/** * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you under the Apache License, Version 2.0 (the * "License"); you may not use this file except in compliance * with the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package io.dstream; import static io.dstream.utils.Tuples.Tuple2.tuple2; import java.util.ArrayList; import java.util.List; import java.util.stream.Collectors; import java.util.stream.Stream; import io.dstream.SerializableStreamAssets.SerFunction; import io.dstream.SerializableStreamAssets.SerPredicate; import io.dstream.function.DStreamToStreamAdapterFunction; import io.dstream.utils.Assert; import io.dstream.utils.Tuples.Tuple2; /** * Base implementation of {@link SerFunction} for multi-stream processing. * See {@link StreamJoinerFunction} and {@link StreamUnionFunction} for concrete * implementation. * */ abstract class AbstractStreamMergingFunction implements SerFunction<Stream<Stream<?>>, Stream<?>> { private static final long serialVersionUID = -7336517082191905937L; private final SerFunction<Stream<?>, Stream<?>> streamPreProcessingFunction; private int streamCounter = 1; protected List<Tuple2<Integer, Object>> checkPointProcedures = new ArrayList<>(); /** * Constructs new {@link AbstractStreamMergingFunction} * * @param streamPreProcessingFunction an instance of {@link SerFunction} which will be applied * on each {@link Stream} before they are merged. */ public AbstractStreamMergingFunction(SerFunction<Stream<?>, Stream<?>> streamPreProcessingFunction){ this.streamPreProcessingFunction = streamPreProcessingFunction; } /** * */ @Override public Stream<?> apply(Stream<Stream<?>> streams) { Assert.notNull(streams, "'streams' must not be null"); try { List<Stream<?>> streamsList = streams.map(stream -> streamPreProcessingFunction.apply(stream)).collect(Collectors.toList()); return this.doApply(streamsList); } catch (Exception e) { e.printStackTrace(); throw new IllegalStateException("Failed to combine streams", e); } } /** * * @param streams * @return */ protected abstract Stream<?> doApply(List<Stream<?>> streams); /** * Will add a check point at which additional functionality may be provided before * proceeding with the join.<br> * For example: * <pre> * DStream[A].join(DStream2[B,C]).map(s -> . . .).join(DStream[D]).on(Predicate) * </pre> * The above represents 4-way join where upon joining of 3 streams * (1 + 2 = 3; DStream[A] - 1 and DStream[B,C] - 2) a mapping function needs to * be applied before proceeding with the fourth.<br> * In the above case the value of 'joiningStreamsCount' is 2 at the first check * point and 1 at the second(last). * * @param joiningStreamsCount */ public void addCheckPoint(int joiningStreamsCount){ this.streamCounter += joiningStreamsCount; this.checkPointProcedures.add(tuple2(this.streamCounter, null)); } /** * Will add transformation ({@link SerFunction}) or predicate ({@link SerPredicate}) to be * applied to the last (current) checkpoint.<br> * To ensure that both (transformation and predicate) cold be represented as a {@link SerFunction}, * this method will wrap provided 'transformationOrPredicate' with {@link DStreamToStreamAdapterFunction}. * * @param operationName * @param transformationOrPredicate */ public void addTransformationOrPredicate(String operationName, Object transformationOrPredicate) { DStreamToStreamAdapterFunction incomingFunc = new DStreamToStreamAdapterFunction(operationName, transformationOrPredicate); this.addTransformationOrPredicate(incomingFunc); } /** * Will add transformation ({@link SerFunction}) or predicate ({@link SerPredicate}) to be * applied to the last (current) checkpoint. * * @param transformationOrPredicate */ @SuppressWarnings({ "rawtypes", "unchecked" }) public void addTransformationOrPredicate(SerFunction transformationOrPredicate) { Tuple2<Integer, Object> currentProcedure = this.checkPointProcedures.get(this.checkPointProcedures.size()-1); SerFunction func = (SerFunction) currentProcedure._2() == null ? transformationOrPredicate : transformationOrPredicate.compose((SerFunction) currentProcedure._2()); this.checkPointProcedures.set(this.checkPointProcedures.size()-1, tuple2(currentProcedure._1(), func)); } }