Re: /dev/random vs. /dev/urandom

From: linux-os
Date: Mon Jan 10 2005 - 07:43:12 EST


On Sat, 8 Jan 2005, Patrick J. LoPresti wrote:

linux-os <linux-os@xxxxxxxxxxxxxxxxxx> writes:

In this case I AND with 1, which should produce as many '1's as
'0's, ... and clearly does not.

Actually, a fair coin flipped N times is unlikely to come up heads
exactly N/2 times, and the probability of this drops quickly as N
grows.

What is true is that it will usually come up heads N/2 times, give or
take sqrt(N). Mathematicians call this the "Central Limit Theorem".

For example, take N=32. The square root of 32 is a little less than
6. So we expect to see between 16-6 (i.e., 10) and 16+6 (i.e., 22)
heads in a typical trial. (Of course, in one trial out of 4 billion
it will come up all heads. The Central Limit Theorem is about "usual"
outcomes, not every outcome.)

So we expect between 10 and 22 odds/evens in your trial.

Trying /dev/random
0100000101010000010001000101000000000000000101000100010000000101
odds = 14 evens = 18
Trying /dev/urandom
0001010001000100000101000100010001000000000000000000010000000000
odds = 10 evens = 22
LINUX> ./xxx
Trying /dev/random
0100000100010101000101010101010101000100010000010001010000000101
odds = 20 evens = 12
Trying /dev/urandom
0100000100000101010001000101010001010001000000010101010100010000
odds = 18 evens = 14

Well how about that. Try it with larger N, and you will find it gets
even harder to hit a case where the total is outside the sqrt(N) error
margin. And of course, as a percentage of N, sqrt(N) only shrinks as
N grows.

If you doubt any of this, try it with a real coin. Or read a book on
probability.

- Pat

One is free to use any number of samples. The short number of samples
was DELIBERATELY used to exacerbate the problem although a number
or nay-sayers jumped on this in an attempt to prove that I don't
know what I'm talking about.

In the first place, the problem was to display the error of using
an ANDing operation to truncate a random number. In the limit,
one could AND with 0 and show that all randomness has been removed.
However, those who know nothing about the theory would then
probably jump upon this as a "special case" even though it usn't.


Cheers,
Dick Johnson
Penguin : Linux version 2.6.10 on an i686 machine (5537.79 BogoMips).
Notice : All mail here is now cached for review by Dictator Bush.
98.36% of all statistics are fiction.
-
To unsubscribe from this list: send the line "unsubscribe linux-kernel" in
the body of a message to majordomo@xxxxxxxxxxxxxxx
More majordomo info at http://vger.kernel.org/majordomo-info.html
Please read the FAQ at http://www.tux.org/lkml/