Problem: Insert Delete GetRandom O(1)

Posted by Marcy on February 18, 2015

Question

Design a data structure that supports all following operations in average O(1) time.

  • insert(val): Inserts an item val to the set if not already present.
  • remove(val): Removes an item val from the set if present.
  • getRandom: Returns a random element from current set of elements. Each element must have the same probability of being returned.

Example:

// Init an empty set.
RandomizedSet randomSet = new RandomizedSet();

// Inserts 1 to the set. Returns true as 1 was inserted successfully.
randomSet.insert(1);

// Returns false as 2 does not exist in the set.
randomSet.remove(2);

// Inserts 2 to the set, returns true. Set now contains [1,2].
randomSet.insert(2);

// getRandom should return either 1 or 2 randomly.
randomSet.getRandom();

// Removes 1 from the set, returns true. Set now contains [2].
randomSet.remove(1);

// 2 was already in the set, so return false.
randomSet.insert(2);

// Since 2 is the only number in the set, getRandom always return 2.
randomSet.getRandom();

Solution

User a map to track the position of the values in the list. Use a list to track the order of values.

Code

class RandomizedSet {
    
    Map<Integer, Integer> map = new HashMap<>();
    List<Integer> list = new ArrayList<>();
    Random rand = new Random();
    
    /** Initialize your data structure here. */
    public RandomizedSet() {
        
    }
    
    /** Inserts a value to the set. Returns true if the set did not already contain the specified element. */
    public boolean insert(int val) {
        if(map.containsKey(val)) return false;
        int index = list.size();
        list.add(val);
        map.put(val, index);
        
        return true;
    }
    
    /** Removes a value from the set. Returns true if the set contained the specified element. */
    public boolean remove(int val) {
        if(!map.containsKey(val)) return false;
        
        int index = map.get(val);
        map.remove(val);
        int lastIdx = list.size()-1;
        if(index == lastIdx) {
            list.remove(lastIdx);
        }
        else {
            int lastVal = list.get(lastIdx);
            map.put(lastVal, index);
            list.set(index, lastVal);
        
            list.remove(lastIdx);
        }
        
        return true;
    }
    
    /** Get a random element from the set. */
    public int getRandom() {
        return list.get(rand.nextInt(list.size()));
    }
}

/**
 * Your RandomizedSet object will be instantiated and called as such:
 * RandomizedSet obj = new RandomizedSet();
 * boolean param_1 = obj.insert(val);
 * boolean param_2 = obj.remove(val);
 * int param_3 = obj.getRandom();
 */

Performance

TODO