annotate env/lib/python3.9/site-packages/networkx/utils/mapped_queue.py @ 0:4f3585e2f14b draft default tip

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author shellac
date Mon, 22 Mar 2021 18:12:50 +0000
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1 """Priority queue class with updatable priorities.
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2 """
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3
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4 import heapq
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5
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6 __all__ = ["MappedQueue"]
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7
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8
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9 class MappedQueue:
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10 """The MappedQueue class implements an efficient minimum heap. The
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11 smallest element can be popped in O(1) time, new elements can be pushed
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12 in O(log n) time, and any element can be removed or updated in O(log n)
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13 time. The queue cannot contain duplicate elements and an attempt to push an
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14 element already in the queue will have no effect.
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15
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16 MappedQueue complements the heapq package from the python standard
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17 library. While MappedQueue is designed for maximum compatibility with
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18 heapq, it has slightly different functionality.
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19
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20 Examples
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21 --------
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22
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23 A `MappedQueue` can be created empty or optionally given an array of
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24 initial elements. Calling `push()` will add an element and calling `pop()`
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25 will remove and return the smallest element.
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26
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27 >>> q = MappedQueue([916, 50, 4609, 493, 237])
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28 >>> q.push(1310)
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29 True
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30 >>> x = [q.pop() for i in range(len(q.h))]
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31 >>> x
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32 [50, 237, 493, 916, 1310, 4609]
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33
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34 Elements can also be updated or removed from anywhere in the queue.
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35
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36 >>> q = MappedQueue([916, 50, 4609, 493, 237])
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37 >>> q.remove(493)
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38 >>> q.update(237, 1117)
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39 >>> x = [q.pop() for i in range(len(q.h))]
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40 >>> x
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41 [50, 916, 1117, 4609]
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42
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43 References
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44 ----------
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45 .. [1] Cormen, T. H., Leiserson, C. E., Rivest, R. L., & Stein, C. (2001).
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46 Introduction to algorithms second edition.
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47 .. [2] Knuth, D. E. (1997). The art of computer programming (Vol. 3).
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48 Pearson Education.
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49 """
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50
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51 def __init__(self, data=[]):
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52 """Priority queue class with updatable priorities.
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53 """
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54 self.h = list(data)
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55 self.d = dict()
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56 self._heapify()
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57
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58 def __len__(self):
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59 return len(self.h)
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60
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61 def _heapify(self):
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62 """Restore heap invariant and recalculate map."""
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63 heapq.heapify(self.h)
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64 self.d = {elt: pos for pos, elt in enumerate(self.h)}
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65 if len(self.h) != len(self.d):
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66 raise AssertionError("Heap contains duplicate elements")
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67
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68 def push(self, elt):
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69 """Add an element to the queue."""
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70 # If element is already in queue, do nothing
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71 if elt in self.d:
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72 return False
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73 # Add element to heap and dict
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74 pos = len(self.h)
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75 self.h.append(elt)
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76 self.d[elt] = pos
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77 # Restore invariant by sifting down
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78 self._siftdown(pos)
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79 return True
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80
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81 def pop(self):
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82 """Remove and return the smallest element in the queue."""
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83 # Remove smallest element
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84 elt = self.h[0]
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85 del self.d[elt]
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86 # If elt is last item, remove and return
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87 if len(self.h) == 1:
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88 self.h.pop()
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89 return elt
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90 # Replace root with last element
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91 last = self.h.pop()
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92 self.h[0] = last
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93 self.d[last] = 0
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94 # Restore invariant by sifting up, then down
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95 pos = self._siftup(0)
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96 self._siftdown(pos)
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97 # Return smallest element
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98 return elt
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99
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100 def update(self, elt, new):
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101 """Replace an element in the queue with a new one."""
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102 # Replace
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103 pos = self.d[elt]
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104 self.h[pos] = new
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105 del self.d[elt]
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106 self.d[new] = pos
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107 # Restore invariant by sifting up, then down
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108 pos = self._siftup(pos)
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109 self._siftdown(pos)
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110
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111 def remove(self, elt):
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112 """Remove an element from the queue."""
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113 # Find and remove element
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114 try:
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115 pos = self.d[elt]
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116 del self.d[elt]
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117 except KeyError:
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118 # Not in queue
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119 raise
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120 # If elt is last item, remove and return
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121 if pos == len(self.h) - 1:
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122 self.h.pop()
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123 return
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124 # Replace elt with last element
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125 last = self.h.pop()
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126 self.h[pos] = last
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127 self.d[last] = pos
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128 # Restore invariant by sifting up, then down
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129 pos = self._siftup(pos)
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130 self._siftdown(pos)
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131
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132 def _siftup(self, pos):
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133 """Move element at pos down to a leaf by repeatedly moving the smaller
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134 child up."""
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135 h, d = self.h, self.d
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136 elt = h[pos]
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137 # Continue until element is in a leaf
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138 end_pos = len(h)
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139 left_pos = (pos << 1) + 1
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shellac
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140 while left_pos < end_pos:
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141 # Left child is guaranteed to exist by loop predicate
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142 left = h[left_pos]
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shellac
parents:
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143 try:
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144 right_pos = left_pos + 1
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145 right = h[right_pos]
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146 # Out-of-place, swap with left unless right is smaller
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147 if right < left:
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148 h[pos], h[right_pos] = right, elt
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149 pos, right_pos = right_pos, pos
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150 d[elt], d[right] = pos, right_pos
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151 else:
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152 h[pos], h[left_pos] = left, elt
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shellac
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153 pos, left_pos = left_pos, pos
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shellac
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154 d[elt], d[left] = pos, left_pos
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shellac
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155 except IndexError:
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156 # Left leaf is the end of the heap, swap
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157 h[pos], h[left_pos] = left, elt
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158 pos, left_pos = left_pos, pos
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shellac
parents:
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159 d[elt], d[left] = pos, left_pos
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shellac
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160 # Update left_pos
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161 left_pos = (pos << 1) + 1
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162 return pos
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163
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164 def _siftdown(self, pos):
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165 """Restore invariant by repeatedly replacing out-of-place element with
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shellac
parents:
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166 its parent."""
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167 h, d = self.h, self.d
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168 elt = h[pos]
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169 # Continue until element is at root
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170 while pos > 0:
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171 parent_pos = (pos - 1) >> 1
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172 parent = h[parent_pos]
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parents:
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173 if parent > elt:
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174 # Swap out-of-place element with parent
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parents:
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175 h[parent_pos], h[pos] = elt, parent
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shellac
parents:
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176 parent_pos, pos = pos, parent_pos
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parents:
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177 d[elt] = pos
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parents:
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178 d[parent] = parent_pos
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parents:
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179 else:
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180 # Invariant is satisfied
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181 break
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parents:
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182 return pos