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December 19, 2015 12:09
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slightly ugly, but useful bloomfilter
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from random import Random | |
class BloomFilter: | |
# http://en.wikipedia.org/wiki/Bloom_filter | |
def __init__(self, num_bytes, num_probes, iterable=set()): | |
self.array = bytearray(num_bytes) | |
self.num_probes = num_probes | |
self.num_bins = num_bytes * 8 | |
self.update(iterable) | |
self.iterable = iterable | |
def _add(self, value): | |
self.iterable.add(value) | |
self.update(self.iterable) | |
def get_probes(self, key): | |
random = Random(key).random | |
return (int(random() * self.num_bins) for _ in range(self.num_probes)) | |
def update(self, keys): | |
for key in keys: | |
for i in self.get_probes(key): | |
self.array[i//8] |= 2 ** (i%8) | |
def __contains__(self, key): | |
return all(self.array[i//8] & (2 ** (i%8)) for i in self.get_probes(key)) | |
if __name__ == "__main__": | |
s = set([x for x in xrange(0,1001)]) | |
bloom = BloomFilter(100,3, iterable=s) | |
bloom._add(1001) | |
result = 1001 in bloom | |
print result |
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