Solving Leetcode Interviews in Seconds with AI: Nth Magical Number
Introduction
In this blog post, we will explore how to solve the LeetCode problem "878" 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
A positive integer is magical if it is divisible by either a or b. Given the three integers n, a, and b, return the nth magical number. Since the answer may be very large, return it modulo 109 + 7. Example 1: Input: n = 1, a = 2, b = 3 Output: 2 Example 2: Input: n = 4, a = 2, b = 3 Output: 6 Constraints: 1 <= n <= 109 2 <= a, b <= 4 * 104
Explanation
Here's the solution to find the nth magical number, adhering to the requested format:
- Key Idea: Utilize binary search to find the nth magical number within a defined range. Calculate the number of magical numbers less than or equal to a given mid-point using the inclusion-exclusion principle.
- LCM Optimization: Compute the least common multiple (LCM) of a and b to accurately account for numbers divisible by both.
Modulo Arithmetic: Apply modulo operation (10^9 + 7) at each step to prevent integer overflow and ensure the final result remains within the specified range.
Complexity: Time: O(log(n * min(a, b))), Space: O(1)
Code
def nthMagicalNumber(n: int, a: int, b: int) -> int:
"""
Finds the nth magical number, magical if divisible by a or b.
Args:
n: The index of the magical number to find.
a: The first divisor.
b: The second divisor.
Returns:
The nth magical number modulo 10^9 + 7.
"""
MOD = 10**9 + 7
def gcd(a, b):
"""Calculates the greatest common divisor of a and b."""
while b:
a, b = b, a % b
return a
def lcm(a, b):
"""Calculates the least common multiple of a and b."""
return (a * b) // gcd(a, b)
l = 2
r = 10**14 # Upper bound for the nth magical number
lcm_ab = lcm(a, b)
while l <= r:
mid = (l + r) // 2
count = (mid // a) + (mid // b) - (mid // lcm_ab)
if count >= n:
r = mid - 1
else:
l = mid + 1
return (l % MOD)