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package com.baeldung.algorithms.topkelements;
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import java.util.ArrayList;
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import java.util.List;
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public class BruteForceTopKElementsFinder implements TopKElementsFinder<Integer> {
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public List<Integer> findTopK(List<Integer> input, int k) {
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List<Integer> array = new ArrayList<>(input);
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List<Integer> topKList = new ArrayList<>();
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for (int i = 0; i < k; i++) {
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int maxIndex = 0;
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for (int j = 1; j < array.size(); j++) {
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if (array.get(j) > array.get(maxIndex)) {
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maxIndex = j;
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}
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}
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topKList.add(array.remove(maxIndex));
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}
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return topKList;
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}
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}
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package com.baeldung.algorithms.topkelements;
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import java.util.ArrayList;
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import java.util.Collections;
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import java.util.List;
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import java.util.PriorityQueue;
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public class MaxHeapTopKElementsFinder implements TopKElementsFinder<Integer> {
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public List<Integer> findTopK(List<Integer> input, int k) {
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PriorityQueue<Integer> maxHeap = new PriorityQueue<>();
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input.forEach(number -> {
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maxHeap.add(number);
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if (maxHeap.size() > k) {
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maxHeap.poll();
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}
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});
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List<Integer> topKList = new ArrayList<>(maxHeap);
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Collections.reverse(topKList);
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return topKList;
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}
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}
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package com.baeldung.algorithms.topkelements;
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import java.util.List;
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public interface TopKElementsFinder<T extends Comparable<T>> {
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List<T> findTopK(List<T> input, int k);
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}
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package com.baeldung.algorithms.topkelements;
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import java.util.Comparator;
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import java.util.List;
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import java.util.Set;
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import java.util.TreeSet;
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import java.util.stream.Collectors;
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public class TreeSetTopKElementsFinder implements TopKElementsFinder<Integer> {
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public List<Integer> findTopK(List<Integer> input, int k) {
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Set<Integer> sortedSet = new TreeSet<>(Comparator.reverseOrder());
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sortedSet.addAll(input);
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return sortedSet.stream().limit(k).collect(Collectors.toList());
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}
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}
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package com.baeldung.algorithms.topkelements;
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import org.junit.Test;
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import java.util.Arrays;
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import java.util.List;
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import static org.assertj.core.api.Java6Assertions.assertThat;
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public class TopKElementsFinderUnitTest {
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private final TopKElementsFinder<Integer> bruteForceFinder = new BruteForceTopKElementsFinder();
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private final TopKElementsFinder<Integer> maxHeapFinder = new MaxHeapTopKElementsFinder();
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private final TopKElementsFinder<Integer> treeSetFinder = new TreeSetTopKElementsFinder();
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private final int k = 4;
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private final List<Integer> distinctIntegers = Arrays.asList(1, 2, 3, 9, 7, 6, 12);
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private final List<Integer> distinctIntegersTopK = Arrays.asList(9, 7, 6, 12);
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private final List<Integer> nonDistinctIntegers = Arrays.asList(1, 2, 3, 3, 9, 9, 7, 6, 12);
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private final List<Integer> nonDistinctIntegersTopK = Arrays.asList(9, 9, 7, 12);
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@Test
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public void givenArrayDistinctIntegers_whenBruteForceFindTopK_thenReturnKLargest() {
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assertThat(bruteForceFinder.findTopK(distinctIntegers, k)).containsOnlyElementsOf(distinctIntegersTopK);
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}
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@Test
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public void givenArrayDistinctIntegers_whenMaxHeapFindTopK_thenReturnKLargest() {
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assertThat(maxHeapFinder.findTopK(distinctIntegers, k)).containsOnlyElementsOf(distinctIntegersTopK);
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}
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@Test
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public void givenArrayDistinctIntegers_whenTreeSetFindTopK_thenReturnKLargest() {
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assertThat(treeSetFinder.findTopK(distinctIntegers, k)).containsOnlyElementsOf(distinctIntegersTopK);
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}
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@Test
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public void givenArrayNonDistinctIntegers_whenBruteForceFindTopK_thenReturnKLargest() {
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assertThat(bruteForceFinder.findTopK(nonDistinctIntegers, k)).containsOnlyElementsOf(nonDistinctIntegersTopK);
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}
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@Test
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public void givenArrayNonDistinctIntegers_whenMaxHeapFindTopK_thenReturnKLargest() {
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assertThat(maxHeapFinder.findTopK(nonDistinctIntegers, k)).containsOnlyElementsOf(nonDistinctIntegersTopK);
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}
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}
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Loading…
Reference in New Issue