Created
October 14, 2014 09:28
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"""Looking for collisions in Mooltipass "TRNG" output. | |
The "TRNG" outputs 32 bit blocks whitened with Jenkins one at a time hash, | |
keeping no state between samples. Running ent or diehard on the output stream | |
produces a predictable "pass" result, since these tests do not take the 32 bit | |
block structure into account. | |
Excessive collisions found by the following test would disprove the null | |
hypothesis that each 32 bit sample from the "TRNG" is uniformly distributed. | |
> Total samples: 250000 | |
> Expected repeats: 14.5514335175 | |
> Actual repeats: 8 | |
""" | |
import urllib2 | |
SAMPLE_URL = 'https://raw.githubusercontent.com/limpkin/mooltipass/master/source_code/src/RNG/random.bin' | |
WGET = True | |
b = urllib2.urlopen(SAMPLE_URL) if WGET else file('random.bin','rb') | |
b = b.read() | |
# build dictionary of occurance counts per 32bit sample | |
d = {} | |
for n in range(0,len(b),4): | |
s = b[n:n+4] | |
d[s] = 1 if s not in d else d[s] + 1 | |
# show stats | |
sample_count = len(b) / 4 | |
sample_repeats = 0 | |
for k in d: | |
if d[k]>1: | |
sample_repeats += 1 | |
print ' Sample {0} occurred {1} times at offset {2}.'.format( | |
k.encode('hex'), d[k], hex(b.find(k))) | |
print 'Total samples:', sample_count | |
# compare to expected value | |
N = 2**32 | |
n = sample_count | |
# xxxxxxxxxxx chance of sample not colliding with 1 | |
exp_val = n * (1 - (1 - (1.0/N))**(n-1)) | |
# xxxxxxxxxxxxxxxxxxx chance of 1 sample not colliding in n | |
# ############################## exp. # of samples colliding | |
print 'Expected repeats:', exp_val | |
# Sanity check of calculation precision in Wolfram Alpha: | |
# http://www.wolframalpha.com/input/?i=250000+*+%281+-+%281-+%281%2F%282**32%29%29%29**%28250000-1%29%29 | |
print 'Actual repeats:', sample_repeats |
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