Mercurial > repos > miller-lab > genome_diversity

annotate assignment_of_optimal_breeding_pairs.py @ 39:e56023008e36 default tip

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Changed revision of package_fisher_0_1_4 to be2fc454d121 Changed revision of package_matplotlib_1_2 to a03ee94316b5
author miller-lab
date Mon, 06 Jul 2015 10:32:24 -0400
parents a631c2f6d913
children
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
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31
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Richard Burhans <burhans@bx.psu.edu>
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1 #!/usr/bin/env python2.6
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Richard Burhans <burhans@bx.psu.edu>
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2
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Richard Burhans <burhans@bx.psu.edu>
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3 import sys
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Richard Burhans <burhans@bx.psu.edu>
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4 import munkres
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Richard Burhans <burhans@bx.psu.edu>
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5 import random
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Richard Burhans <burhans@bx.psu.edu>
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6
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Richard Burhans <burhans@bx.psu.edu>
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7 class Vertex(object):
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Richard Burhans <burhans@bx.psu.edu>
parents:
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8 def __init__(self, name):
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Richard Burhans <burhans@bx.psu.edu>
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9 self.name = name
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10 self.neighbors = {}
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Richard Burhans <burhans@bx.psu.edu>
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11 self.color = 0
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Richard Burhans <burhans@bx.psu.edu>
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12 self.explored = False
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13
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14 def add_neighbor(self, neighbor, weight=0.0):
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15 if neighbor in self.neighbors:
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16 if self.neighbors[neighbor] != weight:
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Richard Burhans <burhans@bx.psu.edu>
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17 die('multiple edges not supported')
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Richard Burhans <burhans@bx.psu.edu>
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18 else:
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19 self.neighbors[neighbor] = weight
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20
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21 class Graph(object):
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22 def __init__(self):
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23 self.vertex_list = {}
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Richard Burhans <burhans@bx.psu.edu>
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24 self.vertices = 0
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Richard Burhans <burhans@bx.psu.edu>
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25 self.max_weight = 0.0
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26
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27 def add_vertex(self, name):
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28 if name not in self.vertex_list:
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29 self.vertex_list[name] = Vertex(name)
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30 self.vertices += 1
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31 return self.vertex_list[name]
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32
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33 def add_edge(self, name1, name2, weight):
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34 vertex1 = self.add_vertex(name1)
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35 vertex2 = self.add_vertex(name2)
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36 vertex1.add_neighbor(vertex2, weight)
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37 vertex2.add_neighbor(vertex1, weight)
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38 self.max_weight = max(self.max_weight, weight)
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39
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40 def from_edge_file(self, filename):
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41 fh = try_open(filename)
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42 line_number = 0
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Richard Burhans <burhans@bx.psu.edu>
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43 for line in fh:
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44 line_number += 1
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45 line = line.rstrip('\r\n')
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46 elems = line.split()
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47 if len(elems) < 3:
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48 die('too few columns on line {0} of {1}:\n{2}'.format(line_number, filename, line))
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49 name1 = elems[0]
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50 name2 = elems[1]
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51 weight = float_value(elems[2])
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52 if weight is None:
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53 die('invalid weight on line {0} of {1}:\n{2}'.format(line_number, filename, line))
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54 self.add_edge(name1, name2, weight)
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55 fh.close()
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56
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57 def bipartite_partition(self):
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58 vertices_left = self.vertex_list.values()
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59
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60 while vertices_left:
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61 fifo = [vertices_left[0]]
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62 while fifo:
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63 vertex = fifo.pop(0)
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64 if not vertex.explored:
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65 vertex.explored = True
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66 vertices_left.remove(vertex)
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67
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68 if vertex.color == 0:
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69 vertex.color = 1
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70 neighbor_color = 2
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71 elif vertex.color == 1:
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72 neighbor_color = 2
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Richard Burhans <burhans@bx.psu.edu>
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73 elif vertex.color == 2:
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Richard Burhans <burhans@bx.psu.edu>
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74 neighbor_color = 1
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75
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76 for neighbor in vertex.neighbors:
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Richard Burhans <burhans@bx.psu.edu>
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77 if neighbor.color == 0:
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Richard Burhans <burhans@bx.psu.edu>
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78 neighbor.color = neighbor_color
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79 elif neighbor.color != neighbor_color:
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Richard Burhans <burhans@bx.psu.edu>
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80 return None, None
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81 fifo.append(neighbor)
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82
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83 c1 = []
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Richard Burhans <burhans@bx.psu.edu>
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84 c2 = []
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85
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86 for vertex in self.vertex_list.values():
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Richard Burhans <burhans@bx.psu.edu>
parents:
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87 if vertex.color == 1:
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Richard Burhans <burhans@bx.psu.edu>
parents:
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88 c1.append(vertex)
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89 elif vertex.color == 2:
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90 c2.append(vertex)
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91
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92 return c1, c2
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93
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94 def try_open(*args):
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95 try:
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96 return open(*args)
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97 except IOError:
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98 die('Failed opening file: {0}'.format(args[0]))
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99
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100 def float_value(token):
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Richard Burhans <burhans@bx.psu.edu>
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101 try:
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Richard Burhans <burhans@bx.psu.edu>
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102 return float(token)
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Richard Burhans <burhans@bx.psu.edu>
parents:
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103 except ValueError:
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Richard Burhans <burhans@bx.psu.edu>
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104 return None
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Richard Burhans <burhans@bx.psu.edu>
parents:
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105
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Richard Burhans <burhans@bx.psu.edu>
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106 def die(message):
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Richard Burhans <burhans@bx.psu.edu>
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107 print >> sys.stderr, message
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108 sys.exit(1)
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parents:
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109
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Richard Burhans <burhans@bx.psu.edu>
parents:
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110 def main(input, randomizations, output):
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Richard Burhans <burhans@bx.psu.edu>
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111 graph = Graph()
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Richard Burhans <burhans@bx.psu.edu>
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112 graph.from_edge_file(input)
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113 c1, c2 = graph.bipartite_partition()
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Richard Burhans <burhans@bx.psu.edu>
parents:
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114
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Richard Burhans <burhans@bx.psu.edu>
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115 if c1 is None:
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Richard Burhans <burhans@bx.psu.edu>
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116 die('Graph is not bipartite')
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117
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118 if len(c1) + len(c2) != graph.vertices:
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119 die('Bipartite partition failed: {0} + {1} != {2}'.format(len(c1), len(c2), graph.vertices))
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Richard Burhans <burhans@bx.psu.edu>
parents:
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120
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121 with open(output, 'w') as ofh:
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122 a1 = optimal_assignment(c1, c2, graph.max_weight)
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parents:
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123 optimal_total_weight = 0.0
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124 for a in a1:
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parents:
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125 optimal_total_weight += a[0].neighbors[a[1]]
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Richard Burhans <burhans@bx.psu.edu>
parents:
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126
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Richard Burhans <burhans@bx.psu.edu>
parents:
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127 print >> ofh, 'optimal average {0:.3f}'.format(optimal_total_weight / len(a1))
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
128
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Richard Burhans <burhans@bx.psu.edu>
parents:
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129 if randomizations > 0:
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Richard Burhans <burhans@bx.psu.edu>
parents:
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130 random_total_count = 0
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Richard Burhans <burhans@bx.psu.edu>
parents:
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131 random_total_weight = 0.0
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Richard Burhans <burhans@bx.psu.edu>
parents:
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132 for i in range(randomizations):
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Richard Burhans <burhans@bx.psu.edu>
parents:
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133 a2 = random_assignment(c1, c2)
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Richard Burhans <burhans@bx.psu.edu>
parents:
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134 random_total_count += len(a2)
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
135 for a in a2:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
136 random_total_weight += a[0].neighbors[a[1]]
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
137 print >> ofh, 'random average {0:.3f}'.format(random_total_weight / random_total_count)
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
138
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
139
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
140 for a in a1:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
141 print >> ofh, '\t'.join([a[0].name, a[1].name])
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
142
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
143 def optimal_assignment(c1, c2, max_weight):
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Richard Burhans <burhans@bx.psu.edu>
parents:
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144 matrix = []
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
145 assignment = []
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
146
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
147 for v1 in c1:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
148 row = []
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
149 for v2 in c2:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
150 row.append(max_weight + 1.0 - v1.neighbors[v2])
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
151 matrix.append(row)
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
152
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
153 m = munkres.Munkres()
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
154 indexes = m.compute(matrix)
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
155 for row, column in indexes:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
156 assignment.append([c1[row], c2[column]])
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
157
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
158 return assignment
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
159
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
160 def random_assignment(c1, c2):
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
161 assignment = []
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
162
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
163 ## note, this assumes that graph is complete bipartite
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
164 ## this needs to be fixed
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
165 c1_len = len(c1)
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
166 c2_len = len(c2)
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
167 idx_list = list(range(max(c1_len, c2_len)))
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
168 random.shuffle(idx_list)
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
169
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
170 if c1_len <= c2_len:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
171 for i, v1 in enumerate(c1):
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
172 assignment.append([v1, c2[idx_list[i]]])
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
173 else:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
174 for i, v1 in enumerate(c2):
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
175 assignment.append([v1, c1[idx_list[i]]])
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
176
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
177 return assignment
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
178
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
179 ################################################################################
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
180
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
181 if len(sys.argv) != 4:
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
182 die('Usage')
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
183
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
184 input, randomizations, output = sys.argv[1:]
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Richard Burhans <burhans@bx.psu.edu>
parents:
diff changeset
185 main(input, int(randomizations), output)