|
| 1 | +import unittest |
| 2 | + |
| 3 | + |
| 4 | +class MinHeap(object): |
| 5 | + |
| 6 | + def __init__(self): |
| 7 | + self.storage = [] |
| 8 | + |
| 9 | + |
| 10 | + def swap(self, a, b): |
| 11 | + self.storage[a], self.storage[b] = self.storage[b], self.storage[a] |
| 12 | + |
| 13 | + |
| 14 | + def size(self): |
| 15 | + return len(self.storage) |
| 16 | + |
| 17 | + |
| 18 | + def peak(self): |
| 19 | + return self.storage[0] |
| 20 | + |
| 21 | + |
| 22 | + def insert(self, value): |
| 23 | + self.storage.append(value) |
| 24 | + index = self.size() - 1 |
| 25 | + self.bubbleUp(index) |
| 26 | + |
| 27 | + |
| 28 | + def get_parent(self, child): |
| 29 | + if child % 2 == 0: |
| 30 | + return (child - 2)/2 |
| 31 | + else: |
| 32 | + return (child - 1)/2 |
| 33 | + |
| 34 | + |
| 35 | + def bubbleUp(self, child): |
| 36 | + parent = self.get_parent(child) |
| 37 | + |
| 38 | + while (child > 0) and parent >= 0 and (self.storage[child] < self.storage[parent]): |
| 39 | + self.swap(child, parent) |
| 40 | + child = parent |
| 41 | + parent = self.get_parent(child) |
| 42 | + |
| 43 | + |
| 44 | + def remove_peak(self): |
| 45 | + self.swap(0, self.size()-1) |
| 46 | + min_elem = self.storage.pop() |
| 47 | + self.bubbleDown(0) |
| 48 | + |
| 49 | + return min_elem |
| 50 | + |
| 51 | + |
| 52 | + def get_child(self, parent): |
| 53 | + child1 = 2 * parent + 1 |
| 54 | + child2 = 2 * parent + 2 |
| 55 | + |
| 56 | + if child1 >= self.size(): |
| 57 | + return |
| 58 | + elif child2 >= self.size(): |
| 59 | + return child1 |
| 60 | + elif self.storage[child1] < self.storage[child2]: |
| 61 | + return child1 |
| 62 | + else: |
| 63 | + return child2 |
| 64 | + |
| 65 | + |
| 66 | + def bubbleDown(self, parent): |
| 67 | + child = self.get_child(parent) |
| 68 | + |
| 69 | + while child is not None and self.storage[parent] > self.storage[child]: |
| 70 | + self.swap(child, parent) |
| 71 | + parent = child |
| 72 | + child = self.get_child(parent) |
| 73 | + |
| 74 | + |
| 75 | + def remove(self, item): |
| 76 | + last_index = self.size() - 1 |
| 77 | + swap_index = 0 |
| 78 | + |
| 79 | + # can implement with hash table instead of for loop to keep this in |
| 80 | + # O(logn) time complexity, however need to keep track of every element |
| 81 | + # in hash table and update hash table in each method +O(n) space |
| 82 | + for i in range(len(self.storage)): |
| 83 | + if item == self.storage[i]: |
| 84 | + swap_index = i |
| 85 | + self.storage[i], self.storage[last_index] = self.storage[last_index], self.storage[i] |
| 86 | + |
| 87 | + self.bubbleUp(swap_index) |
| 88 | + self.bubbleDown(swap_index) |
| 89 | + |
| 90 | + removed_item = self.storage.pop() |
| 91 | + |
| 92 | + return removed_item |
| 93 | + |
| 94 | + |
| 95 | + |
| 96 | + def __repr__(self): |
| 97 | + return '<storage = {}>'.format(self.storage) |
| 98 | + |
| 99 | + |
| 100 | + |
| 101 | +class Testing(unittest.TestCase): |
| 102 | + |
| 103 | + def setUp(self): |
| 104 | + self.test = MinHeap() |
| 105 | + self.test.storage = [4, 5, 6, 7, 8] |
| 106 | + |
| 107 | + def test_swap(self): |
| 108 | + self.test.swap(0, 3) |
| 109 | + self.assertEqual(repr(self.test), '<storage = [7, 5, 6, 4, 8]>', 'swap is incorrect') |
| 110 | + |
| 111 | + def test_size(self): |
| 112 | + self.assertEqual(self.test.size(), 5, 'size is incorrect') |
| 113 | + |
| 114 | + def test_peak(self): |
| 115 | + self.assertEqual(self.test.peak(), 4, 'peak is the wrong value') |
| 116 | + |
| 117 | + def test_insert(self): |
| 118 | + self.test.storage = [] |
| 119 | + self.test.insert(7) |
| 120 | + self.test.insert(4) |
| 121 | + self.test.insert(10) |
| 122 | + self.test.insert(1) |
| 123 | + self.test.insert(8) |
| 124 | + self.test.insert(11) |
| 125 | + self.test.insert(9) |
| 126 | + self.test.insert(2) |
| 127 | + print self.test |
| 128 | + self.assertEqual(repr(self.test), '<storage = [1, 2, 9, 4, 8, 11, 10, 7]>', 'did not insert new value properly') |
| 129 | + |
| 130 | + def test_get_parent(self): |
| 131 | + self.assertEqual(self.test.get_parent(7), 3, 'getting child\'s parent index is incorrect') |
| 132 | + |
| 133 | + |
| 134 | + def test_bubbleUp(self): |
| 135 | + self.test.insert(1) |
| 136 | + self.assertEqual(repr(self.test), '<storage = [1, 5, 4, 7, 8, 6]>', 'did not bubble up correctly') |
| 137 | + self.test.insert(10) |
| 138 | + self.assertEqual(repr(self.test), '<storage = [1, 5, 4, 7, 8, 6, 10]>', 'did not bubble up correctly') |
| 139 | + self.test.insert(2) |
| 140 | + self.assertEqual(repr(self.test), '<storage = [1, 2, 4, 5, 8, 6, 10, 7]>', 'did not bubble up correctly') |
| 141 | + self.test.insert(9) |
| 142 | + self.assertEqual(repr(self.test), '<storage = [1, 2, 4, 5, 8, 6, 10, 7, 9]>', 'did not bubble up correctly') |
| 143 | + |
| 144 | + |
| 145 | + def test_remove_peak(self): |
| 146 | + self.test.storage = [1, 2, 4, 11] |
| 147 | + self.assertEqual(self.test.remove_peak(), 1, 'did not remove correct value') |
| 148 | + self.assertEqual(self.test.remove_peak(), 2, 'did not remove correct value') |
| 149 | + self.assertEqual(self.test.remove_peak(), 4, 'did not remove correct value') |
| 150 | + self.assertEqual(self.test.remove_peak(), 11, 'did not remove correct value') |
| 151 | + |
| 152 | + |
| 153 | + def test_get_child(self): |
| 154 | + self.assertEqual(self.test.get_child(0), 1, 'did not select the right child index') |
| 155 | + |
| 156 | + |
| 157 | + def test_bubbleDown(self): |
| 158 | + self.test.storage = [1, 2, 4, 11] |
| 159 | + self.test.remove_peak() |
| 160 | + self.assertEqual(repr(self.test), '<storage = [2, 11, 4]>', 'did not bubble down correctly') |
| 161 | + self.test.remove_peak() |
| 162 | + self.assertEqual(repr(self.test), '<storage = [4, 11]>', 'did not bubble down correctly') |
| 163 | + self.test.remove_peak() |
| 164 | + self.assertEqual(repr(self.test), '<storage = [11]>', 'did not bubble down correctly') |
| 165 | + self.test.remove_peak() |
| 166 | + self.assertEqual(repr(self.test), '<storage = []>', 'did not bubble down correctly') |
| 167 | + |
| 168 | + |
| 169 | + def test_remove(self): |
| 170 | + self.assertEqual(self.test.remove(8), 8, 'did not remove correct value') |
| 171 | + self.assertEqual(repr(self.test), '<storage = [4, 5, 6, 7]>', 'did not bubble down correctly') |
| 172 | + |
| 173 | + |
| 174 | +if __name__ == '__main__': |
| 175 | + unittest.main() |
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