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hello-algo/en/codes/python/chapter_heap/heap.py

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"""
File: heap.py
Created Time: 2023-02-23
Author: krahets (krahets@163.com)
"""
import sys
from pathlib import Path
sys.path.append(str(Path(__file__).parent.parent))
from modules import print_heap
import heapq
def test_push(heap: list, val: int, flag: int = 1):
heapq.heappush(heap, flag * val) # Push the element into heap
print(f"\nElement {val} after pushed into heap")
print_heap([flag * val for val in heap])
def test_pop(heap: list, flag: int = 1):
val = flag * heapq.heappop(heap) # Pop the element at the heap top
print(f"\nHeap top element {val} after exiting heap")
print_heap([flag * val for val in heap])
"""Driver Code"""
if __name__ == "__main__":
# Initialize min-heap
min_heap, flag = [], 1
# Initialize max-heap
max_heap, flag = [], -1
print("\nThe following test case is for max-heap")
# Python's heapq module implements min-heap by default
# Consider "negating the elements" before entering the heap, thus reversing the comparator to implement a max-heap
# In this example, flag = 1 corresponds to min-heap, flag = -1 corresponds to max-heap
# Push the element into heap
test_push(max_heap, 1, flag)
test_push(max_heap, 3, flag)
test_push(max_heap, 2, flag)
test_push(max_heap, 5, flag)
test_push(max_heap, 4, flag)
# Access heap top element
peek: int = flag * max_heap[0]
print(f"\nHeap top element is {peek}")
# Pop the element at the heap top
test_pop(max_heap, flag)
test_pop(max_heap, flag)
test_pop(max_heap, flag)
test_pop(max_heap, flag)
test_pop(max_heap, flag)
# Get heap size
size: int = len(max_heap)
print(f"\nNumber of heap elements is {size}")
# Determine if heap is empty
is_empty: bool = not max_heap
print(f"\nIs the heap empty {is_empty}")
# Enter list and build heap
# Time complexity is O(n), not O(nlogn)
min_heap = [1, 3, 2, 5, 4]
heapq.heapify(min_heap)
print("\nEnter list and build min-heap")
print_heap(min_heap)