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| 1 | +package design; |
| 2 | +import java.util.*; |
| 3 | + |
| 4 | +/** |
| 5 | + * Created by gouthamvidyapradhan on 14/04/2018. |
| 6 | + * Design a data structure that supports all following operations in average O(1) time. |
| 7 | +
|
| 8 | + Note: Duplicate elements are allowed. |
| 9 | + insert(val): Inserts an item val to the collection. |
| 10 | + remove(val): Removes an item val from the collection if present. |
| 11 | + getRandom: Returns a random element from current collection of elements. The probability of each element being |
| 12 | + returned is linearly related to the number of same value the collection contains. |
| 13 | + Example: |
| 14 | +
|
| 15 | + // Init an empty collection. |
| 16 | + RandomizedCollection collection = new RandomizedCollection(); |
| 17 | +
|
| 18 | + // Inserts 1 to the collection. Returns true as the collection did not contain 1. |
| 19 | + collection.insert(1); |
| 20 | +
|
| 21 | + // Inserts another 1 to the collection. Returns false as the collection contained 1. Collection now contains [1,1]. |
| 22 | + collection.insert(1); |
| 23 | +
|
| 24 | + // Inserts 2 to the collection, returns true. Collection now contains [1,1,2]. |
| 25 | + collection.insert(2); |
| 26 | +
|
| 27 | + // getRandom should return 1 with the probability 2/3, and returns 2 with the probability 1/3. |
| 28 | + collection.getRandom(); |
| 29 | +
|
| 30 | + // Removes 1 from the collection, returns true. Collection now contains [1,2]. |
| 31 | + collection.remove(1); |
| 32 | +
|
| 33 | + // getRandom should return 1 and 2 both equally likely. |
| 34 | + collection.getRandom(); |
| 35 | +
|
| 36 | + Solution O(1) for each operation. Maintain a hashmap of value -> {set of indices}; Set of indices are indices of array |
| 37 | + containing the value. |
| 38 | + Insert: Insert a element in end of array and add the index of array as the set of values in hashmap. |
| 39 | + Remove: If the hashmap contains value remove a random element from the set and replace the element at that index |
| 40 | + with the last element from array and remove the last element from the array. Since we are removing the last |
| 41 | + element from array this operation requires only O(1) time |
| 42 | + getRandom(): Generate a random number between 0 and size of array and return the element at that position. |
| 43 | + */ |
| 44 | +public class RandomizedCollection { |
| 45 | + |
| 46 | + private Map<Integer, Set<Integer>> map; |
| 47 | + private List<Integer> list; |
| 48 | + |
| 49 | + /** Initialize your data structure here. */ |
| 50 | + public RandomizedCollection() { |
| 51 | + map = new HashMap<>(); |
| 52 | + list = new ArrayList<>(); |
| 53 | + } |
| 54 | + |
| 55 | + /** Inserts a value to the collection. Returns true if the collection did not already contain the specified element. */ |
| 56 | + public boolean insert(int val) { |
| 57 | + boolean status = map.containsKey(val); |
| 58 | + Set<Integer> set = map.get(val); |
| 59 | + if(set == null){ |
| 60 | + set = new HashSet<>(); |
| 61 | + map.put(val, set); |
| 62 | + } |
| 63 | + list.add(val); |
| 64 | + set.add(list.size() - 1); |
| 65 | + return !status; |
| 66 | + } |
| 67 | + |
| 68 | + /** Removes a value from the collection. Returns true if the collection contained the specified element. */ |
| 69 | + public boolean remove(int val) { |
| 70 | + if(map.containsKey(val)){ |
| 71 | + Set<Integer> set = map.get(val); |
| 72 | + int valIndex = set.iterator().next(); |
| 73 | + set.remove(valIndex); |
| 74 | + if(set.isEmpty()){ |
| 75 | + map.remove(val); |
| 76 | + } |
| 77 | + if(valIndex == list.size() - 1){ //if this is the last index then simply remove it |
| 78 | + list.remove(list.size() - 1); |
| 79 | + } else{ |
| 80 | + int lastEle = list.get(list.size() - 1); |
| 81 | + map.get(lastEle).remove(list.size() - 1); |
| 82 | + map.get(lastEle).add(valIndex); |
| 83 | + list.set(valIndex, lastEle); |
| 84 | + list.remove(list.size() - 1); |
| 85 | + } |
| 86 | + return true; |
| 87 | + } else return false; |
| 88 | + } |
| 89 | + |
| 90 | + /** Get a random element from the collection. */ |
| 91 | + public int getRandom() { |
| 92 | + Random random = new Random(); |
| 93 | + return list.get(random.nextInt(list.size())); |
| 94 | + } |
| 95 | + |
| 96 | + /** |
| 97 | + * Main method |
| 98 | + * @param args |
| 99 | + * @throws Exception |
| 100 | + */ |
| 101 | + public static void main(String[] args) throws Exception{ |
| 102 | + RandomizedCollection collection = new RandomizedCollection(); |
| 103 | + System.out.println(collection.insert(1)); |
| 104 | + System.out.println(collection.insert(1)); |
| 105 | + System.out.println(collection.insert(2)); |
| 106 | + System.out.println(collection.getRandom()); |
| 107 | + System.out.println(collection.remove(2)); |
| 108 | + System.out.println(collection.getRandom()); |
| 109 | + System.out.println(collection.remove(1)); |
| 110 | + System.out.println(collection.getRandom()); |
| 111 | + System.out.println(collection.remove(1)); |
| 112 | + } |
| 113 | + |
| 114 | + |
| 115 | +} |
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