{"id":62691,"date":"2019-03-19T07:00:31","date_gmt":"2019-03-18T22:00:31","guid":{"rendered":"https:\/\/blog.everpuredata.com\/?p=62691"},"modified":"2024-06-02T07:07:44","modified_gmt":"2024-06-02T14:07:44","slug":"simple-big-data-and-ai-with-flashblade-2nd","status":"publish","type":"post","link":"https:\/\/blog.everpuredata.com\/ja\/products\/simple-big-data-and-ai-with-flashblade-2nd\/","title":{"rendered":"FlashBlade \u3067\u30b7\u30f3\u30d7\u30eb\u306b\uff01\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\uff06 AI \u30fc \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u30c7\u30fc\u30bf\u53d6\u5f97\u3068\u30c7\u30fc\u30bf\u51e6\u7406"},"content":{"rendered":"

\u524d\u56de<\/a>\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u300c\u611b\u72ac\u5bb6\u306e\u305f\u3081\u306e\u753b\u50cf\u8a8d\u8b58 AI\u300d\u3092\u4f8b\u306b\u53d6\u308a\u3001FlashBlade \u3067\u69cb\u7bc9\u3059\u308b\u30c7\u30fc\u30bf\u30cf\u30d6\u306b\u3088\u3063\u3066\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3068 AI \u3092\u30b7\u30f3\u30d7\u30eb\u306b\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u3001\u30b3\u30fc\u30c9\u30b5\u30f3\u30d7\u30eb\u3068 UI \u753b\u9762\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3092\u4ea4\u3048\u3001FlashBlade \u306b\u3088\u3063\u3066\u3044\u304b\u306b\u7c21\u5358\u306b AI \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u304b\u3092\u3054\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n

AI\u00a0<\/span>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u74b0\u5883\u8a2d\u5b9a<\/span><\/h2>\n

\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u3068\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u7ba1\u7406\u306b\u306f Apache Nifi\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u4f5c\u6210\u306b\u306f Apache Solr \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002Apache Spark \u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u6700\u9069\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u793a\u3059\u3088\u3046\u306b\u3001\u3053\u308c\u3089\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u5168\u3066 Apache Ambari \u306b\u3088\u3063\u3066\u5c55\u958b\u3001\u7ba1\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\"Apache
\u56f3 1\uff1aAmbari \u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/figcaption><\/figure>\n

\u307e\u305f\u3001AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f TensorFlow \u3092\u4f7f\u7528\u3057\u3001AI \u30e2\u30c7\u30eb\u306f Python \u30b5\u30fc\u30d0\u30fc\u306e REST API \u3068\u3057\u3066\u5c55\u958b\u3057\u307e\u3059\u3002<\/p>\n

\u79c1\u306e\u30c7\u30e2\u74b0\u5883\u3067\u306f\u3001\u5168\u3066\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c FlashArray \u4e0a\u306e\u4eee\u60f3\u30de\u30b7\u30f3\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3001\u5b9f\u884c\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3001\u30d9\u30a2\u30e1\u30bf\u30eb\u30b5\u30fc\u30d0\u30fc\u306e\u30af\u30e9\u30b9\u30bf\u3067\u3082\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002\u30c4\u30a4\u30fc\u30c8\u306e\u30ed\u30fc\u30c7\u30fc\u30bf\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u30d5\u30a1\u30a4\u30eb\u3001\u72ac\u306e\u753b\u50cf\u3001AI \u30e2\u30c7\u30eb\u306a\u3069\u3001\u5168\u3066\u306e\u30c7\u30fc\u30bf\u304c FlashBlade\uff08FlashBlade S3 \u30d0\u30b1\u30c3\u30c8\u307e\u305f\u306f NFS \u30dc\u30ea\u30e5\u30fc\u30e0\uff09\u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u30c7\u30fc\u30bf\u53d6\u5f97\u3068\u30c7\u30fc\u30bf\u51e6\u7406<\/h2>\n

AI \u3068\u6df1\u5c64\u5b66\u7fd2\u306b\u306f\u30c7\u30fc\u30bf\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002 \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u304c\u306a\u3051\u308c\u3070\u3001AI \u306f\u305d\u308c\u307b\u3069\u8ce2\u304f\u3082\u306a\u304f\u4fbf\u5229\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n

\u307e\u305a\u3001NiFi \u3092\u4f7f\u7528\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u30c4\u30a4\u30fc\u30c8\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u307e\u3059\u3002NiFi \u3067\u306e\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u7ba1\u7406\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\"Apache
\u56f3 2\uff1aNiFi \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc<\/figcaption><\/figure>\n

UI \u306e\u5404\u30dc\u30c3\u30af\u30b9\u306f\u30d7\u30ed\u30bb\u30c3\u30b5\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002\u5404\u30d7\u30ed\u30bb\u30c3\u30b5\u306f\u3001\u30d5\u30ed\u30fc\u5185\u3067\u7c21\u5358\u306a\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002NiFi \u306f\u4f55\u767e\u3082\u306e\u5185\u8535\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u4f7f\u3044\u3084\u3059\u304f\u5f37\u529b\u3067\u3059\u3002\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u30c9\u30e9\u30c3\u30b0\u30a2\u30f3\u30c9\u30c9\u30ed\u30c3\u30d7\u3067\u8a2d\u5b9a\u3057\u3066\u63a5\u7d9a\u3059\u308b\u3060\u3051\u3067\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u304c\u5f62\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u4e0a\u8a18\u30d5\u30ed\u30fc\u306e\u4e0a\u4f4d 3 \u30d7\u30ed\u30bb\u30c3\u30b5\u306b\u3064\u3044\u3066\u306f\u3001Twitter API \u3092\u547c\u3073\u51fa\u3057\u3066\u72ac\u306b\u95a2\u3059\u308b\u30c4\u30a4\u30fc\u30c8\u3092\u53ce\u96c6\u3059\u308b\u3088\u3046\u306b NiFi \u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001Twitter \u306e\u5fdc\u7b54\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u5fc5\u8981\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u62bd\u51fa\u3057\u3001\u305d\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3092 Solr \u306b\u9001\u4fe1\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002GetTwitter \u30d7\u30ed\u30bb\u30c3\u30b5\u69cb\u6210\u306e\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n

\"Apache
\u56f3 3\uff1aNiFi GetTwitter \u306e\u69cb\u6210<\/figcaption><\/figure>\n

NiFi \u30d5\u30ed\u30fc\u3092\u958b\u59cb\u3057\u3066\u6570\u79d2\u5f8c\u306b\u306f\u3001\u611b\u72ac\u5bb6\u306e\u30c4\u30a4\u30fc\u30c8\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u53d6\u308a\u8fbc\u307e\u308c\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304c\u4f5c\u6210\u3055\u308c\u3066\u30b7\u30b9\u30c6\u30e0\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306f Solr \u5185\u3067\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4ed8\u3051\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001Solr \u306e Banana UI \u304b\u3089\u3001\u6570\u56de\u306e\u30af\u30ea\u30c3\u30af\u3067\u7c21\u5358\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n

\"Apache
\u56f3 4\uff1aSolr \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/figcaption><\/figure>\n

\u4e0a\u56f3\u306e\u4f8b\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u30c4\u30a4\u30fc\u30c8\u6570\u306e\u591a\u3044\u4eba\u3001\u4f7f\u7528\u8a00\u8a9e\u3001\u30c4\u30a4\u30fc\u30c8\u306e\u5185\u5bb9\u3092\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002Nifi \u3068 Solr \u306f\u3001\u3069\u3061\u3089\u3082 FlashBlade NFS \u30dc\u30ea\u30e5\u30fc\u30e0\u3092\u30de\u30a6\u30f3\u30c8\u3057\u3066\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001Nifi \u3068 Solr \u306e\u69cb\u6210\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u30de\u30a6\u30f3\u30c8\u30dd\u30a4\u30f3\u30c8\u3092 FlashBlade NFS \u306b\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n

nifi.properties<\/span>\u30d5\u30a1\u30a4\u30eb\uff1a<\/p>\n

nifi.content.repository.directory.default=\/mnt\/nifi\/content_repository\r\nnifi.database.directory=\/mnt\/nifi\/database_repository\r\nnifi.flowfile.repository.directory=\/mnt\/nifi\/flowfile_repository\r\nnifi.provenance.repository.directory.default=\/mnt\/nifi\/provenance_repository<\/pre>\n
solr.in.sh<\/span>\u30d5\u30a1\u30a4\u30eb\uff1a<\/p>\n
# HDFS start settings\r\nSOLR_OPTS=\"$SOLR_OPTS -Dsolr.directoryFactory=HdfsDirectoryFactory \\\r\n -Dsolr.lock.type=hdfs -Dsolr.hdfs.home=file:\/\/\/mnt\/solr\/indexes \\\r\n -Dsolr.hdfs.confdir=\/usr\/hdp\/2.6.5.0-292\/hadoop\/conf\"<\/pre>\n
FlashBlade \u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n
\"FlashBlade
\u56f3 5\uff1aFlashBlade \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5206\u6790 UI<\/figcaption><\/figure>\n
\u6b21\u56de\u4e88\u544a<\/h2>\n
AI \u306e\u69cb\u7bc9\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u306e\u304c\u3001\u30c7\u30fc\u30bf\u306e\u8abf\u67fb\u3068\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3092\u884c\u3044\u3001AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u691c\u8a3c\u306b\u5099\u3048\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n
\u6b21\u56de\u306f\u3001FlashBlade S3\u3001Spark\u3001Zeppelin \u3092\u4f7f\u7528\u3057\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\u6ce8\uff1a\u672c\u30d6\u30ed\u30b0\u306f\u3001\u848b \u9038\u5cf0\u304c Medium \u306b\u6295\u7a3f\u3057\u305f\u8a18\u4e8b\u300cAI for Dog Lovers: An End to End AI Pipeline with FlashBlade\u200a\u2014\u200aPart 1\u300d\u306e\u4e00\u90e8\u3092\u65e5\u672c\u8a9e\u8a33\u3001\u518d\u7de8\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n
\u30b7\u30ea\u30fc\u30ba\u300cFlashBlade \u3067\u30b7\u30f3\u30d7\u30eb\u306b\uff01\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\uff06 AI\u300d<\/h2>\n
FlashBlade \u3067\u30b7\u30f3\u30d7\u30eb\u306b\uff01\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\uff06 AI\u3000\u7b2c 1 \u56de<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u524d\u56de\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u300c\u611b\u72ac\u5bb6\u306e\u305f\u3081\u306e\u753b\u50cf\u8a8d\u8b58 AI\u300d\u3092\u4f8b\u306b\u53d6\u308a\u3001FlashBlade \u3067\u69cb\u7bc9\u3059\u308b\u30c7\u30fc\u30bf\u30cf\u30d6\u306b\u3088\u3063\u3066\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3068 AI \u3092\u30b7\u30f3\u30d7\u30eb\u306b\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u3001\u30b3\u30fc\u30c9\u30b5\u30f3\u30d7\u30eb\u3068 UI \u753b\u9762\u306e\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u3092\u4ea4\u3048\u3001FlashBlade \u306b\u3088\u3063\u3066\u3044\u304b\u306b\u7c21\u5358\u306b AI \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u304b\u3092\u3054\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":556,"featured_media":62736,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[13005],"tags":[13975,13233,13515],"content-position":[],"ppma_author":[14124],"class_list":["post-62691","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-products","tag-ai-and-machine-learning-ja","tag-flashblade-ja","tag-big-data-ja"],"acf":[],"yoast_head":"\nFlashBlade \u3067\u30b7\u30f3\u30d7\u30eb\u306b\uff01\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\uff06 AI \u30fc \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u30c7\u30fc\u30bf\u53d6\u5f97\u3068\u30c7\u30fc\u30bf\u51e6\u7406 | Everpure Blog<\/title>\n<meta name=\"description\" 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