Java tutorial
/* * The MIT License * * Copyright 2015 ykitac <y-urano@kitadenshi.co.jp>. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN * THE SOFTWARE. */ package com.kitac.kinesissamples.consumer; import com.kitac.kinesissamples.consumer.model.*; import com.kitac.kinesissamples.consumer.communication.DynamoDBManager; import com.amazonaws.services.kinesis.clientlibrary.lib.worker.InitialPositionInStream; import java.io.*; import java.util.Base64; import java.util.Iterator; import java.util.logging.*; import org.apache.spark.SparkConf; import org.apache.spark.storage.StorageLevel; import org.apache.spark.streaming.api.java.*; import org.apache.spark.streaming.Duration; import org.apache.spark.streaming.kinesis.*; import com.fasterxml.jackson.databind.ObjectMapper; import com.fasterxml.jackson.core.JsonParseException; import com.fasterxml.jackson.databind.JsonMappingException; import scala.Tuple2; /** * * @author ykitac <y-urano@kitadenshi.co.jp> */ public class Consumer implements Serializable { private final String streamNameString; private final String endpointString; private static final Logger LOG = Logger.getLogger(Consumer.class.getName()); public Consumer(String streamName, String endpointUString) { streamNameString = streamName; endpointString = endpointUString; } public void consume() { SparkConf conf = new SparkConf().setAppName(AppConfig.getApplicationName()); Duration batchInterval = new Duration(AppConfig.getDuration()); JavaStreamingContext jsc = new JavaStreamingContext(conf, batchInterval); // Sets the checkpoint interval to the same // as the batch interval of the consumer application. JavaReceiverInputDStream<byte[]> kinesisStream = KinesisUtils.createStream(jsc, streamNameString, endpointString, batchInterval, InitialPositionInStream.LATEST // Uses the default storage level. , StorageLevel.MEMORY_ONLY()); JavaPairDStream<Integer, UnitRecord> dataStream = kinesisStream // Transforms kinesis records into KinesisRecord objects. .map(x -> toKinesisRecord(new String(x))) // Transforms KinesisRecord objects into UnitRecord objects. .map(x -> new UnitRecord(x)) // Specifies a return value of UnitRecord.getUnitId() as a key, // a UnitRecord object itself as a value. .mapToPair((x) -> { return new Tuple2<Integer, UnitRecord>(x.getUnitId(), x); }).reduceByKey((x, y) -> UnitRecord.reduce(x, y)); // print data. dataStream.print(); // Push the output data to DynamoDB. dataStream.foreachRDD(rdd -> { rdd.foreachPartition(partitionOfRecords -> { DynamoDBManager manager = DynamoDBManager.DYNAMODB_MANAGER; for (Iterator<Tuple2<Integer, UnitRecord>> i = partitionOfRecords; i.hasNext();) { Tuple2<Integer, UnitRecord> record = i.next(); manager.putRecord(record._2()); } }); // A template code for lambda expression, // the type of return value of which is java.lang.Void. return null; }); jsc.start(); jsc.awaitTermination(); } /** * Converts a byte array to a string object that is JSON format. */ private String toJsonString(byte[] source) { String retVal; byte[] src; try { // Decode Base64 encoded string. src = Base64.getDecoder().decode(source); } catch (IllegalArgumentException e) { LOG.severe(e.getMessage()); src = null; } if (src != null) { try { retVal = new String(src, "UTF-8"); } catch (UnsupportedEncodingException ex) { Logger.getLogger(Consumer.class.getName()).log(Level.SEVERE, null, ex); retVal = new String(src); } } else { retVal = ""; } return retVal; } /** * Converts a JSON string object to a KinesisRecord object. * * @param json A string object that is JSON format. * @return A KinesisRecord object deserialize from JSON. * @throws java.io.IOException * @throws com.fasterxml.jackson.core.JsonParseException * @throws org.codehaus.jackson.JsonParseException * @throws com.fasterxml.jackson.databind.JsonMappingException */ protected KinesisRecord toKinesisRecord(String json) throws IOException, JsonParseException, JsonMappingException { ObjectMapper mapper = new ObjectMapper(); KinesisRecord record = null; try { record = mapper.readValue(json, KinesisRecord.class); } catch (Exception ex) { LOG.log(Level.SEVERE, null, ex); throw ex; } return record; } }