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Formatted question description: https://leetcode.ca/all/691.html

691. Stickers to Spell Word

Level

Hard

Description

We are given N different types of stickers. Each sticker has a lowercase English word on it.

You would like to spell out the given target string by cutting individual letters from your collection of stickers and rearranging them.

You can use each sticker more than once if you want, and you have infinite quantities of each sticker.

What is the minimum number of stickers that you need to spell out the target? If the task is impossible, return -1.

Example 1:

Input:

["with", "example", "science"], "thehat"

Output:

3

Explanation:

We can use 2 "with" stickers, and 1 "example" sticker.
After cutting and rearrange the letters of those stickers, we can form the target "thehat".
Also, this is the minimum number of stickers necessary to form the target string.

Example 2:

Input:

["notice", "possible"], "basicbasic"

Output:

-1

Explanation:

We can't form the target "basicbasic" from cutting letters from the given stickers.

Note:

  • stickers has length in the range [1, 50].
  • stickers consists of lowercase English words (without apostrophes).
  • target has length in the range [1, 15], and consists of lowercase English letters.
  • In all test cases, all words were chosen randomly from the 1000 most common US English words, and the target was chosen as a concatenation of two random words.
  • The time limit may be more challenging than usual. It is expected that a 50 sticker test case can be solved within 35ms on average.

Solution

This problem can be converted into a complete knapsack problem, where each sticker can be used infinite times.

Create an array dp of length 1 << target.length(), where dp[i] represents the minimum number of stickers for state i, and -1 means impossible. Initialize all elements in dp to -1 and initialize dp[0] = 0. Then for each sticker, compare each letter with each letter in target. If there is a match, then update the new state’s value in dp. Finally, return dp[(1 << target.length()) - 1].

  • class Solution {
        public int minStickers(String[] stickers, String target) {
            int stickersCount = stickers.length, targetLength = target.length();
            int[] dp = new int[1 << targetLength];
            Arrays.fill(dp, -1);
            dp[0] = 0;
            for (String sticker : stickers) {
                for (int state = 0; state < 1 << targetLength; state++) {
                    if (dp[state] >= 0) {
                        int curState = state;
                        int stickerLength = sticker.length();
                        for (int i = 0; i < stickerLength; i++) {
                            char c = sticker.charAt(i);
                            for (int j = 0; j < targetLength; j++) {
                                if (c == target.charAt(j) && (curState & (1 << j)) == 0) {
                                    curState |= 1 << j;
                                    break;
                                }
                            }
                        }
                        if (dp[curState] == -1)
                            dp[curState] = dp[state] + 1;
                        else
                            dp[curState] = Math.min(dp[curState], dp[state] + 1);
                    }
                }
            }
            return dp[(1 << targetLength) - 1];
        }
    }
    
  • // OJ: https://leetcode.com/problems/stickers-to-spell-word/
    // Time: O(2^T * S * T)
    // Space: O(2^T)
    // Ref: https://leetcode.com/problems/stickers-to-spell-word/solution/
    class Solution {
    public:
        int minStickers(vector<string>& stickers, string target) {
            int N = target.size();
            vector<int> dp(1 << N, -1);
            dp[0] = 0;
            for (int state = 0; state < 1 << N; ++state) { // a state represents the target characters matched
                if (dp[state] == -1) continue; // this state is not reachable
                for (auto &s : stickers) { // try each sticker
                    int next = state;
                    for (char c : s) { // for each character in the current sticker
                        for (int i = 0; i < N; ++i) {
                            if ((next >> i) & 1) continue; // if the current target character set doesn't contain the target[i], skip
                            if (target[i] == c) {
                                next |= 1 << i; // if they are matched, we can update the next state reachable
                                break;
                            }
                        }
                    }
                    if (dp[next] == -1 || dp[next] > dp[state] + 1) dp[next] = dp[state] + 1;
                }
            }
            return dp[(1 << N) - 1];
        }
    };
    
  • class Solution:
        def minStickers(self, stickers: List[str], target: str) -> int:
            q = deque([0])
            ans = 0
            n = len(target)
            vis = [False] * (1 << n)
            vis[0] = True
            while q:
                for _ in range(len(q)):
                    state = q.popleft()
                    if state == (1 << n) - 1:
                        return ans
                    for s in stickers:
                        nxt = state
                        cnt = Counter(s)
                        for i, c in enumerate(target):
                            if not (nxt & (1 << i)) and cnt[c]:
                                nxt |= 1 << i
                                cnt[c] -= 1
                        if not vis[nxt]:
                            vis[nxt] = True
                            q.append(nxt)
                ans += 1
            return -1
    
    
    
  • func minStickers(stickers []string, target string) int {
    	q := []int{0}
    	n := len(target)
    	vis := make([]bool, 1<<n)
    	vis[0] = true
    	ans := 0
    	for len(q) > 0 {
    		for t := len(q); t > 0; t-- {
    			state := q[0]
    			if state == (1<<n)-1 {
    				return ans
    			}
    			q = q[1:]
    			for _, s := range stickers {
    				nxt := state
    				cnt := make([]int, 26)
    				for _, c := range s {
    					cnt[c-'a']++
    				}
    				for i, c := range target {
    					idx := c - 'a'
    					if (nxt&(1<<i)) == 0 && cnt[idx] > 0 {
    						nxt |= 1 << i
    						cnt[idx]--
    					}
    				}
    				if !vis[nxt] {
    					vis[nxt] = true
    					q = append(q, nxt)
    				}
    			}
    		}
    		ans++
    	}
    	return -1
    }
    
  • use std::collections::{HashSet, VecDeque};
    
    impl Solution {
        pub fn min_stickers(stickers: Vec<String>, target: String) -> i32 {
            let mut q = VecDeque::new();
            q.push_back(0);
            let mut ans = 0;
            let n = target.len();
            let mut vis = HashSet::new();
            vis.insert(0);
            while !q.is_empty() {
                for _ in 0..q.len() {
                    let state = q.pop_front().unwrap();
                    if state == (1 << n) - 1 {
                        return ans;
                    }
                    for s in &stickers {
                        let mut nxt = state;
                        let mut cnt = [0; 26];
                        for &c in s.as_bytes() {
                            cnt[(c - b'a') as usize] += 1;
                        }
                        for (i, &c) in target.as_bytes().iter().enumerate() {
                            let idx = (c - b'a') as usize;
                            if (nxt & (1 << i)) == 0 && cnt[idx] > 0 {
                                nxt |= 1 << i;
                                cnt[idx] -= 1;
                            }
                        }
                        if !vis.contains(&nxt) {
                            q.push_back(nxt);
                            vis.insert(nxt);
                        }
                    }
                }
                ans += 1;
            }
            -1
        }
    }
    
    

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