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Copy path460. LFU Cache.py
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460. LFU Cache.py
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class Node:
def __init__(self, key=None, value=None, freq=0):
self.key = key
self.value = value
self.freq = freq
self.prev = None
self.next = None
class DoublyLinkedList:
def __init__(self):
self.head = Node()
self.tail = Node()
self.head.next = self.tail
self.tail.prev = self.head
def insert_after(self, node, new_node):
new_node.prev = node
new_node.next = node.next
node.next.prev = new_node
node.next = new_node
def remove(self, node):
node.prev.next = node.next
node.next.prev = node.prev
def is_empty(self):
return self.head.next == self.tail
class LFUCache:
def __init__(self, capacity: int):
self.capacity = capacity
self.size = 0
self.min_freq = 0
self.key_node = {}
self.freq_list = {}
def _update(self, node):
freq = node.freq
self.freq_list[freq].remove(node)
if self.freq_list[freq].is_empty():
del self.freq_list[freq]
if self.min_freq == freq:
self.min_freq += 1
node.freq += 1
freq = node.freq
if freq not in self.freq_list:
self.freq_list[freq] = DoublyLinkedList()
self.freq_list[freq].insert_after(self.freq_list[freq].head, node)
def get(self, key: int) -> int:
if key not in self.key_node:
return -1
node = self.key_node[key]
self._update(node)
return node.value
def put(self, key: int, value: int) -> None:
if self.capacity == 0:
return
if key in self.key_node:
node = self.key_node[key]
node.value = value
self._update(node)
else:
if self.size == self.capacity:
node_to_remove = self.freq_list[self.min_freq].tail.prev
self.freq_list[self.min_freq].remove(node_to_remove)
del self.key_node[node_to_remove.key]
self.size -= 1
new_node = Node(key, value, 1)
self.key_node[key] = new_node
if 1 not in self.freq_list:
self.freq_list[1] = DoublyLinkedList()
self.freq_list[1].insert_after(self.freq_list[1].head, new_node)
self.min_freq = 1
self.size += 1
# Example usage:
lfu = LFUCache(2)
lfu.put(1, 1)
lfu.put(2, 2)
print(lfu.get(1)) # Output: 1
lfu.put(3, 3)
print(lfu.get(2)) # Output: -1
print(lfu.get(3)) # Output: 3
lfu.put(4, 4)
print(lfu.get(1)) # Output: -1
print(lfu.get(3)) # Output: 3
print(lfu.get(4)) # Output: 4