{"id":16285,"date":"2017-02-27T15:00:29","date_gmt":"2017-02-27T06:00:29","guid":{"rendered":"https:\/\/www.creationline.com\/?p=16285"},"modified":"2024-02-12T19:09:24","modified_gmt":"2024-02-12T10:09:24","slug":"%e3%82%af%e3%83%aa%e3%82%a8%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%83%a9%e3%82%a4%e3%83%b3%e3%81%8cspark-solution-google-cloud-dataproc-%e3%81%ae%e6%8f%90%e4%be%9b%e3%82%92%e9%96%8b%e5%a7%8b","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/others\/spark\/16285","title":{"rendered":"\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u304cSpark Solution for Google Cloud Dataproc \u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u5404\u7a2e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u30c6\u3099\u30fc\u30bf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b"},"content":{"rendered":"<p style=\"text-align: right;\">2017\u5e742\u670827\u65e5<\/p>\n<p>\u5831\u9053\u95a2\u4fc2\u5404\u4f4d<\/p>\n<p style=\"text-align: right;\">\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e<\/p>\n<h2 style=\"text-align: center;\">\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u304cSpark Solution for Google Cloud Dataproc \u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057<br \/>\n\u5404\u7a2e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u30c6\u3099\u30fc\u30bf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b<\/h2>\n<p>\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\uff08\u672c\u793e\uff1a\u6771\u4eac\u90fd\u5343\u4ee3\u7530\u533a\u3001\u4ee3\u8868\u53d6\u7de0\u5f79\uff1a\u5b89\u7530\u5fe0\u5f18\u3001\u4ee5\u4e0b\u201d\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u201d\uff09\u306f Google(TM) \u304c\u63d0\u4f9b\u3059\u308bHadoop\u3001Spark\u306e\u30de\u30cd\u30fc\u30b8\u30c9 \u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b Google Cloud Dataproc \u306b\u5bfe\u5fdc\u3057\u305f\u30c7\u30fc\u30bf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b \u201cSpark Solution for Google Cloud Dataproc\u201d\u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-16287\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2017\/02\/480896a6e20a6bd1ea87eeab1d15e842-1024x460.png\" alt=\"\" width=\"1024\" height=\"460\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2017\/02\/480896a6e20a6bd1ea87eeab1d15e842-1024x460.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2017\/02\/480896a6e20a6bd1ea87eeab1d15e842-360x162.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2017\/02\/480896a6e20a6bd1ea87eeab1d15e842-768x345.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2017\/02\/480896a6e20a6bd1ea87eeab1d15e842-211x95.png 211w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2017\/02\/480896a6e20a6bd1ea87eeab1d15e842.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u4eca\u56de\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u3067\u306f\u3001\u3044\u307e\u307e\u3067\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u5b9f\u7e3e\u3092\u3082\u3068\u306b3\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u30e1\u30cb\u30e5\u30fc\u3092Google Cloud Dataproc\u5411\u3051\u306b\u63d0\u4f9b\u3092\u3044\u305f\u3057\u307e\u3059\u3002\u307e\u305f Google Cloud Dataproc \u306fBigQuery\u3001Cloud Storage\u3001Cloud Bigtable \u306a\u3069\u306e Google \u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306b\u89aa\u5bc6\u306b\u9023\u643a\u30fb\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u30e1\u30ea\u30c3\u30c8\u3082\u6d3b\u7528\u3057\u3001\u30e6\u30fc\u30b6\u30cb\u30fc\u30ba\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30c6\u30fc\u30de<\/th>\n<th>\u5185\u5bb9<\/th>\n<th>\u671f\u9593<\/th>\n<th>\u4fa1\u683c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u50be\u5411\u5206\u6790\/\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\/<br \/>\n\u30ea\u30bd\u30fc\u30b9\u6700\u9069\u5316<\/td>\n<td>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u95a2\u9023\u4ed8\u3051\u3001\u95a2\u9023\u50be\u5411\u306e\u5206\u6790\u3001\u30c7\u30fc\u30bf\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\uff08\u7fa4\u691c\u51fa\uff09\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\n[\u6d3b\u7528\u30b7\u30fc\u30f3] \u9867\u5ba2\u30bf\u30fc\u30b2\u30c6\u30a3\u30f3\u30b0, \u9867\u5ba2\u52d5\u5411\u5206\u985e<br \/>\n[\u5206\u6790\u624b\u6cd5]\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0, Decision Tree, \u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3<br \/>\n[\u30bf\u30fc\u30b2\u30c3\u30c8\u4f01\u696d] \u30ea\u30c6\u30fc\u30eb\u3001\u7269\u6d41<\/td>\n<td>2\u30f6\u6708<\/td>\n<td>400\u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u7570\u5e38\u5024(\u6545\u969c)\u4e88\u6e2c<\/td>\n<td>\u30c7\u30fc\u30bf\u306b\u3042\u308b\u7570\u5e38\u5024\u306e\u691c\u51fa\u3092\u884c\u3044\u307e\u3059\u3002\u6545\u969c\u8a3a\u65ad\u304a\u3088\u3073\u4e88\u6e2c\u3092\u884c\u3044\u307e\u3059<br \/>\n[\u6d3b\u7528\u30b7\u30fc\u30f3] \u6545\u969c\u4e88\u6e2c<br \/>\n[\u5206\u6790\u624b\u6cd5] \u53ef\u8996\u5316, \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<br \/>\n[\u30bf\u30fc\u30b2\u30c3\u30c8\u4f01\u696d] \u88fd\u9020\u696d<\/td>\n<td>2\u30f6\u6708<\/td>\n<td>300\u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u30de\u30c3\u30c1\u30f3\u30b0\u30fb\u30ea\u30b3\u30e1\u30f3\u30c9<\/td>\n<td>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u30a2\u30a4\u30c6\u30e0\u9593\u306e\u30de\u30c3\u30c1\u30f3\u30b0\u30fb\u30ea\u30b3\u30e1\u30f3\u30c9\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\n[\u6d3b\u7528\u30b7\u30fc\u30f3] \u4eba\u6750\u30de\u30c3\u30c1\u30f3\u30b0, \u30a2\u30a4\u30c6\u30e0\u30ec\u30b3\u30e1\u30f3\u30c9<br \/>\n[\u5206\u6790\u624b\u6cd5] \u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0, Word2Vec<br \/>\n[\u30bf\u30fc\u30b2\u30c3\u30c8\u4f01\u696d] \u30ea\u30c6\u30fc\u30eb\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001HR<\/td>\n<td>2\u30f6\u6708<\/td>\n<td>400\u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u753b\u50cf\u5206\u6790<\/td>\n<td>\u753b\u50cf\u3092\u5206\u6790\u3057\u3001\u7269\u4f53\u306e\u81ea\u52d5\u5224\u5225\u3092\u884c\u3044\u307e\u3059<br \/>\n[\u6d3b\u7528\u30b7\u30fc\u30f3] \u30e9\u30a4\u30f3\u306e\u751f\u7523\u7269\u6545\u969c\u8a3a\u65ad, \u6d41\u91cf\u8abf\u67fb, \u904b\u8ee2\u30c7\u30fc\u30bf\u8a3a\u65ad<br \/>\n[\u5206\u6790\u624b\u6cd5] GoogleMLVision<br \/>\n[\u30bf\u30fc\u30b2\u30c3\u30c8\u4f01\u696d] \u30ea\u30c6\u30fc\u30eb\u3001\u88fd\u9020\u696d\u3001\u7269\u6d41<\/td>\n<td>2\u30f6\u6708<\/td>\n<td>500\u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u9069\u30eb\u30fc\u30c8\u63a2\u7d22<\/td>\n<td>\u5404\u7acb\u5bc4\u308a\u70b9\u3092\u6700\u77ed\u3067\u7d50\u3076\u30eb\u30fc\u30c8\u306e\u81ea\u52d5\u63a2\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059<br \/>\n[\u6d3b\u7528\u30b7\u30fc\u30f3] \u914d\u9001\u30b3\u30b9\u30c8\u6700\u9069\u5316, CRM, \u4e57\u308a\u63db\u3048\u6848\u5185<br \/>\n[\u5206\u6790\u624b\u6cd5] Pregel<br \/>\n[\u30bf\u30fc\u30b2\u30c3\u30c8\u4f01\u696d] \u30ea\u30c6\u30fc\u30eb, \u88fd\u9020\u696d, \u7269\u6d41<\/td>\n<td>2\u30f6\u6708<\/td>\n<td>400\u4e07<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8907\u96d1\u5316\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u305d\u308c\u3089\u3092\u5b9f\u88c5\u3059\u308b\u65b0\u6280\u8853\u306e\u9699\u9593\u3092\u57cb\u3081\u3001\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u59cb\u3081\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u3001\u30e1\u30cb\u30e5\u30fc\u5316\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3092\u5c55\u958b\u3057\u307e\u3059\u3002<\/p>\n<hr \/>\n<p>\u25a0\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\u306b\u3064\u3044\u3066<br \/>\n2006\u5e741\u6708\u8a2d\u7acb\u30021) \u9ad8\u53ef\u7528\u6027\u3092\u5b9f\u73fe\u3059\u308b\u9ad8\u5ea6\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u8a2d\u8a08\u80fd\u529b\u30012) \u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u5316\u30fb\u30c7\u30fc\u30bf\u89e3\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u4f5c\u6210\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u8a2d\u8a08\u30fb\u4f5c\u6210\u80fd\u529b\u30013)\u30a4\u30f3\u30d5\u30e9\u304b\u3089\u4e0a\u4f4d\u30ec\u30a4\u30e4\u30fc\u306e\u5404\u7a2e\u30b5\u30fc\u30d3\u30b9\u306b\u5bfe\u3057\u3066\u81ea\u52d5\u5316\u306a\u3069\u52b9\u7387\u7684\u306a\u904b\u7528\u76e3\u8996\u3092\u5b9f\u73fe\u3059\u308b\u6280\u8853\u30ce\u30a6\u30cf\u30a6\u3092\u6301\u3064\u30c6\u30af\u30ce\u30ed\u30b8\u30b9\u30c8\u96c6\u56e3\u3002\u30a2\u30eb\u30d1\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\u69d8\u5411\u3051\u306e\u30b8\u30aa\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u306f\u3058\u3081\u3068\u3057\u3066\u3001\u591a\u304f\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30e6\u30fc\u30b6\u306b\u5bfe\u3057\u3066\u30c7\u30fc\u30bf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u304a\u3088\u3073\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u65b0\u306e\u30a4\u30ce\u30d9\u30fc\u30c6\u30a3\u30d6\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u56fd\u5185\u3067\u30b9\u30d4\u30fc\u30c9\u611f\u3092\u6301\u3063\u3066\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u6570\u5c11\u306a\u3044\u4f01\u696d\u3067\u3059\u3002<\/p>\n<p>\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53 \u8fd1\u85e4<br \/>\nE-mail: <a href=\"mailto:sales@creationline.com?subject=\u30102017.2.27\u3011Spark Solution for Google Cloud Dataproc \u306e\u63d0\u4f9b \u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9 \u3010\u554f\u3044\u5408\u308f\u305b\u3011\">sales@creationline.com<\/a><\/p>\n<p>Google, Google Cloud Dataproc \u306f\u3001Google Inc. \u306e\u767b\u9332\u5546\u6a19\u307e\u305f\u306f\u5546\u6a19\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>2017\u5e742\u670827\u65e5 \u5831\u9053\u95a2\u4fc2\u5404\u4f4d \u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e \u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u304cSpark Solution for Google Cloud Dataproc \u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057 \u5404\u7a2e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u30c6\u3099\u30fc\u30bf [&#8230;]<\/p>\n","protected":false},"author":1,"featured_media":16287,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[83,6,7,51],"tags":[84,50],"class_list":["post-16285","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dataanalytics","category-news","category-press","category-spark","tag-dataanalytics","tag-spark"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u304cSpark Solution for Google Cloud Dataproc \u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u5404\u7a2e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u30c6\u3099\u30fc\u30bf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b - Tech 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