Created
April 8, 2021 10:04
-
-
Save refeed/0a88e2bd4b8bb88a5556fb94134c562c to your computer and use it in GitHub Desktop.
Minheap
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
class MinHeap: | |
def __init__(self): | |
self._list = [] | |
self._cursor_idx = 0 # Points to the latest index | |
def insert(self, value): | |
self._list.append(value) | |
parent_idx = self._get_parent_idx(self._cursor_idx) | |
current_idx = self._cursor_idx | |
while value < self._list[parent_idx]: | |
if current_idx == 0: # It's in root | |
break | |
self._swap(current_idx, parent_idx) | |
current_idx = parent_idx | |
parent_idx = self._get_parent_idx(current_idx) | |
self._increase_cursor() | |
def extract_min(self): | |
min_value = self._list[0] | |
self._list[0] = self._list.pop() | |
self._cursor_idx -= 1 | |
# Trickle down | |
self._min_heapify(0) | |
return min_value | |
def _min_heapify(self, idx): | |
if self._is_leaf(idx): | |
return | |
left_child_idx, right_child_idx = self._get_child_idx(idx) | |
does_right_child_exist = right_child_idx < self._cursor_idx | |
if (does_right_child_exist and | |
(self._list[left_child_idx] < self._list[idx] or | |
self._list[right_child_idx] < self._list[idx])): | |
if self._list[left_child_idx] < self._list[right_child_idx]: | |
self._swap(left_child_idx, idx) | |
self._min_heapify(left_child_idx) | |
else: | |
self._swap(right_child_idx, idx) | |
self._min_heapify(right_child_idx) | |
elif self._list[left_child_idx] < self._list[idx]: | |
self._swap(left_child_idx, idx) | |
self._min_heapify(left_child_idx) | |
def _is_leaf(self, idx): | |
if (idx >= self._cursor_idx // 2): | |
return True | |
return False | |
def _swap(self, idx1, idx2): | |
self._list[idx1], self._list[idx2] = self._list[idx2], self._list[idx1] | |
def _get_parent_idx(self, index): | |
return (index - 1) // 2 | |
def _get_child_idx(self, index): | |
offset = 2 * index | |
return (offset + 1, offset + 2) | |
def _increase_cursor(self): | |
self._cursor_idx += 1 | |
if __name__ == '__main__': | |
minheap = MinHeap() | |
minheap.insert(39) | |
minheap.insert(38) | |
minheap.insert(38) | |
minheap.insert(38) | |
minheap.insert(38) | |
minheap.insert(38) | |
minheap.insert(1) | |
print(minheap.extract_min()) | |
print(minheap._list) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment