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2702. Minimum Operations to Make Numbers Non-positive

Description

You are given a 0-indexed integer array nums and two integers x and y. In one operation, you must choose an index i such that 0 <= i < nums.length and perform the following:

  • Decrement nums[i] by x.
  • Decrement values by y at all indices except the ith one.

Return the minimum number of operations to make all the integers in nums less than or equal to zero.

 

Example 1:

Input: nums = [3,4,1,7,6], x = 4, y = 2
Output: 3
Explanation: You will need three operations. One of the optimal sequence of operations is:
Operation 1: Choose i = 3. Then, nums = [1,2,-1,3,4]. 
Operation 2: Choose i = 3. Then, nums = [-1,0,-3,-1,2].
Operation 3: Choose i = 4. Then, nums = [-3,-2,-5,-3,-2].
Now, all the numbers in nums are non-positive. Therefore, we return 3.

Example 2:

Input: nums = [1,2,1], x = 2, y = 1
Output: 1
Explanation: We can perform the operation once on i = 1. Then, nums becomes [0,0,0]. All the positive numbers are removed, and therefore, we return 1.

 

Constraints:

  • 1 <= nums.length <= 105
  • 1 <= nums[i] <= 109
  • 1 <= y < x <= 109

Solutions

Solution 1: Binary Search

We notice that if an operation count $t$ can make all numbers less than or equal to $0$, then for any $t’ > t$, the operation count $t’$ can also make all numbers less than or equal to $0$. Therefore, we can use binary search to find the minimum operation count.

We define the left boundary of the binary search as $l=0$, and the right boundary as $r=\max(nums)$. Each time we perform a binary search, we find the middle value $mid=\lfloor\frac{l+r}{2}\rfloor$, and then determine whether there exists an operation method that does not exceed $mid$ and makes all numbers less than or equal to $0$. If it exists, we update the right boundary $r = mid$, otherwise, we update the left boundary

  • class Solution {
        private int[] nums;
        private int x;
        private int y;
    
        public int minOperations(int[] nums, int x, int y) {
            this.nums = nums;
            this.x = x;
            this.y = y;
            int l = 0, r = 0;
            for (int v : nums) {
                r = Math.max(r, v);
            }
            while (l < r) {
                int mid = (l + r) >>> 1;
                if (check(mid)) {
                    r = mid;
                } else {
                    l = mid + 1;
                }
            }
            return l;
        }
    
        private boolean check(int t) {
            long cnt = 0;
            for (int v : nums) {
                if (v > (long) t * y) {
                    cnt += (v - (long) t * y + x - y - 1) / (x - y);
                }
            }
            return cnt <= t;
        }
    }
    
  • class Solution {
    public:
        int minOperations(vector<int>& nums, int x, int y) {
            int l = 0, r = *max_element(nums.begin(), nums.end());
            auto check = [&](int t) {
                long long cnt = 0;
                for (int v : nums) {
                    if (v > 1LL * t * y) {
                        cnt += (v - 1LL * t * y + x - y - 1) / (x - y);
                    }
                }
                return cnt <= t;
            };
            while (l < r) {
                int mid = (l + r) >> 1;
                if (check(mid)) {
                    r = mid;
                } else {
                    l = mid + 1;
                }
            }
            return l;
        }
    };
    
  • class Solution:
        def minOperations(self, nums: List[int], x: int, y: int) -> int:
            def check(t: int) -> bool:
                cnt = 0
                for v in nums:
                    if v > t * y:
                        cnt += ceil((v - t * y) / (x - y))
                return cnt <= t
    
            l, r = 0, max(nums)
            while l < r:
                mid = (l + r) >> 1
                if check(mid):
                    r = mid
                else:
                    l = mid + 1
            return l
    
    
  • func minOperations(nums []int, x int, y int) int {
    	check := func(t int) bool {
    		cnt := 0
    		for _, v := range nums {
    			if v > t*y {
    				cnt += (v - t*y + x - y - 1) / (x - y)
    			}
    		}
    		return cnt <= t
    	}
    
    	l, r := 0, slices.Max(nums)
    	for l < r {
    		mid := (l + r) >> 1
    		if check(mid) {
    			r = mid
    		} else {
    			l = mid + 1
    		}
    	}
    	return l
    }
    
  • function minOperations(nums: number[], x: number, y: number): number {
        let l = 0;
        let r = Math.max(...nums);
        const check = (t: number): boolean => {
            let cnt = 0;
            for (const v of nums) {
                if (v > t * y) {
                    cnt += Math.ceil((v - t * y) / (x - y));
                }
            }
            return cnt <= t;
        };
        while (l < r) {
            const mid = (l + r) >> 1;
            if (check(mid)) {
                r = mid;
            } else {
                l = mid + 1;
            }
        }
        return l;
    }
    
    

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