2427. Number of Common Factors
Problem Description
In this problem, you are given two positive integers, a
and b
. Your task is to find out how many common factors these two numbers share. A common factor is defined as an integer x
that can divide both a
and b
without leaving a remainder. This is straightforward in the sense that all you need to do is count all numbers from 1 to the smallest of a
and b
, checking if they are factors of both.
Intuition
To efficiently solve this problem, we leverage the fact that the common factors of a
and b
must also be factors of the greatest common divisor (gcd) of a
and b
. The greatest common divisor of two numbers is the largest number that divides both of them without leaving a remainder. Once we find the gcd of a
and b
, we just need to count the number of factors this gcd has because they will naturally be common factors of both a
and b
.
The steps to arrive at this solution are:
-
Calculate the gcd of
a
andb
, using thegcd
function (which is presumably imported from the[math](/problems/math-basics)
module, although it is not shown in the code). The gcd represents the largest common factor of both numbers. -
Initialize two variables;
ans
to keep the count of common factors found, andx
to iterate through possible factors, starting at1
. -
Use a while loop to check every integer smaller or equal to the square root of
gcd
(x * x <= g
). We perform this check only until the square root because ifx
is a factor ofg
, there will be a corresponding factorg / x
which is either equal tox
(whenx*x == g
) or greater thanx
(whenx
is less than the square root ofg
). -
Within the loop, if
x
dividesg
without a remainder (g % x == 0
), it meansx
is a factor. Thus, we increaseans
by 1. We also check ifx * x
is strictly less thang
, which suggests there is another factor at the other side of the square root ofg
. If so, we increaseans
by another 1. -
Increment
x
by 1 to check the next integer. -
After finishing the loop, we return
ans
, which is the total count of the common factors.
This method is significantly faster than checking each number from 1
to min(a, b)
. Instead, it only checks up to the square root of the gcd, which is an optimization based on the property that if x
is a factor of y
, then y
must have another factor that is either y / x
or x
itself.
Learn more about Math patterns.
Solution Approach
In solving this problem, the algorithm follows a series of logical steps based on number theory. There's reliance on a core mathematical concept—every number has a unique factorization and can be represented as the product of their prime factors raised to various powers. Extending this, the common factors of two numbers will be associated with the common prime factors of those numbers. Therefore, calculating the greatest common divisor (gcd) of the two numbers gives us a number that has all and only the prime factors shared between the two.
The code structure:
-
First, we find the gcd of the two given numbers,
a
andb
, using a gcd function. Thegcd(a, b)
in the code represents this highest common factor and is stored in variableg
. -
We then initialize two variables:
ans
to0
, which will serve as a counter for the common factors, andx
to1
, to iterate through potential factors starting from 1 up to the square root ofg
. -
The code uses a
while
loop to iterate through all the numbers from1
up until the square root of the gcd. The conditionx * x <= g
guarantees that we do not check past the square root, maximizing efficiency. -
Inside the loop, the modulo operation
g % x
checks ifx
dividesg
with no remainder—if it does,x
is a factor ofg
. Sinceg
is the gcd ofa
andb
,x
is also a common factor ofa
andb
. So, we incrementans
by1
. -
We also look for the factor pair of
x
, which isg / x
. Ifx * x
is less thang
, theng / x
is another factor ofg
that is distinct fromx
. Therefore, we have another factor to add to ourans
count, so we incrementans
by1
again. -
After evaluating a potential factor
x
, we incrementx
by1
to check the next number. This continues untilx
exceeds the square root ofg
. -
Lastly, we return
ans
, which now contains the count of all the unique common factors ofa
andb
.
No complex data structures are needed for this approach; simple integer variables suffice for the implementation. The pattern applied here is the efficient detection of factors via examining up to the square root, which is a widely-adopted practice in algorithms involving factorization or prime numbers, owing to its computational efficiency.
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Start EvaluatorExample Walkthrough
Let's say you are given a = 8
and b = 12
and you want to find the common factors. According to the aforementioned approach, here is a step-by-step process to compute the answer:
-
Calculate the gcd: We start by calculating the greatest common divisor of
8
and12
. The gcd of 8 and 12 is 4, as 4 is the largest number that can divide both 8 and 12 without leaving a remainder. -
Initialize variables: We initialize
ans
to 0 to count the number of common factors. We also initializex
to 1 to start checking possible factors from 1. -
Loop through potential factors: We use a while loop to check for factors starting from x = 1. Since the gcd is 4, we only need to check for factors up to the square root of 4, which is 2.
-
Check divisibility: During the first iteration with
x = 1
, we find that4 % 1 == 0
. Therefore,1
is a factor of4
, and we incrementans
to 1. -
Find factor pairs: We then check if 1 has a factor pair distinct from itself by confirming that
1 * 1 < 4
. Since this is not the case (1*1 == 1), we do not incrementans
. -
Increment and check next potential factor: We increment
x
to2
and perform the check again. We find that4 % 2 == 0
, so2
is a factor andans
becomes2
. -
No other factors to check: There aren't any numbers between
2
and the square root of4
(which is 2), so we stop the loop here. There is no need to incrementans
further, as2 * 2 == 4
which does not suggest that there is another correspondent factor besides2
. -
Return the count: The variable
ans
contains the count of common factors, which in this case is2
. Hence,8
and12
have 2 common factors:1
and2
.
Both 1
and 2
are common factors because both numbers can be divided by these factors without a remainder. So the result for the input a = 8
and b = 12
would be 2
.
This example fits into the solution approach as a straightforward instance of the general method, illustrating the reasoning and calculations behind finding common factors of two numbers by means of their greatest common divisor.
Solution Implementation
1from math import gcd
2
3class Solution:
4 def commonFactors(self, a: int, b: int) -> int:
5 # Calculate the greatest common divisor (GCD) of a and b
6 greatest_common_divisor = gcd(a, b)
7 # Initialize answer as 0 (will count common factors)
8 number_of_common_factors = 0
9 # Start with potential factor 1
10 potential_factor = 1
11
12 # Check all numbers up to and including the square root of the GCD
13 while potential_factor * potential_factor <= greatest_common_divisor:
14 # If potential_factor is a factor of the GCD
15 if greatest_common_divisor % potential_factor == 0:
16 # Increment count due to one factor found
17 number_of_common_factors += 1
18 # If it is not a perfect square, count the corresponding
19 # larger factor (greatest_common_divisor // potential_factor)
20 if potential_factor * potential_factor < greatest_common_divisor:
21 number_of_common_factors += 1
22 # Move to the next potential factor
23 potential_factor += 1
24
25 # Return the total count of common factors
26 return number_of_common_factors
27
1class Solution {
2 // Function to calculate the number of common factors of numbers a and b
3 public int commonFactors(int a, int b) {
4 // Calculate the Greatest Common Divisor (GCD) of a and b
5 int gcdValue = gcd(a, b);
6 int count = 0; // Initialize a counter for the number of common factors
7
8 // Iterate through all numbers from 1 to the square root of the gcdValue
9 for (int x = 1; x * x <= gcdValue; ++x) {
10 // Check if x is a divisor of gcdValue
11 if (gcdValue % x == 0) {
12 ++count; // Increment the count for the divisor x
13
14 // If x is not the square root of gcdValue, increment the count for the quotient as well
15 if (x * x < gcdValue) {
16 ++count; // Increment the count for the divisor gcdValue / x
17 }
18 }
19 }
20 return count; // Return the total count of common factors
21 }
22
23 // Helper function to calculate the GCD of a and b using Euclid's algorithm
24 private int gcd(int a, int b) {
25 // If b is 0, a is the GCD
26 return b == 0 ? a : gcd(b, a % b);
27 }
28}
29
1#include <algorithm> // include the algorithm header for std::gcd
2
3class Solution {
4public:
5 // Function to find the number of common factors of two numbers
6 int commonFactors(int a, int b) {
7 // std::gcd is a library function to find the greatest common divisor of a and b
8 int greatestCommonDivisor = std::gcd(a, b);
9 int commonFactorCount = 0; // Initialize the count of common factors
10
11 // Loop through all numbers from 1 to greatestCommonDivisor
12 for (int divisor = 1; divisor <= greatestCommonDivisor; ++divisor) {
13 // Increase the count if divisor is a factor of greatestCommonDivisor
14 if (greatestCommonDivisor % divisor == 0) {
15 commonFactorCount++;
16 }
17 }
18
19 // Return the total count of common factors
20 return commonFactorCount;
21 }
22};
23
1// Function to count all common factors of two numbers
2function commonFactors(a: number, b: number): number {
3 // Calculate the greatest common divisor (GCD) of a and b
4 const greatestCommonDivisor = gcd(a, b);
5 let commonFactorCount = 0;
6
7 // Loop through each number from 1 up to the square root of the GCD
8 for (let divisor = 1; divisor * divisor <= greatestCommonDivisor; ++divisor) {
9 // If the divisor is a factor of GCD
10 if (greatestCommonDivisor % divisor === 0) {
11 // Count the divisor as a common factor
12 ++commonFactorCount;
13 // If the divisor is not the square root of GCD, count the complementary factor
14 if (divisor * divisor < greatestCommonDivisor) {
15 ++commonFactorCount;
16 }
17 }
18 }
19 // Return the total count of common factors
20 return commonFactorCount;
21}
22
23// Function to calculate the greatest common divisor (GCD) of two numbers using Euclid's algorithm
24function gcd(a: number, b: number): number {
25 // If second number is zero, the GCD is the first number
26 return b === 0 ? a : gcd(b, a % b);
27}
28
Time and Space Complexity
Time Complexity
The time complexity of the given code can be broken down into two parts: computing the greatest common divisor (GCD) of a
and b
, and finding the common factors based on the GCD.
-
The first line in the function makes a call to
gcd(a, b)
. The GCD of two numbersa
andb
is typically computed using the Euclidean algorithm, which has a time complexity ofO(log(min(a, b)))
. -
The
while
loop runs as long asx * x <= g
, which means it runs approximatelysqrt(g)
times whereg
is the GCD ofa
andb
. In each iteration, the loop performs a constant amount of work, so the loop contributesO(sqrt(g))
to the time complexity.
Combining these parts, the total time complexity of the given code is O(log(min(a, b)) + sqrt(g))
, where g
is the GCD of a
and b
.
Space Complexity
The space complexity of the code is determined by the amount of extra space used aside from input storage. Since no additional data structures are utilized that grow with the size of the input, and only a fixed number of integer variables are used (g, ans, x
), the space complexity of the code is O(1)
, which refers to constant space complexity.
Learn more about how to find time and space complexity quickly using problem constraints.
Which data structure is used to implement priority queue?
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