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114 lines
3.3 KiB
Python
114 lines
3.3 KiB
Python
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"""
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This implementation of LRU Cache uses the in-built Python dictionary (dict) which from
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Python 3.6 onward maintain the insertion order of keys and ensures O(1) operations on
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insert, delete and access. https://docs.python.org/3/library/stdtypes.html#typesmapping
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"""
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from typing import Any, Hashable
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class LRUCache(dict):
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def __init__(self, capacity: int) -> None:
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"""
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Initialize an LRU Cache with given capacity.
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capacity : int -> the capacity of the LRU Cache
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>>> cache = LRUCache(2)
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>>> cache
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{}
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"""
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self.remaining: int = capacity
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def get(self, key: Hashable) -> Any:
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"""
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This method returns the value associated with the key.
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key : A hashable object that is mapped to a value in the LRU cache.
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return -> Any object that has been stored as a value in the LRU cache.
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>>> cache = LRUCache(2)
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>>> cache.put(1,1)
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>>> cache.get(1)
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1
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>>> cache.get(2)
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Traceback (most recent call last):
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...
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KeyError: '2 not found.'
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"""
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if key not in self:
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raise KeyError(f"{key} not found.")
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val = self.pop(key) # Pop the key-value and re-insert to maintain the order
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self[key] = val
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return val
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def put(self, key: Hashable, value: Any) -> None:
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"""
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This method puts the value associated with the key provided in the LRU cache.
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key : A hashable object that is mapped to a value in the LRU cache.
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value: Any object that is to be associated with the key in the LRU cache.
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>>> cache = LRUCache(2)
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>>> cache.put(3,3)
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>>> cache
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{3: 3}
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>>> cache.put(2,2)
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>>> cache
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{3: 3, 2: 2}
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"""
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# To pop the last value inside of the LRU cache
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if key in self:
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self.pop(key)
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self[key] = value
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return
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if self.remaining > 0:
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self.remaining -= 1
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# To pop the least recently used item from the dictionary
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else:
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self.pop(next(iter(self)))
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self[key] = value
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def main() -> None:
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"""Example test case with LRU_Cache of size 2
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>>> main()
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1
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Key=2 not found in cache
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Key=1 not found in cache
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3
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4
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"""
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cache = LRUCache(2) # Creates an LRU cache with size 2
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cache.put(1, 1) # cache = {1:1}
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cache.put(2, 2) # cache = {1:1, 2:2}
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try:
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print(cache.get(1)) # Prints 1
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except KeyError:
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print("Key not found in cache")
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cache.put(
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3, 3
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) # cache = {1:1, 3:3} key=2 is evicted because it wasn't used recently
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try:
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print(cache.get(2))
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except KeyError:
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print("Key=2 not found in cache") # Prints key not found
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cache.put(
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4, 4
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) # cache = {4:4, 3:3} key=1 is evicted because it wasn't used recently
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try:
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print(cache.get(1))
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except KeyError:
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print("Key=1 not found in cache") # Prints key not found
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try:
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print(cache.get(3)) # Prints value 3
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except KeyError:
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print("Key not found in cache")
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try:
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print(cache.get(4)) # Prints value 4
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except KeyError:
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print("Key not found in cache")
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if __name__ == "__main__":
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import doctest
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doctest.testmod()
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main()
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