怎么使用flink读取es数据

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2024/5/8 13:20:23
栏目: 大数据
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使用Flink读取Elasticsearch(ES)数据需要使用Flink的DataStream API结合ElasticsearchSinkFunction和ElasticsearchSourceFunction来实现。

下面是一个简单的示例代码,演示了如何在Flink中读取ES数据:

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.ElasticsearchSinkFunction;
import org.apache.flink.streaming.connectors.elasticsearch.ElasticsearchSourceFunction;
import org.apache.flink.streaming.connectors.elasticsearch6.ElasticsearchSink;
import org.apache.flink.streaming.connectors.elasticsearch6.ElasticsearchSource;
import org.apache.flink.streaming.connectors.elasticsearch6.RestClientFactory;
import org.apache.flink.streaming.connectors.elasticsearch6.RestClientFactoryImpl;
import org.apache.flink.streaming.connectors.elasticsearch6.index.IndexRequestBuilder;
import org.apache.flink.streaming.connectors.elasticsearch6.index.IndexRequestBuilderProvider;
import org.apache.flink.streaming.connectors.elasticsearch6.index.IndexRequestBuilderFactory;
import org.apache.flink.streaming.connectors.elasticsearch6.index.IndexRequestParameters;
import org.apache.flink.streaming.connectors.elasticsearch6.index.IndexRequestParametersProvider;
import org.apache.http.HttpHost;
import org.elasticsearch.action.index.IndexRequest;
import org.elasticsearch.client.Requests;
import org.elasticsearch.client.RestClientBuilder;
import org.elasticsearch.common.xcontent.XContentType;

import java.util.ArrayList;
import java.util.List;

public class ReadFromESExample {

    public static void main(String[] args) throws Exception {
        final StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();

        // 设置ES连接的地址
        List<HttpHost> httpHosts = new ArrayList<>();
        httpHosts.add(new HttpHost("localhost", 9200, "http"));

        ElasticsearchSourceFunction<String> sourceFunction = new ElasticsearchSource<>(httpHosts, "index_name", "_doc", new ElasticsearchSourceFunction<String>() {
            @Override
            public IndexRequest createIndexRequest(String element) {
                return Requests.indexRequest()
                        .index("index_name")
                        .type("_doc")
                        .source(element, XContentType.JSON);
            }

            @Override
            public void processElement(String element, RuntimeContext ctx, RequestIndexer indexer) {
                indexer.add(createIndexRequest(element));
            }
        });

        DataStream<String> dataStream = env.addSource(sourceFunction);

        dataStream.print();

        env.execute("Read from Elasticsearch Example");
    }
}

需要注意的是,要使用ElasticsearchSinkFunction和ElasticsearchSourceFunction需要添加相应的依赖,具体可以参考官方文档或者搜索相关资料。

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