1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 | #!/usr/bin/env python class PriorityQueue( object ): def __init__( self , compare = cmp ): self .pq = [] self .n = 0 self .compare = compare def insert( self , element): self .swim(element) def remove( self ): if self .n = = 0 : return None e = self .pq[ 0 ] self .sink() return e def elements( self ): return [ self .pq[i] for i in xrange ( 0 , self .n)] def swim( self , element): self .n + = 1 if len ( self .pq) > = self .n: self .pq[ self .n - 1 ] = element else : self .pq.append(element) current_pos = self .n parent_pos = current_pos / 2 # python uses 0-based index, hence always minus the position by 1 while ( self .compare( self .pq[current_pos - 1 ], self .pq[parent_pos - 1 ]) > 0 and current_pos > 1 ): self .pq[current_pos - 1 ], self .pq[parent_pos - 1 ] = ( self .pq[parent_pos - 1 ], self .pq[current_pos - 1 ]) current_pos = parent_pos parent_pos = current_pos / 2 def sink( self ): current_pos = 1 # since it's a binary heap, a parent can only have max 2 children self .pq[current_pos - 1 ] = self .pq[ self .n - 1 ] self .n - = 1 child_pos = self .get_child_position(current_pos) if child_pos = = - 1 : return while self .compare( self .pq[child_pos - 1 ], self .pq[current_pos - 1 ]) > 0 : self .pq[child_pos - 1 ], self .pq[current_pos - 1 ] = ( self .pq[current_pos - 1 ], self .pq[child_pos - 1 ]) current_pos = child_pos child_pos = self .get_child_position(current_pos) if child_pos = = - 1 : break def get_child_position( self , current_pos): first_child_pos = 2 * current_pos second_child_pos = ( 2 * current_pos) + 1 child_pos = - 1 # no child # no child if first_child_pos > self .n: return child_pos # there's only one child if second_child_pos > self .n: child_pos = first_child_pos else : # there are two children if self .compare( self .pq[first_child_pos - 1 ], self .pq[second_child_pos - 1 ]) > 0 : child_pos = first_child_pos else : child_pos = second_child_pos return child_pos def size( self ): return self .n def min_compare(x, y): if x < y: return 1 elif x = = y: return 0 else : return - 1 if __name__ = = "__main__" : pq = PriorityQueue() pq.insert( 4 ) pq.insert( 5 ) pq.insert( 1 ) pq.insert( 8 ) pq.insert( 2 ) pq.insert( 3 ) pq.insert( 10 ) pq.insert( 7 ) pq.insert( 9 ) pq.insert( 6 ) assert 10 = = pq.remove() assert 9 = = pq.remove() assert 8 = = pq.remove() assert 7 = = pq.remove() assert 6 = = pq.remove() assert 5 = = pq.remove() assert 4 = = pq.remove() assert 3 = = pq.remove() assert 2 = = pq.remove() assert 1 = = pq.remove() pq.insert( 4 ) pq.insert( 5 ) assert 5 = = pq.remove() assert 4 = = pq.remove() assert None = = pq.remove() pq.insert( 4 ) pq.insert( 5 ) pq.insert( 1 ) pq.insert( 8 ) pq.insert( 2 ) pq.insert( 3 ) pq.insert( 10 ) pq.insert( 7 ) pq.insert( 9 ) pq.insert( 6 ) assert 10 = = pq.remove() assert 9 = = pq.remove() assert 8 = = pq.remove() assert 7 = = pq.remove() assert 6 = = pq.remove() assert 5 = = pq.remove() assert 4 = = pq.remove() assert 3 = = pq.remove() assert 2 = = pq.remove() assert 1 = = pq.remove() pq = PriorityQueue(min_compare) pq.insert( 4 ) pq.insert( 5 ) pq.insert( 1 ) pq.insert( 8 ) pq.insert( 2 ) pq.insert( 3 ) pq.insert( 10 ) pq.insert( 7 ) pq.insert( 9 ) pq.insert( 6 ) assert 1 = = pq.remove() assert 2 = = pq.remove() assert 3 = = pq.remove() assert 4 = = pq.remove() assert 5 = = pq.remove() assert 6 = = pq.remove() assert 7 = = pq.remove() assert 8 = = pq.remove() assert 9 = = pq.remove() assert 10 = = pq.remove() pq.insert( 4 ) pq.insert( 5 ) assert 4 = = pq.remove() assert 5 = = pq.remove() assert None = = pq.remove() pq.insert( 4 ) pq.insert( 5 ) pq.insert( 1 ) pq.insert( 8 ) pq.insert( 2 ) pq.insert( 3 ) pq.insert( 10 ) pq.insert( 7 ) pq.insert( 9 ) pq.insert( 6 ) assert 1 = = pq.remove() assert 2 = = pq.remove() assert 3 = = pq.remove() assert 4 = = pq.remove() assert 5 = = pq.remove() assert 6 = = pq.remove() assert 7 = = pq.remove() assert 8 = = pq.remove() assert 9 = = pq.remove() assert 10 = = pq.remove() |
Sunday, April 22, 2012
How to Implement Priority Queue in Python
Below a simple implementation of priority queue using binary heap.
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