Algorithm
Problem Name: 304. Range Sum Query 2D - Immutable
Problem Link: https://leetcode.com/problems/range-sum-query-2d-immutable/
Given a 2D matrix matrix
, handle multiple queries of the following type:
- 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)
.
Implement the NumMatrix
class:
NumMatrix(int[][] matrix)
Initializes the object with the integer matrixmatrix
.int sumRegion(int row1, int col1, int row2, int col2)
Returns the sum of the elements ofmatrix
inside the rectangle defined by its upper left corner(row1, col1)
and lower right corner(row2, col2)
.
You must design an algorithm where sumRegion
works on O(1)
time complexity.
Example 1:
Input ["NumMatrix", "sumRegion", "sumRegion", "sumRegion"] [[[[3, 0, 1, 4, 2], [5, 6, 3, 2, 1], [1, 2, 0, 1, 5], [4, 1, 0, 1, 7], [1, 0, 3, 0, 5]]], [2, 1, 4, 3], [1, 1, 2, 2], [1, 2, 2, 4]] Output [null, 8, 11, 12] Explanation NumMatrix numMatrix = new NumMatrix([[3, 0, 1, 4, 2], [5, 6, 3, 2, 1], [1, 2, 0, 1, 5], [4, 1, 0, 1, 7], [1, 0, 3, 0, 5]]); numMatrix.sumRegion(2, 1, 4, 3); // return 8 (i.e sum of the red rectangle) numMatrix.sumRegion(1, 1, 2, 2); // return 11 (i.e sum of the green rectangle) numMatrix.sumRegion(1, 2, 2, 4); // return 12 (i.e sum of the blue rectangle)
Constraints:
m == matrix.length
n == matrix[i].length
1 <= m, n <= 200
-104 <= matrix[i][j] <= 104
0 <= row1 <= row2 < m
0 <= col1 <= col2 < n
- At most
104
calls will be made tosumRegion
.
Code Examples
#1 Code Example with C++ Programming
Code -
C++ Programming
class NumMatrix {
public:
NumMatrix(vector<vector<int>> matrix) {
for(int i = 0; i < matrix.size(); i++){
dp.push_back(vector<int>());
for(int j = 0; j < matrix[0].size(); j++)
if(i == 0)
if(j == 0) dp[i].push_back(matrix[0][0]);
else dp[i].push_back(matrix[0][j] + dp[0][j - 1]);
else
if(j == 0) dp[i].push_back(matrix[i][j] + dp[i - 1][0]);
else dp[i].push_back(matrix[i][j] + dp[i][j - 1] + dp[i - 1][j] - dp[i - 1][j - 1]);
}
}
int sumRegion(int row1, int col1, int row2, int col2) {
int a = (row1 == 0) ? 0 : dp[row1 - 1][col2];
int b = (col1 == 0) ? 0 : dp[row2][col1 - 1];
int c = (row1 == 0 || col1 == 0) ? 0 : dp[row1 - 1][col1 - 1];
return dp[row2][col2] - a - b + c;
}
private:
vector < vector<int>>dp;
};
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#2 Code Example with Java Programming
Code -
Java Programming
class NumMatrix {
int rows;
int cols;
int[][] rowLevelSum;
public NumMatrix(int[][] matrix) {
this.rows = matrix.length;
this.cols = matrix[0].length;
this.rowLevelSum = new int[rows][cols];
for (int i = 0; i < rows; i++) {
int sum = 0;
for (int j = 0; j < cols; j++) {
sum += matrix[i][j];
this.rowLevelSum[i][j] = sum;
}
}
}
public int sumRegion(int row1, int col1, int row2, int col2) {
int sum = 0;
for (int i = row1; i < = row2; i++) {
sum += rowLevelSum[i][col2];
if (col1 > 0) {
sum -= rowLevelSum[i][col1 - 1];
}
}
return sum;
}
}
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#3 Code Example with Javascript Programming
Code -
Javascript Programming
const NumMatrix = function(matrix) {
const dp = [];
if (matrix.length == 0 || matrix[0].length == 0) return;
for (let i = 0; i < = matrix.length; i++) {
let t = new Array(matrix[0].length + 1).fill(0);
dp.push(t);
}
for (let i = 0; i < matrix.length; i++) {
for (let j = 0; j < matrix[0].length; j++) {
dp[i + 1][j + 1] = dp[i][j + 1] + dp[i + 1][j] + matrix[i][j] - dp[i][j];
}
}
this.cache = dp;
};
NumMatrix.prototype.sumRegion = function(row1, col1, row2, col2) {
const dp = this.cache;
return (
dp[row2 + 1][col2 + 1] -
dp[row1][col2 + 1] -
dp[row2 + 1][col1] +
dp[row1][col1]
);
};
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#4 Code Example with Python Programming
Code -
Python Programming
class NumMatrix:
def __init__(self, matrix):
self.sums = [[0] * (len(matrix and matrix[0]) + 1) for _ in range(len(matrix) + 1)]
for i in range(len(matrix)):
for j in range(len(matrix and matrix[0])):
self.sums[i + 1][j + 1] = self.sums[i][j + 1] + self.sums[i + 1][j] - self.sums[i][j] + matrix[i][j]
def sumRegion(self, row1, col1, row2, col2):
return self.sums[row2 + 1][col2 + 1] - self.sums[row2 + 1][col1] - self.sums[row1][col2 + 1] + self.sums[row1][col1]
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