Max binary heap module, similar to heapq
Project description
maxheapq
This project implements heap data structure, specifically max binary heap described on wikipedia
The purpose is to implement my own version and compare with already existing heapq, by default heapq implements min heap but we implement max heap here, hence the name maxheapq
in max heap, the element with highest priority or value will be at the first index of the underhood array, which can be seen as a complete binary tree, where i is index of Parent, with indices 2 * i+ 1, 2 * i+ 2 as children of the parent
Documentation
https://pypi.org/project/maxheapq-snow/0.0.2/
install and use package
install the package using below command to use locally on your machine
pip install maxheapq-snow==0.0.2
API
Some basic operations:
def max_heap.create_heap()
- create an empty max heap
def size(self) -> int:
- returns size or number of keys in the max heap
def is_empty(self) -> bool:
- returns True if no keys else False
def find_max(self) -> key:
- returns key with maximum value
def insert(self, k: key):
- inserts new key k in the heap.
def delete_max(self):
- deletes max key or key at index 0 in the max heap array.
def replace(self, k: key):
- replace the first key or max key with the new key k .
def increase_key(self, old_key: key, new_key: key):
- search for the old key indices and then update with new key value
if new_key > old_key
def decrease_key(self, old_key: key, new_key: key):
- search for the old key indices and then update with new key value
if new_key < old_key
def delete(self, del_key: key):
- deletes keys that matches del_key
def make_heap(array: list[int]) -> MaxHeap:
- creates max heap from list of integers with time
complexity O(n) according to Floyd's algorithm.
def merge(heap1: MaxHeap, heap2: MaxHeap) -> MaxHeap:
- returns a new max heap created by merging heap1 and heap2
Usage
from maxheapq_snow import max_heap
# create an empty max heap
heap = max_heap.create_heap()
print(heap.array) # []
print(heap.size()) # 0
print(heap.is_empty()) # True
# make a heap from a int list
heap = max_heap.make_heap([7, 2, 4, 1, 9, 3])
print(heap.array) # [9, 7, 4, 1, 2, 3]
print(heap.size()) # 6
print(heap.is_empty()) # False
# 9
# 7 4
# 1 2 3
# insert and delete_max
heap.insert(5) # key < root
print(heap.array) # [9, 7, 5, 1, 2, 3, 4]
# 9
# 7 5
# 1 2 3 4
heap.delete_max()
print(heap.array) # [7, 4, 5, 1, 2, 3]
# 7
# 4 5
# 1 2 3
heap.insert(10) # key > root
print(heap.array) # [10, 4, 7, 1, 2, 3, 5]
# 10
# 4 7
# 1 2 3 5
# replaces the root key of max heap
heap.replace(0)
print(heap.array) # [7, 4, 5, 1, 2, 3, 0]
# 7
# 4 5
# 1 2 3 0
# increase key method below find all keys with 0 and replace it with 10
# in the heap
heap.increase_key(0, 10)
print(heap.find_max()) # 10
print(heap.array) # [10, 4, 7, 1, 2,3,5]
# 10
# 4 7
# 1 2 3 5
# decrease key method below find all keys with 10 and replace it with 0
# in the heap
heap.decrease_key(10, 0)
print(heap.find_max()) # 7
print(heap.array) # [7, 4, 5, 1, 2, 3, 0]
# 7
# 4 5
# 1 2 3 0
# delete deletes all keys with value 9
heap = max_heap.make_heap([7, 2, 4, 1, 9, 3, 9])
heap.delete(9)
print(heap.size()) # 5
print(heap.array) # [7, 3, 4, 1, 2]
# 7
# 3 4
# 1 2
heap = max_heap.make_heap([9, 9, 9, 1, 9, 9, 9])
heap.delete(9)
print(heap.size()) # 1
print(heap.array) # [1]
# 1
# merge two heaps
heap1 = max_heap.make_heap([7, 2, 4, 1, 9, 3])
# 9
# 7 4
# 1 2 3
heap2 = max_heap.make_heap([-7, -1, 0, -4, -2, -3, 6])
# 6
# -1 0
# -4 -2 -3 -7
new_merged_heap = max_heap.merge(heap1,heap2)
# 9
# 7 6
# 1 2 3 4
# -1 0 -4 -2 -3 -7
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