Random Flip Matrix — LeetCode 519 Python Solution

MediumReservoir SamplingHash TableMathRandomized
Problem
#519
Reading time
4 min

The problem

There is an m x n binary grid matrix with all the values set 0 initially. Design an algorithm to randomly pick an index (i, j) where matrix[i][j] == 0 and flips it to 1.

Example

Input
["Solution", "flip", "flip", "flip", "reset", "flip"]
Output
[null, [1, 0], [2, 0], [0, 0], null, [2, 0]]
Explanation
Solution solution = new Solution(3, 1);

Python solution

Python
class Solution:
    def __init__(self, m: int, n: int):
        self.m = m
        self.n = n
        self.total = m * n
        self.mp = {}

    def flip(self) -> List[int]:
        self.total -= 1
        x = random.randint(0, self.total)
        idx = self.mp.get(x, x)
        self.mp[x] = self.mp.get(self.total, self.total)
        return [idx // self.n, idx % self.n]

    def reset(self) -> None:
        self.total = self.m * self.n
        self.mp.clear()


# Your Solution object will be instantiated and called as such:
# obj = Solution(m, n)
# param_1 = obj.flip()
# obj.reset()

Complexity

MeasureComplexity
TimeO(n)
SpaceO(n) auxiliary

Pattern: Math and Number Theory

Find the closed form, the invariant, or the modular identity — and skip the loop entirely. LeetCode 519. Random Flip Matrix is filed here because LeetCode tags it Math, which is the vocabulary this hub collects.

The math and number theory guide has the Python template for the pattern and the 485 LeetCode problems that use it.

Related problems

Frequently asked questions

How hard is LeetCode 519. Random Flip Matrix?
LeetCode 519. Random Flip Matrix is rated Medium on LeetCode.
What is the time complexity of LeetCode 519. Random Flip Matrix?
The Python solution on this page runs in O(n).
What is the space complexity of LeetCode 519. Random Flip Matrix?
The Python solution on this page uses O(n) auxiliary space.
What topics does LeetCode 519. Random Flip Matrix cover?
LeetCode 519. Random Flip Matrix is tagged Reservoir Sampling, Hash Table, Math and Randomized on LeetCode.

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