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September 28, 2018 08:29
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Python 实现LRU结构,用得最少的最先被踢出去,时间复杂度O(1),内部使用双端队列
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# coding:utf-8 | |
class Node: | |
def __init__(self, prev=None, nex=None, val=None): | |
self.prev = prev | |
self.next = nex | |
self.val = val | |
class DoubleLinkList: | |
def __init__(self): | |
self.head = Node() | |
self.head.next = self.head | |
self.head.prev = self.head | |
self.head.val = 0 | |
self.len = 0 | |
def __len__(self): | |
return self.len | |
def __str__(self): | |
l = [] | |
count = 0 | |
p = self.head.next | |
while count < len(self): | |
l.append(str(p.val)) | |
p = p.next | |
count += 1 | |
return "->".join(l) | |
def add_at_head(self, val): | |
# 将指定值放入链表 | |
node = Node(self.head, self.head.next, val) | |
node.next.prev = node | |
node.prev.next = node | |
self.len += 1 | |
def add_at_tail(self, val): | |
node = Node(self.head.prev, self.head, val) | |
node.prev.next = node | |
node.next.prev = node | |
self.len += 1 | |
def add_at_index(self, index, val): | |
""" | |
index从0开始,插入到index位置元素前面 | |
:param index: | |
:param val: | |
:return: | |
""" | |
if index < 0 or index > self.len: | |
raise IndexError('index错误') | |
elif index == self.len: | |
self.add_at_tail(val) | |
elif index == 0: | |
self.add_at_head(val) | |
else: | |
p = self.__get_index(index) | |
node = Node(p.prev, p, val) | |
node.prev.next = node | |
node.next.prev = node | |
self.len += 1 | |
def del_at_head(self): | |
""" | |
删除链表头 | |
:return: | |
""" | |
if self.len == 0: | |
raise IndexError('链表为空') | |
old_head = self.head | |
self.head = self.head.next | |
self.head.prev = old_head.prev | |
self.head.prev.next = self.head | |
del old_head | |
self.len -= 1 | |
def del_at_tail(self): | |
# 删除链表尾部 | |
if self.len == 0: | |
raise IndexError('链表为空') | |
old_tail = self.head.prev | |
self.head.prev = old_tail.prev | |
old_tail.prev.next = self.head | |
del old_tail | |
self.len -= 1 | |
def del_at_index(self, index): | |
# 删除指定index元素 | |
if index < 0 or index >= self.len: | |
raise IndexError('index超出链表范围') | |
elif index == 0: | |
self.del_at_head() | |
elif index == self.len-1: | |
self.del_at_tail() | |
else: | |
p = self.__get_index(index) | |
p.next.prev = p.prev | |
p.prev.next = p.next | |
del p | |
self.len -= 1 | |
def __get_index(self, index): | |
# 内部方法,用来遍历到指定index | |
count = 0 | |
p = self.head.next | |
while count < index: | |
p = p.next | |
count += 1 | |
return p | |
def get_at_index(self, index): | |
# 得到指定index的内容 | |
if index < 0 or index >= self.len: | |
raise IndexError('index超出链表范围') | |
elif index == 0: | |
return self.get_at_head() | |
elif index == self.len-1: | |
return self.get_at_tail() | |
else: | |
p = self.__get_index(index) | |
return p | |
def get_at_head(self): | |
# 获得头部元素的值 | |
if self.len <= 0: | |
raise IndexError('链表为空') | |
return self.head.next | |
def get_at_tail(self): | |
# 获得尾部元素的值 | |
if self.len <= 0: | |
raise IndexError('链表为空') | |
return self.head.prev | |
def del_by_node(self, node): | |
""" | |
删除指定链表中node节点 | |
:param node: | |
:return: | |
""" | |
node.next.prev = node.prev | |
node.prev.next = node.next | |
del node | |
self.len -= 1 | |
def add_by_node(self, node, val): | |
""" | |
在当前node之前添加一个新的, node相当于迭代器 | |
:param val: | |
:param node: | |
:return: | |
""" | |
n = Node(node.prev, node, val) | |
n.prev.next = n | |
n.next.prev = n | |
self.len += 1 | |
return n | |
def add_after_node(self, node, val): | |
""" | |
在当前node之后添加一个新的, node相当于迭代器 | |
:param val: | |
:param node: | |
:return: | |
""" | |
n = Node(node, node.next, val) | |
n.prev.next = n | |
n.next.prev = n | |
self.len += 1 | |
return n | |
class LRUCache(object): | |
def __init__(self, capacity): | |
""" | |
:type capacity: int | |
""" | |
self.key2index = {} | |
self.key2value = {} | |
self.key_list = DoubleLinkList() | |
self.length = capacity | |
self.size = 0 | |
def get(self, key): | |
""" | |
:type key: int | |
:rtype: int | |
""" | |
if key not in self.key2value: | |
return -1 | |
value = self.key2value[key] | |
node = self.key2index[key] | |
self.key_list.del_by_node(node) # 删除原来的节点 | |
node = self.key_list.add_after_node(self.key_list.head, key) | |
self.key2index[key] = node | |
return value | |
def put(self, key, value): | |
""" | |
:type key: int | |
:type value: int | |
:rtype: void | |
""" | |
if key in self.key2index: | |
self.key2value[key] = value | |
node = self.key2index[key] | |
self.key_list.del_by_node(node) | |
node = self.key_list.add_after_node(self.key_list.head, key) | |
self.key2index[key] = node | |
else: # key不在链表中 | |
if self.size < self.length: | |
if self.size == 0: # 链表为空 | |
self.key_list.add_at_head(key) | |
self.key2index[key] = self.key_list.head.next | |
self.key2value[key] = value | |
else: | |
node = self.key_list.add_after_node(self.key_list.head, key) # 插入到头结点后 | |
self.key2index[key] = node | |
self.key2value[key] = value | |
self.size += 1 | |
elif self.size == self.length: | |
delete_node = self.key_list.get_at_tail() # 删除最后那个元素 | |
delete_key = delete_node.val | |
self.key_list.del_at_tail() | |
self.key2value.pop(delete_key) | |
self.key2index.pop(delete_key) | |
node = self.key_list.add_after_node(self.key_list.head, key) # 添加到前面 | |
self.key2value[key] = value | |
self.key2index[key] = node |
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