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SkipList.py: Added SkipList Data Structure Implementation
This adds the implementation of Skip List Data Structure in python, this also adds the operation that can be done in a SkipList Data Structure like Insertion, Deletion, Traversal. Closes #234
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''' | ||
Skip list is a probabilistic data structure that allows efficient search, insertion and removal operations. | ||
It allows fast search within an ordered sequence of elements, O(log(n)) complexity. | ||
Wikipedia Page: https://en.wikipedia.org/wiki/Skip_list | ||
''' | ||
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from random import randint, seed | ||
import time | ||
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class SkipNode: | ||
''' | ||
A single node in a SkipList data structure, which is similar to a normal linked list node. | ||
''' | ||
def __init__(self, height = 0, elem = None): | ||
self.elem = elem | ||
self.next = [None]*height | ||
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class SkipList: | ||
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def __init__(self): | ||
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# This will set the head node of the list. | ||
self.head = SkipNode() | ||
self.len = 0 | ||
self.maxHeight = 0 | ||
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def __len__(self): | ||
return self.len | ||
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''' | ||
The Search operation takes O(log(n)) time complexity as compared to O(n) in classical linked list. | ||
''' | ||
def find(self, elem, update = None): | ||
if update == None: | ||
update = self.updateList(elem) | ||
if len(update) > 0: | ||
candidate = update[0].next[0] | ||
if candidate != None and candidate.elem == elem: | ||
return candidate | ||
return None | ||
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''' | ||
This function returns a randomized hieght for insertion algorithm. | ||
''' | ||
def randomHeight(self): | ||
height = 1 | ||
while randint(1, 2) != 1: | ||
height += 1 | ||
return height | ||
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''' | ||
This function returns the skip list that is below the element | ||
which is closest and smaller than the element that is required to find. | ||
''' | ||
def updateList(self, elem): | ||
update = [None]*self.maxHeight | ||
x = self.head | ||
for i in reversed(range(self.maxHeight)): | ||
while x.next[i] != None and x.next[i].elem < elem: | ||
x = x.next[i] | ||
update[i] = x | ||
return update | ||
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''' | ||
This function inserts an element in the correct possition. | ||
The insertion operation takes O(n) time complexity | ||
''' | ||
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def insert(self, elem): | ||
node = SkipNode(self.randomHeight(), elem) | ||
self.maxHeight = max(self.maxHeight, len(node.next)) | ||
while len(self.head.next) < len(node.next): | ||
self.head.next.append(None) | ||
update = self.updateList(elem) | ||
if self.find(elem, update) == None: | ||
for i in range(len(node.next)): | ||
node.next[i] = update[i].next[i] | ||
update[i].next[i] = node | ||
self.len += 1 | ||
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''' | ||
This function will remove the specified element from the list. | ||
The deletion operation in Skip List takes O(log(n)) time. | ||
''' | ||
def remove(self, elem): | ||
update = self.updateList(elem) | ||
x = self.find(elem, update) | ||
if x != None: | ||
for i in reversed(range(len(x.next))): | ||
update[i].next[i] = x.next[i] | ||
if self.head.next[i] == None: | ||
self.maxHeight -= 1 | ||
self.len -= 1 | ||
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''' | ||
This function will print the entier Data Structure, level by level (top to bottom) | ||
''' | ||
def printList(self): | ||
for i in range(len(self.head.next)-1, -1, -1): | ||
x = self.head | ||
while x.next[i] != None: | ||
print x.next[i].elem, | ||
x = x.next[i] | ||
print '' | ||
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if __name__ == "__main__": | ||
skipList = SkipList() | ||
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print("Insertion Started") | ||
t0 = time.time() | ||
for i in range(1000000): | ||
skipList.insert(i) | ||
print("Time taken to insert 1 Million elements to the skip list: "+str(time.time() - t0)+" s.") | ||
print("Total Size = "+str(len(skipList))) | ||
# skipList.printList() | ||
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t0 = time.time() | ||
# Skip List takes the maximum time to search the elements in the middle. | ||
print(skipList.find(596536) != None) | ||
print("Time taken to search in a list of size 1 Million: "+str(time.time() - t0)+" s.") |
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