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										 |  |  | /* ----------------------------------------------------------------------------
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										 |  |  |  * GTSAM Copyright 2010, Georgia Tech Research Corporation, | 
					
						
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										 |  |  |  * Atlanta, Georgia 30332-0415 | 
					
						
							|  |  |  |  * All Rights Reserved | 
					
						
							|  |  |  |  * Authors: Frank Dellaert, et al. (see THANKS for the full author list) | 
					
						
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							|  |  |  |  * See LICENSE for the license information | 
					
						
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							|  |  |  |  * -------------------------------------------------------------------------- */ | 
					
						
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							|  |  |  | /**
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							|  |  |  |  * @file DSF.h | 
					
						
							|  |  |  |  * @date Mar 26, 2010 | 
					
						
							|  |  |  |  * @author Kai Ni | 
					
						
							|  |  |  |  * @brief An implementation of Disjoint set forests (see CLR page 446 and up) | 
					
						
							|  |  |  |  */ | 
					
						
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							|  |  |  | #pragma once
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										 |  |  | #include <gtsam_unstable/base/BTree.h>
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										 |  |  | #include <iostream>
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							|  |  |  | #include <list>
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							|  |  |  | #include <set>
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							|  |  |  | #include <map>
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							|  |  |  | namespace gtsam { | 
					
						
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										 |  |  | /**
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							|  |  |  |  * Disjoint Set Forest class | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  * Quoting from CLR: A disjoint-set data structure maintains a collection | 
					
						
							|  |  |  |  * S = {S_1,S_2,...} of disjoint dynamic sets. Each set is identified by | 
					
						
							|  |  |  |  * a representative, which is some member of the set. | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  * @addtogroup base | 
					
						
							|  |  |  |  */ | 
					
						
							|  |  |  | template<class KEY> | 
					
						
							|  |  |  | class DSF: protected BTree<KEY, KEY> { | 
					
						
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							|  |  |  | public: | 
					
						
							|  |  |  |   typedef DSF<KEY> Self; | 
					
						
							|  |  |  |   typedef std::set<KEY> Set; | 
					
						
							|  |  |  |   typedef BTree<KEY, KEY> Tree; | 
					
						
							|  |  |  |   typedef std::pair<KEY, KEY> KeyLabel; | 
					
						
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							|  |  |  |   // constructor
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							|  |  |  |   DSF() : | 
					
						
							|  |  |  |       Tree() { | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // constructor
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							|  |  |  |   DSF(const Tree& tree) : | 
					
						
							|  |  |  |       Tree(tree) { | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // constructor with a list of unconnected keys
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							|  |  |  |   DSF(const std::list<KEY>& keys) : | 
					
						
							|  |  |  |       Tree() { | 
					
						
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										 |  |  |     for(const KEY& key: keys) | 
					
						
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										 |  |  |       *this = this->add(key, key); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // constructor with a set of unconnected keys
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							|  |  |  |   DSF(const std::set<KEY>& keys) : | 
					
						
							|  |  |  |       Tree() { | 
					
						
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										 |  |  |     for(const KEY& key: keys) | 
					
						
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										 |  |  |       *this = this->add(key, key); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // create a new singleton, does nothing if already exists
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							|  |  |  |   Self makeSet(const KEY& key) const { | 
					
						
							|  |  |  |     if (this->mem(key)) | 
					
						
							|  |  |  |       return *this; | 
					
						
							|  |  |  |     else | 
					
						
							|  |  |  |       return this->add(key, key); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // create a new singleton, does nothing if already exists
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							|  |  |  |   void makeSetInPlace(const KEY& key) { | 
					
						
							|  |  |  |     if (!this->mem(key)) | 
					
						
							|  |  |  |       *this = this->add(key, key); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // find the label of the set in which {key} lives
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							|  |  |  |   KEY findSet(const KEY& key) const { | 
					
						
							|  |  |  |     KEY parent = this->find(key); | 
					
						
							|  |  |  |     return parent == key ? key : findSet(parent); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // return a new DSF where x and y are in the same set. No path compression
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							|  |  |  |   Self makeUnion(const KEY& key1, const KEY& key2) const { | 
					
						
							|  |  |  |     DSF<KEY> copy = *this; | 
					
						
							|  |  |  |     copy.makeUnionInPlace(key1,key2); | 
					
						
							|  |  |  |     return copy; | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // the in-place version of makeUnion
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							|  |  |  |   void makeUnionInPlace(const KEY& key1, const KEY& key2) { | 
					
						
							|  |  |  |     *this = this->add(findSet_(key2), findSet_(key1)); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // create a new singleton with two connected keys
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							|  |  |  |   Self makePair(const KEY& key1, const KEY& key2) const { | 
					
						
							|  |  |  |     return makeSet(key1).makeSet(key2).makeUnion(key1, key2); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // create a new singleton with a list of fully connected keys
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							|  |  |  |   Self makeList(const std::list<KEY>& keys) const { | 
					
						
							|  |  |  |     Self t = *this; | 
					
						
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										 |  |  |     for(const KEY& key: keys) | 
					
						
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										 |  |  |       t = t.makePair(key, keys.front()); | 
					
						
							|  |  |  |     return t; | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // return a dsf in which all find_set operations will be O(1) due to path compression.
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							|  |  |  |   DSF flatten() const { | 
					
						
							|  |  |  |     DSF t = *this; | 
					
						
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										 |  |  |     for(const KeyLabel& pair: (Tree)t) | 
					
						
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										 |  |  |       t.findSet_(pair.first); | 
					
						
							|  |  |  |     return t; | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // maps f over all keys, must be invertible
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										 |  |  |   DSF map(std::function<KEY(const KEY&)> func) const { | 
					
						
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										 |  |  |     DSF t; | 
					
						
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										 |  |  |     for(const KeyLabel& pair: (Tree)*this) | 
					
						
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										 |  |  |       t = t.add(func(pair.first), func(pair.second)); | 
					
						
							|  |  |  |     return t; | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // return the number of sets
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							|  |  |  |   size_t numSets() const { | 
					
						
							|  |  |  |     size_t num = 0; | 
					
						
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										 |  |  |     for(const KeyLabel& pair: (Tree)*this) | 
					
						
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										 |  |  |       if (pair.first == pair.second) | 
					
						
							|  |  |  |         num++; | 
					
						
							|  |  |  |     return num; | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // return the numer of keys
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							|  |  |  |   size_t size() const { | 
					
						
							|  |  |  |     return Tree::size(); | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // return all sets, i.e. a partition of all elements
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							|  |  |  |   std::map<KEY, Set> sets() const { | 
					
						
							|  |  |  |     std::map<KEY, Set> sets; | 
					
						
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										 |  |  |     for(const KeyLabel& pair: (Tree)*this) | 
					
						
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										 |  |  |       sets[findSet(pair.second)].insert(pair.first); | 
					
						
							|  |  |  |     return sets; | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // return a partition of the given elements {keys}
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							|  |  |  |   std::map<KEY, Set> partition(const std::list<KEY>& keys) const { | 
					
						
							|  |  |  |     std::map<KEY, Set> partitions; | 
					
						
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										 |  |  |     for(const KEY& key: keys) | 
					
						
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										 |  |  |       partitions[findSet(key)].insert(key); | 
					
						
							|  |  |  |     return partitions; | 
					
						
							|  |  |  |   } | 
					
						
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							|  |  |  |   // get the nodes in the tree with the given label
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							|  |  |  |   Set set(const KEY& label) const { | 
					
						
							|  |  |  |     Set set; | 
					
						
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										 |  |  |     for(const KeyLabel& pair: (Tree)*this) { | 
					
						
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										 |  |  |       if (pair.second == label || findSet(pair.second) == label) | 
					
						
							|  |  |  |         set.insert(pair.first); | 
					
						
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										 |  |  |     } | 
					
						
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										 |  |  |     return set; | 
					
						
							|  |  |  |   } | 
					
						
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										 |  |  |   /** equality */ | 
					
						
							|  |  |  |   bool operator==(const Self& t) const { | 
					
						
							|  |  |  |     return (Tree) *this == (Tree) t; | 
					
						
							|  |  |  |   } | 
					
						
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										 |  |  |   /** inequality */ | 
					
						
							|  |  |  |   bool operator!=(const Self& t) const { | 
					
						
							|  |  |  |     return (Tree) *this != (Tree) t; | 
					
						
							|  |  |  |   } | 
					
						
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										 |  |  |   // print the object
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							|  |  |  |   void print(const std::string& name = "DSF") const { | 
					
						
							|  |  |  |     std::cout << name << std::endl; | 
					
						
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										 |  |  |     for(const KeyLabel& pair: (Tree)*this) | 
					
						
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										 |  |  |       std::cout << (std::string) pair.first << " " << (std::string) pair.second | 
					
						
							|  |  |  |           << std::endl; | 
					
						
							|  |  |  |   } | 
					
						
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										 |  |  | protected: | 
					
						
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										 |  |  |   /**
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							|  |  |  |    * same as findSet except with path compression: After we have traversed the path to | 
					
						
							|  |  |  |    * the root, each parent pointer is made to directly point to it | 
					
						
							|  |  |  |    */ | 
					
						
							|  |  |  |   KEY findSet_(const KEY& key) { | 
					
						
							|  |  |  |     KEY parent = this->find(key); | 
					
						
							|  |  |  |     if (parent == key) | 
					
						
							|  |  |  |       return parent; | 
					
						
							|  |  |  |     else { | 
					
						
							|  |  |  |       KEY label = findSet_(parent); | 
					
						
							|  |  |  |       *this = this->add(key, label); | 
					
						
							|  |  |  |       return label; | 
					
						
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										 |  |  |     } | 
					
						
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										 |  |  |   } | 
					
						
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										 |  |  | }; | 
					
						
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										 |  |  | // shortcuts
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							|  |  |  | typedef DSF<int> DSFInt; | 
					
						
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										 |  |  | 
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							|  |  |  | } // namespace gtsam
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