Created
October 1, 2016 06:15
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Consistent_Hashing.py
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import sys | |
import hashlib | |
import struct | |
VALUE_IDX = 2 | |
HASH_IDX = 3 | |
LAST = -1 | |
FIRST = 0 | |
class ConsistentHash: | |
def __init__(self, kvlist, replica, hash_func = None): | |
self.hash_func = hash_func | |
if not self.hash_func: | |
self.hash_func = self.ketama_hash | |
self.kvlist = kvlist | |
self.replica = replica | |
self.continuum = self.rebuild(kvlist) | |
def ketama_hash(self, key): | |
return struct.unpack('<I', hashlib.md5(key).digest()[0:4]) | |
def rebuild(self, kvlist): | |
continuum = [(k, i, v, self._hash("%s:%s"%(k,i))) \ | |
for k,v in kvlist \ | |
for i in range(self.replica)] | |
continuum.sort(lambda x,y: cmp(x[HASH_IDX], y[HASH_IDX])) | |
return continuum | |
def _hash(self, key): | |
return self.hash_func(key) | |
def find_near_value(self, continnum, h): | |
size = len(continnum) | |
begin = left = 0 | |
end = right = size | |
while left < right: | |
middle = left + (right - left) / 2 | |
if continnum[middle][HASH_IDX] < h: | |
left = middle + 1 | |
else: | |
right = middle | |
if right == end: | |
right = begin | |
return right, continnum[right][VALUE_IDX] | |
def get(self, key): | |
h = self._hash(key) | |
if h > self.continuum[LAST][HASH_IDX]: | |
return self.continuum[FIRST][VALUE_IDX] | |
return self.find_near_value(self.continuum, h) | |
if __name__ == "__main__": | |
replica = 2 | |
kvlist = [("host1", "value1"), ("host2", "value2"), ("host3", "value3"), ("host4", "value4")] | |
ch = ConsistentHash(kvlist, replica) | |
print ch.continuum | |
v = ch.get(sys.argv[1]) | |
print v[0], ch.continuum[v[0]] |
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