|
| 1 | +import time |
| 2 | + |
| 3 | + |
| 4 | +class LinkedListNode: |
| 5 | + def __init__(self, key): |
| 6 | + # Key: the key inserted into the cache |
| 7 | + self.key = key |
| 8 | + self.next = None |
| 9 | + self.prev = None |
| 10 | + |
| 11 | + |
| 12 | +class LinkedList: |
| 13 | + def __init__(self): |
| 14 | + self.head = LinkedListNode(-1) |
| 15 | + self.tail = LinkedListNode(-1) |
| 16 | + |
| 17 | + self.head.next = self.tail |
| 18 | + self.tail.prev = self.head |
| 19 | + |
| 20 | + |
| 21 | +class BinarySearchTree: |
| 22 | + def __init__(self): |
| 23 | + self.root = None |
| 24 | + |
| 25 | + # Gets the earliest expiry time or lowest priority |
| 26 | + def getMinValueNode(self): |
| 27 | + current = self.root |
| 28 | + |
| 29 | + # loop down to find the leftmost leaf |
| 30 | + while current and current.left: |
| 31 | + current = current.left |
| 32 | + |
| 33 | + return current |
| 34 | + |
| 35 | + |
| 36 | +class ExpireTimeNode: |
| 37 | + def __init__(self, time, keys=set()): |
| 38 | + # ExpireTime of the entry |
| 39 | + self.time = time |
| 40 | + # Set of keys with the expireTime |
| 41 | + self.keys = keys |
| 42 | + self.left = None |
| 43 | + self.right = None |
| 44 | + |
| 45 | + def removeKeyInNode(self): |
| 46 | + # removes arbitrary key from the list of keys |
| 47 | + key = self.keys.pop() |
| 48 | + if not self.keys: |
| 49 | + self.deleteNode() |
| 50 | + return key |
| 51 | + |
| 52 | + def deleteKeyInNode(self, key): |
| 53 | + self.keys.remove(key) |
| 54 | + if not self.keys: |
| 55 | + self.deleteNode() |
| 56 | + |
| 57 | + def deleteNode(self): |
| 58 | + # Removes the Node from the BST |
| 59 | + pass |
| 60 | + |
| 61 | + |
| 62 | +class PriorityNode: |
| 63 | + def __init__(self, priority, lru={}): |
| 64 | + # Priority of the entry |
| 65 | + self.priority = priority |
| 66 | + # LRU Linked List Map: key is the key interested into the cache, value is a LinkedListNode |
| 67 | + self.lru = lru |
| 68 | + # Linked List: linked list to keep track of the head and tail of the lru linked list |
| 69 | + self.linkedList = LinkedList() |
| 70 | + self.left = None |
| 71 | + self.right = None |
| 72 | + |
| 73 | + def deleteKeyInNode(self, key): |
| 74 | + llNode = self.lru[key] |
| 75 | + llNode.prev.next = llNode.next |
| 76 | + llNode.next.prev = llNode.prev |
| 77 | + del self.lru[key] |
| 78 | + if not self.lru: |
| 79 | + self.deleteNode() |
| 80 | + |
| 81 | + def deleteNode(self): |
| 82 | + # Removes the Node from the BST |
| 83 | + pass |
| 84 | + |
| 85 | + |
| 86 | +class PriorityExpiryCache: |
| 87 | + def __init__(self, maxItems): |
| 88 | + self.maxItems = maxItems |
| 89 | + # Cache (map): key is the key inserted into the cache, value is an object with the value, priority and expireTime |
| 90 | + self.cache = {} |
| 91 | + # Expire Time BST: ordered based on the expire time |
| 92 | + self.expireTimeTree = BinarySearchTree() |
| 93 | + # Priority BST: ordered based on the priority |
| 94 | + self.priorityTree = BinarySearchTree() |
| 95 | + |
| 96 | + def evictItem(self): |
| 97 | + keyToDelete = None |
| 98 | + earliestExpiryTimeNode = self.expireTimeTree.getMinValueNode() |
| 99 | + if earliestExpiryTimeNode.key < int(time.time()): |
| 100 | + keyToDelete = earliestExpiryTimeNode.removeKeyInNode() |
| 101 | + |
| 102 | + keyPriority = self.cache[keyToDelete].priority |
| 103 | + |
| 104 | + priorityNode = self.priorityTree.getKeyNode(keyPriority) |
| 105 | + priorityNode.deleteKeyInNode(keyToDelete) |
| 106 | + else: |
| 107 | + lowestPriorityNode = self.priorityTree.getMinValueNode() |
| 108 | + keyToDelete = lowestPriorityNode.linkedList.tail.key |
| 109 | + priorityNode.deleteKeyInNode(keyToDelete) |
| 110 | + |
| 111 | + keyExpireTime = self.cache[keyToDelete].expireTime |
| 112 | + |
| 113 | + expireTimeNode = self.expireTimeTree.getKeyNode(keyExpireTime) |
| 114 | + expireTimeNode.deleteKeyInNode(keyToDelete) |
| 115 | + |
| 116 | + del self.cache[keyToDelete] |
| 117 | + |
| 118 | + def evictItems(self): |
| 119 | + while len(self.cache.keys()) > self.maxItems: |
| 120 | + self.evictItem() |
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