Prime Factors
I was working on Euler Problem 3 (find the max prime factor of a number) earlier today. I wrote a lot of tests for prime number functions, but ended up not using a single “prime” function.
Starting Out
I started by creating a couple functions. First prime?
,
which tested whether a number was prime. Then factors
,
which returned all the factors of a number. Combining
these two functions, I made a third function,
prime-factors
. I thought to myself, “All I need to do
now is return the max value from this collection, and
I’ll have my answer!”
I finally get to the last test: find the greatest prime factor of 600851475143. The moment of truth. I write the test and wait… and wait… and the test never fails… or passes. “That doesn’t look good.” The number being tested is six-hundred-billion, which I did not fully understand at first sight. The program is trying to iterate over half a trillion numbers, while testing for prime factors.
“Easy! All I need to do is just shorten the number of values I’m iterating over,” I thought. Even starting at a halfway point counting down, I’m still running through about three-hundred-billion values.
The Solution
How on Earth do we solve this? Consider the prime factorization of 60: 2, 2, 3, 5. We can see in this example that 5 is the greatest prime factor, but how did we get this list to begin with? Well, we start at 2 and divide until the number can no longer be divided evenly.
60 / 2 = 30
30 / 2 = 15
15 / 2 = 7.5
We can no longer divide by 2 and are left with 15. So let’s try to divide by 3.
15 / 3 = 5
5 / 3 = 1.66
We can no longer divide by 3 and are left with 5. Let’s divide by 4.
5 / 4 = 1.25
We cannot divide by 4 and are left with 5. Let’s divide by 5… Wait! The remainder is equal to our the divisor!
Solution Explained
When I came to this realization, I had to ask myself a few questions:
- Why bother dividing by 4, an even number which we know is not prime?
- How did we get the correct answer without checking for primes anywhere?
- Will this process always yield a prime number?
The process of checking the validity of a prime comes with a lot of overhead compared to checking the divisibility of two numbers. Allowing the algorithm to divide by 4 (or any other non-prime) is much more efficient than verifying it is a prime before dividing.
Let’s look back at our prime factorization of 60 (2, 2, 3, 5). Each time we divide 60, we remove a number from that list. This is the essence of the process: to remove prime factors until only one is left. Since we are starting from the lower bound, we will end up with the greatest prime number.
An irrelevant but interesting thing to note is that if we were to start from the upper bound (N - 1), we would still end up with a prime number. However, we could not guarantee that it would be a greatest or least prime.
Edit, 10/2/2021
I was mistaken on that last note. If you start the process from the upper bound (N - 1), then you would end up with the smallest prime number. This is because the first divisor reached would be the product of all but the smallest prime factor.
In the example of 60, the first divisor would be 30 (2 x 3 x 5). This would leave us with the smallest prime number of 2.