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Data Structures and Algorithms (Python implementation)
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# Author: John Ifegwu | |
import time | |
import math | |
class Node: | |
def __init__(self, key, value, weight): | |
self.key = key | |
self.value = value | |
self.weight = weight | |
self.setLastAccessTime() | |
def setLastAccessTime(self): | |
self.lastAccessTime = time.time() | |
def getScore(self): | |
curTime = time.time() | |
if self.lastAccessTime != curTime: | |
return self.weight / (curTime - self.lastAccessTime) | |
else: | |
return self.weight / -100 | |
class LRUCache: | |
def __init__(self, capacity): | |
self.capacity = capacity | |
self.count = 0 | |
self.map = {} | |
#This method works in O(n) | |
def getLeastScoredKey(self): | |
#gets least Scored Key. | |
tempScore = 0 | |
score = 0 | |
key = 0 | |
for n in self.map.values(): | |
tempScore = n.getScore() | |
if score == 0: | |
score = tempScore | |
key = n.key | |
elif score > tempScore: | |
score = tempScore | |
key = n.key | |
return key | |
#This method works in O(n) | |
def deleteExcesses(self): | |
self.map.pop(self.getLeastScoredKey()) | |
#This method works in O(1) | |
def get(self, key): | |
if self.map.get(key) != None: | |
node = self.map.get(key) | |
#update access time | |
node.setLastAccessTime() | |
return node.value | |
else: | |
return -1 | |
#This method works in O(1) | |
def put(self, key, value, weight): | |
if self.map.get(key) != None: | |
#update records | |
node = self.map.get(key) | |
node.value = value | |
node.weight = weight | |
node.setLastAccessTime() | |
else: | |
#add new record | |
node = Node(key, value, weight) | |
self.map.update({key:node}) | |
if self.count < self.capacity: | |
self.count += 1 | |
else: | |
self.deleteExcesses() | |
#this method is just for demonstration purpose | |
def printMap(self): | |
for n in self.map.values(): | |
print("Key: {0} Value: {1}".format(n.key, n.value)) | |
cache = LRUCache(2) | |
print("Adding Key 1 and Key 2 details.") | |
cache.put(1, 100, 0.1) | |
cache.put(2, 200, 0.2) | |
cache.printMap() | |
print("") | |
print("adding next will delete key 1") | |
cache.put(3, 300, 0.3) | |
cache.printMap() | |
print("") | |
print("adding next will delete key 2") | |
cache.put(4, 400, 0.4) | |
cache.printMap() | |
print("\nUpdating key 4 with the value 500") | |
cache.put(4, 500, 0.5) | |
print("\n executing get for key 1, 2, 3 and 4") | |
print(" Key 1 returned: {0} \n Key 2 returned: {1} \n Key 3 returned: {2} \n Key 4 returned: {3}".format(cache.get(1), cache.get(2), cache.get(3), cache.get(4))) | |
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