Solving Leetcode Interviews in Seconds with AI: Sqrt(x)
Introduction
In this blog post, we will explore how to solve the LeetCode problem "69" using AI. LeetCode is a popular platform for preparing for coding interviews, and with the help of AI tools like Chatmagic, we can generate solutions quickly and efficiently - helping you pass the interviews and get the job offer without having to study for months.
Problem Statement
Given a non-negative integer x, return the square root of x rounded down to the nearest integer. The returned integer should be non-negative as well. You must not use any built-in exponent function or operator. For example, do not use pow(x, 0.5) in c++ or x ** 0.5 in python. Example 1: Input: x = 4 Output: 2 Explanation: The square root of 4 is 2, so we return 2. Example 2: Input: x = 8 Output: 2 Explanation: The square root of 8 is 2.82842..., and since we round it down to the nearest integer, 2 is returned. Constraints: 0 <= x <= 231 - 1
Explanation
Here's a solution to find the integer square root of a non-negative integer, optimized for efficiency, along with explanations and complexity analysis:
- Binary Search: The core idea is to use binary search on the range of possible square roots (0 to x). This is efficient because it quickly narrows down the search space.
- Midpoint Check: In each iteration, we calculate the midpoint and check if its square is less than or equal to x. If it is, we update our lower bound to potentially find a closer (larger) root; otherwise, we update the upper bound.
Integer Overflow Prevention: When calculating the square of the midpoint, we should handle potential integer overflows carefully, especially for large values of x. We can mitigate this by using long long integer type.
Runtime Complexity: O(log x). Storage Complexity: O(1).
Code
def mySqrt(x):
"""
Calculates the integer square root of a non-negative integer x.
Args:
x: A non-negative integer.
Returns:
The square root of x rounded down to the nearest integer.
"""
if x == 0:
return 0
left = 1
right = x
ans = 0
while left <= right:
mid = left + (right - left) // 2 # Avoid potential overflow
square = mid * mid
if square == x:
return mid
elif square < x:
ans = mid # Potential answer, but look for a closer one
left = mid + 1
else:
right = mid - 1
return ans