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bloom_2.py 3.21 KB
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mr.github 提交于 2015-05-21 13:41 . bloom filter
#!/usr/local/bin/python2.7
#coding=gbk
'''
Created on 2012-11-7
@author: palydawn
'''
import cmath
from BitVector import BitVector
class BloomFilter(object):
#之前用python写了一个网络爬虫,里面url去重用的就是布隆过滤器,不过那个是用c++写的,在windows下用boost编译成python模块之后再python里面调用,现在用纯python重新写一个,这样爬虫在linux和windows下都可以运行了,下面是代码:
def __init__(self, error_rate, elementNum):
#计算所需要的bit数
self.bit_num = -1 * elementNum * cmath.log(error_rate) / (cmath.log(2.0) * cmath.log(2.0))
#四字节对齐
self.bit_num = self.align_4byte(self.bit_num.real)
#分配内存
self.bit_array = BitVector(size=self.bit_num)
#计算hash函数个数
self.hash_num = cmath.log(2) * self.bit_num / elementNum
self.hash_num = self.hash_num.real
#向上取整
self.hash_num = int(self.hash_num) + 1
#产生hash函数种子
self.hash_seeds = self.generate_hashseeds(self.hash_num)
def insert_element(self, element):
for seed in self.hash_seeds:
hash_val = self.hash_element(element, seed)
#取绝对值
hash_val = abs(hash_val)
#取模,防越界
hash_val = hash_val % self.bit_num
#设置相应的比特位
self.bit_array[hash_val] = 1
#检查元素是否存在,存在返回true,否则返回false
def is_element_exist(self, element):
for seed in self.hash_seeds:
hash_val = self.hash_element(element, seed)
#取绝对值
hash_val = abs(hash_val)
#取模,防越界
hash_val = hash_val % self.bit_num
#查看值
if self.bit_array[hash_val] == 0:
return False
return True
#内存对齐
def align_4byte(self, bit_num):
num = int(bit_num / 32)
num = 32 * (num + 1)
return num
#产生hash函数种子,hash_num个素数
def generate_hashseeds(self, hash_num):
count = 0
#连续两个种子的最小差值
gap = 50
#初始化hash种子为0
hash_seeds = []
for index in xrange(hash_num):
hash_seeds.append(0)
for index in xrange(10, 10000):
max_num = int(cmath.sqrt(1.0 * index).real)
flag = 1
for num in xrange(2, max_num):
if index % num == 0:
flag = 0
break
if flag == 1:
#连续两个hash种子的差值要大才行
if count > 0 and (index - hash_seeds[count - 1]) < gap:
continue
hash_seeds[count] = index
count = count + 1
if count == hash_num:
break
return hash_seeds
def hash_element(self, element, seed):
hash_val = 1
for ch in str(element):
chval = ord(ch)
hash_val = hash_val * seed + chval
return hash_val
'''
#测试代码
bf = BloomFilter(0.001, 1000000)
element = 'palydawn'
bf.insert_element(element)
print bf.is_element_exist('palydawn')'''
其中使用了BitVector库python本身的二进制操作看起来很麻烦这个就简单多了
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