Overview
There is a 2d matrix of numbers that is given. The objective Calculate the sum of the elements of matrix inside the rectangle defined by its upper left corner (row1, col1) and lower right corner (row2, col2).
Seem simple right. Just iterate from the left corner to the right corner in the given array and return the sum. But here is the catch. Allowed TC is O(1)
Here is the approach we can follow so that we are able to return the answer in O(1) time complexity
- Pre compute another sum_array for that 2d matrix
- sum_array[i][j] = sum of numbers from the left corner (0, 0) and right corner (i, j).
- For a given left corner (row1, col1) and right corner (row2, col2) compute
topSum = sum_matrix[row1-1][col2]
leftSum = sum_matrix[row2][col1-1]
cornerSum = sum_matrix[row1-1][col1-1]
- Then return
sum_matrix[row2][col2] - topSum - leftSum + cornerSum
Program
Here is the program for the same.
package main
import "fmt"
type NumMatrix struct {
matrix [][]int
sum_matrix [][]int
numColumn int
numRows int
}
func initNumArray(matrix [][]int) NumMatrix {
numRows := len(matrix)
numColumn := len(matrix[0])
if numColumn == 0 || numRows == 0 {
return NumMatrix{}
}
sum_matrix := make([][]int, numRows)
for i := 0; i < numRows; i++ {
sum_matrix[i] = make([]int, numColumn)
}
sum_matrix[0][0] = matrix[0][0]
for i := 1; i < numRows; i++ {
sum_matrix[i][0] = matrix[i][0] + sum_matrix[i-1][0]
}
for i := 1; i < numColumn; i++ {
sum_matrix[0][i] = matrix[0][i] + sum_matrix[0][i-1]
}
for i := 1; i < numRows; i++ {
for j := 1; j < numColumn; j++ {
sum_matrix[i][j] = matrix[i][j] + sum_matrix[i-1][j] + sum_matrix[i][j-1] - sum_matrix[i-1][j-1]
}
}
num_matrix := NumMatrix{
matrix: matrix,
sum_matrix: sum_matrix,
numColumn: numColumn,
numRows: numRows,
}
return num_matrix
}
func (this *NumMatrix) SumRegion(row1 int, col1 int, row2 int, col2 int) int {
topSum := 0
leftSum := 0
cornerSum := 0
if row1 > 0 {
topSum = this.sum_matrix[row1-1][col2]
}
if col1 > 0 {
leftSum = this.sum_matrix[row2][col1-1]
}
if row1 > 0 && col1 > 0 {
cornerSum = this.sum_matrix[row1-1][col1-1]
}
return this.sum_matrix[row2][col2] - topSum - leftSum + cornerSum
}
func main() {
matrix := [][]int{{1, 3, 5}, {6, 7, 4}}
na := initNumArray(matrix)
output := na.SumRegion(0, 1, 1, 2)
fmt.Println(output)
}
Output
19
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