Created
May 5, 2022 00:53
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# A min heap implementation with array | |
# Not tested yet | |
class PriorityQueue(object): | |
# offset the index by one | |
# this way, indexing are easier | |
def __init__(self): | |
self.arr = [None] | |
def __str__(self): | |
return self.show() | |
def show(self, joiner = ' '): | |
return joiner.join([str(val) for val in self.arr]) | |
def peek(self): | |
return self.__get(1) if not self.is_empty else None | |
def push(self, val): | |
self.arr.append(val) | |
self.__swim_up(self.size) | |
# Order is important | |
# 1. swap first and last node | |
# 2. remove the last (which previously was the first) | |
# 3. swim the first down | |
def pop(self): | |
if self.is_empty: | |
return None | |
self.__swap(1, self.size) | |
min_node = self.__rm(self.size) | |
self.__swim_down(1) | |
return min_node | |
def __swim_up(self, i: int): | |
parenti = self.__parent(i) | |
if self.__has_parent(i) and self.__prior(i, parenti) == i: | |
self.__swap(i, parenti) | |
self.__swim_up(parenti) | |
def __swim_down(self, i: int): | |
if not self.__has_child(i): | |
return | |
# at this point, i has at least one child | |
# that is, at least one of the children is not None | |
lchildi, rchildi = self.__left_child(i), self.__right_child(i) | |
p = self.__prior(i, self.__prior(lchildi, rchildi)) | |
# pick the child with the higher priority | |
if p == lchildi: | |
self.__swap(i, lchildi) | |
self.__swim_down(lchildi) | |
elif p == rchildi: | |
self.__swap(i, rchildi) | |
self.__swim_down(rchildi) | |
def __get(self, index: int): | |
if index >= self.size: | |
return None | |
return self.arr[index] | |
def __set(self, index: int, val): | |
while index >= self.size: | |
self.arr.append(None) | |
self.arr[index] = val | |
def __rm(self, index: int): | |
if index >= self.size: | |
return None | |
return self.arr.remove(index) | |
def __swap(self, i: int, j: int): | |
vali, valj = self.get(i), self.get(j) | |
self.__set(i, valj) | |
self.__set(j, vali) | |
# Return the index with smaller value | |
# assuming i and j are not both None | |
# if one of them is none, simply return the other index | |
def __prior(self, i: int, j: int): | |
vali = self.get(i) | |
if not vali: | |
return j | |
valj = self.get(j) | |
if not valj: | |
return i | |
return i if vali < valj else j | |
def __has_parent(self, i: int) -> bool: | |
return i > 1 | |
def __has_child(self, i: int) -> bool: | |
return self.__get(PriorityQueue.__left_child(i)) != None\ | |
or self.__get(PriorityQueue.__right_child(i)) != None | |
@property | |
def is_empty(self): | |
return self.size == 0 | |
@property | |
def size(self): | |
return len(self.arr) - 1 | |
@staticmethod | |
def __left_child(i: int) -> int: | |
return 2 * i | |
@staticmethod | |
def __right_child(i: int) -> int: | |
return PriorityQueue.__left_child(i) + 1 | |
@staticmethod | |
def __parent(i: int) -> int: | |
return i // 2 |
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