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Min heap based on list
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import heapq | |
# Min heap based on list | |
class MinHeap(list): | |
def __init__(self, l): | |
super().__init__(l) | |
for i in range(self.parent(len(self)), -1, -1): | |
self.sift_down(i) | |
def sift_up(self, i): | |
while i > 0 and self[i] < self[self.parent(i)]: | |
self[i], self[self.parent(i)] = self[self.parent(i)], self[i] | |
i = self.parent(i) | |
def sift_down(self, i=0, size=None): | |
if not size: | |
size = len(self) | |
while True: | |
max_index = i | |
l_child = self.l_child(i) | |
r_child = self.r_child(i) | |
if l_child < size and self[l_child] < self[max_index]: | |
max_index = l_child | |
if r_child < size and self[r_child] < self[max_index]: | |
max_index = r_child | |
if i != max_index: | |
self[i], self[max_index] = self[max_index], self[i] | |
i = max_index | |
else: | |
break | |
def insert(self, p): | |
self.append(p) | |
self.sift_up(len(self) - 1) | |
def get_min(self): | |
return self[0] | |
def extract_min(self): | |
res = self[0] | |
leaf = self.pop() | |
if len(self): | |
self[0] = leaf | |
self.sift_down() | |
return res | |
def remove(self, i): | |
self[i] = float('inf') | |
self.sift_up(i) | |
self.extract_min() | |
def change_priority(self, i, p): | |
old_p = self[i] | |
self[i] = p | |
if p > old_p: | |
self.sift_down(i) | |
else: | |
self.sift_up(i) | |
def parent(self, i): | |
return round((i - 1) / 2) | |
def l_child(self, i): | |
return 2 * i + 1 | |
def r_child(self, i): | |
return 2 * i + 2 | |
# example of inplace sorting in descending order | |
def heap_sort(ar): | |
h = MinHeap(ar) | |
size = len(h) | |
while size > 1: | |
h[0], h[size - 1] = h[size - 1], h[0] | |
size -= 1 | |
h.sift_down(size=size) | |
return h | |
# tests for max element and sorting | |
l1 = [1, 2, 3, 5, 5, 6] | |
l2 = list(l1) | |
heapq.heapify(l2) | |
assert MinHeap(l1).get_min() == l2[0] | |
assert list(heap_sort(l1)) == sorted(l2, reverse=True) | |
l1 = [7, 1, 2, 3, 4, 900] | |
l2 = list(l1) | |
heapq.heapify(l2) | |
assert MinHeap(l1).get_min() == l2[0] | |
assert list(heap_sort(l1)) == sorted(l2, reverse=True) | |
l1 = [0, 0, 0, 1, -1] | |
l2 = list(l1) | |
heapq.heapify(l2) | |
assert MinHeap(l1).get_min() == l2[0] | |
assert list(heap_sort(l1)) == sorted(l2, reverse=True) |
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