Package org.apache.flink.runtime.operators.hash

Source Code of org.apache.flink.runtime.operators.hash.HashMatchIteratorITCase$RecordMatch

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* 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,
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package org.apache.flink.runtime.operators.hash;

import java.util.ArrayList;
import java.util.Collection;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;

import org.apache.flink.api.common.functions.AbstractRichFunction;
import org.apache.flink.api.common.functions.FlatJoinFunction;
import org.apache.flink.api.common.typeutils.TypeComparator;
import org.apache.flink.api.common.typeutils.TypePairComparator;
import org.apache.flink.api.common.typeutils.TypeSerializer;
import org.apache.flink.api.common.typeutils.record.RecordComparator;
import org.apache.flink.api.common.typeutils.record.RecordPairComparator;
import org.apache.flink.api.common.typeutils.record.RecordSerializer;
import org.apache.flink.api.java.record.functions.JoinFunction;
import org.apache.flink.runtime.io.disk.iomanager.IOManager;
import org.apache.flink.runtime.jobgraph.tasks.AbstractInvokable;
import org.apache.flink.runtime.memorymanager.DefaultMemoryManager;
import org.apache.flink.runtime.memorymanager.MemoryManager;
import org.apache.flink.runtime.operators.testutils.DiscardingOutputCollector;
import org.apache.flink.runtime.operators.testutils.DummyInvokable;
import org.apache.flink.runtime.operators.testutils.TestData;
import org.apache.flink.runtime.operators.testutils.UniformIntPairGenerator;
import org.apache.flink.runtime.operators.testutils.UnionIterator;
import org.apache.flink.runtime.operators.testutils.TestData.Generator;
import org.apache.flink.runtime.operators.testutils.TestData.Generator.KeyMode;
import org.apache.flink.runtime.operators.testutils.TestData.Generator.ValueMode;
import org.apache.flink.runtime.operators.testutils.types.IntPair;
import org.apache.flink.runtime.operators.testutils.types.IntPairComparator;
import org.apache.flink.runtime.operators.testutils.types.IntPairSerializer;
import org.apache.flink.types.IntValue;
import org.apache.flink.types.NullKeyFieldException;
import org.apache.flink.types.Record;
import org.apache.flink.types.Value;
import org.apache.flink.util.Collector;
import org.apache.flink.util.MutableObjectIterator;
import org.junit.After;
import org.junit.Assert;
import org.junit.Before;
import org.junit.Test;

@SuppressWarnings("serial")
public class HashMatchIteratorITCase {
 
  private static final int MEMORY_SIZE = 16000000;    // total memory

  private static final int INPUT_1_SIZE = 20000;
  private static final int INPUT_2_SIZE = 1000;

  private static final long SEED1 = 561349061987311L;
  private static final long SEED2 = 231434613412342L;
 
  private final AbstractInvokable parentTask = new DummyInvokable();

  private IOManager ioManager;
  private MemoryManager memoryManager;
 
  private TypeSerializer<Record> recordSerializer;
  private TypeComparator<Record> record1Comparator;
  private TypeComparator<Record> record2Comparator;
  private TypePairComparator<Record, Record> recordPairComparator;
 
  private TypeSerializer<IntPair> pairSerializer;
  private TypeComparator<IntPair> pairComparator;
  private TypePairComparator<IntPair, Record> pairRecordPairComparator;
  private TypePairComparator<Record, IntPair> recordPairPairComparator;


  @SuppressWarnings("unchecked")
  @Before
  public void beforeTest() {
    this.recordSerializer = RecordSerializer.get();
   
    this.record1Comparator = new RecordComparator(new int[] {0}, new Class[] {TestData.Key.class});
    this.record2Comparator = new RecordComparator(new int[] {0}, new Class[] {TestData.Key.class});
   
    this.recordPairComparator = new RecordPairComparator(new int[] {0}, new int[] {0}, new Class[] {TestData.Key.class});
   
    this.pairSerializer = new IntPairSerializer();
    this.pairComparator = new IntPairComparator();
    this.pairRecordPairComparator = new IntPairRecordPairComparator();
    this.recordPairPairComparator = new RecordIntPairPairComparator();
   
    this.memoryManager = new DefaultMemoryManager(MEMORY_SIZE, 1);
    this.ioManager = new IOManager();
  }

  @After
  public void afterTest()
  {
    if (this.ioManager != null) {
      this.ioManager.shutdown();
      if (!this.ioManager.isProperlyShutDown()) {
        Assert.fail("I/O manager failed to properly shut down.");
      }
      this.ioManager = null;
    }
   
    if (this.memoryManager != null) {
      Assert.assertTrue("Memory Leak: Not all memory has been returned to the memory manager.",
        this.memoryManager.verifyEmpty());
      this.memoryManager.shutdown();
      this.memoryManager = null;
    }
  }


  @Test
  public void testBuildFirst() {
    try {
      Generator generator1 = new Generator(SEED1, 500, 4096, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
      Generator generator2 = new Generator(SEED2, 500, 2048, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
     
      final TestData.GeneratorIterator input1 = new TestData.GeneratorIterator(generator1, INPUT_1_SIZE);
      final TestData.GeneratorIterator input2 = new TestData.GeneratorIterator(generator2, INPUT_2_SIZE);
     
      // collect expected data
      final Map<TestData.Key, Collection<RecordMatch>> expectedMatchesMap = matchRecordValues(
        collectRecordData(input1),
        collectRecordData(input2));
     
      final JoinFunction matcher = new RecordMatchRemovingJoin(expectedMatchesMap);
      final Collector<Record> collector = new DiscardingOutputCollector<Record>();
 
      // reset the generators
      generator1.reset();
      generator2.reset();
      input1.reset();
      input2.reset();
 
      // compare with iterator values
      BuildFirstHashMatchIterator<Record, Record, Record> iterator =
          new BuildFirstHashMatchIterator<Record, Record, Record>(
            input1, input2, this.recordSerializer, this.record1Comparator,
            this.recordSerializer, this.record2Comparator, this.recordPairComparator,
            this.memoryManager, ioManager, this.parentTask, 1.0);
     
      iterator.open();
     
      while (iterator.callWithNextKey(matcher, collector));
     
      iterator.close();
 
      // assert that each expected match was seen
      for (Entry<TestData.Key, Collection<RecordMatch>> entry : expectedMatchesMap.entrySet()) {
        if (!entry.getValue().isEmpty()) {
          Assert.fail("Collection for key " + entry.getKey() + " is not empty");
        }
      }
    }
    catch (Exception e) {
      e.printStackTrace();
      Assert.fail("An exception occurred during the test: " + e.getMessage());
    }
  }
 
  @Test
  public void testBuildFirstWithHighNumberOfCommonKeys()
  {
    // the size of the left and right inputs
    final int INPUT_1_SIZE = 200;
    final int INPUT_2_SIZE = 100;
   
    final int INPUT_1_DUPLICATES = 10;
    final int INPUT_2_DUPLICATES = 2000;
    final int DUPLICATE_KEY = 13;
   
    try {
      Generator generator1 = new Generator(SEED1, 500, 4096, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
      Generator generator2 = new Generator(SEED2, 500, 2048, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
     
      final TestData.GeneratorIterator gen1Iter = new TestData.GeneratorIterator(generator1, INPUT_1_SIZE);
      final TestData.GeneratorIterator gen2Iter = new TestData.GeneratorIterator(generator2, INPUT_2_SIZE);
     
      final TestData.ConstantValueIterator const1Iter = new TestData.ConstantValueIterator(DUPLICATE_KEY, "LEFT String for Duplicate Keys", INPUT_1_DUPLICATES);
      final TestData.ConstantValueIterator const2Iter = new TestData.ConstantValueIterator(DUPLICATE_KEY, "RIGHT String for Duplicate Keys", INPUT_2_DUPLICATES);
     
      final List<MutableObjectIterator<Record>> inList1 = new ArrayList<MutableObjectIterator<Record>>();
      inList1.add(gen1Iter);
      inList1.add(const1Iter);
     
      final List<MutableObjectIterator<Record>> inList2 = new ArrayList<MutableObjectIterator<Record>>();
      inList2.add(gen2Iter);
      inList2.add(const2Iter);
     
      MutableObjectIterator<Record> input1 = new UnionIterator<Record>(inList1);
      MutableObjectIterator<Record> input2 = new UnionIterator<Record>(inList2);
     
     
      // collect expected data
      final Map<TestData.Key, Collection<RecordMatch>> expectedMatchesMap = matchRecordValues(
        collectRecordData(input1),
        collectRecordData(input2));
     
      // re-create the whole thing for actual processing
     
      // reset the generators and iterators
      generator1.reset();
      generator2.reset();
      const1Iter.reset();
      const2Iter.reset();
      gen1Iter.reset();
      gen2Iter.reset();
     
      inList1.clear();
      inList1.add(gen1Iter);
      inList1.add(const1Iter);
     
      inList2.clear();
      inList2.add(gen2Iter);
      inList2.add(const2Iter);
 
      input1 = new UnionIterator<Record>(inList1);
      input2 = new UnionIterator<Record>(inList2);
     
      final JoinFunction matcher = new RecordMatchRemovingJoin(expectedMatchesMap);
      final Collector<Record> collector = new DiscardingOutputCollector<Record>();
 
      BuildFirstHashMatchIterator<Record, Record, Record> iterator =
          new BuildFirstHashMatchIterator<Record, Record, Record>(
            input1, input2, this.recordSerializer, this.record1Comparator,
            this.recordSerializer, this.record2Comparator, this.recordPairComparator,
            this.memoryManager, ioManager, this.parentTask, 1.0);

      iterator.open();
     
      while (iterator.callWithNextKey(matcher, collector));
     
      iterator.close();
 
      // assert that each expected match was seen
      for (Entry<TestData.Key, Collection<RecordMatch>> entry : expectedMatchesMap.entrySet()) {
        if (!entry.getValue().isEmpty()) {
          Assert.fail("Collection for key " + entry.getKey() + " is not empty");
        }
      }
    }
    catch (Exception e) {
      e.printStackTrace();
      Assert.fail("An exception occurred during the test: " + e.getMessage());
    }
  }
 
  @Test
  public void testBuildSecond() {
    try {
      Generator generator1 = new Generator(SEED1, 500, 4096, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
      Generator generator2 = new Generator(SEED2, 500, 2048, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
     
      final TestData.GeneratorIterator input1 = new TestData.GeneratorIterator(generator1, INPUT_1_SIZE);
      final TestData.GeneratorIterator input2 = new TestData.GeneratorIterator(generator2, INPUT_2_SIZE);
     
      // collect expected data
      final Map<TestData.Key, Collection<RecordMatch>> expectedMatchesMap = matchRecordValues(
        collectRecordData(input1),
        collectRecordData(input2));
     
      final JoinFunction matcher = new RecordMatchRemovingJoin(expectedMatchesMap);
      final Collector<Record> collector = new DiscardingOutputCollector<Record>();
 
      // reset the generators
      generator1.reset();
      generator2.reset();
      input1.reset();
      input2.reset();
 
      // compare with iterator values     
      BuildSecondHashMatchIterator<Record, Record, Record> iterator =
        new BuildSecondHashMatchIterator<Record, Record, Record>(
          input1, input2, this.recordSerializer, this.record1Comparator,
          this.recordSerializer, this.record2Comparator, this.recordPairComparator,
          this.memoryManager, ioManager, this.parentTask, 1.0);

      iterator.open();
     
      while (iterator.callWithNextKey(matcher, collector));
     
      iterator.close();
 
      // assert that each expected match was seen
      for (Entry<TestData.Key, Collection<RecordMatch>> entry : expectedMatchesMap.entrySet()) {
        if (!entry.getValue().isEmpty()) {
          Assert.fail("Collection for key " + entry.getKey() + " is not empty");
        }
      }
    }
    catch (Exception e) {
      e.printStackTrace();
      Assert.fail("An exception occurred during the test: " + e.getMessage());
    }
  }
 
  @Test
  public void testBuildSecondWithHighNumberOfCommonKeys()
  {
    // the size of the left and right inputs
    final int INPUT_1_SIZE = 200;
    final int INPUT_2_SIZE = 100;
   
    final int INPUT_1_DUPLICATES = 10;
    final int INPUT_2_DUPLICATES = 2000;
    final int DUPLICATE_KEY = 13;
   
    try {
      Generator generator1 = new Generator(SEED1, 500, 4096, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
      Generator generator2 = new Generator(SEED2, 500, 2048, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
     
      final TestData.GeneratorIterator gen1Iter = new TestData.GeneratorIterator(generator1, INPUT_1_SIZE);
      final TestData.GeneratorIterator gen2Iter = new TestData.GeneratorIterator(generator2, INPUT_2_SIZE);
     
      final TestData.ConstantValueIterator const1Iter = new TestData.ConstantValueIterator(DUPLICATE_KEY, "LEFT String for Duplicate Keys", INPUT_1_DUPLICATES);
      final TestData.ConstantValueIterator const2Iter = new TestData.ConstantValueIterator(DUPLICATE_KEY, "RIGHT String for Duplicate Keys", INPUT_2_DUPLICATES);
     
      final List<MutableObjectIterator<Record>> inList1 = new ArrayList<MutableObjectIterator<Record>>();
      inList1.add(gen1Iter);
      inList1.add(const1Iter);
     
      final List<MutableObjectIterator<Record>> inList2 = new ArrayList<MutableObjectIterator<Record>>();
      inList2.add(gen2Iter);
      inList2.add(const2Iter);
     
      MutableObjectIterator<Record> input1 = new UnionIterator<Record>(inList1);
      MutableObjectIterator<Record> input2 = new UnionIterator<Record>(inList2);
     
     
      // collect expected data
      final Map<TestData.Key, Collection<RecordMatch>> expectedMatchesMap = matchRecordValues(
        collectRecordData(input1),
        collectRecordData(input2));
     
      // re-create the whole thing for actual processing
     
      // reset the generators and iterators
      generator1.reset();
      generator2.reset();
      const1Iter.reset();
      const2Iter.reset();
      gen1Iter.reset();
      gen2Iter.reset();
     
      inList1.clear();
      inList1.add(gen1Iter);
      inList1.add(const1Iter);
     
      inList2.clear();
      inList2.add(gen2Iter);
      inList2.add(const2Iter);
 
      input1 = new UnionIterator<Record>(inList1);
      input2 = new UnionIterator<Record>(inList2);
     
      final JoinFunction matcher = new RecordMatchRemovingJoin(expectedMatchesMap);
      final Collector<Record> collector = new DiscardingOutputCollector<Record>();
 
      BuildSecondHashMatchIterator<Record, Record, Record> iterator =
        new BuildSecondHashMatchIterator<Record, Record, Record>(
          input1, input2, this.recordSerializer, this.record1Comparator,
          this.recordSerializer, this.record2Comparator, this.recordPairComparator,
          this.memoryManager, ioManager, this.parentTask, 1.0);
     
      iterator.open();
     
      while (iterator.callWithNextKey(matcher, collector));
     
      iterator.close();
 
      // assert that each expected match was seen
      for (Entry<TestData.Key, Collection<RecordMatch>> entry : expectedMatchesMap.entrySet()) {
        if (!entry.getValue().isEmpty()) {
          Assert.fail("Collection for key " + entry.getKey() + " is not empty");
        }
      }
    }
    catch (Exception e) {
      e.printStackTrace();
      Assert.fail("An exception occurred during the test: " + e.getMessage());
    }
  }
 
  @Test
  public void testBuildFirstWithMixedDataTypes() {
    try {
      MutableObjectIterator<IntPair> input1 = new UniformIntPairGenerator(500, 40, false);
     
      final Generator generator2 = new Generator(SEED2, 500, 2048, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
      final TestData.GeneratorIterator input2 = new TestData.GeneratorIterator(generator2, INPUT_2_SIZE);
     
      // collect expected data
      final Map<TestData.Key, Collection<RecordIntPairMatch>> expectedMatchesMap = matchRecordIntPairValues(
        collectIntPairData(input1),
        collectRecordData(input2));
     
      final FlatJoinFunction<IntPair, Record, Record> matcher = new RecordIntPairMatchRemovingMatcher(expectedMatchesMap);
      final Collector<Record> collector = new DiscardingOutputCollector<Record>();
 
      // reset the generators
      input1 = new UniformIntPairGenerator(500, 40, false);
      generator2.reset();
      input2.reset();
 
      // compare with iterator values
      BuildSecondHashMatchIterator<IntPair, Record, Record> iterator =
          new BuildSecondHashMatchIterator<IntPair, Record, Record>(
            input1, input2, this.pairSerializer, this.pairComparator,
            this.recordSerializer, this.record2Comparator, this.pairRecordPairComparator,
            this.memoryManager, this.ioManager, this.parentTask, 1.0);
     
      iterator.open();
     
      while (iterator.callWithNextKey(matcher, collector));
     
      iterator.close();
 
      // assert that each expected match was seen
      for (Entry<TestData.Key, Collection<RecordIntPairMatch>> entry : expectedMatchesMap.entrySet()) {
        if (!entry.getValue().isEmpty()) {
          Assert.fail("Collection for key " + entry.getKey() + " is not empty");
        }
      }
    }
    catch (Exception e) {
      e.printStackTrace();
      Assert.fail("An exception occurred during the test: " + e.getMessage());
    }
  }
 
  @Test
  public void testBuildSecondWithMixedDataTypes() {
    try {
      MutableObjectIterator<IntPair> input1 = new UniformIntPairGenerator(500, 40, false);
     
      final Generator generator2 = new Generator(SEED2, 500, 2048, KeyMode.RANDOM, ValueMode.RANDOM_LENGTH);
      final TestData.GeneratorIterator input2 = new TestData.GeneratorIterator(generator2, INPUT_2_SIZE);
     
      // collect expected data
      final Map<TestData.Key, Collection<RecordIntPairMatch>> expectedMatchesMap = matchRecordIntPairValues(
        collectIntPairData(input1),
        collectRecordData(input2));
     
      final FlatJoinFunction<IntPair, Record, Record> matcher = new RecordIntPairMatchRemovingMatcher(expectedMatchesMap);
      final Collector<Record> collector = new DiscardingOutputCollector<Record>();
 
      // reset the generators
      input1 = new UniformIntPairGenerator(500, 40, false);
      generator2.reset();
      input2.reset();
 
      // compare with iterator values
      BuildFirstHashMatchIterator<IntPair, Record, Record> iterator =
          new BuildFirstHashMatchIterator<IntPair, Record, Record>(
            input1, input2, this.pairSerializer, this.pairComparator,
            this.recordSerializer, this.record2Comparator, this.recordPairPairComparator,
            this.memoryManager, this.ioManager, this.parentTask, 1.0);
     
      iterator.open();
     
      while (iterator.callWithNextKey(matcher, collector));
     
      iterator.close();
 
      // assert that each expected match was seen
      for (Entry<TestData.Key, Collection<RecordIntPairMatch>> entry : expectedMatchesMap.entrySet()) {
        if (!entry.getValue().isEmpty()) {
          Assert.fail("Collection for key " + entry.getKey() + " is not empty");
        }
      }
    }
    catch (Exception e) {
      e.printStackTrace();
      Assert.fail("An exception occurred during the test: " + e.getMessage());
    }
  }
 
  // --------------------------------------------------------------------------------------------
  //                                    Utilities
  // --------------------------------------------------------------------------------------------

 
 
  static Map<TestData.Key, Collection<RecordMatch>> matchRecordValues(
      Map<TestData.Key, Collection<TestData.Value>> leftMap,
      Map<TestData.Key, Collection<TestData.Value>> rightMap)
  {
    Map<TestData.Key, Collection<RecordMatch>> map = new HashMap<TestData.Key, Collection<RecordMatch>>();

    for (TestData.Key key : leftMap.keySet()) {
      Collection<TestData.Value> leftValues = leftMap.get(key);
      Collection<TestData.Value> rightValues = rightMap.get(key);

      if (rightValues == null) {
        continue;
      }

      if (!map.containsKey(key)) {
        map.put(key, new ArrayList<RecordMatch>());
      }

      Collection<RecordMatch> matchedValues = map.get(key);

      for (TestData.Value leftValue : leftValues) {
        for (TestData.Value rightValue : rightValues) {
          matchedValues.add(new RecordMatch(leftValue, rightValue));
        }
      }
    }

    return map;
  }
 
  static Map<TestData.Key, Collection<RecordIntPairMatch>> matchRecordIntPairValues(
    Map<Integer, Collection<Integer>> leftMap,
    Map<TestData.Key, Collection<TestData.Value>> rightMap)
  {
    final Map<TestData.Key, Collection<RecordIntPairMatch>> map = new HashMap<TestData.Key, Collection<RecordIntPairMatch>>();
 
    for (Integer i : leftMap.keySet()) {
     
      final TestData.Key key = new TestData.Key(i.intValue());
     
      final Collection<Integer> leftValues = leftMap.get(i);
      final Collection<TestData.Value> rightValues = rightMap.get(key);
 
      if (rightValues == null) {
        continue;
      }
 
      if (!map.containsKey(key)) {
        map.put(key, new ArrayList<RecordIntPairMatch>());
      }
 
      final Collection<RecordIntPairMatch> matchedValues = map.get(key);
 
      for (Integer v : leftValues) {
        for (TestData.Value val : rightValues) {
          matchedValues.add(new RecordIntPairMatch(v, val));
        }
      }
    }
 
    return map;
  }

 
  static Map<TestData.Key, Collection<TestData.Value>> collectRecordData(MutableObjectIterator<Record> iter)
  throws Exception
  {
    Map<TestData.Key, Collection<TestData.Value>> map = new HashMap<TestData.Key, Collection<TestData.Value>>();
    Record pair = new Record();
   
    while ((pair = iter.next(pair)) != null) {

      TestData.Key key = pair.getField(0, TestData.Key.class);
      if (!map.containsKey(key)) {
        map.put(new TestData.Key(key.getKey()), new ArrayList<TestData.Value>());
      }

      Collection<TestData.Value> values = map.get(key);
      values.add(new TestData.Value(pair.getField(1, TestData.Value.class).getValue()));
    }

    return map;
  }
 
  static Map<Integer, Collection<Integer>> collectIntPairData(MutableObjectIterator<IntPair> iter)
  throws Exception
  {
    Map<Integer, Collection<Integer>> map = new HashMap<Integer, Collection<Integer>>();
    IntPair pair = new IntPair();
   
    while ((pair = iter.next(pair)) != null) {

      final int key = pair.getKey();
      final int value = pair.getValue();
      if (!map.containsKey(key)) {
        map.put(key, new ArrayList<Integer>());
      }

      Collection<Integer> values = map.get(key);
      values.add(value);
    }

    return map;
  }

  /**
   * Private class used for storage of the expected matches in a hash-map.
   */
  static class RecordMatch {
   
    private final Value left;
    private final Value right;

    public RecordMatch(Value left, Value right) {
      this.left = left;
      this.right = right;
    }

    @Override
    public boolean equals(Object obj) {
      RecordMatch o = (RecordMatch) obj;
      return this.left.equals(o.left) && this.right.equals(o.right);
    }
   
    @Override
    public int hashCode() {
      return this.left.hashCode() ^ this.right.hashCode();
    }

    @Override
    public String toString() {
      return left + ", " + right;
    }
  }
 
  /**
   * Private class used for storage of the expected matches in a hash-map.
   */
  static class RecordIntPairMatch
  {
    private final int left;
    private final Value right;

    public RecordIntPairMatch(int left, Value right) {
      this.left = left;
      this.right = right;
    }

    @Override
    public boolean equals(Object obj) {
      RecordIntPairMatch o = (RecordIntPairMatch) obj;
      return this.left == o.left && this.right.equals(o.right);
    }
   
    @Override
    public int hashCode() {
      return this.left ^ this.right.hashCode();
    }

    @Override
    public String toString() {
      return left + ", " + right;
    }
  }
 
  static final class RecordMatchRemovingJoin extends JoinFunction
  {
    private final Map<TestData.Key, Collection<RecordMatch>> toRemoveFrom;
   
    protected RecordMatchRemovingJoin(Map<TestData.Key, Collection<RecordMatch>> map) {
      this.toRemoveFrom = map;
    }
   
    @Override
    public void join(Record rec1, Record rec2, Collector<Record> out) throws Exception
    {
      TestData.Key key = rec1.getField(0, TestData.Key.class);
      TestData.Value value1 = rec1.getField(1, TestData.Value.class);
      TestData.Value value2 = rec2.getField(1, TestData.Value.class);
      //System.err.println("rec1 key = "+key+"  rec2 key= "+rec2.getField(0, TestData.Key.class));
      Collection<RecordMatch> matches = this.toRemoveFrom.get(key);
      if (matches == null) {
        Assert.fail("Match " + key + " - " + value1 + ":" + value2 + " is unexpected.");
      }
     
      Assert.assertTrue("Produced match was not contained: " + key + " - " + value1 + ":" + value2,
        matches.remove(new RecordMatch(value1, value2)));
     
      if (matches.isEmpty()) {
        this.toRemoveFrom.remove(key);
      }
    }
  }
 
  static final class RecordIntPairMatchRemovingMatcher extends AbstractRichFunction implements FlatJoinFunction<IntPair, Record, Record>
  {
    private final Map<TestData.Key, Collection<RecordIntPairMatch>> toRemoveFrom;
   
    protected RecordIntPairMatchRemovingMatcher(Map<TestData.Key, Collection<RecordIntPairMatch>> map) {
      this.toRemoveFrom = map;
    }
   
    @Override
    public void join(IntPair rec1, Record rec2, Collector<Record> out) throws Exception
    {
      final int k = rec1.getKey();
      final int v = rec1.getValue();
     
      final TestData.Key key = rec2.getField(0, TestData.Key.class);
      final TestData.Value value = rec2.getField(1, TestData.Value.class);
     
      Assert.assertTrue("Key does not match for matching IntPair Record combination.", k == key.getKey());
     
      Collection<RecordIntPairMatch> matches = this.toRemoveFrom.get(key);
      if (matches == null) {
        Assert.fail("Match " + key + " - " + v + ":" + value + " is unexpected.");
      }
     
      Assert.assertTrue("Produced match was not contained: " + key + " - " + v + ":" + value,
        matches.remove(new RecordIntPairMatch(v, value)));
     
      if (matches.isEmpty()) {
        this.toRemoveFrom.remove(key);
      }
    }
  }
 
  static final class IntPairRecordPairComparator extends TypePairComparator<IntPair, Record>
  {
    private int reference;
   
    @Override
    public void setReference(IntPair reference) {
      this.reference = reference.getKey()
    }

    @Override
    public boolean equalToReference(Record candidate) {
      try {
        final IntValue i = candidate.getField(0, IntValue.class);
        return i.getValue() == this.reference;
      } catch (NullPointerException npex) {
        throw new NullKeyFieldException();
      }
    }

    @Override
    public int compareToReference(Record candidate) {
      try {
        final IntValue i = candidate.getField(0, IntValue.class);
        return i.getValue() - this.reference;
      } catch (NullPointerException npex) {
        throw new NullKeyFieldException();
      }
    }
  }
 
  static final class RecordIntPairPairComparator extends TypePairComparator<Record, IntPair>
  {
    private int reference;
   
    @Override
    public void setReference(Record reference) {
      this.reference = reference.getField(0, IntValue.class).getValue();
    }

    @Override
    public boolean equalToReference(IntPair candidate) {
      return this.reference == candidate.getKey();
    }

    @Override
    public int compareToReference(IntPair candidate) {
      return candidate.getKey() - this.reference;
    }
  }
}
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