[LeetCode] 381. Insert Delete GetRandom O(1) - Duplicates allowed 插入删除和获得随机数O(1)时间 - 允许重复
Design a data structure that supports all following operations in average O(1) time.
Note: Duplicate elements are allowed.
insert(val)
: Inserts an item val to the collection.remove(val)
: Removes an item val from the collection if present.getRandom
: Returns a random element from current collection of elements. The probability of each element being returned is linearly related to the number of same value the collection contains.
Example:
// Init an empty collection. RandomizedCollection collection = new RandomizedCollection(); // Inserts 1 to the collection. Returns true as the collection did not contain 1. collection.insert(1); // Inserts another 1 to the collection. Returns false as the collection contained 1. Collection now contains [1,1]. collection.insert(1); // Inserts 2 to the collection, returns true. Collection now contains [1,1,2]. collection.insert(2); // getRandom should return 1 with the probability 2/3, and returns 2 with the probability 1/3. collection.getRandom(); // Removes 1 from the collection, returns true. Collection now contains [1,2]. collection.remove(1); // getRandom should return 1 and 2 both equally likely. collection.getRandom();
380. Insert Delete GetRandom O(1)的拓展,这题是可以有重复数字。只需将上一题目的解法稍作改动,依然使用哈希表+数组,这次哈希表中的值是保存数组下标的一个Set。
Java:
import java.util.ArrayList; import java.util.HashMap; import java.util.Random; import java.util.TreeSet; public class RandomizedCollection { private HashMap<Integer, TreeSet<Integer>> dataMap; private ArrayList<Integer> dataList; /** Initialize your data structure here. */ public RandomizedCollection() { dataMap = new HashMap<Integer, TreeSet<Integer>>(); dataList = new ArrayList<Integer>(); } /** Inserts a value to the collection. Returns true if the collection did not already contain the specified element. */ public boolean insert(int val) { TreeSet<Integer> idxSet = dataMap.get(val); if (idxSet == null) { idxSet = new TreeSet<Integer>(); dataMap.put(val, idxSet); } idxSet.add(dataList.size()); dataList.add(val); return idxSet.size() == 1; } /** Removes a value from the collection. Returns true if the collection contained the specified element. */ public boolean remove(int val) { TreeSet<Integer> idxSet = dataMap.get(val); if (idxSet == null || idxSet.isEmpty()) { return false; } int idx = idxSet.pollLast(); //Last index of val int tail = dataList.get(dataList.size() - 1); //Tail of list TreeSet<Integer> tailIdxSet = dataMap.get(tail); if (tail != val) { tailIdxSet.pollLast(); //Remove last idx of list tail tailIdxSet.add(idx); //Add idx to tail idx set dataList.set(idx, tail); } dataList.remove(dataList.size() - 1); return true; } /** Get a random element from the collection. */ public int getRandom() { return dataList.get(new Random().nextInt(dataList.size())); } }
Python:
from random import randint from collections import defaultdict class RandomizedCollection(object): def __init__(self): """ Initialize your data structure here. """ self.__list = [] self.__used = defaultdict(list) def insert(self, val): """ Inserts a value to the collection. Returns true if the collection did not already contain the specified element. :type val: int :rtype: bool """ has = val in self.__used self.__list += val, self.__used[val] += len(self.__list)-1, return not has def remove(self, val): """ Removes a value from the collection. Returns true if the collection contained the specified element. :type val: int :rtype: bool """ if val not in self.__used: return False self.__used[self.__list[-1]][-1] = self.__used[val][-1] self.__list[self.__used[val][-1]], self.__list[-1] = self.__list[-1], self.__list[self.__used[val][-1]] self.__used[val].pop() if not self.__used[val]: self.__used.pop(val) self.__list.pop() return True def getRandom(self): """ Get a random element from the collection. :rtype: int """ return self.__list[randint(0, len(self.__list)-1)]
C++:
class RandomizedCollection { public: /** Initialize your data structure here. */ RandomizedCollection() {} /** Inserts a value to the collection. Returns true if the collection did not already contain the specified element. */ bool insert(int val) { m[val].insert(nums.size()); nums.push_back(val); return m[val].size() == 1; } /** Removes a value from the collection. Returns true if the collection contained the specified element. */ bool remove(int val) { if (m[val].empty()) return false; int idx = *m[val].begin(); m[val].erase(idx); if (nums.size() - 1 != idx) { int t = nums.back(); nums[idx] = t; m[t].erase(nums.size() - 1); m[t].insert(idx); } nums.pop_back(); return true; } /** Get a random element from the collection. */ int getRandom() { return nums[rand() % nums.size()]; } private: vector<int> nums; unordered_map<int, unordered_set<int>> m; };
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[LeetCode] 380. Insert Delete GetRandom O(1) 插入删除获得随机数O(1)时间
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