Python Hash及常见操作
# 用Python实现hash表
# hash的查找操作时间复杂度O(1)
# hash每个位置被称为slot槽。可以使用list实现hash,每个slot对应一个key,存放元素
# 按照正常的字母在ASCII中的顺序mod tablesize构造hash
def hash(astring, tablesize):
sum = 0
for pos in astring:
sum = sum + ord(pos)
return sum%tablesize
print(hash('cat', 11)) # cat在hash中的位置,hash table长度11
# 改进hash, 让每一位的字母乘以该字母在字串中的位置然后mod
def hash2(astring, tablesize):
sum = 0
for pos in range(len(astring)):
sum += (pos+1) * ord(astring[pos])
return sum%tablesize
print(hash2('cat', 11))
# 冲突解决:分离链--冲突位置排成一个链; linear probing发生冲突去下一个位置
class HashTable:
def __init__(self):
self.size = 11
self.slots = [None] * self.size
self.data = [None] * self.size
def put(self, key, data):
hashvalue = self.hashfunction(key, self.size)
if self.slots[hashvalue] == None:
self.slots[hashvalue] = key
self.data[hashvalue] = data
else:
if self.slots[hashvalue] == key:
self.data[hashvalue] = data # 替换相同索引对应的项目
else:
if None not in self.slots and key not in self.slots:
# 判断hash是否已经满了, 必须添加key not in self.slots, 否则修改已有hash值会直接返回-1
print('sorry, there is not enough slots for you!')
return -1
nextslot = self.rehash(hashvalue, len(self.slots))
while self.slots[nextslot] != None and self.slots[nextslot] != key:
nextslot = self.rehash(nextslot, len(self.slots))
if self.slots[nextslot] == None:
self.slots[nextslot] = key
self.data[nextslot] = data
else:
self.data[nextslot] = data
def hashfunction(self, key, size):
return key%size
def rehash(self, oldhash, size):
return (oldhash+1)%size
def get(self, key):
startslot = self.hashfunction(key, len(self.slots))
data = None
stop = False
found = False
position = startslot
while self.slots[position] != None and not found and not stop:
if self.slots[position] == key:
found = True
data = self.data[position]
else:
position = self.rehash(position, len(self.slots))
if position == startslot:
stop = True
return data
def __getitem__(self, key):
return self.get(key)
def __setitem__(self, key, data):
self.put(key, data)
H = HashTable()
H[54] = 'cat'
H[26] = "dog"
H[93] = "lion"
H[17] = "tiger"
H[77] = "bird"
H[31] = "cow"
H[44] = "goat"
H[55] = "pig"
H[20] = "chicken"
print(H[20])
print(H.slots)
print(H.data)
print(H[99])
H[21] = "elephant"
H[22] = "sheep"
H[23] = "fish"
print(H.data)
H[20] = 'monkey'
print(H.data)
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