mirror of
https://github.com/tiennm99/java-design-patterns.git
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feat: Added Map Reduce Design Pattern (#3184)
* MapReduce design pattern added * Updated README.md * added module to parent pom
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/*
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
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*
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* The MIT License
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* Copyright © 2014-2022 Ilkka Seppälä
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
|
||||
* of this software and associated documentation files (the "Software"), to deal
|
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* 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.
|
||||
*
|
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* 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
|
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*/
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package com.iluwatar;
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import java.util.Arrays;
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import java.util.List;
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import java.util.Map;
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import java.util.logging.Logger;
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/**
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* The Main class serves as the entry point for executing the MapReduce program.
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* It processes a list of text inputs, applies the MapReduce pattern, and prints the results.
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*/
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public class Main {
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private static final Logger logger = Logger.getLogger(Main.class.getName());
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/**
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* The main method initiates the MapReduce process and displays the word count results.
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*
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* @param args Command-line arguments (not used).
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*/
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public static void main(String[] args) {
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List<String> inputs = Arrays.asList(
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"Hello world hello",
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"MapReduce is fun",
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"Hello from the other side",
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"Hello world"
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);
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List<Map.Entry<String, Integer>> result = MapReduce.mapReduce(inputs);
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for (Map.Entry<String, Integer> entry : result) {
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logger.info(entry.getKey() + ": " + entry.getValue());
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}
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}
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}
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@@ -0,0 +1,55 @@
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/*
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
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*
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* The MIT License
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* Copyright © 2014-2022 Ilkka Seppälä
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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||||
* of this software and associated documentation files (the "Software"), to deal
|
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* 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:
|
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*
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* The above copyright notice and this permission notice shall be included in
|
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* all copies or substantial portions of the Software.
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||||
*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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||||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*/
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package com.iluwatar;
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import java.util.ArrayList;
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import java.util.List;
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import java.util.Map;
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/**
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* The MapReduce class orchestrates the MapReduce process,
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* calling the Mapper, Shuffler, and Reducer components.
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*/
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public class MapReduce {
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private MapReduce() {
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throw new UnsupportedOperationException("MapReduce is a utility class and cannot be instantiated.");
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}
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/**
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* Executes the MapReduce process on the given list of input strings.
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*
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* @param inputs List of input strings to be processed.
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* @return A list of word counts sorted in descending order.
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*/
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public static List<Map.Entry<String, Integer>> mapReduce(List<String> inputs) {
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List<Map<String, Integer>> mapped = new ArrayList<>();
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for (String input : inputs) {
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mapped.add(Mapper.map(input));
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}
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Map<String, List<Integer>> grouped = Shuffler.shuffleAndSort(mapped);
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return Reducer.reduce(grouped);
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}
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}
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@@ -0,0 +1,56 @@
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/*
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
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*
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* The MIT License
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* Copyright © 2014-2022 Ilkka Seppälä
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*
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* 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
|
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*/
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package com.iluwatar;
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import java.util.HashMap;
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import java.util.Map;
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/**
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* The Mapper class is responsible for processing an input string
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* and generating a map of word occurrences.
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*/
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public class Mapper {
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private Mapper() {
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throw new UnsupportedOperationException("Mapper is a utility class and cannot be instantiated.");
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}
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/**
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* Splits a given input string into words and counts their occurrences.
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*
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* @param input The input string to be mapped.
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* @return A map where keys are words and values are their respective counts.
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*/
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public static Map<String, Integer> map(String input) {
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Map<String, Integer> wordCount = new HashMap<>();
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String[] words = input.split("\\s+");
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for (String word : words) {
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word = word.toLowerCase().replaceAll("[^a-z]", "");
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if (!word.isEmpty()) {
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wordCount.put(word, wordCount.getOrDefault(word, 0) + 1);
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}
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}
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return wordCount;
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}
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}
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@@ -0,0 +1,56 @@
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/*
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
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*
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* The MIT License
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* Copyright © 2014-2022 Ilkka Seppälä
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*
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* 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:
|
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*
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* The above copyright notice and this permission notice shall be included in
|
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* all copies or substantial portions of the Software.
|
||||
*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*/
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package com.iluwatar;
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import java.util.ArrayList;
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import java.util.Comparator;
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import java.util.HashMap;
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import java.util.List;
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import java.util.Map;
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/**
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* The Reducer class is responsible for aggregating word counts from the shuffled data.
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*/
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public class Reducer {
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private Reducer() {
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throw new UnsupportedOperationException("Reducer is a utility class and cannot be instantiated.");
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}
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/**
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* Sums the occurrences of each word and sorts the results in descending order.
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*
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* @param grouped A map where keys are words and values are lists of their occurrences.
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* @return A sorted list of word counts in descending order.
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*/
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public static List<Map.Entry<String, Integer>> reduce(Map<String, List<Integer>> grouped) {
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Map<String, Integer> reduced = new HashMap<>();
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for (Map.Entry<String, List<Integer>> entry : grouped.entrySet()) {
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reduced.put(entry.getKey(), entry.getValue().stream().mapToInt(Integer::intValue).sum());
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}
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List<Map.Entry<String, Integer>> result = new ArrayList<>(reduced.entrySet());
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result.sort(Map.Entry.comparingByValue(Comparator.reverseOrder()));
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return result;
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}
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}
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@@ -0,0 +1,56 @@
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/*
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
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*
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* The MIT License
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* Copyright © 2014-2022 Ilkka Seppälä
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*
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* 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.
|
||||
*
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||||
* 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
|
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*/
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package com.iluwatar;
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import java.util.ArrayList;
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import java.util.HashMap;
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import java.util.List;
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import java.util.Map;
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/**
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* The Shuffler class is responsible for grouping word occurrences from multiple mappers.
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*/
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public class Shuffler {
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private Shuffler() {
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throw new UnsupportedOperationException("Shuffler is a utility class and cannot be instantiated.");
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}
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/**
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* Merges multiple word count maps into a single grouped map.
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*
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* @param mapped List of maps containing word counts from the mapping phase.
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* @return A map where keys are words and values are lists of their occurrences across inputs.
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*/
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public static Map<String, List<Integer>> shuffleAndSort(List<Map<String, Integer>> mapped) {
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Map<String, List<Integer>> grouped = new HashMap<>();
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for (Map<String, Integer> map : mapped) {
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for (Map.Entry<String, Integer> entry : map.entrySet()) {
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grouped.putIfAbsent(entry.getKey(), new ArrayList<>());
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grouped.get(entry.getKey()).add(entry.getValue());
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}
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}
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return grouped;
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}
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}
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@@ -0,0 +1,48 @@
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/*
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
|
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*
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* The MIT License
|
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* Copyright © 2014-2022 Ilkka Seppälä
|
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*
|
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* Permission is hereby granted, free of charge, to any person obtaining a copy
|
||||
* of this software and associated documentation files (the "Software"), to deal
|
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* 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
|
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
||||
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
|
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* THE SOFTWARE.
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*/
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package com.iluwatar;
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import org.junit.jupiter.api.Test;
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import java.util.*;
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import static org.junit.jupiter.api.Assertions.*;
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class MapReduceTest {
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@Test
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void testMapReduce() {
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List<String> inputs = Arrays.asList(
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"Hello world hello",
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"MapReduce is fun",
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"Hello from the other side"
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);
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List<Map.Entry<String, Integer>> result = MapReduce.mapReduce(inputs);
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assertEquals("hello", result.get(0).getKey()); // hello = 3
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assertEquals(3, result.get(0).getValue());
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assertEquals(1, result.get(1).getValue());
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}
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}
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@@ -0,0 +1,50 @@
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/*
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
|
||||
*
|
||||
* The MIT License
|
||||
* Copyright © 2014-2022 Ilkka Seppälä
|
||||
*
|
||||
* 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
|
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* THE SOFTWARE.
|
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*/
|
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package com.iluwatar;
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import org.junit.jupiter.api.Test;
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import java.util.Map;
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import static org.junit.jupiter.api.Assertions.*;
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class MapperTest {
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@Test
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void testMapSingleSentence() {
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String input = "Hello world hello";
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Map<String, Integer> result = Mapper.map(input);
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assertEquals(2, result.get("hello"));
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assertEquals(1, result.get("world"));
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}
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@Test
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void testMapCaseInsensitivity() {
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String input = "HeLLo WoRLd hello WORLD";
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Map<String, Integer> result = Mapper.map(input);
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assertEquals(2, result.get("hello"));
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assertEquals(2, result.get("world"));
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}
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}
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@@ -0,0 +1,74 @@
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/*
|
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* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
|
||||
*
|
||||
* The MIT License
|
||||
* Copyright © 2014-2022 Ilkka Seppälä
|
||||
*
|
||||
* 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.
|
||||
*/
|
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package com.iluwatar;
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|
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import org.junit.jupiter.api.Test;
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import java.util.*;
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import static org.junit.jupiter.api.Assertions.*;
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class ReducerTest {
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@Test
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void testReduceWithMultipleWords() {
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Map<String, List<Integer>> input = new HashMap<>();
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input.put("apple", Arrays.asList(2, 3, 1));
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input.put("banana", Arrays.asList(1, 1));
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input.put("cherry", List.of(4));
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List<Map.Entry<String, Integer>> result = Reducer.reduce(input);
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assertEquals(3, result.size());
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assertEquals("apple", result.get(0).getKey());
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assertEquals(6, result.get(0).getValue());
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assertEquals("cherry", result.get(1).getKey());
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assertEquals(4, result.get(1).getValue());
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assertEquals("banana", result.get(2).getKey());
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assertEquals(2, result.get(2).getValue());
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}
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@Test
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void testReduceWithEmptyInput() {
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Map<String, List<Integer>> input = new HashMap<>();
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List<Map.Entry<String, Integer>> result = Reducer.reduce(input);
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assertTrue(result.isEmpty());
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}
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@Test
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void testReduceWithTiedCounts() {
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Map<String, List<Integer>> input = new HashMap<>();
|
||||
input.put("tie1", Arrays.asList(2, 2));
|
||||
input.put("tie2", Arrays.asList(1, 3));
|
||||
|
||||
List<Map.Entry<String, Integer>> result = Reducer.reduce(input);
|
||||
|
||||
assertEquals(2, result.size());
|
||||
assertEquals(4, result.get(0).getValue());
|
||||
assertEquals(4, result.get(1).getValue());
|
||||
// Note: The order of tie1 and tie2 is not guaranteed in case of a tie
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,47 @@
|
||||
/*
|
||||
* This project is licensed under the MIT license. Module model-view-viewmodel is using ZK framework licensed under LGPL (see lgpl-3.0.txt).
|
||||
*
|
||||
* The MIT License
|
||||
* Copyright © 2014-2022 Ilkka Seppälä
|
||||
*
|
||||
* 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.iluwatar;
|
||||
|
||||
import org.junit.jupiter.api.Test;
|
||||
import java.util.*;
|
||||
|
||||
import static org.junit.jupiter.api.Assertions.*;
|
||||
|
||||
class ShufflerTest {
|
||||
|
||||
@Test
|
||||
void testShuffleAndSort() {
|
||||
List<Map<String, Integer>> mappedData = Arrays.asList(
|
||||
Map.of("hello", 1, "world", 2),
|
||||
Map.of("hello", 2, "java", 1)
|
||||
);
|
||||
|
||||
Map<String, List<Integer>> grouped = Shuffler.shuffleAndSort(mappedData);
|
||||
|
||||
assertEquals(Arrays.asList(1, 2), grouped.get("hello"));
|
||||
assertEquals(List.of(2), grouped.get("world"));
|
||||
assertEquals(List.of(1), grouped.get("java"));
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user