|
| 1 | +""" |
| 2 | +This implementation of LRU Cache uses the in-built Python dictionary (dict) which from |
| 3 | +Python 3.6 onward maintain the insertion order of keys and ensures O(1) operations on |
| 4 | +insert, delete and access. https://docs.python.org/3/library/stdtypes.html#typesmapping |
| 5 | +""" |
| 6 | +from typing import Any, Hashable |
| 7 | + |
| 8 | + |
| 9 | +class LRUCache(dict): |
| 10 | + def __init__(self, capacity: int) -> None: |
| 11 | + """ |
| 12 | + Initialize an LRU Cache with given capacity. |
| 13 | + capacity : int -> the capacity of the LRU Cache |
| 14 | + >>> cache = LRUCache(2) |
| 15 | + >>> cache |
| 16 | + {} |
| 17 | + """ |
| 18 | + self.remaining: int = capacity |
| 19 | + |
| 20 | + def get(self, key: Hashable) -> Any: |
| 21 | + """ |
| 22 | + This method returns the value associated with the key. |
| 23 | + key : A hashable object that is mapped to a value in the LRU cache. |
| 24 | + return -> Any object that has been stored as a value in the LRU cache. |
| 25 | +
|
| 26 | + >>> cache = LRUCache(2) |
| 27 | + >>> cache.put(1,1) |
| 28 | + >>> cache.get(1) |
| 29 | + 1 |
| 30 | + >>> cache.get(2) |
| 31 | + Traceback (most recent call last): |
| 32 | + ... |
| 33 | + KeyError: '2 not found.' |
| 34 | + """ |
| 35 | + if key not in self: |
| 36 | + raise KeyError(f"{key} not found.") |
| 37 | + val = self.pop(key) # Pop the key-value and re-insert to maintain the order |
| 38 | + self[key] = val |
| 39 | + return val |
| 40 | + |
| 41 | + def put(self, key: Hashable, value: Any) -> None: |
| 42 | + """ |
| 43 | + This method puts the value associated with the key provided in the LRU cache. |
| 44 | + key : A hashable object that is mapped to a value in the LRU cache. |
| 45 | + value: Any object that is to be associated with the key in the LRU cache. |
| 46 | + >>> cache = LRUCache(2) |
| 47 | + >>> cache.put(3,3) |
| 48 | + >>> cache |
| 49 | + {3: 3} |
| 50 | + >>> cache.put(2,2) |
| 51 | + >>> cache |
| 52 | + {3: 3, 2: 2} |
| 53 | + """ |
| 54 | + # To pop the last value inside of the LRU cache |
| 55 | + if key in self: |
| 56 | + self.pop(key) |
| 57 | + self[key] = value |
| 58 | + return |
| 59 | + |
| 60 | + if self.remaining > 0: |
| 61 | + self.remaining -= 1 |
| 62 | + # To pop the least recently used item from the dictionary |
| 63 | + else: |
| 64 | + self.pop(next(iter(self))) |
| 65 | + self[key] = value |
| 66 | + |
| 67 | + |
| 68 | +def main() -> None: |
| 69 | + """Example test case with LRU_Cache of size 2 |
| 70 | + >>> main() |
| 71 | + 1 |
| 72 | + Key=2 not found in cache |
| 73 | + Key=1 not found in cache |
| 74 | + 3 |
| 75 | + 4 |
| 76 | + """ |
| 77 | + cache = LRUCache(2) # Creates an LRU cache with size 2 |
| 78 | + cache.put(1, 1) # cache = {1:1} |
| 79 | + cache.put(2, 2) # cache = {1:1, 2:2} |
| 80 | + try: |
| 81 | + print(cache.get(1)) # Prints 1 |
| 82 | + except KeyError: |
| 83 | + print("Key not found in cache") |
| 84 | + cache.put( |
| 85 | + 3, 3 |
| 86 | + ) # cache = {1:1, 3:3} key=2 is evicted because it wasn't used recently |
| 87 | + try: |
| 88 | + print(cache.get(2)) |
| 89 | + except KeyError: |
| 90 | + print("Key=2 not found in cache") # Prints key not found |
| 91 | + cache.put( |
| 92 | + 4, 4 |
| 93 | + ) # cache = {4:4, 3:3} key=1 is evicted because it wasn't used recently |
| 94 | + try: |
| 95 | + print(cache.get(1)) |
| 96 | + except KeyError: |
| 97 | + print("Key=1 not found in cache") # Prints key not found |
| 98 | + try: |
| 99 | + print(cache.get(3)) # Prints value 3 |
| 100 | + except KeyError: |
| 101 | + print("Key not found in cache") |
| 102 | + |
| 103 | + try: |
| 104 | + print(cache.get(4)) # Prints value 4 |
| 105 | + except KeyError: |
| 106 | + print("Key not found in cache") |
| 107 | + |
| 108 | + |
| 109 | +if __name__ == "__main__": |
| 110 | + import doctest |
| 111 | + |
| 112 | + doctest.testmod() |
| 113 | + main() |
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