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""" | ||
Max-heap | ||
Author: Wenru Dong | ||
""" | ||
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from typing import Optional, List | ||
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class Heap: | ||
def __init__(self, capacity: int): | ||
self._data = [0] * (capacity + 1) | ||
self._capacity = capacity | ||
self._count = 0 | ||
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@classmethod | ||
def _parent(cls, child_index: int) -> int: | ||
"""The parent index.""" | ||
return child_index // 2 | ||
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@classmethod | ||
def _left(cls, parent_index: int) -> int: | ||
"""The left child index.""" | ||
return 2 * parent_index | ||
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@classmethod | ||
def _right(cls, parent_index: int) -> int: | ||
"""The right child index.""" | ||
return 2 * parent_index + 1 | ||
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def _siftup(self) -> None: | ||
i, parent = self._count, Heap._parent(self._count) | ||
while parent and self._data[i] > self._data[parent]: | ||
self._data[i], self._data[parent] = self._data[parent], self._data[i] | ||
i, parent = parent, Heap._parent(parent) | ||
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@classmethod | ||
def _siftdown(cls, a: List[int], count: int, root_index: int = 1) -> None: | ||
i = larger_child_index = root_index | ||
while True: | ||
left, right = cls._left(i), cls._right(i) | ||
if left <= count and a[i] < a[left]: | ||
larger_child_index = left | ||
if right <= count and a[larger_child_index] < a[right]: | ||
larger_child_index = right | ||
if larger_child_index == i: break | ||
a[i], a[larger_child_index] = a[larger_child_index], a[i] | ||
i = larger_child_index | ||
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def insert(self, value: int) -> None: | ||
if self._count >= self._capacity: return | ||
self._count += 1 | ||
self._data[self._count] = value | ||
self._siftup() | ||
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def remove_max(self) -> Optional[int]: | ||
if self._count: | ||
result = self._data[1] | ||
self._data[1] = self._data[self._count] | ||
self._count -= 1 | ||
Heap._siftdown(self._data, self._count) | ||
return result | ||
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@classmethod | ||
def build_heap(cls, a: List[int]) -> None: | ||
"""Data in a needs to start from index 1.""" | ||
for i in range((len(a) - 1)//2, 0, -1): | ||
cls._siftdown(a, len(a) - 1, i) | ||
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@classmethod | ||
def sort(cls, a: List[int]) -> None: | ||
"""Data in a needs to start from index 1.""" | ||
cls.build_heap(a) | ||
k = len(a) - 1 | ||
while k > 1: | ||
a[1], a[k] = a[k], a[1] | ||
k -= 1 | ||
cls._siftdown(a, k) | ||
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def __repr__(self): | ||
return self._data[1 : self._count + 1].__repr__() | ||
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if __name__ == "__main__": | ||
hp = Heap(10) | ||
hp.insert(3) | ||
hp.insert(9) | ||
hp.insert(1) | ||
hp.insert(8) | ||
hp.insert(7) | ||
hp.insert(3) | ||
print(hp) | ||
for _ in range(6): | ||
print(hp.remove_max()) | ||
a = [0, 6, 3, 4, 0, 9, 2, 7, 5, -2, 8, 1, 6, 10] | ||
Heap.sort(a) | ||
print(a[1:]) |