u8ca0\u8377\u3001\u30a8\u30e9\u30fc\u60c5\u5831\u306a\u3069\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u5b9f\u884c\u72b6\u614b\u3068\u7570\u5e38\u306a\u72b6\u614b\u3092\u8a18\u9332\u3057\u307e\u3059\u3002 \u30de\u30b9\u30bf\u30fc\u30ed\u30b0\u306f\u3001\u4e3b\u306bRegionServer\u306e\u8d77\u52d5\u3068\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u3001\u8ca0\u8377\u5206\u6563\u306a\u3069\u3001\u30de\u30b9\u30bf\u30fc\u306e\u5b9f\u884c\u72b6\u614b\u3068\u7570\u5e38\u306a\u72b6\u614b\u3092\u8a18\u9332\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>HBase\u306e\u30ed\u30b0\u306f\u3001Log4j\u3001Logstash\u306a\u3069\u306e\u30ed\u30b0\u5206\u6790\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u76e3\u8996\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u5e38\u3092\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u691c\u51fa\u3057\u3066\u5bfe\u51e6\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>HBase \u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/li>\n<\/ol>\n\n\n\n<p>HBase \u306b\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u72b6\u614b\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u76e3\u8996\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3001\u6b21\u306e\u3088\u3046\u306a\u591a\u6570\u306e\u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30e1\u30c8\u30ea\u30af\u30b9: \u8aad\u307f\u53d6\u308a\u304a\u3088\u3073\u66f8\u304d\u8fbc\u307f\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30d2\u30fc\u30d7\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306e\u8ca0\u8377\u5206\u6563\u306a\u3069\u3002<\/li>\n\n\n\n<li>\u30de\u30b9\u30bf\u30fc\u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af: \u30de\u30b9\u30bf\u30fc\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u3001\u8ca0\u8377\u5206\u6563\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u6b63\u5e38\u6027\u306a\u3069\u3002<\/li>\n\n\n\n<li>Hadoop \u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af: Hadoop \u306e HDFS\u3001YARN\u3001\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u64cd\u4f5c\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>HBase\u306e\u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af\u306f\u3001JMX\u3001Ganglia\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u304a\u3088\u3073\u5206\u6790\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u5e38\u3092\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u691c\u51fa\u3057\u3066\u5bfe\u51e6\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>HBase\u306e\u7ba1\u7406\u30c4\u30fc\u30eb<\/li>\n<\/ol>\n\n\n\n<p>HBase \u306b\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u7ba1\u7406\u3068\u4fdd\u5b88\u306b\u4f7f\u7528\u3067\u304d\u308b\u6b21\u306e\u3088\u3046\u306a\u7ba1\u7406\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HBase \u30b7\u30a7\u30eb: HBase \u30b7\u30a7\u30eb\u306f\u3001HBase \u30c6\u30fc\u30d6\u30eb\u306e\u7ba1\u7406\u3068\u64cd\u4f5c\u306b\u4f7f\u7528\u3067\u304d\u308b\u30b3\u30de\u30f3\u30c9 \u30e9\u30a4\u30f3 \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9 \u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n\n\n\n<li>HBase Web UI: HBase Web UI \u306f\u3001RegionServer \u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3001HBase \u30c6\u30fc\u30d6\u30eb\u306e\u8aad\u307f\u53d6\u308a\u304a\u3088\u3073\u66f8\u304d\u8fbc\u307f\u30b9\u30c6\u30fc\u30bf\u30b9\u3001\u30c7\u30fc\u30bf\u5206\u6563\u306a\u3069\u3001HBase \u30af\u30e9\u30b9\u30bf\u3092\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u30a6\u30a7\u30d6\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n\n\n\n<li>HBase \u30d0\u30c3\u30af\u30a2\u30c3\u30d7: HBase \u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306f\u3001HBase \u30c6\u30fc\u30d6\u30eb \u30c7\u30fc\u30bf\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3068\u5fa9\u5143\u306b\u4f7f\u7528\u3067\u304d\u308b\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u304a\u3088\u3073\u5fa9\u65e7\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n\n\n\n<li>HBase \u30a8\u30af\u30b9\u30dd\u30fc\u30c8\/\u30a4\u30f3\u30dd\u30fc\u30c8: HBase \u30a8\u30af\u30b9\u30dd\u30fc\u30c8\/\u30a4\u30f3\u30dd\u30fc\u30c8\u306f\u3001HBase \u30c6\u30fc\u30d6\u30eb \u30c7\u30fc\u30bf\u3092\u4ed6\u306e\u30b7\u30b9\u30c6\u30e0 (HDFS \u306a\u3069) \u3068\u306e\u9593\u3067 HBase \u30c6\u30fc\u30d6\u30eb\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u304a\u3088\u3073\u30a4\u30f3\u30dd\u30fc\u30c8 \u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001HBase \u306e\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u30c4\u30fc\u30eb\u306f\u3001\u7ba1\u7406\u8005\u304c\u30ed\u30b0\u3001\u76e3\u8996\u30e1\u30c8\u30ea\u30c3\u30af\u3001\u7ba1\u7406\u30c4\u30fc\u30eb\u306a\u3069\u306e HBase \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u7ba1\u7406\u8005\u304c\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u5e38\u3092\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u898b\u3064\u3051\u3066\u5bfe\u51e6\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u3068\u5b89\u5b9a\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>IT\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30d3\u30c7\u30aa\u3092\u3084\u308a\u305f\u3044\u306e\u3067 &hellip; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"footnotes":""},"categories":[23],"tags":[],"class_list":["post-1201","post","type-post","status-publish","format-standard","hentry","category-material"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1201","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1201"}],"version-history":[{"count":1,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1201\/revisions"}],"predecessor-version":[{"id":1202,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1201\/revisions\/1202"}],"wp:attachment":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1201"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1201"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}