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LRU algorithm implemented in Python.
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from datetime import datetime | |
class LRUCacheItem(object): | |
"""Data structure of items stored in cache""" | |
def __init__(self, key, item): | |
self.key = key | |
self.item = item | |
self.timestamp = datetime.now() | |
class LRUCache(object): | |
"""A sample class that implements LRU algorithm""" | |
def __init__(self, length, delta=None): | |
self.length = length | |
self.delta = delta | |
self.hash = {} | |
self.item_list = [] | |
def insertItem(self, item): | |
"""Insert new items to cache""" | |
if item.key in self.hash: | |
# Move the existing item to the head of item_list. | |
item_index = self.item_list.index(item) | |
self.item_list[:] = self.item_list[:item_index] + self.item_list[item_index+1:] | |
self.item_list.insert(0, item) | |
else: | |
# Remove the last item if the length of cache exceeds the upper bound. | |
if len(self.item_list) > self.length: | |
self.removeItem(self.item_list[-1]) | |
# If this is a new item, just append it to | |
# the front of item_list. | |
self.hash[item.key] = item | |
self.item_list.insert(0, item) | |
def removeItem(self, item): | |
"""Remove those invalid items""" | |
del self.hash[item.key] | |
del self.item_list[self.item_list.index(item)] | |
def validateItem(self): | |
"""Check if the items are still valid.""" | |
def _outdated_items(): | |
now = datetime.now() | |
for item in self.item_list: | |
time_delta = now - item.timestamp | |
if time_delta.seconds > self.delta: | |
yield item | |
map(lambda x: self.removeItem(x), _outdated_items()) |
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from lru import * | |
from time import sleep | |
def print_cache(cache): | |
for i, item in enumerate(cache.item_list): | |
print ("index: {0} " | |
"key: {1} " | |
"item: {2} " | |
"timestamp: {3}".format(i, | |
item.key, | |
item.item, | |
item.timestamp)) | |
one = LRUCacheItem(1, 'one') | |
two = LRUCacheItem(2, 'two') | |
three = LRUCacheItem(3, 'three') | |
print "Initial cache items." | |
cache = LRUCache(length=3, delta=5) | |
cache.insertItem(one) | |
cache.insertItem(two) | |
cache.insertItem(three) | |
print_cache(cache) | |
print "#" * 20 | |
print "Insert a existing item: {0}.".format(one.key) | |
cache.insertItem(one) | |
print_cache(cache) | |
print "#" * 20 | |
print "Insert another existing item: {0}.".format(two.key) | |
cache.insertItem(two) | |
print_cache(cache) | |
print "#" * 20 | |
print "Validate items after a period of time" | |
sleep(6) | |
cache.validateItem() | |
print_cache(cache) | |
print "#" * 20 |
Thanx! Very useful
Great implementation!
However, in the hash (dictionary), you could rather store the index of the node in the list
Your code has bug
one = LRUCacheItem(1, 'one')
one2 = LRUCacheItem(1, 'one2')
cache = LRUCache(length=3, delta=5)
cache.insertItem(one)
cache.insertItem(one2)
Stacktrace
Traceback (most recent call last):
File "main.py", line 74, in <module>
cache.insertItem(one2)
File "main.py", line 26, in insertItem
item_index = self.item_list.index(item)
ValueError: <__main__.LRUCacheItem object at 0x7f9ec425dfa0> is not in list
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@juyoung228 I think the role of the delta variable is the valid time in the lru cache
After delta time, item is deleted in cache.