Flink sink ES 写入 ES(带密码)
1.依赖<dependencies><dependency><groupId>org.apache.flink</groupId><artifactId>flink-java</artifactId><version>1.10.1</version></dependency>..
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1.依赖
<dependencies>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-java</artifactId>
<version>1.10.1</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-streaming-java_2.12</artifactId>
<version>1.10.1</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-connector-kafka-0.11_2.12</artifactId>
<version>1.10.1</version>
</dependency>
<dependency>
<groupId>org.apache.bahir</groupId>
<artifactId>flink-connector-redis_2.11</artifactId>
<version>1.0</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-connector-elasticsearch6_2.12</artifactId>
<version>1.10.1</version>
</dependency>
<dependency>
<groupId>mysql</groupId>
<artifactId>mysql-connector-java</artifactId>
<version>5.1.44</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-statebackend-rocksdb_2.12</artifactId>
<version>1.10.1</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-table-planner_2.12</artifactId>
<version>1.10.1</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-table-planner-blink_2.12</artifactId>
<version>1.10.1</version>
</dependency>
<dependency>
<groupId>org.apache.flink</groupId>
<artifactId>flink-csv</artifactId>
<version>1.10.1</version>
</dependency>
</dependencies>
2.实体
// 传感器温度读数的数据类型
public class SensorReading {
// 属性:id,时间戳,温度值
private String id;
private Long timestamp;
private Double temperature;
public SensorReading() {
}
public SensorReading(String id, Long timestamp, Double temperature) {
this.id = id;
this.timestamp = timestamp;
this.temperature = temperature;
}
public String getId() {
return id;
}
public void setId(String id) {
this.id = id;
}
public Long getTimestamp() {
return timestamp;
}
public void setTimestamp(Long timestamp) {
this.timestamp = timestamp;
}
public Double getTemperature() {
return temperature;
}
public void setTemperature(Double temperature) {
this.temperature = temperature;
}
@Override
public String toString() {
return "SensorReading{" +
"id='" + id + '\'' +
", timestamp=" + timestamp +
", temperature=" + temperature +
'}';
}
}
3.代码
import org.apache.flink.api.common.functions.RuntimeContext;
import org.apache.flink.streaming.api.datastream.DataStream;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.connectors.elasticsearch.ElasticsearchSinkBase;
import org.apache.flink.streaming.connectors.elasticsearch.ElasticsearchSinkFunction;
import org.apache.flink.streaming.connectors.elasticsearch.RequestIndexer;
import org.apache.flink.streaming.connectors.elasticsearch6.ElasticsearchSink;
import org.apache.flink.streaming.connectors.elasticsearch6.ElasticsearchSink.Builder;
import org.apache.flink.streaming.connectors.elasticsearch6.RestClientFactory;
import org.apache.http.HttpHost;
import org.apache.http.auth.AuthScope;
import org.apache.http.auth.UsernamePasswordCredentials;
import org.apache.http.client.CredentialsProvider;
import org.apache.http.impl.client.BasicCredentialsProvider;
import org.apache.http.impl.nio.client.HttpAsyncClientBuilder;
import org.elasticsearch.action.index.IndexRequest;
import org.elasticsearch.client.Requests;
import java.util.ArrayList;
import java.util.HashMap;
import org.elasticsearch.client.RestClientBuilder;
import org.elasticsearch.client.RestClientBuilder.HttpClientConfigCallback;
public class SinkTest3_Es {
public static void main(String[] args) throws Exception {
StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
env.setParallelism(1);
// 从文件读取数据
DataStream<String> inputStream = env.readTextFile("D:\\sensor.txt");
// 转换成SensorReading类型
DataStream<SensorReading> dataStream = inputStream.map(line -> {
String[] fields = line.split(",");
return new SensorReading(fields[0], new Long(fields[1]), new Double(fields[2]));
});
// 定义es的连接配置 不带用户名密码
ArrayList<HttpHost> httpHosts = new ArrayList<>();
httpHosts.add(new HttpHost("localhost", 9200));
dataStream.addSink(
new ElasticsearchSink.Builder<SensorReading>(httpHosts, new MyEsSinkFunction()).build());
env.execute();
// 定义es的连接配置 带用户名密码
/* RestClientFactory restClientFactory = new RestClientFactory() {
@Override
public void configureRestClientBuilder(RestClientBuilder restClientBuilder) {
CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
credentialsProvider.setCredentials(AuthScope.ANY,
new UsernamePasswordCredentials("用户名", "密码"));
restClientBuilder.setHttpClientConfigCallback(new HttpClientConfigCallback() {
@Override
public HttpAsyncClientBuilder customizeHttpClient(
HttpAsyncClientBuilder httpAsyncClientBuilder) {
httpAsyncClientBuilder.disableAuthCaching();
return httpAsyncClientBuilder.setDefaultCredentialsProvider(credentialsProvider);
}
});
}
};
ArrayList<HttpHost> httpHosts = new ArrayList<>();
httpHosts.add(new HttpHost("localhost", 9200));
ElasticsearchSink.Builder<SensorReading> sensorReadingBuilder = new ElasticsearchSink.Builder<>(
httpHosts,
new MyEsSinkFunction());
sensorReadingBuilder.setRestClientFactory(restClientFactory);
dataStream.addSink(sensorReadingBuilder.build());
env.execute();*/
}
// 实现自定义的ES写入操作
public static class MyEsSinkFunction implements ElasticsearchSinkFunction<SensorReading> {
@Override
public void process(SensorReading element, RuntimeContext ctx, RequestIndexer indexer) {
// 定义写入的数据source
HashMap<String, String> dataSource = new HashMap<>();
dataSource.put("id", element.getId());
dataSource.put("temp", element.getTemperature().toString());
dataSource.put("ts", element.getTimestamp().toString());
// 创建请求,作为向es发起的写入命令
IndexRequest indexRequest = Requests.indexRequest()
.index("sensor")
.type("readingdata")
.source(dataSource);
// 用index发送请求
indexer.add(indexRequest);
}
}
}
4.
D:\\sensor.txt
sensor_1,1547718199,35.8
sensor_6,1547718201,15.4
sensor_7,1547718202,6.7
sensor_10,1547718205,38.1
sensor_1,1547718207,36.3
sensor_1,1547718209,32.8
sensor_1,1547718212,37.1
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