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AVL Tree.py
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387 lines (338 loc) · 10.8 KB
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# -*- coding: utf-8 -*-
"""
Created on Sat Aug 22 06:13:15 2020
@author: rahul
"""
class Node:
def __init__(self, data):
self.parent = None
self.left = None
self.right = None
self.data = data
self.height = 1
class AVLTree:
def __init__(self, arr=None):
self.root = None
if arr:
if self.isSorted(arr):
self.root=self.buildFromSorted(arr,0,len(arr)-1)
else:
from random import shuffle
temp = [x for x in arr]
shuffle(temp)
for x in temp:
self.insert(x)
def isSorted(self,arr):
n=len(arr)
for i in range(n-1):
if arr[i]>arr[i+1]:
return False
else:
return True
def buildFromSorted(self,arr,i,j):
if i>j:
return None
mid=(i+j)//2
root=Node(arr[mid])
root.left=self.buildFromSorted(arr,i,mid-1)
if root.left:
root.left.parent=root
root.right=self.buildFromSorted(arr,mid+1,j)
if root.right:
root.right.parent=root
return root
def getHeight(self, root):
if not root:
return 0
return root.height
def getBalance(self, root):
if not root:
return 0
return self.getHeight(root.left) - self.getHeight(root.right)
def left_rotate(self, x):
y = x.right
b = y.left
if b != None:
b.parent = x
x.right = b
y.left = x
if x.parent and x.parent.left == x:
x.parent.left = y
elif x.parent and x.parent.right == x:
x.parent.right = y
y.parent = x.parent
x.parent = y
x.height = 1 + max(self.getHeight(x.left), self.getHeight(x.right))
y.height = 1 + max(self.getHeight(y.left), self.getHeight(y.right))
return y
def right_rotate(self, x):
y = x.left
b = y.right
if b:
b.parent = x
x.left = b
y.right = x
if x.parent:
if x.parent.right == x:
x.parent.right = y
else:
x.parent.left = y
y.parent = x.parent
x.parent = y
x.height = 1 + max(self.getHeight(x.left), self.getHeight(x.right))
y.height = 1 + max(self.getHeight(y.left), self.getHeight(y.right))
return y
def insert(self, item):
def insertUtil(root, item):
if not root:
return Node(item)
elif item < root.data:
root.left = insertUtil(root.left, item)
root.left.parent = root
elif item > root.data:
root.right = insertUtil(root.right, item)
root.right.parent = root
root.height = 1 + max(self.getHeight(root.left), self.getHeight(root.right))
balance = self.getBalance(root)
if balance>1:
if item < root.left.data:
return self.right_rotate(root)
else:
root.left = self.left_rotate(root.left)
return self.right_rotate(root)
elif balance < -1:
if item > root.right.data:
return self.left_rotate(root)
else:
root.right = self.right_rotate(root.right)
self.left_rotate(root)
return root
self.root = insertUtil(self.root, item)
def inorder(self):
node = self.root
def inorderUtil(node):
if node:
if node.left:
inorderUtil(node.left)
print(node.data, end=' ')
if node.right:
inorderUtil(node.right)
inorderUtil(node)
print()
def preorder(self):
node = self.root
def preorderUtil(node):
if node:
print(node.data, end=' ')
if node.left:
preorderUtil(node.left)
if node.right:
preorderUtil(node.right)
preorderUtil(node)
print()
def postorder(self):
node = self.root
def postorderUtil(node):
if node:
if node.left:
postorderUtil(node.left)
if node.right:
postorderUtil(node.right)
print(node.data, end=' ')
postorderUtil(node)
print()
def search(self, item):
def searchUtil(root, item):
if not root:
return None
if root.data == item:
return root
if item < root.data:
return searchUtil(root.left, item)
if item > root.data:
return searchUtil(root.right, item)
return searchUtil(self.root, item)
def subtree_minimum(self, node):
while node.left:
node = node.left
return node
def subtree_maximum(self, node):
while node.right:
node = node.right
return node
def inorderSuccessor(self, node):
if not node:
return
if node.right:
return self.subtree_minimum(node.right)
else:
current_node = node
while current_node.parent and current_node.parent.left != current_node:
current_node = current_node.parent
if current_node.parent:
return current_node.parent
def inorderPredecessor(self, node):
if not node:
return
if node.left:
return self.subtree_maximum(node.left)
else:
current_node = node
while current_node.parent and current_node.parent.right != current_node:
current_node = current_node.parent
if current_node.parent:
return current_node.parent
def predecessor(self, key):
if key < self.min():
return None
prev = None
curr = self.root
while curr and curr.data != key:
prev = curr
if key < curr.data:
curr = curr.left
elif key > curr.data:
curr = curr.right
else:
break
if curr:
if curr.left:
return self.subtree_maximum(curr.left)
else:
return self.inorderPredecessor(curr)
elif prev.data < key:
return prev
return self.inorderPredecessor(prev)
def successor(self, key):
if key > self.max():
return None
prev = None
curr = self.root
while curr and curr.data != key:
prev = curr
if key < curr.data:
curr = curr.left
elif key > curr.data:
curr = curr.right
else:
break
if curr:
if curr.right:
return self.subtree_minimum(curr.right)
else:
return self.inorderSuccessor(curr)
elif prev.data > key:
return prev
return self.inorderSuccessor(prev)
def delete(self, item):
def deleteUtil(root, item):
if not root:
return root
elif item < root.data:
root.left = deleteUtil(root.left, item)
if root.left:
root.left.parent = root
elif item > root.data:
root.right = deleteUtil(root.right, item)
if root.right:
root.right.parent = root
else:
if root.left is None:
temp = root.right
if temp:
temp.parent = None
root = None
return temp
elif root.right is None:
temp = root.left
if temp:
temp.parent = None
root = None
return temp
temp = self.subtree_minimum(root.right)
root.data = temp.data
root.right = deleteUtil(root.right, temp.data)
if root.right:
root.right.parent = root
if root is None:
return root
root.height = 1 + max(self.getHeight(root.left), self.getHeight(root.right))
balance = self.getBalance(root)
if balance > 1:
if self.getBalance(root.left) >= 0:
return self.right_rotate(root)
else:
root.left = self.left_rotate(root.left)
if root.left:
root.left.parent = root
return self.right_rotate(root)
if balance < -1:
if self.getBalance(root.right) <= 0:
return self.left_rotate(root)
else:
root.right = self.right_rotate(root.right)
if root.right:
root.right.parent = root
return self.left_rotate(root)
return root
self.root = deleteUtil(self.root, item)
def max(self):
m = float('-inf')
node = self.root
while node and node.right:
node = node.right
if node:
m = max(m, node.data)
return m
def min(self):
m = float('inf')
node = self.root
while node and node.left:
node = node.left
if node:
m = min(m, node.data)
return m
def path_to_root(self, node):
arr = []
arr.append(node.data)
while node != self.root:
node = node.parent
arr.append(node.data)
print(arr)
class Iterator:
def __init__(self, root):
self.node = root
self.stack = []
def __next__(self):
if self.node is None and not self.stack:
raise StopIteration
while self.node:
self.stack.append(self.node)
self.node = self.node.left
self.node = self.stack.pop()
item = self.node.data
self.node = self.node.right
return item
def __iter__(self):
return self.Iterator(self.root)
def height(self):
return self.getHeight(self.root)
import time
t = AVLTree()
s = time.time()
for x in range(2 ** 20):
t.insert(x)
print('height of tree after 1Million insertions', t.height())
e = time.time()
print('time taken for 1Million insertions', e - s)
s = time.time()
for x in range(2 ** 20):
t.search(x)
e = time.time()
print('time taken for 1Million searches', e - s)
s = time.time()
for x in range(2 ** 20):
t.delete(x)
e = time.time()
print('time taken for 1Million deletions', e - s)
print(t.height())