annotate planemo/lib/python3.7/site-packages/networkx/algorithms/graphical.py @ 1:56ad4e20f292 draft

"planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
author guerler
date Fri, 31 Jul 2020 00:32:28 -0400
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1 # -*- coding: utf-8 -*-
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2 """Test sequences for graphiness.
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3 """
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4 # Copyright (C) 2004-2019 by
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5 # Aric Hagberg <hagberg@lanl.gov>
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6 # Dan Schult <dschult@colgate.edu>
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7 # Pieter Swart <swart@lanl.gov>
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8 # All rights reserved.
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9 # BSD license.
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10 import heapq
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11 import networkx as nx
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12 __author__ = "\n".join(['Aric Hagberg (hagberg@lanl.gov)',
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13 'Pieter Swart (swart@lanl.gov)',
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14 'Dan Schult (dschult@colgate.edu)'
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15 'Joel Miller (joel.c.miller.research@gmail.com)'
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16 'Ben Edwards'
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17 'Brian Cloteaux <brian.cloteaux@nist.gov>'])
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18
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19 __all__ = ['is_graphical',
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20 'is_multigraphical',
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21 'is_pseudographical',
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22 'is_digraphical',
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23 'is_valid_degree_sequence_erdos_gallai',
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24 'is_valid_degree_sequence_havel_hakimi',
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25 ]
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26
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27
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28 def is_graphical(sequence, method='eg'):
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29 """Returns True if sequence is a valid degree sequence.
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30
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31 A degree sequence is valid if some graph can realize it.
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32
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33 Parameters
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34 ----------
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35 sequence : list or iterable container
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36 A sequence of integer node degrees
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37
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38 method : "eg" | "hh" (default: 'eg')
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39 The method used to validate the degree sequence.
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40 "eg" corresponds to the Erdős-Gallai algorithm, and
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41 "hh" to the Havel-Hakimi algorithm.
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42
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43 Returns
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44 -------
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45 valid : bool
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46 True if the sequence is a valid degree sequence and False if not.
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47
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48 Examples
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49 --------
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50 >>> G = nx.path_graph(4)
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51 >>> sequence = (d for n, d in G.degree())
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52 >>> nx.is_graphical(sequence)
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53 True
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54
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55 References
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56 ----------
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57 Erdős-Gallai
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58 [EG1960]_, [choudum1986]_
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59
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60 Havel-Hakimi
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61 [havel1955]_, [hakimi1962]_, [CL1996]_
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62 """
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63 if method == 'eg':
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64 valid = is_valid_degree_sequence_erdos_gallai(list(sequence))
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65 elif method == 'hh':
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66 valid = is_valid_degree_sequence_havel_hakimi(list(sequence))
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67 else:
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68 msg = "`method` must be 'eg' or 'hh'"
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69 raise nx.NetworkXException(msg)
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70 return valid
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71
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72
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73 def _basic_graphical_tests(deg_sequence):
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74 # Sort and perform some simple tests on the sequence
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75 deg_sequence = nx.utils.make_list_of_ints(deg_sequence)
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76 p = len(deg_sequence)
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77 num_degs = [0] * p
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78 dmax, dmin, dsum, n = 0, p, 0, 0
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79 for d in deg_sequence:
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80 # Reject if degree is negative or larger than the sequence length
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81 if d < 0 or d >= p:
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82 raise nx.NetworkXUnfeasible
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83 # Process only the non-zero integers
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84 elif d > 0:
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85 dmax, dmin, dsum, n = max(dmax, d), min(dmin, d), dsum + d, n + 1
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86 num_degs[d] += 1
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87 # Reject sequence if it has odd sum or is oversaturated
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88 if dsum % 2 or dsum > n * (n - 1):
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89 raise nx.NetworkXUnfeasible
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90 return dmax, dmin, dsum, n, num_degs
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91
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92
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93 def is_valid_degree_sequence_havel_hakimi(deg_sequence):
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94 r"""Returns True if deg_sequence can be realized by a simple graph.
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95
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96 The validation proceeds using the Havel-Hakimi theorem.
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97 Worst-case run time is $O(s)$ where $s$ is the sum of the sequence.
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98
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99 Parameters
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100 ----------
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101 deg_sequence : list
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102 A list of integers where each element specifies the degree of a node
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103 in a graph.
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104
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105 Returns
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106 -------
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107 valid : bool
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108 True if deg_sequence is graphical and False if not.
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109
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110 Notes
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111 -----
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112 The ZZ condition says that for the sequence d if
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113
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114 .. math::
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115 |d| >= \frac{(\max(d) + \min(d) + 1)^2}{4*\min(d)}
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116
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117 then d is graphical. This was shown in Theorem 6 in [1]_.
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118
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119 References
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120 ----------
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121 .. [1] I.E. Zverovich and V.E. Zverovich. "Contributions to the theory
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122 of graphic sequences", Discrete Mathematics, 105, pp. 292-303 (1992).
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123
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124 [havel1955]_, [hakimi1962]_, [CL1996]_
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125
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126 """
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127 try:
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128 dmax, dmin, dsum, n, num_degs = _basic_graphical_tests(deg_sequence)
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129 except nx.NetworkXUnfeasible:
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130 return False
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131 # Accept if sequence has no non-zero degrees or passes the ZZ condition
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132 if n == 0 or 4 * dmin * n >= (dmax + dmin + 1) * (dmax + dmin + 1):
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133 return True
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134
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135 modstubs = [0] * (dmax + 1)
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136 # Successively reduce degree sequence by removing the maximum degree
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137 while n > 0:
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138 # Retrieve the maximum degree in the sequence
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139 while num_degs[dmax] == 0:
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140 dmax -= 1
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141 # If there are not enough stubs to connect to, then the sequence is
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142 # not graphical
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143 if dmax > n - 1:
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144 return False
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145
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146 # Remove largest stub in list
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147 num_degs[dmax], n = num_degs[dmax] - 1, n - 1
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148 # Reduce the next dmax largest stubs
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149 mslen = 0
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150 k = dmax
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151 for i in range(dmax):
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152 while num_degs[k] == 0:
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153 k -= 1
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154 num_degs[k], n = num_degs[k] - 1, n - 1
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155 if k > 1:
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156 modstubs[mslen] = k - 1
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157 mslen += 1
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158 # Add back to the list any non-zero stubs that were removed
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159 for i in range(mslen):
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160 stub = modstubs[i]
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161 num_degs[stub], n = num_degs[stub] + 1, n + 1
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162 return True
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163
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164
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165 def is_valid_degree_sequence_erdos_gallai(deg_sequence):
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166 r"""Returns True if deg_sequence can be realized by a simple graph.
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167
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168 The validation is done using the Erdős-Gallai theorem [EG1960]_.
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169
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170 Parameters
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171 ----------
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172 deg_sequence : list
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173 A list of integers
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174
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175 Returns
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176 -------
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177 valid : bool
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178 True if deg_sequence is graphical and False if not.
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179
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180 Notes
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181 -----
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182
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183 This implementation uses an equivalent form of the Erdős-Gallai criterion.
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184 Worst-case run time is $O(n)$ where $n$ is the length of the sequence.
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185
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186 Specifically, a sequence d is graphical if and only if the
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187 sum of the sequence is even and for all strong indices k in the sequence,
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188
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189 .. math::
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190
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191 \sum_{i=1}^{k} d_i \leq k(k-1) + \sum_{j=k+1}^{n} \min(d_i,k)
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192 = k(n-1) - ( k \sum_{j=0}^{k-1} n_j - \sum_{j=0}^{k-1} j n_j )
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193
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194 A strong index k is any index where d_k >= k and the value n_j is the
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195 number of occurrences of j in d. The maximal strong index is called the
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196 Durfee index.
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197
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198 This particular rearrangement comes from the proof of Theorem 3 in [2]_.
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199
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200 The ZZ condition says that for the sequence d if
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201
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202 .. math::
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203 |d| >= \frac{(\max(d) + \min(d) + 1)^2}{4*\min(d)}
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204
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205 then d is graphical. This was shown in Theorem 6 in [2]_.
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206
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207 References
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208 ----------
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209 .. [1] A. Tripathi and S. Vijay. "A note on a theorem of Erdős & Gallai",
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210 Discrete Mathematics, 265, pp. 417-420 (2003).
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211 .. [2] I.E. Zverovich and V.E. Zverovich. "Contributions to the theory
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212 of graphic sequences", Discrete Mathematics, 105, pp. 292-303 (1992).
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213
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214 [EG1960]_, [choudum1986]_
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215 """
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216 try:
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217 dmax, dmin, dsum, n, num_degs = _basic_graphical_tests(deg_sequence)
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218 except nx.NetworkXUnfeasible:
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219 return False
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220 # Accept if sequence has no non-zero degrees or passes the ZZ condition
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221 if n == 0 or 4 * dmin * n >= (dmax + dmin + 1) * (dmax + dmin + 1):
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222 return True
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223
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224 # Perform the EG checks using the reformulation of Zverovich and Zverovich
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225 k, sum_deg, sum_nj, sum_jnj = 0, 0, 0, 0
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226 for dk in range(dmax, dmin - 1, -1):
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227 if dk < k + 1: # Check if already past Durfee index
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228 return True
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229 if num_degs[dk] > 0:
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230 run_size = num_degs[dk] # Process a run of identical-valued degrees
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231 if dk < k + run_size: # Check if end of run is past Durfee index
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232 run_size = dk - k # Adjust back to Durfee index
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233 sum_deg += run_size * dk
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234 for v in range(run_size):
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235 sum_nj += num_degs[k + v]
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236 sum_jnj += (k + v) * num_degs[k + v]
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237 k += run_size
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238 if sum_deg > k * (n - 1) - k * sum_nj + sum_jnj:
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239 return False
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240 return True
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241
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242
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243 def is_multigraphical(sequence):
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244 """Returns True if some multigraph can realize the sequence.
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245
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246 Parameters
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247 ----------
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248 sequence : list
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249 A list of integers
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250
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251 Returns
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252 -------
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253 valid : bool
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254 True if deg_sequence is a multigraphic degree sequence and False if not.
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255
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256 Notes
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257 -----
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258 The worst-case run time is $O(n)$ where $n$ is the length of the sequence.
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259
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260 References
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261 ----------
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262 .. [1] S. L. Hakimi. "On the realizability of a set of integers as
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263 degrees of the vertices of a linear graph", J. SIAM, 10, pp. 496-506
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264 (1962).
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265 """
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266 try:
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267 deg_sequence = nx.utils.make_list_of_ints(sequence)
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268 except nx.NetworkXError:
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269 return False
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270 dsum, dmax = 0, 0
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271 for d in deg_sequence:
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272 if d < 0:
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273 return False
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274 dsum, dmax = dsum + d, max(dmax, d)
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275 if dsum % 2 or dsum < 2 * dmax:
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276 return False
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277 return True
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278
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279
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280 def is_pseudographical(sequence):
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281 """Returns True if some pseudograph can realize the sequence.
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282
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283 Every nonnegative integer sequence with an even sum is pseudographical
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284 (see [1]_).
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285
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286 Parameters
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287 ----------
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288 sequence : list or iterable container
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289 A sequence of integer node degrees
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290
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291 Returns
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292 -------
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293 valid : bool
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294 True if the sequence is a pseudographic degree sequence and False if not.
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295
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296 Notes
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297 -----
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298 The worst-case run time is $O(n)$ where n is the length of the sequence.
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299
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300 References
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301 ----------
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302 .. [1] F. Boesch and F. Harary. "Line removal algorithms for graphs
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303 and their degree lists", IEEE Trans. Circuits and Systems, CAS-23(12),
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304 pp. 778-782 (1976).
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305 """
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306 try:
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307 deg_sequence = nx.utils.make_list_of_ints(sequence)
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308 except nx.NetworkXError:
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309 return False
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310 return sum(deg_sequence) % 2 == 0 and min(deg_sequence) >= 0
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311
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312
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313 def is_digraphical(in_sequence, out_sequence):
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314 r"""Returns True if some directed graph can realize the in- and out-degree
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315 sequences.
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316
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317 Parameters
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318 ----------
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319 in_sequence : list or iterable container
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320 A sequence of integer node in-degrees
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321
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322 out_sequence : list or iterable container
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323 A sequence of integer node out-degrees
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324
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325 Returns
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326 -------
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327 valid : bool
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328 True if in and out-sequences are digraphic False if not.
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329
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330 Notes
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331 -----
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332 This algorithm is from Kleitman and Wang [1]_.
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333 The worst case runtime is $O(s \times \log n)$ where $s$ and $n$ are the
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334 sum and length of the sequences respectively.
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335
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336 References
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337 ----------
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338 .. [1] D.J. Kleitman and D.L. Wang
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339 Algorithms for Constructing Graphs and Digraphs with Given Valences
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340 and Factors, Discrete Mathematics, 6(1), pp. 79-88 (1973)
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341 """
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342 try:
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343 in_deg_sequence = nx.utils.make_list_of_ints(in_sequence)
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344 out_deg_sequence = nx.utils.make_list_of_ints(out_sequence)
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345 except nx.NetworkXError:
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346 return False
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347 # Process the sequences and form two heaps to store degree pairs with
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348 # either zero or non-zero out degrees
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349 sumin, sumout, nin, nout = 0, 0, len(in_deg_sequence), len(out_deg_sequence)
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350 maxn = max(nin, nout)
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351 maxin = 0
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352 if maxn == 0:
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353 return True
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354 stubheap, zeroheap = [], []
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355 for n in range(maxn):
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356 in_deg, out_deg = 0, 0
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357 if n < nout:
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358 out_deg = out_deg_sequence[n]
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359 if n < nin:
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360 in_deg = in_deg_sequence[n]
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361 if in_deg < 0 or out_deg < 0:
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362 return False
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363 sumin, sumout, maxin = sumin + in_deg, sumout + out_deg, max(maxin, in_deg)
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364 if in_deg > 0:
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365 stubheap.append((-1 * out_deg, -1 * in_deg))
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366 elif out_deg > 0:
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367 zeroheap.append(-1 * out_deg)
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368 if sumin != sumout:
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369 return False
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370 heapq.heapify(stubheap)
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371 heapq.heapify(zeroheap)
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372
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373 modstubs = [(0, 0)] * (maxin + 1)
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374 # Successively reduce degree sequence by removing the maximum out degree
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375 while stubheap:
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376 # Take the first value in the sequence with non-zero in degree
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377 (freeout, freein) = heapq.heappop(stubheap)
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378 freein *= -1
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379 if freein > len(stubheap) + len(zeroheap):
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380 return False
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381
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382 # Attach out stubs to the nodes with the most in stubs
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383 mslen = 0
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384 for i in range(freein):
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385 if zeroheap and (not stubheap or stubheap[0][0] > zeroheap[0]):
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guerler
parents:
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386 stubout = heapq.heappop(zeroheap)
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guerler
parents:
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387 stubin = 0
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guerler
parents:
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388 else:
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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389 (stubout, stubin) = heapq.heappop(stubheap)
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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390 if stubout == 0:
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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391 return False
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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392 # Check if target is now totally connected
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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393 if stubout + 1 < 0 or stubin < 0:
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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394 modstubs[mslen] = (stubout + 1, stubin)
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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395 mslen += 1
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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396
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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397 # Add back the nodes to the heap that still have available stubs
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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398 for i in range(mslen):
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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399 stub = modstubs[i]
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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400 if stub[1] < 0:
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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401 heapq.heappush(stubheap, stub)
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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402 else:
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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403 heapq.heappush(zeroheap, stub[0])
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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404 if freeout < 0:
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
diff changeset
405 heapq.heappush(zeroheap, freeout)
56ad4e20f292 "planemo upload commit 6eee67778febed82ddd413c3ca40b3183a3898f1"
guerler
parents:
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406 return True