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Python:實現LRU(least recently used)算法(附完整源碼)

編輯:Python

Python:實現LRU(least recently used)算法

from __future__ import annotations
import sys
from collections import deque
from typing import Generic, TypeVar
T = TypeVar("T")
class LRUCache(Generic[T]):
dq_store: deque[T] # Cache store of keys
key_reference: set[T] # References of the keys in cache
_MAX_CAPACITY: int = 10 # Maximum capacity of cache
def __init__(self, n: int) -> None:
"""Creates an empty store and map for the keys. The LRUCache is set the size n. """
self.dq_store = deque()
self.key_reference = set()
if not n:
LRUCache._MAX_CAPACITY = sys.maxsize
elif n < 0:
raise ValueError("n should be an integer greater than 0.")
else:
LRUCache._MAX_CAPACITY = n
def refer(self, x: T) -> None:
""" Looks for a page in the cache store and adds reference to the set. Remove the least recently used key if the store is full. Update store to reflect recent access. """
if x not in self.key_reference:
if len(self.dq_store) == LRUCache._MAX_CAPACITY:
last_element = self.dq_store.pop()
self.key_reference.remove(last_element)
else:
self.dq_store.remove(x)
self.dq_store.appendleft(x)
self.key_reference.add(x)
def display(self) -> None:
""" Prints all the elements in the store. """
for k in self.dq_store:
print(k)
def __repr__(self) -> str:
return f"LRUCache({
self._MAX_CAPACITY}) => {
list(self.dq_store)}"
if __name__ == "__main__":
import doctest
doctest.testmod()
lru_cache: LRUCache[str | int] = LRUCache(4)
lru_cache.refer("A")
lru_cache.refer(2)
lru_cache.refer(3)
lru_cache.refer("A")
lru_cache.refer(4)
lru_cache.refer(5)
lru_cache.display()
print(lru_cache)
assert str(lru_cache) == "LRUCache(4) => [5, 4, 'A', 3]"

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