|NO.Z.00062|——————————|BigDataEnd|——|Hadoop&Flink.V01|——|Flink.v01|Flink SQL|什么是Table API|Flink SQL|入门代码|
一、FlinkSQL
### --- 什么是 Table API 和 Flink SQL
~~~ Flink 本身是批流统一的处理框架,所以 Table API 和 SQL,就是批流统一的上层处理 API。
~~~ Table API 是一套内嵌在 Java 和 Scala 语言中的查询 API,它允许我们以非常直观的方式,
~~~ 组合来自一些关系运算符的查询(比如 select、filter 和 join)。
~~~ 而对于 Flink SQL,就是直接可以在代码中写 SQL,来实现一些查询(Query)操作。
~~~ Flink 的 SQL 支持,基于实现了 SQL 标准的 Apache Calcite(Apache 开源 SQL 解析工具)。
~~~ 无论输入是批输入还是流式输入,在这两套 API 中,指定的查询都具有相同的语义,得到相同的结果
二、入门代码:
### --- 在pom.xml下导入依赖:
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-table</artifactId>
<version>1.11.1</version>
<type>pom</type>
<scope>provided</scope>
</dependency>
<!-- Either... -->
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-table-api-java-bridge_2.12</artifactId>
<version>1.11.1</version>
<scope>provided</scope>
</dependency>
<!-- or... -->
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-table-api-scala-bridge_2.12</artifactId>
<version>1.11.1</version>
<scope>provided</scope>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-table-planner-blink_2.12</artifactId>
<version>1.11.1</version>
<scope>provided</scope>
</dependency>
### --- 依赖说明:
~~~ # flink-table-api-java-bridge_2.1:
~~~ 桥接器,主要负责 table API 和 DataStream/DataSet API的连接支持,按照语言分 java 和 scala。
~~~ # flink-table-planner-blink_2.12:
~~~ 计划器,是 table API 最主要的部分,提供了运行时环境和生成程序执行计划的 planner;
~~~ 如果是生产环境,lib 目录下默认已 经有了 planner,
~~~ 就只需要有 bridge 就可以了flink-table:flinktable的基础依赖
三、编程代码实现流程
### --- Flink执行环境env
### --- 用env,做出Table环境tEnv
StreamTableEnvironment tEnv = StreamTableEnvironment.create(env);
~~~ # 基于 blink 版本的流处理环境(Blink-Streaming-Query)或者,
~~~ # 基于 blink 版本的批处理环境(Blink-Batch-Query):
EnvironmentSettings settings = EnvironmentSettings.newInstance()
.useBlinkPlanner()
// .inBatchMode()
.inStreamingMode()
.build();
### --- 获取流式数据源
DataStreamSource<Tuple2<String, Integer>> data = env.addSource(new
SourceFunction<Tuple2<String, Integer>>() {
@Override
public void run(SourceContext<Tuple2<String, Integer>> ctx) throws
Exception {
while (true) {
ctx.collect(new Tuple2<>("name", 10));
Thread.sleep(1000);
}
}
@Override
public void cancel() {
}
});
### --- 将流式数据源做成Table
~~~ # table方式:
Table table = tEnv.fromDataStream(data, $("name"), $("age"));
~~~ # sql方式:
tEnv.createTemporaryView("userss",data, $("name"), $("age"));
String s = "select name from userss";
Table table = tEnv.sqlQuery(s);
### --- 对Table中的数据做查询
### --- 将Table转成数据流:
~~~ # table方式:
Table name = table.select($("name"));
~~~ # sql方式:
tEnv.createTemporaryView("userss",data, $("name"), $("age"));
String s = "select name from userss";
Table table = tEnv.sqlQuery(s);
四、编程代码实现
### --- 将Table转成数据流
package com.yanqi.tableql;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.streaming.api.datastream.DataStream;
import org.apache.flink.streaming.api.datastream.DataStreamSource;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.api.functions.source.SourceFunction;
import org.apache.flink.table.api.EnvironmentSettings;
import org.apache.flink.table.api.Table;
import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
import org.apache.flink.types.Row;
import static org.apache.flink.table.api.Expressions.$;
public class Demo1 {
public static void main(String[] args) throws Exception {
//env
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
//tEnv
EnvironmentSettings settings = EnvironmentSettings.newInstance()
.useBlinkPlanner()
.inStreamingMode()
// .inBatchMode()
.withBuiltInCatalogName("default_catalog")
.withBuiltInDatabaseName("default_database")
.build();
StreamTableEnvironment tEnv = StreamTableEnvironment.create(env, settings);
//读数据
DataStreamSource<Tuple2<String, Integer>> data = env.addSource(new SourceFunction<Tuple2<String, Integer>>() {
@Override
public void run(SourceContext<Tuple2<String, Integer>> ctx) throws Exception {
int num = 0;
while (true) {
num++;
ctx.collect(new Tuple2<>("name" + num, num));
Thread.sleep(1000);
}
}
@Override
public void cancel() {
}
});
//将流式数据源转成table类型
Table myTable = tEnv.fromDataStream(data, $("name"), $("num"));
//查询,
//table api:
// Table selectResult = myTable.select($("name"), $("num")).filter($("num").mod(2).isEqual(0));
//sql:
tEnv.createTemporaryView("nameTable",data,$("name"),$("num"));
Table selectResult = tEnv.sqlQuery("select * from nameTable where mod(num,2)=0");
DataStream<Tuple2<Boolean, Row>> tuple2DataStream = tEnv.toRetractStream(selectResult, Row.class);
//保存处理结果
tuple2DataStream.print();
env.execute();
}
}
### --- 编译打印
D:\JAVA\jdk1.8.0_231\bin\java.exe "-javaagent:D:\IntelliJIDEA\IntelliJ IDEA 2019.3.3\lib\idea_rt.jar=51703:D:\IntelliJIDEA\IntelliJ IDEA 2019.3.3\bin" -Dfile.encoding=UTF-8 -classpath 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com.yanqi.tableql.Demo1
2> (true,name2,2)
3> (true,name4,4)
4> (true,name6,6)
1> (true,name8,8)
2> (true,name10,10)
3> (true,name12,12)
4> (true,name14,14)
1> (true,name16,16)
2> (true,name18,18)
Walter Savage Landor:strove with none,for none was worth my strife.Nature I loved and, next to Nature, Art:I warm'd both hands before the fire of life.It sinks, and I am ready to depart
——W.S.Landor
分类:
bdv020-flink
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