max-heap in python
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python/28_heap/heap.py
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96
python/28_heap/heap.py
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"""
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Max-heap
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Author: Wenru Dong
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"""
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from typing import Optional, List
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class Heap:
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def __init__(self, capacity: int):
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self._data = [0] * (capacity + 1)
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self._capacity = capacity
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self._count = 0
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@classmethod
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def _parent(cls, child_index: int) -> int:
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"""The parent index."""
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return child_index // 2
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@classmethod
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def _left(cls, parent_index: int) -> int:
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"""The left child index."""
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return 2 * parent_index
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@classmethod
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def _right(cls, parent_index: int) -> int:
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"""The right child index."""
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return 2 * parent_index + 1
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def _siftup(self) -> None:
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i, parent = self._count, Heap._parent(self._count)
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while parent and self._data[i] > self._data[parent]:
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self._data[i], self._data[parent] = self._data[parent], self._data[i]
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i, parent = parent, Heap._parent(parent)
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@classmethod
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def _siftdown(cls, a: List[int], count: int, root_index: int = 1) -> None:
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i = larger_child_index = root_index
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while True:
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left, right = cls._left(i), cls._right(i)
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if left <= count and a[i] < a[left]:
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larger_child_index = left
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if right <= count and a[larger_child_index] < a[right]:
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larger_child_index = right
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if larger_child_index == i: break
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a[i], a[larger_child_index] = a[larger_child_index], a[i]
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i = larger_child_index
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def insert(self, value: int) -> None:
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if self._count >= self._capacity: return
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self._count += 1
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self._data[self._count] = value
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self._siftup()
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def remove_max(self) -> Optional[int]:
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if self._count:
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result = self._data[1]
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self._data[1] = self._data[self._count]
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self._count -= 1
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Heap._siftdown(self._data, self._count)
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return result
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@classmethod
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def build_heap(cls, a: List[int]) -> None:
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"""Data in a needs to start from index 1."""
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for i in range((len(a) - 1)//2, 0, -1):
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cls._siftdown(a, len(a) - 1, i)
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@classmethod
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def sort(cls, a: List[int]) -> None:
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"""Data in a needs to start from index 1."""
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cls.build_heap(a)
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k = len(a) - 1
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while k > 1:
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a[1], a[k] = a[k], a[1]
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k -= 1
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cls._siftdown(a, k)
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def __repr__(self):
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return self._data[1 : self._count + 1].__repr__()
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if __name__ == "__main__":
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hp = Heap(10)
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hp.insert(3)
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hp.insert(9)
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hp.insert(1)
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hp.insert(8)
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hp.insert(7)
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hp.insert(3)
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print(hp)
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for _ in range(6):
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print(hp.remove_max())
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a = [0, 6, 3, 4, 0, 9, 2, 7, 5, -2, 8, 1, 6, 10]
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Heap.sort(a)
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print(a[1:])
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