{"id":40810,"date":"2023-10-11T20:03:05","date_gmt":"2022-12-24T15:50:00","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/"},"modified":"2024-05-04T03:44:25","modified_gmt":"2024-05-03T19:44:25","slug":"%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/","title":{"rendered":"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4"},"content":{"rendered":"<h2>1. \u6458\u8981\u548c\u52a8\u673a<\/h2>\n<p>[\u80cc\u666f]<br \/>\n\u6211\u8bb0\u5f55\u4e86\u5728\u6784\u5efaElasticsearch\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u63d2\u5165\u6570\u636e\u7684\u6b65\u9aa4\u3002<\/p>\n<p>\u52a8\u673a<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Elasticsearch\u304c\u6d41\u884c\u3063\u3066\u3044\u308b\u306e\u3067\u89e6\u3063\u3066\u307f\u305f\u304b\u3063\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u81ea\u7136\u8a00\u8a9e\u5206\u985e\u3067\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u3068\u304d\u306b\u3001\u6bcd\u4f53\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6559\u5e2b\u30c7\u30fc\u30bf\u3063\u307d\u3044\u3082\u306e\u3092\u6301\u3063\u3066\u304f\u308b\u305f\u3081\u306b\u3001\u5168\u6587\u691c\u7d22\u304c\u4f7f\u3048\u306a\u3044\u304b\u691c\u8a0e\u3057\u305f\u304b\u3063\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Elasticsearch\u4ee5\u5916\u306e\u9078\u629e\u80a2\u3068\u3057\u3066\u3001MySQL8\u306e\u5168\u6587\u691c\u7d22\u6a5f\u80fd\u3001MySQL+Mronnga\u3092\u691c\u8a0e\u4e2d\u3067\u3059\u304c\u3001index\u306e\u518d\u69cb\u7bc9\u306e\u52b9\u7387\u6027\u3068\u304b\u3092\u8003\u3048\u305f\u3068\u304d\u306b\u30b9\u30b1\u30fc\u30eb\u30a2\u30a6\u30c8\u3057\u3084\u3059\u3044\u307b\u3046\u304c\u3044\u3044\u3093\u3058\u3083\u306a\u3044\u304b\u3063\u3066\u601d\u3063\u3066\u691c\u8a3c\u3057\u3066\u307f\u3088\u3046\u304b\u3068..<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u6bcd\u4f53\u306e\u30c7\u30fc\u30bf\u3092HDFS\u306b\u6301\u3063\u3066\u3044\u305f\u306e\u3068\u3001Spark\u304c\u5165\u308c\u3088\u3046\u3068\u601d\u3063\u3066\u3044\u308b\u57fa\u76e4\u306b\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u4f7f\u3048\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/ul>\n<p>\u3010\u73af\u5883\u4fe1\u606f\u3011<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">OS: CentOS7<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Elasticsearch\u30d0\u30fc\u30b8\u30e7\u30f3: 6.4<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Kibana\u30d0\u30fc\u30b8\u30e7\u30f3: 6.4<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Spark\u30d0\u30fc\u30b8\u30e7\u30f3: 2.2.0 \/\/ \u30d0\u30fc\u30b8\u30e7\u30f3\u306f2.x\u3067\u3042\u308c\u3070OK<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">elasticsearch-spark\u30b3\u30cd\u30af\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3: 6.3.2<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30af\u30e9\u30b9\u30bf\u69cb\u6210\u53f0\u6570: 3\u53f0<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u524d\u63d0\u6761\u4ef6: Java8\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068<\/ul>\n<pre class=\"post-pre\"><code>$ java -version\r\nopenjdk version \"1.8.0_171\"\r\n<\/code><\/pre>\n<p>[\u53c2\u8003\u4fe1\u606f\u6765\u6e90]<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Elasticsearch:<\/ul>\n<\/li>\n<\/ul>\n<p>https:\/\/www.elastic.co\/guide\/en\/elasticsearch\/reference\/current\/index.html<\/p>\n<p>Kibana:<\/p>\n<p>https:\/\/www.elastic.co\/guide\/en\/kibana<\/p>\n<p>Spark<\/p>\n<p>https:\/\/docs.databricks.com\/spark\/latest\/data-sources\/elasticsearch.html<br \/>\nhttps:\/\/www.elastic.co\/guide\/en\/elasticsearch\/hadoop\/master\/configuration.html<\/p>\n<h2>2. \u5b89\u88c5Elasticsearch<\/h2>\n<h3>2.1. \u5bfc\u5165GPG-KEY<\/h3>\n<pre class=\"post-pre\"><code>rpm --import https:\/\/artifacts.elastic.co\/GPG-KEY-elasticsearch\r\n<\/code><\/pre>\n<h3>2.2. \u8bbe\u7f6eyum\u5b58\u50a8\u5e93<\/h3>\n<pre class=\"post-pre\"><code>cat &lt;&lt;EOF &gt; \/etc\/yum.repos.d\/elasticsearch.repo\r\n[elasticsearch-6.x]\r\nname=Elasticsearch repository for 6.x packages\r\nbaseurl=https:\/\/artifacts.elastic.co\/packages\/6.x\/yum\r\ngpgcheck=1\r\ngpgkey=https:\/\/artifacts.elastic.co\/GPG-KEY-elasticsearch\r\nenabled=1\r\nautorefresh=1\r\ntype=rpm-md\r\nEOF\r\n<\/code><\/pre>\n<h3>2.3. \u5b89\u88c5 Elasticsearch<\/h3>\n<pre class=\"post-pre\"><code>yum -y install elasticsearch\r\n<\/code><\/pre>\n<h3>2.4. \u670d\u52a1\u7684\u542f\u52a8\u548c\u81ea\u52a8\u542f\u52a8\u8bbe\u7f6e<\/h3>\n<pre class=\"post-pre\"><code>systemctl start elasticsearch.service\r\nsystemctl enable elasticsearch.service\r\n<\/code><\/pre>\n<h3>2.5. \u6587\u4ef6\u7ed3\u6784\u5907\u5fd8\u5f55<\/h3>\n<div>\n<div class=\"post-table\">\u30bf\u30a4\u30d7\u8aac\u660e\u30c7\u30d5\u30a9\u30eb\u30c8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3elasticsearch.yml\u306e\u8a2d\u5b9a\u9805\u76eehomeElasticsearch\u306e\u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea<code>\/usr\/share\/elasticsearch<\/code>-bin\u30d0\u30a4\u30ca\u30ea\u7cfb\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3068plugin\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u5165\u308b\u30b9\u30af\u30ea\u30d7\u30c8<code>\/usr\/share\/elasticsearch\/bin<\/code>-configElasticsearch\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb<code>\/etc\/elasticsearch\/elasticsearch.yml<\/code>-configElasticsearch\u306e\u74b0\u5883\u5909\u6570\u8a2d\u5b9a\u3001\u30d2\u30fc\u30d7\u30b5\u30a4\u30ba\u306a\u3069<code>\/etc\/sysconfig\/elasticsearch<\/code>-data\u30c7\u30fc\u30bf\u306e\u683c\u7d0d\u5148<code>\/var\/lib\/elasticsearch<\/code>path.datalogs\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u306e\u51fa\u529b\u5148<code>\/var\/log\/elasticsearch<\/code>path.logsplugins\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u683c\u7d0d\u5148<code>\/usr\/share\/elasticsearch\/plugins<\/code>&#8211;<\/div>\n<\/div>\n<h3>2.6. \u96c6\u7fa4\u914d\u7f6e<\/h3>\n<h4>2.6.1. \u4fee\u6539\u8bbe\u7f6e<\/h4>\n<p>\u4fee\u6539\/etc\/elasticsearch\/elasticsearch.yml\u6587\u4ef6\u7684\u8bbe\u7f6e\u3002<br \/>\n\u4fee\u6539\u7684\u9879\u76ee\u5982\u4e0b\u6240\u793a\u3002<br \/>\n\u5e94\u5bf9\u6240\u6709\u8282\u70b9\u8fdb\u884c\u8bbe\u7f6e\u3002<\/p>\n<pre class=\"post-pre\"><code># \u30af\u30e9\u30b9\u30bf\u540d \u5168\u30ce\u30fc\u30c9\u3067\u63c3\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\r\ncluster.name: dev-application\r\n\r\n# \u30ce\u30fc\u30c9\u306e\u540d\u524d \u3053\u3053\u3060\u3051\u30ce\u30fc\u30c9\u3054\u3068\u306b\u5909\u66f4\u3059\u308b\r\nnode.name: node1\r\n\r\n# listen\u3059\u308bIP\r\nnetwork.host: 0.0.0.0\r\n\r\n# HTTP\u63a5\u7d9a\u306e\u30dd\u30fc\u30c8\r\nhttp.port: 9200\r\n\r\n# \u65b0\u3057\u3044\u30ce\u30fc\u30c9\u304c\u8ffd\u52a0\u3055\u308c\u305f\u3068\u304d\u306b\u3001\u65b0\u30ce\u30fc\u30c9\u306b\u6e21\u3059\u30ce\u30fc\u30c9\u306e\u30ea\u30b9\u30c8\r\n# \u5168\u30ce\u30fc\u30c9\u3092\u6307\u5b9a\u3059\u308b\r\ndiscovery.zen.ping.unicast.hosts: [\"192.168.100.120\", \"192.168.100.122\", \"192.168.100.123\"]\r\n\r\n# \u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u3092\u9078\u3076\u969b\u306e master eligible node\uff08master\u5019\u88dc\u306b\u306a\u308b\u30ce\u30fc\u30c9\u6570\uff09\r\ndiscovery.zen.minimum_master_nodes: 1\r\n<\/code><\/pre>\n<h4>2.6.2. \u5b8c\u6210\u8bbe\u7f6e\u540e\u91cd\u65b0\u542f\u52a8<\/h4>\n<pre class=\"post-pre\"><code>sudo systemctl restart elasticsearch\r\n<\/code><\/pre>\n<h4>2.6.3. \u8fde\u63a5\u786e\u8ba4<\/h4>\n<pre class=\"post-pre\"><code># \u8a2d\u5b9a\u3057\u305f\u30af\u30e9\u30b9\u30bf\u540d\u3001\u53f0\u6570\u3067\u69cb\u7bc9\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3067\u304d\u308c\u3070OK\r\n$ curl http:\/\/192.168.100.123:9200\/_cluster\/health?pretty\r\n{\r\n  \"cluster_name\" : \"dev-application\",\r\n  \"status\" : \"green\",\r\n  \"timed_out\" : false,\r\n  \"number_of_nodes\" : 3,\r\n  \"number_of_data_nodes\" : 3,\r\n  \"active_primary_shards\" : 0,\r\n  \"active_shards\" : 0,\r\n  \"relocating_shards\" : 0,\r\n  \"initializing_shards\" : 0,\r\n  \"unassigned_shards\" : 0,\r\n  \"delayed_unassigned_shards\" : 0,\r\n  \"number_of_pending_tasks\" : 0,\r\n  \"number_of_in_flight_fetch\" : 0,\r\n  \"task_max_waiting_in_queue_millis\" : 0,\r\n  \"active_shards_percent_as_number\" : 100.0\r\n}\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code># 3\u53f0\u3067\u69cb\u7bc9\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d\r\n# *\u306e\u3064\u3044\u3066\u3044\u308bnode2\u304cmaster\r\ncurl http:\/\/192.168.100.123:9200\/_cat\/nodes\r\n\r\n192.168.100.120 33 23 0 0.01 0.04 0.05 mdi * node2\r\n192.168.100.122 31 46 1 0.11 0.07 0.11 mdi - node3\r\n192.168.100.123 23 97 0 0.00 0.02 0.05 mdi - node1\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code># master\u30ce\u30fc\u30c9\u306e\u78ba\u8a8d\r\ncurl http:\/\/192.168.100.123:9200\/_cat\/master\r\n\r\n7Vr0NVHNRJ2LvkCGLJN4HA 192.168.100.120 192.168.100.120 node2\r\n<\/code><\/pre>\n<h2>3. Kibana\u7684\u5b89\u88c5<\/h2>\n<p>\u8fd9\u662f\u4e00\u4e2a\u9009\u9879\u3002<br \/>\n\u5728\u4efb\u4f55\u8282\u70b9\u4e0a\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<h3>3.1. \u5bfc\u5165GPG-KEY<\/h3>\n<pre class=\"post-pre\"><code>rpm --import https:\/\/artifacts.elastic.co\/GPG-KEY-elasticsearch\r\n<\/code><\/pre>\n<h3>3.2. \u8bbe\u7f6eyum\u4ed3\u5e93<\/h3>\n<pre class=\"post-pre\"><code>cat &lt;&lt;EOF &gt; \/etc\/yum.repos.d\/kibana.repo\r\n[kibana-6.x]\r\nname=Kibana repository for 6.x packages\r\nbaseurl=https:\/\/artifacts.elastic.co\/packages\/6.x\/yum\r\ngpgcheck=1\r\ngpgkey=https:\/\/artifacts.elastic.co\/GPG-KEY-elasticsearch\r\nenabled=1\r\nautorefresh=1\r\ntype=rpm-md\r\nEOF\r\n<\/code><\/pre>\n<h3>3.3. \u5b89\u88c5Kibana<\/h3>\n<pre class=\"post-pre\"><code>yum -y install kibana\r\n<\/code><\/pre>\n<h3>3.4. \u670d\u52a1\u7684\u542f\u52a8\u548c\u81ea\u52a8\u542f\u52a8\u8bbe\u7f6e<\/h3>\n<pre class=\"post-pre\"><code>systemctl start kibana.service\r\nsystemctl enable kibana.service\r\n<\/code><\/pre>\n<h3>3.5. \u76ee\u5f55\u7ed3\u6784\u5907\u5fd8\u5f55<\/h3>\n<div>\n<div class=\"post-table\">\u30bf\u30a4\u30d7\u8aac\u660e\u30c7\u30d5\u30a9\u30eb\u30c8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3kibana.yml\u306e\u8a2d\u5b9a\u9805\u76eehomeKibana\u306e\u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea<code>\/usr\/share\/kibana<\/code>-bin\u30d0\u30a4\u30ca\u30ea\u7cfb\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3068plugin\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u5165\u308b\u30b9\u30af\u30ea\u30d7\u30c8<code>\/usr\/share\/kibana\/bin<\/code>-configKibana\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb<code>\/etc\/kibana\/kibana.yml<\/code>-data\u30c7\u30fc\u30bf\u306e\u683c\u7d0d\u5148<code>\/var\/lib\/kibana<\/code>path.dataoptimize\u30d7\u30e9\u30b0\u30a4\u30f3\u306a\u3069\u306b\u3088\u3063\u3066\u30c8\u30e9\u30f3\u30b9\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3002\u7279\u5b9a\u306e\u7ba1\u7406\u30a2\u30af\u30b7\u30e7\u30f3??<code>\/usr\/share\/kibana\/optimize<\/code>-plugins\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u683c\u7d0d\u5148<code>\/usr\/share\/kibana\/plugins<\/code>&#8211;<\/div>\n<\/div>\n<h3>3.6. \u66f4\u6539\u8bbe\u7f6e<\/h3>\n<p>\u66f4\u6539 \/etc\/kibana\/kibana.yml \u6587\u4ef6\u4e2d\u7684\u4ee5\u4e0b\u90e8\u5206\u3002<\/p>\n<pre class=\"post-pre\"><code># Kibana\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u30ce\u30fc\u30c9\u306eIP\u3092\u6307\u5b9a\u3059\u308b\r\n# \u3053\u3053\u304clocalhost\u306e\u307e\u307e\u3060\u3068\u5916\u90e8\u304b\u3089\u63a5\u7d9a\u3067\u304d\u306a\u3044\r\nserver.host: \"192.168.100.123\"\r\n\r\n# elasticsearch\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u30ce\u30fc\u30c9\u306e\u3069\u308c\u304b\u3092\u6307\u5b9a\u3059\u308b\r\nelasticsearch.url: \"http:\/\/192.168.100.122:9200\"\r\n<\/code><\/pre>\n<p>\u91cd\u65b0\u542f\u52a8\u3002<\/p>\n<pre class=\"post-pre\"><code>systemctl restart kibana.service\r\n<\/code><\/pre>\n<h3>3.7. \u8fde\u63a5\u786e\u8ba4<\/h3>\n<p>\u53ea\u8981\u80fd\u5728 http:\/\/[\u5b89\u88c5Kibana\u7684\u8282\u70b9\u7684IP]:5601\/ \u4e0a\u8fde\u63a5\u6210\u529f\u5c31\u53ef\u4ee5\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d430037434c4406c9af8a\/49-0.png\" alt=\"kibana_init.png\" \/><\/div>\n<h3>4. \u5b89\u88c5 Spark<\/h3>\n<p>\u901a\u8fc7\u8fd9\u91cc\u4e0b\u8f7dSpark\u3002\u867d\u7136\u6211\u6b63\u5728\u4e0b\u8f7d2.2\u7248\u672c\uff0c\u4f46\u6211\u8ba4\u4e3a\u4f60\u5e94\u8be5\u4e0b\u8f7d\u5f53\u524d\u6700\u65b0\u7248\u672c\u3002<\/p>\n<pre class=\"post-pre\"><code>cd ~\r\ncurl -O http:\/\/ftp.jaist.ac.jp\/pub\/apache\/spark\/spark-2.2.0\/spark-2.2.0-bin-hadoop2.7.tgz\r\ntar xvfz spark-2.2.0-bin-hadoop2.7.tgz\r\n<\/code><\/pre>\n<p>\u8bbe\u7f6e\u8def\u5f84<\/p>\n<pre class=\"post-pre\"><code>echo 'export SPARK_HOME=$HOME\/spark-2.3.0-bin-hadoop2.7' &gt;&gt; ~\/.bash_profile\r\necho 'export PATH=$PATH:$SPARK_HOME\/bin:$SPARK_HOME\/sbin' &gt;&gt; ~\/.bash_profile\r\nsource ~\/.bash_profile\r\n<\/code><\/pre>\n<h2>\u542f\u52a8Spark\u5e76\u5c06\u6570\u636e\u8fde\u63a5\u5230Elasticsearch\u3002<\/h2>\n<h3>5.1 \u4e0b\u8f7delsticsearch-spark\u8fde\u63a5\u5668\u7684jar\u6587\u4ef6\u3002<\/h3>\n<pre class=\"post-pre\"><code>cd $HOME\r\n\r\nwget http:\/\/central.maven.org\/maven2\/org\/elasticsearch\/elasticsearch-spark-20_2.11\/6.3.2\/elasticsearch-spark-20_2.11-6.3.2.jar\r\n<\/code><\/pre>\n<h3>5.2. \u51c6\u5907\u6d4b\u8bd5\u6570\u636e<\/h3>\n<pre class=\"post-pre\"><code># \u30d5\u30a1\u30a4\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\r\nwget -O \/tmp\/akc_breed_info.csv https:\/\/query.data.world\/s\/msmjhcmdjslsvjzcaqmtreu52gkuno\r\n\r\n# \u30c7\u30fc\u30bf\u4ef6\u6570\u306e\u78ba\u8a8d\r\nwc -l \/tmp\/akc_breed_info.csv\r\n150\r\n<\/code><\/pre>\n<h3>5.3. \u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15<\/h3>\n<p>\u5982\u679c\u5b58\u5728\u7d22\u5f15\uff0c\u8bf7\u63d0\u524d\u5220\u9664\u7d22\u5f15\u3002<\/p>\n<pre class=\"post-pre\"><code>curl -XDELETE http:\/\/192.168.100.123:9200\/index\/\r\n<\/code><\/pre>\n<p>\u542f\u52a8spark-shell\u3002<\/p>\n<pre class=\"post-pre\"><code>spark-shell --jars $HOME\/elasticsearch-spark-20_2.11-6.3.2.jar\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"n\">scala<\/span><span class=\"o\">&gt;<\/span> <span class=\"k\">val<\/span> <span class=\"nv\">df<\/span> <span class=\"k\">=<\/span> <span class=\"nv\">spark<\/span><span class=\"o\">.<\/span><span class=\"py\">read<\/span><span class=\"o\">.<\/span><span class=\"py\">option<\/span><span class=\"o\">(<\/span><span class=\"s\">\"header\"<\/span><span class=\"o\">,<\/span><span class=\"s\">\"true\"<\/span><span class=\"o\">).<\/span><span class=\"py\">csv<\/span><span class=\"o\">(<\/span><span class=\"s\">\"file:\/\/\/tmp\/akc_breed_info.csv\"<\/span><span class=\"o\">)<\/span>\r\n<span class=\"n\">df<\/span><span class=\"k\">:<\/span> <span class=\"kt\">org.apache.spark.sql.DataFrame<\/span> <span class=\"o\">=<\/span> <span class=\"o\">[<\/span><span class=\"kt\">Breed:<\/span> <span class=\"kt\">string<\/span>, <span class=\"kt\">height_low_inches:<\/span> <span class=\"kt\">string<\/span> <span class=\"kt\">...<\/span> <span class=\"err\">3<\/span> <span class=\"kt\">more<\/span> <span class=\"kt\">fields<\/span><span class=\"o\">]<\/span>\r\n\r\n<span class=\"n\">scala<\/span><span class=\"o\">&gt;<\/span> <span class=\"nv\">df<\/span><span class=\"o\">.<\/span><span class=\"py\">show<\/span>\r\n<span class=\"o\">+--------------------+-----------------+------------------+--------------+---------------+<\/span>\r\n<span class=\"o\">|<\/span>               <span class=\"nc\">Breed<\/span><span class=\"o\">|<\/span><span class=\"n\">height_low_inches<\/span><span class=\"o\">|<\/span><span class=\"n\">height_high_inches<\/span><span class=\"o\">|<\/span><span class=\"n\">weight_low_lbs<\/span><span class=\"o\">|<\/span><span class=\"n\">weight_high_lbs<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">+--------------------+-----------------+------------------+--------------+---------------+<\/span>\r\n<span class=\"o\">|<\/span>               <span class=\"nc\">Akita<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">26<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">28<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">80<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">120<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>  <span class=\"nc\">Anatolian<\/span> <span class=\"nc\">Sheepdog<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">27<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">29<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">100<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">150<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span><span class=\"nc\">Bernese<\/span> <span class=\"nc\">Mountain<\/span> <span class=\"nc\">Dog<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">23<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">27<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">85<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">110<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>          <span class=\"nc\">Bloodhound<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">24<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">26<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">80<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">120<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>              <span class=\"nc\">Borzoi<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">26<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">28<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">70<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">100<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>         <span class=\"nc\">Bullmastiff<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">25<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">27<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">100<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">130<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>          <span class=\"nc\">Great<\/span> <span class=\"nc\">Dane<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">32<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">32<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">120<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">160<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>      <span class=\"nc\">Great<\/span> <span class=\"nc\">Pyrenees<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">27<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">32<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">95<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">120<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span><span class=\"nc\">Great<\/span> <span class=\"nc\">Swiss<\/span> <span class=\"nc\">Mount<\/span><span class=\"o\">...|<\/span>               <span class=\"mi\">23<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">28<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">130<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">150<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>     <span class=\"nc\">Irish<\/span> <span class=\"nc\">Wolfhound<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">28<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">35<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">90<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">150<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>              <span class=\"nc\">Kuvasz<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">28<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">30<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">70<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">120<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>             <span class=\"nc\">Mastiff<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">27<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">30<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">175<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">190<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>  <span class=\"nc\">Neopolitan<\/span> <span class=\"nc\">Mastiff<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">24<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">30<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">100<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">150<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>        <span class=\"nc\">Newfoundland<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">26<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">28<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">100<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">150<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>         <span class=\"nc\">Otter<\/span> <span class=\"nc\">Hound<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">24<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">26<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">65<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">110<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>          <span class=\"nc\">Rottweiler<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">22<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">27<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">90<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">110<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>       <span class=\"nc\">Saint<\/span> <span class=\"nc\">Bernard<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">25<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">28<\/span><span class=\"o\">|<\/span>           <span class=\"mi\">110<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">190<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>        <span class=\"nc\">Afghan<\/span> <span class=\"nc\">Hound<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">25<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">27<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">50<\/span><span class=\"o\">|<\/span>             <span class=\"mi\">60<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>    <span class=\"nc\">Alaskan<\/span> <span class=\"nc\">Malamute<\/span><span class=\"o\">|<\/span>               <span class=\"n\">na<\/span><span class=\"o\">|<\/span>                <span class=\"n\">na<\/span><span class=\"o\">|<\/span>            <span class=\"n\">na<\/span><span class=\"o\">|<\/span>             <span class=\"n\">na<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">|<\/span>   <span class=\"nc\">American<\/span> <span class=\"nc\">Foxhound<\/span><span class=\"o\">|<\/span>               <span class=\"mi\">22<\/span><span class=\"o\">|<\/span>                <span class=\"mi\">25<\/span><span class=\"o\">|<\/span>            <span class=\"mi\">65<\/span><span class=\"o\">|<\/span>             <span class=\"mi\">70<\/span><span class=\"o\">|<\/span>\r\n<span class=\"o\">+--------------------+-----------------+------------------+--------------+---------------+<\/span>\r\n<span class=\"n\">only<\/span> <span class=\"n\">showing<\/span> <span class=\"n\">top<\/span> <span class=\"mi\">20<\/span> <span class=\"n\">rows<\/span>\r\n\r\n<span class=\"c1\">\/\/ Elasticsearch\u306e\u30af\u30e9\u30b9\u30bf\u30ce\u30fc\u30c9\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/span>\r\n<span class=\"n\">scala<\/span><span class=\"o\">&gt;<\/span> <span class=\"k\">val<\/span> <span class=\"nv\">esURL<\/span> <span class=\"k\">=<\/span> <span class=\"s\">\"192.168.100.120,192.168.100.122,192.168.100.123\"<\/span>\r\n<span class=\"n\">esURL<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">192.168<\/span><span class=\"o\">.<\/span><span class=\"mf\">100.120<\/span><span class=\"o\">,<\/span><span class=\"mf\">192.168<\/span><span class=\"o\">.<\/span><span class=\"mf\">100.122<\/span><span class=\"o\">,<\/span><span class=\"mf\">192.168<\/span><span class=\"o\">.<\/span><span class=\"mf\">100.123<\/span>\r\n\r\n<span class=\"n\">scala<\/span><span class=\"o\">&gt;<\/span> <span class=\"k\">:<\/span><span class=\"kt\">paste<\/span>\r\n<span class=\"c1\">\/\/ Entering paste mode (ctrl-D to finish)<\/span>\r\n\r\n<span class=\"nv\">df<\/span><span class=\"o\">.<\/span><span class=\"py\">write<\/span>\r\n  <span class=\"o\">.<\/span><span class=\"py\">format<\/span><span class=\"o\">(<\/span><span class=\"s\">\"org.elasticsearch.spark.sql\"<\/span><span class=\"o\">)<\/span>\r\n  <span class=\"o\">.<\/span><span class=\"py\">option<\/span><span class=\"o\">(<\/span><span class=\"s\">\"es.nodes.wan.only\"<\/span><span class=\"o\">,<\/span><span class=\"s\">\"false\"<\/span><span class=\"o\">)<\/span>\r\n  <span class=\"o\">.<\/span><span class=\"py\">option<\/span><span class=\"o\">(<\/span><span class=\"s\">\"es.port\"<\/span><span class=\"o\">,<\/span><span class=\"s\">\"9200\"<\/span><span class=\"o\">)<\/span>\r\n  <span class=\"o\">.<\/span><span class=\"py\">option<\/span><span class=\"o\">(<\/span><span class=\"s\">\"es.net.ssl\"<\/span><span class=\"o\">,<\/span><span class=\"s\">\"false\"<\/span><span class=\"o\">)<\/span>\r\n  <span class=\"o\">.<\/span><span class=\"py\">option<\/span><span class=\"o\">(<\/span><span class=\"s\">\"es.nodes\"<\/span><span class=\"o\">,<\/span> <span class=\"n\">esURL<\/span><span class=\"o\">)<\/span>\r\n  <span class=\"o\">.<\/span><span class=\"py\">mode<\/span><span class=\"o\">(<\/span><span class=\"s\">\"Overwrite\"<\/span><span class=\"o\">)<\/span>\r\n  <span class=\"o\">.<\/span><span class=\"py\">save<\/span><span class=\"o\">(<\/span><span class=\"s\">\"sample\/dogs\"<\/span><span class=\"o\">)<\/span> <span class=\"c1\">\/\/ index: sample, type: dogs\u3068\u3044\u3046\u540d\u524d\u3067\u4f5c\u6210<\/span>\r\n\r\n<span class=\"c1\">\/\/ Exiting paste mode, now interpreting.<\/span>\r\n<\/code><\/pre>\n<p>\u4f3c\u4e4e\u662f\u5148\u8fdb\u53bb\u4e86\u3002<\/p>\n<h3>5.4. \u786e\u8ba4\u6570\u636e\u6295\u5165\u4e4b\u540e<\/h3>\n<p>\u6211\u5b89\u88c5\u4e86Kibana\uff0c\u6240\u4ee5\u8fde\u63a5\u5230\u4e86Kibana\u7684\u7528\u6237\u754c\u9762<br \/>\n\u7531\u4e8eDev Tools\u770b\u8d77\u6765\u5f88\u65b9\u4fbf\uff0c\u6240\u4ee5\u6211\u4ece\u8fd9\u91cc\u5f00\u59cb&#8230;<br \/>\nDev Tools\u7684\u7f16\u8f91\u5668\u6709\u81ea\u52a8\u8865\u5168\u529f\u80fd\uff0c\u975e\u5e38\u6613\u7528\u3002<\/p>\n<p>[Kibana\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u30ce\u30fc\u30c9]\u4e0a\u7684URL\u94fe\u63a5\u4e3a\uff1ahttp:\/\/[Kibana\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u30ce\u30fc\u30c9]:5601\u3002<\/p>\n<p>\u5728\u7f16\u8f91\u5668\u4e2d\u5199\u4e0b\u4ee5\u4e0b\u5185\u5bb9\uff0c\u5e76\u53d1\u51fa\u8bf7\u6c42\uff0c\u53ef\u4ee5\u786e\u8ba4\u6570\u636e\u662f\u5426\u5df2\u7ecf\u88ab\u8f93\u5165\u3002<\/p>\n<ul class=\"post-ul\">\u5168\u3066\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u691c\u7d22<\/ul>\n<pre class=\"post-pre\"><code>GET \/sample\/dogs\/_search\r\n<\/code><\/pre>\n<ul class=\"post-ul\">\u6307\u5b9a\u3057\u305f\u5358\u8a9e\u3092\u542b\u3080\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22<\/ul>\n<pre class=\"post-pre\"><code>GET \/sample\/dogs\/_search\r\n{\r\n  \"query\": {\r\n    \"match\": {\r\n      \"Breed\": \"Rough\"\r\n    }\r\n  }\r\n}\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d430037434c4406c9af8a\/75-0.png\" alt=\"elastic_query_search.png\" \/><\/div>\n<h2>\u5f85\u529e\u4e8b\u9879\uff08\u7a0d\u540e\u9a8c\u8bc1\uff09<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u65e5\u672c\u8a9e\u5f62\u614b\u7d20\u89e3\u6790\uff08MeCab, Kuromoji\uff09\u306e\u8a2d\u5b9a\u8abf\u67fb\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">MySQL\u30b5\u30fc\u30d0\u3068\u306e\u9023\u643a(\u4eca\u56de\u306fSpark\u3068\u9023\u643a\u3057\u305f\u304c\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304cMySQL\u306b\u3082\u3042\u308b\u306e\u3067\u9023\u643a\u3067\u304d\u306a\u3044\u304b\u8abf\u67fb\u3059\u308b)<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>1. \u6458\u8981\u548c\u52a8\u673a [\u80cc\u666f] \u6211\u8bb0\u5f55\u4e86\u5728\u6784\u5efaElasticsearch\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u63d2\u5165\u6570\u636e\u7684\u6b65\u9aa4\u3002 \u52a8\u673a [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-40810","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4\" \/>\n<meta property=\"og:description\" content=\"1. \u6458\u8981\u548c\u52a8\u673a [\u80cc\u666f] \u6211\u8bb0\u5f55\u4e86\u5728\u6784\u5efaElasticsearch\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u63d2\u5165\u6570\u636e\u7684\u6b65\u9aa4\u3002 \u52a8\u673a [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-24T15:50:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-03T19:44:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d430037434c4406c9af8a\/49-0.png\" \/>\n<meta name=\"author\" content=\"\u5b87, \u534e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u5b87, \u534e\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/\",\"name\":\"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2022-12-24T15:50:00+00:00\",\"dateModified\":\"2024-05-03T19:44:25+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\",\"name\":\"\u5b87, \u534e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"caption\":\"\u5b87, \u534e\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4 - Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4\u3002\/","og_locale":"zh_CN","og_type":"article","og_title":"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4","og_description":"1. \u6458\u8981\u548c\u52a8\u673a [\u80cc\u666f] \u6211\u8bb0\u5f55\u4e86\u5728\u6784\u5efaElasticsearch\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u63d2\u5165\u6570\u636e\u7684\u6b65\u9aa4\u3002 \u52a8\u673a [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4\u3002\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2022-12-24T15:50:00+00:00","article_modified_time":"2024-05-03T19:44:25+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d430037434c4406c9af8a\/49-0.png"}],"author":"\u5b87, \u534e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u5b87, \u534e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/","name":"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2022-12-24T15:50:00+00:00","dateModified":"2024-05-03T19:44:25+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458"},"breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u4f7f\u7528Elasticsearch\u6784\u5efa\u96c6\u7fa4\u5e76\u4f7f\u7528Spark\u521b\u5efa\u7d22\u5f15\u7684\u7b80\u5355\u6b65\u9aa4"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458","name":"\u5b87, \u534e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","caption":"\u5b87, \u534e"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8elasticsearch%e6%9e%84%e5%bb%ba%e9%9b%86%e7%be%a4%e5%b9%b6%e4%bd%bf%e7%94%a8spark%e5%88%9b%e5%bb%ba%e7%b4%a2%e5%bc%95%e7%9a%84%e7%ae%80%e5%8d%95%e6%ad%a5%e9%aa%a4%e3%80%82\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/40810","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=40810"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/40810\/revisions"}],"predecessor-version":[{"id":95916,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/40810\/revisions\/95916"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=40810"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=40810"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=40810"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}