Java tutorial
/* * 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 org.apache.beam.sdk.nexmark.queries; import org.apache.beam.sdk.nexmark.NexmarkConfiguration; import org.apache.beam.sdk.nexmark.model.Bid; import org.apache.beam.sdk.nexmark.model.Event; import org.apache.beam.sdk.transforms.DoFn; import org.apache.beam.sdk.transforms.Max; import org.apache.beam.sdk.transforms.ParDo; import org.apache.beam.sdk.transforms.windowing.FixedWindows; import org.apache.beam.sdk.transforms.windowing.Window; import org.apache.beam.sdk.values.PCollection; import org.apache.beam.sdk.values.PCollectionView; import org.joda.time.Duration; /** * Query 7, 'Highest Bid'. Select the bids with the highest bid price in the last minute. In CQL * syntax: * * <pre> * SELECT Rstream(B.auction, B.price, B.bidder) * FROM Bid [RANGE 1 MINUTE SLIDE 1 MINUTE] B * WHERE B.price = (SELECT MAX(B1.price) * FROM BID [RANGE 1 MINUTE SLIDE 1 MINUTE] B1); * </pre> * * <p>We will use a shorter window to help make testing easier. We'll also implement this using a * side-input in order to exercise that functionality. (A combiner, as used in Query 5, is a more * efficient approach.). */ public class Query7 extends NexmarkQueryTransform<Bid> { private final NexmarkConfiguration configuration; public Query7(NexmarkConfiguration configuration) { super("Query7"); this.configuration = configuration; } @Override public PCollection<Bid> expand(PCollection<Event> events) { // Window the bids. PCollection<Bid> slidingBids = events.apply(NexmarkQueryUtil.JUST_BIDS) .apply(Window.into(FixedWindows.of(Duration.standardSeconds(configuration.windowSizeSec)))); // Find the largest price in all bids. // NOTE: It would be more efficient to write this query much as we did for Query5, using // a binary combiner to accumulate the bids with maximal price. As written this query // requires an additional scan per window, with the associated cost of snapshotted state and // its I/O. We'll keep this implementation since it illustrates the use of side inputs. final PCollectionView<Long> maxPriceView = slidingBids.apply("BidToPrice", NexmarkQueryUtil.BID_TO_PRICE) .apply(Max.longsGlobally().withFanout(configuration.fanout).asSingletonView()); return slidingBids // Select all bids which have that maximum price (there may be more than one). .apply(name + ".Select", ParDo.of(new DoFn<Bid, Bid>() { @ProcessElement public void processElement(ProcessContext c) { long maxPrice = c.sideInput(maxPriceView); Bid bid = c.element(); if (bid.price == maxPrice) { c.output(bid); } } }).withSideInputs(maxPriceView)); } }