lru-cache.py

from __future__ import print_function
# Time:  O(1), per operation.
# Space: O(k), k is the capacity of cache.

# Design and implement a data structure for Least Recently Used (LRU) cache.
# It should support the following operations: get and put.
#
# get(key) - Get the value (will always be positive) of the key if the key exists in the cache,
# otherwise return -1.
# put(key, value) - Set or insert the value if the key is not already present.
# When the cache reached its capacity,
# it should invalidate the least recently used item before inserting a new item.
#
# Follow up:
# Could you do both operations in O(1) time complexity?
#
# Example:
#
# LRUCache cache = new LRUCache( 2 /* capacity */ );
#
# cache.put(1, 1);
# cache.put(2, 2);
# cache.get(1);       // returns 1
# cache.put(3, 3);    // evicts key 2
# cache.get(2);       // returns -1 (not found)
# cache.put(4, 4);    // evicts key 1
# cache.get(1);       // returns -1 (not found)
# cache.get(3);       // returns 3

class ListNode(object):
    def __init__(self, key, val):
        self.val = val
        self.key = key
        self.next = None
        self.prev = None

class LinkedList(object):
    def __init__(self):
        self.head = None
        self.tail = None

    def insert(self, node):
        node.next, node.prev = None, None  # avoid dirty node
        if self.head is None:
            self.head = node
        else:
            self.tail.next = node
            node.prev = self.tail
        self.tail = node

    def delete(self, node):
        if node.prev:
            node.prev.next = node.next
        else:
            self.head = node.next
        if node.next:
            node.next.prev = node.prev
        else:
            self.tail = node.prev
        node.next, node.prev = None, None  # make node clean

class LRUCache(object):

    # @param capacity, an integer
    def __init__(self, capacity):
        self.list = LinkedList()
        self.dict = {}
        self.capacity = capacity

    def _insert(self, key, val):
        node = ListNode(key, val)
        self.list.insert(node)
        self.dict[key] = node


    # @return an integer
    def get(self, key):
        if key in self.dict:
            val = self.dict[key].val
            self.list.delete(self.dict[key])
            self._insert(key, val)
            return val
        return -1


    # @param key, an integer
    # @param value, an integer
    # @return nothing
    def put(self, key, val):
        if key in self.dict:
            self.list.delete(self.dict[key])
        elif len(self.dict) == self.capacity:
            del self.dict[self.list.head.key]
            self.list.delete(self.list.head)
        self._insert(key, val)


import collections
class LRUCache2(object):
    def __init__(self, capacity):
        self.cache = collections.OrderedDict()
        self.capacity = capacity

    def get(self, key):
        if key not in self.cache:
            return -1
        val = self.cache[key]
        del self.cache[key]
        self.cache[key] = val
        return val

    def put(self, key, value):
        if key in self.cache:
            del self.cache[key]
        elif len(self.cache) == self.capacity:
            self.cache.popitem(last=False)
        self.cache[key] = value


if __name__ == "__main__":
    cache = LRUCache(3)
    cache.set(1, 1)
    cache.set(2, 2)
    cache.set(3, 3)
    print(cache.get(1))
    cache.set(4, 4)
    print(cache.get(2))