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You have a function rand7 that generates a random integer from 1 to 7. Use it to write a function rand5 that generates a random integer from 1 to 5.

rand7 returns each integer with equal probability. rand5 must also return each integer with equal probability.

Your first thought might be to simply take the result of rand7 and take a modulus:

def rand5(): return rand7() % 5 + 1

However, this won't give an equal probability for each possible result. We can write out each possible result from rand7 (each of which is equally probable, per the problem statement) and see that some results for rand5 are more likely because they are caused by more results from rand7:

rand7 rand5
1 2
2 3
3 4
4 5
5 1
6 2
7 3

So we see that there are two ways to get 2 and 3, but only one way to get 1, 4, or 5. This makes 2 and 3 twice as likely as the others.

What about calling rand7 five times, summing up the result, and then taking the modulus?

This is really close to uniform, but not quite. Since we're calling rand7 five times, there are 7^5 = 16,807 possible results. That's not divisible by five, so some outcomes must be more likely than others. (If you're curious, 1 is the result 3,357 times; 2 and 5 are the result 3,360 times each; and 3 and 4 are the result 3,365 times.)

In fact, no matter how many times we run rand7, we'll never get a number of outcomes that's divisible by five.

The answer takes worst-case infinite time. However, we can get away with worst-case space. Does your answer have a non-constant space cost? If you're using recursion (and your language doesn't have tail-call optimization), you're potentially incurring a worst-case infinite space cost in the call stack. But replacing your recursion with a loop avoids this.

Actually, we don't support password-based login. Never have. Just the OAuth methods above. Why?

1. It's easy and quick. No "reset password" flow. No password to forget.
2. It lets us avoid storing passwords that hackers could access and use to try to log into our users' email or bank accounts.
3. It makes it harder for one person to share a paid Interview Cake account with multiple people.

Actually, we don't support password-based login. Never have. Just the OAuth methods above. Why?

1. It's easy and quick. No "reset password" flow. No password to forget.
2. It lets us avoid storing passwords that hackers could access and use to try to log into our users' email or bank accounts.
3. It makes it harder for one person to share a paid Interview Cake account with multiple people.

Worst-case time (we might keep re-rolling forever) and space.

Note that if we weren't worried about the potential space cost (nor the potential stack overflow) of recursion, we could use an arguably-more-readable recursive approach with space cost:

def rand5(): result = rand7() return result if result <= 5 else rand5()

This kind of math is generally outside the scope of a coding interview, but: if you know a bit of number theory you can prove that there exists no solution which is guaranteed to terminate. Hint: it follows from the fundamental theorem of arithmetic.
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