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Union-find data structure implementation
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#! /usr/bin/env python | |
# | |
# Copyright 2012 Saravana Kumar(RIT) | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); you may | |
# not use this file except in compliance with the License. You may obtain | |
# a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT | |
# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the | |
# License for the specific language governing permissions and limitations | |
# under the License. | |
""" | |
Author : Saravana Kumar | |
E-mail : [email protected] | |
Union-find data structure. | |
Based on Algorithm from Introduction to Algorithms Book(http://mitpress.mit.edu/books/introduction-algorithms), | |
""" | |
from node import Node | |
class UnionFind(object): | |
def __init__(self): | |
#To hold the clusters | |
self.clusters = [] | |
#create a new set(cluster) with a node | |
def makeSet(self,node): | |
#set the nodes parent to the node itself | |
node.parent = node | |
#set initial rank of node to 0 | |
node.rank = 0 | |
#add the node to cluster list | |
self.clusters.append(node) | |
#union the nodeA and nodeB clusters | |
def union(self, nodeA, nodeB): | |
self.link(self.findSet(nodeA), self.findSet(nodeB)) | |
#link the nodeA to nodeB or vice versa based upon the rank(number of nodes in the cluster) of the cluster | |
def link(self, nodeA, nodeB): | |
if nodeA.rank > nodeB.rank: | |
nodeB.parent = nodeA | |
#remove the nodeB from the cluster list, since it is merged with nodeA | |
self.clusters.remove(nodeB) | |
else: | |
nodeA.parent = nodeB | |
#remove the nodeA from the cluster list, since it is merged with nodeB | |
self.clusters.remove(nodeA) | |
#increade the rank of the cluster after merging the cluster | |
if nodeA.rank == nodeB.rank: | |
nodeB.rank = nodeB.rank + 1 | |
#find set will path compress(makes the nodes in cluster points to single leader/parent) and returns the leader/parent of the cluster | |
def findSet(self, node): | |
if node != node.parent: | |
node.parent = self.findSet(node.parent) | |
return node.parent | |
#get cluster size | |
def clusterSize(self): | |
return len(self.clusters) |
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