{"id":36442,"date":"2024-01-12T15:39:35","date_gmt":"2023-01-21T23:40:00","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8apache-pinot%e5%bc%80%e5%a7%8b%e5%ae%9e%e6%97%b6%e5%88%86%e6%9e%90\/"},"modified":"2024-05-04T18:03:34","modified_gmt":"2024-05-04T10:03:34","slug":"%e4%bd%bf%e7%94%a8apache-pinot%e5%bc%80%e5%a7%8b%e5%ae%9e%e6%97%b6%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8apache-pinot%e5%bc%80%e5%a7%8b%e5%ae%9e%e6%97%b6%e5%88%86%e6%9e%90\/","title":{"rendered":"\u4f7f\u7528Apache Pinot\u5f00\u59cb\u5b9e\u65f6\u5206\u6790"},"content":{"rendered":"<h2>\u9996\u5148<\/h2>\n<p>\u9019\u662fRetailAI\u5192\u96aa\u8005\u5192\u96aa\u65e5\u66c62023\u7684\u7b2c9\u5929\u6587\u7ae0\u3002<br \/>\n\u6628\u5929\u662f@atsukish\u5148\u751f\u7684\u300c\u4f7f\u7528\u5716\u50cf\u751f\u6210AI\u751f\u6210\u7684\u5716\u50cf\u80fd\u88abCNN\u8fa8\u8b58\u55ce\uff1f\u300d\u3002<br \/>\n\u5728\u9019\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5011\u5c07\u4f7f\u7528Apache Pinot\u5c0d\u6a23\u672c\u8cfc\u8cb7\u6578\u64da\u9032\u884c\u5f59\u7e3d\u4e26\u5728\u5100\u8868\u677f\u4e0a\u986f\u793a\u3002<\/p>\n<h2>Apache Pinot\u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u9996\u5148\uff0c\u8ba9\u6211\u7b80\u5355\u5730\u89e3\u91ca\u4e00\u4e0b Apache Pinot \u3002<br \/>\nApache Pinot \u662f\u4e00\u4e2a\u4e13\u4e3a\u5b9e\u65f6\u5206\u5e03\u5f0f OLAP \u67e5\u8be2\u800c\u8bbe\u8ba1\u7684\u5b9e\u65f6 OLAP \u6570\u636e\u5b58\u50a8\u7cfb\u7edf\uff0c\u5177\u6709\u4f4e\u5ef6\u8fdf\u7279\u6027\u3002<br \/>\n\u6bd4\u5982\uff0c\u5728\u8d85\u5e02\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528 Apache Pinot \u5b9e\u65f6\u5730\u6c47\u603b\u987e\u5ba2\u8d2d\u4e70\u6570\u636e\uff0c\u6bcf\u5f53\u987e\u5ba2\u8d2d\u7269\u65f6\u90fd\u4f1a\u4ea7\u751f\u8fd9\u4e9b\u6570\u636e\u3002<br \/>\n\u8d85\u5e02\u7684\u8d2d\u4e70\u6570\u636e\u5341\u5206\u5e9e\u5927\uff0c\u4f46\u662f Apache Pinot \u80fd\u591f\u5373\u65f6\u5904\u7406\u8fd9\u4e9b\u6d77\u91cf\u6570\u636e\uff0c\u5e76\u53ef\u4ee5\u5728\u4eea\u8868\u76d8\u4e0a\u4ee5\u76f4\u89c2\u6613\u61c2\u7684\u65b9\u5f0f\u5c55\u793a\u51fa\u6765\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7ecf\u8425\u8005\u548c\u5e02\u573a\u8425\u9500\u4eba\u5458\u5c31\u80fd\u591f\u5b9e\u65f6\u4e86\u89e3\u9500\u552e\u989d\u548c\u987e\u5ba2\u559c\u597d\u7b49\u91cd\u8981\u4fe1\u606f\u3002<br \/>\n\u636e\u8bf4 Uber \u4e5f\u5728\u4f7f\u7528\u8fd9\u4e2a\u77e5\u540d\u7684\u7cfb\u7edf\u3002<\/p>\n<h2>\u6211\u5011\u9019\u6b21\u88fd\u4f5c\u7684\u6771\u897f<\/h2>\n<p>\u73b0\u5728\u8ba9\u6211\u4eec\u4f7f\u7528Pinot\u5b9e\u9645\u8fdb\u884c\u6570\u636e\u6c47\u603b\u5e76\u5c06\u6c47\u603b\u7ed3\u679c\u663e\u793a\u5728\u4eea\u8868\u76d8\u4e0a\u3002<br \/>\n\u8fd9\u6b21\u6211\u4eec\u5c06\u4f7f\u7528\u6837\u672c\u8d2d\u4e70\u6570\u636e\uff0c\u5e76\u5c1d\u8bd5\u663e\u793a\u6309\u5e97\u94fa\u548c\u5546\u54c1\u90e8\u95e8\u5206\u7ec4\u7684\u9500\u552e\u603b\u989d\u3002<\/p>\n<p>\u7531\u4e8ePinot\u63d0\u4f9b\u4e86\u9002\u7528\u4e8eGo\u7684\u5ba2\u6237\u7aef\u5e93\uff0c\u56e0\u6b64\u53ef\u4ee5\u901a\u8fc7Go\u5ba2\u6237\u7aef\u4ecePinot\u4e2d\u63d0\u53d6\u805a\u5408\u6570\u636e\uff0c\u5e76\u901a\u8fc7REST API\u5c06\u63d0\u53d6\u7684\u6570\u636e\u8fd4\u56de\u7ed9\u5ba2\u6237\u7aef\uff0c\u5e76\u5728\u4eea\u8868\u677f\u4e0a\u663e\u793a\u3002\u6b64\u5916\uff0c\u4eea\u8868\u677f\u5c06\u4f7f\u7528\u5728RetailAI Adventurers Advent Calendar 2023\u7684\u7b2c4\u5929\u6587\u7ae0\u4e2d\u7531@yoshitake_tatsuhiro\u5148\u751f\u4ecb\u7ecd\u7684streamlit\u3002<\/p>\n<h2>\u6211\u8bd5\u8bd5\u770b<\/h2>\n<p>\u8fd9\u91cc\u5217\u51fa\u4e86\u8be6\u7ec6\u7684\u5b9e\u65bd\u5185\u5bb9\u3002<\/p>\n<h3>\u51c6\u5907\u597d\u5bb9\u5668<\/h3>\n<p>\u6211\u6253\u7b97\u4f7f\u7528docker-compose\u8fdb\u884c\u542f\u52a8\u3002<br \/>\n\u6211\u4f1a\u51c6\u5907\u597d\u6240\u9700\u7684Pinot\u7ec4\u4ef6\u548cGo\u5ba2\u6237\u7aef\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"na\">version<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">3.7\"<\/span>\r\n<span class=\"na\">services<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">pinot-zookeeper<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">zookeeper:latest<\/span>\r\n    <span class=\"na\">container_name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">pinot-zookeeper<\/span>\r\n    <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">2181:2181\"<\/span>\r\n    <span class=\"na\">environment<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">ZOOKEEPER_CLIENT_PORT<\/span><span class=\"pi\">:<\/span> <span class=\"m\">2181<\/span>\r\n      <span class=\"na\">ZOOKEEPER_TICK_TIME<\/span><span class=\"pi\">:<\/span> <span class=\"m\">2000<\/span>\r\n  <span class=\"na\">pinot-controller<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">apachepinot\/pinot:latest<\/span>\r\n    <span class=\"na\">command<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">StartController<\/span> <span class=\"s\">-zkAddress<\/span> <span class=\"s\">pinot-zookeeper:2181\"<\/span>\r\n    <span class=\"na\">container_name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">pinot-controller<\/span>\r\n    <span class=\"na\">restart<\/span><span class=\"pi\">:<\/span> <span class=\"s\">unless-stopped<\/span>\r\n    <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">9000:9000\"<\/span>\r\n    <span class=\"na\">environment<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">JAVA_OPTS<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">-Dplugins.dir=\/opt\/pinot\/plugins<\/span> <span class=\"s\">-Xms1G<\/span> <span class=\"s\">-Xmx4G<\/span> <span class=\"s\">-XX:+UseG1GC<\/span> <span class=\"s\">-XX:MaxGCPauseMillis=200<\/span> <span class=\"s\">-Xloggc:gc-pinot-controller.log\"<\/span>\r\n    <span class=\"na\">depends_on<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">pinot-zookeeper<\/span>\r\n    <span class=\"na\">volumes<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">.\/config:\/config<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">.\/data:\/data<\/span>\r\n  <span class=\"na\">pinot-broker<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">apachepinot\/pinot:latest<\/span>\r\n    <span class=\"na\">command<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">StartBroker<\/span> <span class=\"s\">-zkAddress<\/span> <span class=\"s\">pinot-zookeeper:2181\"<\/span>\r\n    <span class=\"na\">restart<\/span><span class=\"pi\">:<\/span> <span class=\"s\">unless-stopped<\/span>\r\n    <span class=\"na\">container_name<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">pinot-broker\"<\/span>\r\n    <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">8099:8099\"<\/span>\r\n    <span class=\"na\">environment<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">JAVA_OPTS<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">-Dplugins.dir=\/opt\/pinot\/plugins<\/span> <span class=\"s\">-Xms4G<\/span> <span class=\"s\">-Xmx4G<\/span> <span class=\"s\">-XX:+UseG1GC<\/span> <span class=\"s\">-XX:MaxGCPauseMillis=200<\/span> <span class=\"s\">-Xloggc:gc-pinot-broker.log\"<\/span>\r\n    <span class=\"na\">depends_on<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">pinot-controller<\/span>\r\n    <span class=\"na\">volumes<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">.\/config:\/config<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">.\/data:\/data<\/span>\r\n  <span class=\"na\">pinot-server<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">apachepinot\/pinot:latest<\/span>\r\n    <span class=\"na\">command<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">StartServer<\/span> <span class=\"s\">-zkAddress<\/span> <span class=\"s\">pinot-zookeeper:2181\"<\/span>\r\n    <span class=\"na\">restart<\/span><span class=\"pi\">:<\/span> <span class=\"s\">unless-stopped<\/span>\r\n    <span class=\"na\">container_name<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">pinot-server\"<\/span>\r\n    <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">8098:8098\"<\/span>\r\n    <span class=\"na\">environment<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">JAVA_OPTS<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">-Dplugins.dir=\/opt\/pinot\/plugins<\/span> <span class=\"s\">-Xms4G<\/span> <span class=\"s\">-Xmx16G<\/span> <span class=\"s\">-XX:+UseG1GC<\/span> <span class=\"s\">-XX:MaxGCPauseMillis=200<\/span> <span class=\"s\">-Xloggc:gc-pinot-server.log\"<\/span>\r\n    <span class=\"na\">depends_on<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">pinot-broker<\/span>\r\n    <span class=\"na\">volumes<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">.\/config:\/config<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">.\/data:\/data<\/span>\r\n  <span class=\"na\">app<\/span><span class=\"pi\">:<\/span>\r\n    <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"s\">pinot-client-go<\/span>\r\n    <span class=\"na\">container_name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">pinot_app<\/span>\r\n    <span class=\"na\">build<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">context<\/span><span class=\"pi\">:<\/span> <span class=\"s\">.<\/span>\r\n      <span class=\"na\">dockerfile<\/span><span class=\"pi\">:<\/span> <span class=\"s\">.\/Dockerfile<\/span>\r\n      <span class=\"na\">target<\/span><span class=\"pi\">:<\/span> <span class=\"s\">debug<\/span>\r\n    <span class=\"na\">volumes<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">.:\/app<\/span>\r\n    <span class=\"na\">ports<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">8000:8000<\/span>\r\n    <span class=\"na\">restart<\/span><span class=\"pi\">:<\/span> <span class=\"s\">always<\/span>\r\n    <span class=\"na\">depends_on<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"s\">pinot-server<\/span>\r\n<\/code><\/pre>\n<h3>\u51c6\u5907\u6570\u636e\u548c\u8868\u683c<\/h3>\n<p>\u672c\u6b21\u6211\u4eec\u9009\u62e9\u4f7f\u7528\u79bb\u7ebf\u65b9\u5f0f\u5c06\u6570\u636e\u5bfc\u5165\uff0c\u79bb\u7ebf\u65b9\u5f0f\u5305\u62ec\u5904\u7406\u6d41\u5f0f\u6570\u636e\u7684\u5728\u7ebf\u65b9\u5f0f\uff0c\u5982Apache Kafka\uff0c\u4ee5\u53ca\u4ece\u5b58\u50a8\u670d\u52a1\u5982Google Cloud Storage\u5bfc\u5165\u7684\u6279\u5904\u7406\u65b9\u5f0f\u3002\u6211\u4eec\u5c06\u8fdb\u884c\u793a\u4f8b\u6570\u636e\u7684CSV\u6587\u4ef6\u548c\u6a21\u5f0f\u7684\u5b9a\u4e49\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"p\">{<\/span>\r\n  <span class=\"nl\">\"schemaName\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"sales\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"dimensionFieldSpecs\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span>\r\n    <span class=\"p\">{<\/span>\r\n      <span class=\"nl\">\"name\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"date\"<\/span><span class=\"p\">,<\/span>\r\n      <span class=\"nl\">\"dataType\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"STRING\"<\/span>\r\n    <span class=\"p\">},<\/span>\r\n    <span class=\"p\">{<\/span>\r\n      <span class=\"nl\">\"name\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"storeCode\"<\/span><span class=\"p\">,<\/span>\r\n      <span class=\"nl\">\"dataType\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"INT\"<\/span>\r\n    <span class=\"p\">},<\/span>\r\n    <span class=\"p\">{<\/span>\r\n      <span class=\"nl\">\"name\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"store\"<\/span><span class=\"p\">,<\/span>\r\n      <span class=\"nl\">\"dataType\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"STRING\"<\/span>\r\n    <span class=\"p\">},<\/span>\r\n    <span class=\"p\">{<\/span>\r\n      <span class=\"nl\">\"name\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"divisionCode\"<\/span><span class=\"p\">,<\/span>\r\n      <span class=\"nl\">\"dataType\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"INT\"<\/span>\r\n    <span class=\"p\">},<\/span>\r\n    <span class=\"p\">{<\/span>\r\n      <span class=\"nl\">\"name\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"division\"<\/span><span class=\"p\">,<\/span>\r\n      <span class=\"nl\">\"dataType\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"STRING\"<\/span>\r\n    <span class=\"p\">}<\/span>\r\n  <span class=\"p\">],<\/span>\r\n  <span class=\"nl\">\"metricFieldSpecs\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span>\r\n    <span class=\"p\">{<\/span>\r\n      <span class=\"nl\">\"name\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"totalPrice\"<\/span><span class=\"p\">,<\/span>\r\n      <span class=\"nl\">\"dataType\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"INT\"<\/span>\r\n    <span class=\"p\">}<\/span>\r\n  <span class=\"p\">]<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>\u6211\u5011\u7528\u6a23\u672c\u6578\u64da\u5305\u62ec\u65e5\u671f\u3001\u5e97\u8217\u4ee3\u78bc\u3001\u5e97\u8217\u540d\u7a31\u3001\u90e8\u9580\u4ee3\u78bc\u3001\u90e8\u9580\u548c\u92b7\u552e\u6578\u91cf\u3002\u9019\u6b21\u6211\u5011\u6e96\u5099\u4e86\u7d0410\u842c\u689d\u8a18\u9304\u3002<\/p>\n<pre class=\"post-pre\"><code>date,storeCode,store,divisionCode,division,totalPrice\r\n20230814,2,Kumamoto,2,\u5473\u564c,610\r\n20230925,6,Kagoshima,4,\u6cb9,436\r\n20231027,6,Kagoshima,4,\u6cb9,938\r\n20230907,1,Saga,0,\u7c73,961\r\n20231018,0,Fukuoka,2,\u5473\u564c,997\r\n...\r\n<\/code><\/pre>\n<p>\u5728table.json\u6587\u4ef6\u4e2d\uff0c\u53ef\u4ee5\u5bf9\u8868\u683c\u8fdb\u884c\u8bbe\u7f6e\uff0c\u5305\u62ec\u526f\u672c\u6570\u91cf\u3001\u7d22\u5f15\u7b49\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"p\">{<\/span>\r\n  <span class=\"nl\">\"tableName\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"sales\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"segmentsConfig\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"nl\">\"replication\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"1\"<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"nl\">\"schemaName\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"sales\"<\/span>\r\n  <span class=\"p\">},<\/span>\r\n  <span class=\"nl\">\"tableIndexConfig\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"nl\">\"invertedIndexColumns\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[],<\/span>\r\n    <span class=\"nl\">\"loadMode\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"MMAP\"<\/span>\r\n  <span class=\"p\">},<\/span>\r\n  <span class=\"nl\">\"tenants\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\r\n    <span class=\"nl\">\"broker\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"DefaultTenant\"<\/span><span class=\"p\">,<\/span>\r\n    <span class=\"nl\">\"server\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"DefaultTenant\"<\/span>\r\n  <span class=\"p\">},<\/span>\r\n  <span class=\"nl\">\"tableType\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"OFFLINE\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"nl\">\"metadata\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{}<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>\u5f53\u751f\u6210\u3001\u6267\u884c\u548c\u63a8\u9001\u6bb5\u843d\u65f6\uff0c\u5c06\u9700\u8981\u4f7f\u7528job-spec.yml\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"na\">executionFrameworkSpec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">standalone\"<\/span>\r\n  <span class=\"na\">segmentGenerationJobRunnerClassName<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">org.apache.pinot.plugin.ingestion.batch.standalone.SegmentGenerationJobRunner\"<\/span>\r\n  <span class=\"na\">segmentTarPushJobRunnerClassName<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">org.apache.pinot.plugin.ingestion.batch.standalone.SegmentTarPushJobRunner\"<\/span>\r\n  <span class=\"na\">segmentUriPushJobRunnerClassName<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">org.apache.pinot.plugin.ingestion.batch.standalone.SegmentUriPushJobRunner\"<\/span>\r\n<span class=\"na\">jobType<\/span><span class=\"pi\">:<\/span> <span class=\"s\">SegmentCreationAndTarPush<\/span>\r\n<span class=\"na\">inputDirURI<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">\/data\/\"<\/span>\r\n<span class=\"na\">includeFileNamePattern<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">glob:**\/*.csv\"<\/span>\r\n<span class=\"na\">outputDirURI<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">\/opt\/pinot\/data\/sales\/segments\/\"<\/span>\r\n<span class=\"na\">overwriteOutput<\/span><span class=\"pi\">:<\/span> <span class=\"kc\">true<\/span>\r\n<span class=\"na\">pushJobSpec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">pushFileNamePattern<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">glob:**\/*.tar.gz\"<\/span>\r\n<span class=\"na\">pinotFSSpecs<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"pi\">-<\/span> <span class=\"na\">scheme<\/span><span class=\"pi\">:<\/span> <span class=\"s\">file<\/span>\r\n    <span class=\"na\">className<\/span><span class=\"pi\">:<\/span> <span class=\"s\">org.apache.pinot.spi.filesystem.LocalPinotFS<\/span>\r\n<span class=\"na\">recordReaderSpec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">dataFormat<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">csv\"<\/span>\r\n  <span class=\"na\">className<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">org.apache.pinot.plugin.inputformat.csv.CSVRecordReader\"<\/span>\r\n  <span class=\"na\">configClassName<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">org.apache.pinot.plugin.inputformat.csv.CSVRecordReaderConfig\"<\/span>\r\n<span class=\"na\">tableSpec<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"na\">tableName<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">sales\"<\/span>\r\n  <span class=\"na\">schemaURI<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">http:\/\/localhost:9000\/tables\/sales\/schema\"<\/span>\r\n  <span class=\"na\">tableConfigURI<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">http:\/\/localhost:9000\/tables\/sales\"<\/span>\r\n<span class=\"na\">pinotClusterSpecs<\/span><span class=\"pi\">:<\/span>\r\n  <span class=\"pi\">-<\/span> <span class=\"na\">controllerURI<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">http:\/\/localhost:9000\"<\/span>\r\n\r\n<\/code><\/pre>\n<h3>\u5f00\u52a8<\/h3>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d290d37434c4406c4265a\/22-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2023-12-08 13.21.46.png\" \/><\/div>\n<p>Pinot\u7531\u51e0\u4e2a\u7ec4\u4ef6\u7ec4\u6210\uff0c\u5176\u4e2d\u4e4b\u4e00\u662f\u63a7\u5236\u5668\u3002\u63a7\u5236\u5668\u4e3b\u8981\u8d1f\u8d23\u7ba1\u7406\u6bcf\u4e2a\u7ec4\u4ef6\uff0c\u540c\u65f6\u8fd8\u63d0\u4f9b\u4e86\u4eea\u8868\u76d8\u7684\u7528\u6237\u754c\u9762\u3002\u60a8\u53ef\u4ee5\u8bbf\u95ee\u4eea\u8868\u76d8\uff0c\u5e76\u5c1d\u8bd5\u5b9e\u9645\u53d1\u9001\u67e5\u8be2\u3002<\/p>\n<p>\u6211\u60f3\u5728\u4eea\u8868\u76d8\u4e0a\u663e\u793a\u6570\u636e\u3002<br \/>\n\u8be6\u7ec6\u7684\u4ee3\u7801\u5728\u4e0a\u8ff0\u7684\u4ee3\u7801\u5e93\u4e2d\uff0c\u4f46\u6211\u51c6\u5907\u4e86\u4e00\u4e2a\u7ec8\u7aef\u70b9\uff0c\u5b83\u8fd4\u56de\u4ee5\u4e0b\u7c7b\u4f3c\u7684\u54cd\u5e94\u3002<\/p>\n<pre class=\"post-pre\"><code>curl -X GET http:\/\/localhost:8000\/sales\/summaries\r\n{\"data\":[{\"store_code\":1,\"store\":\"Saga\",\"division_code\":1,\"division\":\"\u5375\",\"total_price\":1483670},{\"store_code\":1,\"store\":\"Saga\",\"division_code\":0,\"division\":\"\u7c73\",\"total_price\":1536817},{\"store_code\":6,\"store\":\"Kagoshima\",\"division_code\":3,\"division\":\"\u8089\",\"total_price\":1558020},{\"store_code\":5,\"store\":\"Nagasaki\",\"division_code\":4,\"division\":\"\u6cb9\",\"total_price\":1535054},{\"store_code\":3,\"store\":\"Oita\",\"division_code\":5,\"division\":\"\u91ce\u83dc\",\"total_price\":1586730},{\"store_code\":4,\"store\":\"Miyazaki\",\"division_code\":2,\"division\":\"\u5473\u564c\",\"total_price\":1537278},{\"store_code\":5,\"store\":\"Nagasaki\",\"division_code\":3,\"division\":\"\u8089\",\"total_price\":1563557},{\"store_code\":1,\"store\":\"Saga\",\"division_code\":2,\"division\":\"\u5473\u564c\",\"total_price\":1552472},{\"store_code\":1,\"store\":\"Saga\",\"division_code\":5,\"division\":\"\u91ce\u83dc\",\"total_price\":1534440},{\"store_code\":2,\"store\":\"Kumamoto\",\"division_code\":2,\"division\":\"\u5473\u564c\",\"total_price\":1561910},{\"store_code\":3,\"store\":\"Oita\",\"division_code\":4,\"division\":\"\u6cb9\",\"total_price\":1529267},{\"store_code\":6,\"store\":\"Kagoshima\",\"division_code\":5,\"division\":\"\u91ce\u83dc\",\"total_price\":1534618},{\"store_code\":5,\"store\":\"Nagasaki\",\"division_code\":5,\"division\":\"\u91ce\u83dc\",\"total_price\":1588164},{\"store_code\":2,\"store\":\"Kumamoto\",\"division_code\":0,\"division\":\"\u7c73\",\"total_price\":1501309},{\"store_code\":3,\"store\":\"Oita\",\"division_code\":0,\"division\":\"\u7c73\",\"total_price\":1597682},{\"store_code\":0,\"store\":\"Fukuoka\",\"division_code\":3,\"division\":\"\u8089\",\"total_price\":1567797},{\"store_code\":6,\"store\":\"Kagoshima\",\"division_code\":4,\"division\":\"\u6cb9\",\"total_price\":1575007},{\"store_code\":3,\"store\":\"Oita\",\"division_code\":1,\"division\":\"\u5375\",\"total_price\":1551815},{\"store_code\":1,\"store\":\"Saga\",\"division_code\":4,\"division\":\"\u6cb9\",\"total_price\":1560918},{\"store_code\":2,\"store\":\"Kumamoto\",\"division_code\":1,\"division\":\"\u5375\",\"total_price\":1552825},{\"store_code\":6,\"store\":\"Kagoshima\",\"division_code\":0,\"division\":\"\u7c73\",\"total_price\":1491855},{\"store_code\":4,\"store\":\"Miyazaki\",\"division_code\":3,\"division\":\"\u8089\",\"total_price\":1568506},{\"store_code\":6,\"store\":\"Kagoshima\",\"division_code\":1,\"division\":\"\u5375\",\"total_price\":1574272},{\"store_code\":2,\"store\":\"Kumamoto\",\"division_code\":4,\"division\":\"\u6cb9\",\"total_price\":1569607},{\"store_code\":-2147483648,\"store\":\"null\",\"division_code\":-2147483648,\"division\":\"null\",\"total_price\":0},{\"store_code\":0,\"store\":\"Fukuoka\",\"division_code\":4,\"division\":\"\u6cb9\",\"total_price\":1529407},{\"store_code\":4,\"store\":\"Miyazaki\",\"division_code\":5,\"division\":\"\u91ce\u83dc\",\"total_price\":1542876},{\"store_code\":1,\"store\":\"Saga\",\"division_code\":3,\"division\":\"\u8089\",\"total_price\":1558422},{\"store_code\":5,\"store\":\"Nagasaki\",\"division_code\":2,\"division\":\"\u5473\u564c\",\"total_price\":1505121},{\"store_code\":6,\"store\":\"Kagoshima\",\"division_code\":2,\"division\":\"\u5473\u564c\",\"total_price\":1513347},{\"store_code\":0,\"store\":\"Fukuoka\",\"division_code\":2,\"division\":\"\u5473\u564c\",\"total_price\":1513401},{\"store_code\":4,\"store\":\"Miyazaki\",\"division_code\":4,\"division\":\"\u6cb9\",\"total_price\":1535423},{\"store_code\":0,\"store\":\"Fukuoka\",\"division_code\":5,\"division\":\"\u91ce\u83dc\",\"total_price\":1593589},{\"store_code\":2,\"store\":\"Kumamoto\",\"division_code\":5,\"division\":\"\u91ce\u83dc\",\"total_price\":1519526},{\"store_code\":5,\"store\":\"Nagasaki\",\"division_code\":0,\"division\":\"\u7c73\",\"total_price\":1476175},{\"store_code\":4,\"store\":\"Miyazaki\",\"division_code\":1,\"division\":\"\u5375\",\"total_price\":1537356},{\"store_code\":3,\"store\":\"Oita\",\"division_code\":2,\"division\":\"\u5473\u564c\",\"total_price\":1590498},{\"store_code\":2,\"store\":\"Kumamoto\",\"division_code\":3,\"division\":\"\u8089\",\"total_price\":1578098},{\"store_code\":4,\"store\":\"Miyazaki\",\"division_code\":0,\"division\":\"\u7c73\",\"total_price\":1553047},{\"store_code\":3,\"store\":\"Oita\",\"division_code\":3,\"division\":\"\u8089\",\"total_price\":1562534},{\"store_code\":0,\"store\":\"Fukuoka\",\"division_code\":0,\"division\":\"\u7c73\",\"total_price\":1539771},{\"store_code\":0,\"store\":\"Fukuoka\",\"division_code\":1,\"division\":\"\u5375\",\"total_price\":1555064},{\"store_code\":5,\"store\":\"Nagasaki\",\"division_code\":1,\"division\":\"\u5375\",\"total_price\":1546240}]}\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d290d37434c4406c4265a\/26-0.png\" alt=\"newplot.png\" \/><\/div>\n<h2>\u8ff7\u4e0a\u763e<\/h2>\n<p>\u5728\u4f7f\u7528Pinot\u65f6\uff0c\u9047\u5230\u4e86\u4e24\u4e2a\u56f0\u6270\u3002<\/p>\n<h3>\u2460\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u67e5\u8be2\u7ed3\u679c\u7684\u9650\u5236\u662f10\u4e2a\u8bb0\u5f55\u3002<\/h3>\n<p>\u4f8b\u5982\uff0c\u5f53\u6267\u884c\u4ee5\u4e0b\u67e5\u8be2\u65f6\uff0c\u5373\u4f7f\u6709100\u6761\u7b26\u5408\u6761\u4ef6\u7684\u8bb0\u5f55\uff0c\u4f46\u5728Pinot\u4e2d\u9ed8\u8ba4\u53ea\u8fd4\u56de10\u6761\u7ed3\u679c\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">select<\/span> <span class=\"o\">*<\/span> <span class=\"k\">from<\/span> <span class=\"n\">users<\/span> <span class=\"p\">(<\/span><span class=\"o\">=<\/span> <span class=\"k\">select<\/span> <span class=\"o\">*<\/span> <span class=\"k\">from<\/span> <span class=\"n\">users<\/span> <span class=\"k\">limit<\/span> <span class=\"mi\">10<\/span> <span class=\"err\">\u3068\u540c\u7fa9<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u56e0\u6b64\uff0c\u5982\u679c\u5e0c\u671b\u8fd4\u56de\u8d85\u8fc710\u4e2a\u8bb0\u5f55\uff0c\u8bf7\u660e\u786e\u4f7f\u7528limit\u8fdb\u884c\u5b9a\u4e49\u3002<\/p>\n<p>\u6709\u4eba\u5bf9\u4e3a\u4f55\u53ea\u670910\u4e2a\u7684\u8bbe\u5b9a\u611f\u5230\u7591\u60d1\uff0c\u4ed6\u5411\u793e\u533a\u63d0\u95ee\u4e86\u3002\u636e\u8bf4\u8fd9\u662f\u56e0\u4e3aPinot\u662f\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u7684\u524d\u63d0\uff0c\u5982\u679c\u4e0d\u8bbe\u7f6e\u9650\u5236\uff0c\u53ef\u80fd\u4f1a\u4e0d\u5c0f\u5fc3\u83b7\u53d6\u5927\u91cf\u6570\u636e\uff0c\u7ed9\u670d\u52a1\u5668\u5e26\u6765\u8d1f\u62c5\uff0c\u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u60c5\u51b5\u53d1\u751f\uff0c\u6240\u4ee5\u8bbe\u5b9a\u4e86\u9650\u5236\u3002<\/p>\n<h3>\u5728\u4e2d\u6587\u4e2d\uff0c\u53ef\u4ee5\u8fd9\u6837\u8868\u8fbe\uff1a\u901a\u8fc7metricFieldSpecs\u5b9a\u4e49\u8981\u8fdb\u884c\u8ba1\u7b97\u7684\u5217\u3002<\/h3>\n<p>\u5728\u5b9a\u4e49\u8868\u7684\u6a21\u5f0f\u65f6\uff0c\u6709\u4e00\u4e2a\u5b57\u6bb5 metricFieldSpecs\uff0c\u5b83\u7528\u4e8e\u6307\u5b9a\u7528\u4e8e\u6267\u884c\u6c47\u603b\uff08\u5982\u6c42\u548c\u6216\u8ba1\u6570\uff09\u7684\u5217\u3002\u5982\u679c\u4e0d\u5728 metricFieldSpecs \u4e2d\u5b9a\u4e49\uff0c\u5c06\u65e0\u6cd5\u6b63\u786e\u6267\u884c\u6c47\u603b\u3002<\/p>\n<p>\u5728\u672c\u4f8b\u4e2d\uff0c\u6211\u4eec\u60f3\u8981\u83b7\u53d6\u6309\u90e8\u95e8\u548c\u5e97\u94fa\u5206\u7ec4\u7684\u603b\u8d2d\u4e70\u91d1\u989d\uff0c\u56e0\u6b64\u5728 metricFieldSpecs \u4e2d\u5b9a\u4e49\u4e86 totalPrice\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u4f7f\u7528Apache Pinot\u65f6\uff0c\u4ece\u6570\u636e\u805a\u5408\u5230\u53cd\u6620\u5728\u4eea\u8868\u76d8\u4e0a\u53d8\u5f97\u975e\u5e38\u7b80\u5355\uff01\u5728\u96f6\u552eAI\u4e2d\uff0c\u6211\u4eec\u6bcf\u5929\u6536\u96c6\u5e76\u79ef\u7d2f\u5927\u91cf\u7684\u5ba2\u6237\u8d2d\u4e70\u6570\u636e\u548c\u5546\u54c1\u8ba2\u5355\u6570\u636e\u7b49\u6570\u636e\u3002\u901a\u8fc7\u5de7\u5999\u5730\u5206\u6790\u548c\u5229\u7528\u8fd9\u4e9b\u6570\u636e\uff0c\u6211\u4eec\u5e0c\u671b\u80fd\u591f\u5b9e\u73b0\u6211\u4eec\u516c\u53f8\u8bbe\u5b9a\u7684\u76ee\u6807\uff0c\u5373\u51cf\u5c11\u201c\u6d41\u901a\u4e2d\u7684\u6d6a\u8d39\u3001\u65e0\u7528\u548c\u96be\u9898\u201d\uff01<\/p>\n<p>\u795d\u5927\u5bb6\u65b0\u5e74\u5feb\u6a02\uff01<\/p>\n<h2>\u8bf7\u53c2\u8003<\/h2>\n<p>Apache Pinot\u7684\u516c\u5f0f<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u5148 \u9019\u662fRetailAI\u5192\u96aa\u8005\u5192\u96aa\u65e5\u66c62023\u7684\u7b2c9\u5929\u6587\u7ae0\u3002 \u6628\u5929\u662f@atsukish\u5148\u751f\u7684\u300c\u4f7f\u7528\u5716\u50cf\u751f\u6210A [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-36442","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\u7528Apache Pinot\u5f00\u59cb\u5b9e\u65f6\u5206\u6790 - 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\u7528apache-pinot\u5f00\u59cb\u5b9e\u65f6\u5206\u6790\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta 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