
Problem Statement
You are provided with the dimensions of a rectangular cake, specifically its height h
and width w
. Additionally, two lists of integer values, horizontalCuts
and verticalCuts
, are given. Each value in horizontalCuts
represents the measured distance from the top edge of the cake to where a horizontal cut is made. Similarly, each value in verticalCuts
signifies the distance from the left edge of the cake to where a vertical cut is made.
Your task is to determine the maximum possible area of any single piece of cake that results from making all these cuts. Because these areas can potentially be very large, return the result modulo 10^9 + 7
.
Examples
Example 1
Input:
h = 5, w = 4, horizontalCuts = [1,2,4], verticalCuts = [1,3]
Output:
4
Explanation:
The figure above represents the given rectangular cake. Red lines are the horizontal and vertical cuts. After you cut the cake, the green piece of cake has the maximum area.
Example 2
Input:
h = 5, w = 4, horizontalCuts = [3,1], verticalCuts = [1]
Output:
6
Explanation:
The figure above represents the given rectangular cake. Red lines are the horizontal and vertical cuts. After you cut the cake, the green and yellow pieces of cake have the maximum area.
Example 3
Input:
h = 5, w = 4, horizontalCuts = [3], verticalCuts = [3]
Output:
9
Constraints
2 <= h, w <= 109
1 <= horizontalCuts.length <= min(h - 1, 105)
1 <= verticalCuts.length <= min(w - 1, 105)
1 <= horizontalCuts[i] < h
1 <= verticalCuts[i] < w
- All the elements in
horizontalCuts
are distinct. - All the elements in
verticalCuts
are distinct.
Approach and Intuition
To find the maximum area of a piece of cake after performing the cuts as described above, one effective method involves the following steps:
First, sort the lists
horizontalCuts
andverticalCuts
. This will help to order the cuts sequentially from the top of the cake to the bottom and from left to right, respectively.In order to calculate the maximum possible area, you need to consider the gaps between successive cuts and between the edges of the cake and the nearest cuts. This means appending the values
h
tohorizontalCuts
andw
toverticalCuts
to account for the edges of the cake.Calculate the maximum gap between successive horizontal cuts and between successive vertical cuts. This involves determining the difference between consecutive elements in the sorted
horizontalCuts
andverticalCuts
, and the difference between the first cut and the edge of the cake (and similarly for the last cut). The maximum of these values would represent the height and width of the largest possible piece of cake:For the width, iterate through
verticalCuts
after sorting and find the maximum difference between subsequent cuts or between the first cut and left edge, and the last cut and the right edge.Similarly, for the height, iterate through
horizontalCuts
to find the maximum gaps after sorting.
The area of the largest piece is then the product of these maximum gaps in both the vertical and horizontal directions.
Finally, since the product may be a very large number, return the resulting area modulo
10^9 + 7
as required by the problem constraints.
This approach efficiently leverages sort operations and linear scans to determine the maximum piece size, ensuring that the problem can handle the upper limits of cake dimensions and cuts as constrained by the problem statement.
Solutions
- Java
- Python
class Solution {
public int maxArea(int height, int width, int[] hCuts, int[] vCuts) {
Arrays.sort(hCuts);
Arrays.sort(vCuts);
int hLength = hCuts.length;
int vLength = vCuts.length;
long maxH = Math.max(hCuts[0], height - hCuts[hLength - 1]);
for (int i = 1; i < hLength; i++) {
maxH = Math.max(maxH, hCuts[i] - hCuts[i - 1]);
}
long maxW = Math.max(vCuts[0], width - vCuts[vLength - 1]);
for (int i = 1; i < vLength; i++) {
maxW = Math.max(maxW, vCuts[i] - vCuts[i - 1]);
}
return (int) ((maxW * maxH) % 1000000007);
}
}
The given Java solution aims to find the maximum area of a piece of cake after it has been cut horizontally and vertically. The approach implements the following steps:
- Sort the arrays
hCuts
andvCuts
which contain the positions of the horizontal and vertical cuts respectively. - Determine the maximum spacing between consecutive horizontal cuts, as well as the spacing between the first and last horizontal cuts and the edges of the cake.
- Similarly, calculate the maximum spacing between consecutive vertical cuts, and between the first and last vertical cuts and the edges of the cake.
- The maximum possible area of a piece of the cake, after all cuts have been made, is the product of the maximum horizontal spacing and the maximum vertical spacing.
- The result is returned modulo
1000000007
to keep the output within the integer range and manage large numbers.
The function returns the maximum area as an integer, ensuring the calculation handles large values by incorporating modulo operation to maintain performance and avoid overflow. This method is efficient and leverages straightforward array sorting and iteration to find the solution.
class Solution:
def calculateMaxArea(self, height: int, width: int, hCuts: List[int], vCuts: List[int]) -> int:
hCuts.sort()
vCuts.sort()
tallest = max(hCuts[0], height - hCuts[-1])
for j in range(1, len(hCuts)):
tallest = max(tallest, hCuts[j] - hCuts[j - 1])
broadest = max(vCuts[0], width - vCuts[-1])
for j in range(1, len(vCuts)):
broadest = max(broadest, vCuts[j] - vCuts[j - 1])
return (tallest * broadest) % 1000000007
The problem focuses on calculating the maximum area of a rectangular cake after making several horizontal and vertical cuts. The Python solution involves sorting the list of cuts, calculating the maximum gaps created by these cuts, and then computing the area of the largest rectangular piece formed by these gaps.
- Start by sorting the list of horizontal cuts (
hCuts
) and vertical cuts (vCuts
). - Identify the greatest gap between two consecutive horizontal cuts, including the edges of the cake. Use the
max()
function to compare the first horizontal cut with the height difference from the last cut to the cake's height. - Similarly, find the largest gap between vertical cuts, including the cake's left and right boundaries.
- Calculate the area of the largest possible rectangle using the previously found maximum gaps for height and width.
- Because of the large numbers involved, return the area modulo
1000000007
to handle potential integer overflow.
This approach ensures an efficient calculation by focusing on the largest gaps (both vertically and horizontally) that contribute to the maximum area after the cuts. It is crucial that both the lists of horizontal and vertical cuts are sorted to correctly determine the maximum gaps.
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