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Bloom Filter in python (see https://gist.github.com/4700640)
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from bitarray import bitarray | |
import mmh3 | |
# gist adapted from mburst's work | |
# https://gist.github.com/4700640 | |
# using this dictionary: | |
# http://manpages.ubuntu.com/manpages/precise/man5/american-english-huge.5.html | |
# comments on reddit | |
# http://www.reddit.com/r/programming/comments/17slhd/creating_a_simple_bloom_filter/ | |
WORDLIST_FILE = "/usr/share/dict/american-english-huge" | |
class BloomFilter: | |
def __init__(self, size, hash_count): | |
self.size = size | |
self.hash_count = hash_count | |
self.bit_array = bitarray(size) | |
self.bit_array.setall(0) | |
def add(self, string): | |
for seed in xrange(self.hash_count): | |
result = mmh3.hash(string, seed) % self.size | |
self.bit_array[result] = 1 | |
def lookup(self, string): | |
for seed in xrange(self.hash_count): | |
result = mmh3.hash(string, seed) % self.size | |
if self.bit_array[result] == 0: | |
return "Nope" | |
return "Probably" | |
bf = BloomFilter(500000, 7) | |
linearWords = [] | |
setWords = set() | |
wordFile = open(WORDLIST_FILE) | |
for line in wordFile.readlines(): | |
line = line.strip() | |
bf.add(line) | |
linearWords.append(line) | |
setWords.add(line) | |
import datetime | |
def lookup(word): | |
global linearWords | |
global setWords | |
global bf | |
print "Lookup for %s" % word | |
start = datetime.datetime.now() | |
bf.lookup(word) | |
finish = datetime.datetime.now() | |
print "Bloom Filter search finished in ", (finish-start).microseconds | |
start = datetime.datetime.now() | |
for w in linearWords: | |
if w == word: | |
break | |
finish = datetime.datetime.now() | |
print "Linear search finished in " , (finish-start).microseconds | |
start = datetime.datetime.now() | |
_ = (word in setWords) | |
finish = datetime.datetime.now() | |
print "Set lookup finished in", (finish-start).microseconds | |
print "---------" | |
lookup("google") | |
lookup("apple") | |
lookup("diaphanous") |
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