Range Sum Query 2D - Immutable — LeetCode 304 Python Solution
- Problem
- #304
- Pattern
- Prefix Sum
- Reading time
- 4 min
- Source
- leetcode.com
The problem
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 matrix matrix.
Example
- Input
- ["NumMatrix", "sumRegion", "sumRegion", "sumRegion"]
- 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]]);
Python solution
class NumMatrix:
def __init__(self, matrix: List[List[int]]):
m, n = len(matrix), len(matrix[0])
self.s = [[0] * (n + 1) for _ in range(m + 1)]
for i, row in enumerate(matrix):
for j, v in enumerate(row):
self.s[i + 1][j + 1] = (
self.s[i][j + 1] + self.s[i + 1][j] - self.s[i][j] + v
)
def sumRegion(self, row1: int, col1: int, row2: int, col2: int) -> int:
return (
self.s[row2 + 1][col2 + 1]
- self.s[row2 + 1][col1]
- self.s[row1][col2 + 1]
+ self.s[row1][col1]
)
# Your NumMatrix object will be instantiated and called as such:
# obj = NumMatrix(matrix)
# param_1 = obj.sumRegion(row1,col1,row2,col2)Complexity
| Measure | Complexity |
|---|---|
| Time | O(n) |
| Space | O(m \times n) auxiliary |
Pattern: Prefix Sum
Precompute running totals once so any range query becomes a single subtraction. LeetCode 304. Range Sum Query 2D - Immutable is filed here on both counts: the reference solution below belongs to the algorithm family this hub collects, and LeetCode tags it Prefix Sum.
The prefix sum guide has the Python template for the pattern and the 157 LeetCode problems that use it.
Related problems
Frequently asked questions
- How hard is LeetCode 304. Range Sum Query 2D - Immutable?
- LeetCode 304. Range Sum Query 2D - Immutable is rated Medium on LeetCode.
- What is the time complexity of LeetCode 304. Range Sum Query 2D - Immutable?
- The Python solution on this page runs in O(n).
- What is the space complexity of LeetCode 304. Range Sum Query 2D - Immutable?
- The Python solution on this page uses O(m \times n) auxiliary space.
- What topics does LeetCode 304. Range Sum Query 2D - Immutable cover?
- LeetCode 304. Range Sum Query 2D - Immutable is tagged Design, Array, Matrix and Prefix Sum on LeetCode.