def heapsort(array, **kwargs):
"""
Implements Heapsort algorithm.
Parameters
==========
array: Array
The array which is to be sorted.
start: int
The starting index of the portion
which is to be sorted.
Optional, by default 0
end: int
The ending index of the portion which
is to be sorted.
Optional, by default the index
of the last position filled.
Examples
========
>>> from pydatastructs import OneDimensionalArray, heapsort
>>> arr = OneDimensionalArray(int,[3, 2, 1])
>>> heapsort(arr)
>>> [arr[0], arr[1], arr[2]]
[1, 2, 3]
References
==========
.. [1] https://en.wikipedia.org/wiki/Heapsort
Note
====
This function does not support custom comparators as is the case with
other sorting functions in this file.
"""
from pydatastructs.trees.heaps import BinaryHeap
start = kwargs.get('start', 0)
end = kwargs.get('end', len(array) - 1)
h = BinaryHeap(heap_property="min")
for i in range(start, end + 1):
if array[i] is not None:
h.insert(array[i])
array[i] = None
i = start
while not h.is_empty:
array[i] = h.extract().key
i += 1
if _check_type(array, DynamicArray):
array._modify(force=True)
def __new__(cls, comp, **kwargs):
raise_if_backend_is_not_python(cls,
kwargs.get('backend', Backend.PYTHON))
obj = object.__new__(cls)
obj.items = BinaryHeap()
obj.items._comp = comp
return obj
def test_BinaryHeap():
max_heap = BinaryHeap(heap_property="max")
assert raises(IndexError, lambda: max_heap.extract())
max_heap.insert(100, 100)
max_heap.insert(19, 19)
max_heap.insert(36, 36)
max_heap.insert(17, 17)
max_heap.insert(3, 3)
max_heap.insert(25, 25)
max_heap.insert(1, 1)
max_heap.insert(2, 2)
max_heap.insert(7, 7)
assert str(max_heap) == \
("[(100, 100, [1, 2]), (19, 19, [3, 4]), "
"(36, 36, [5, 6]), (17, 17, [7, 8]), "
"(3, 3, []), (25, 25, []), (1, 1, []), "
"(2, 2, []), (7, 7, [])]")
assert max_heap.extract().key == 100
expected_sorted_elements = [36, 25, 19, 17, 7, 3, 2, 1]
l = max_heap.heap[0].left
l = max_heap.heap[0].right
sorted_elements = []
for _ in range(8):
sorted_elements.append(max_heap.extract().key)
assert expected_sorted_elements == sorted_elements
elements = [
TreeNode(7, 7),
TreeNode(25, 25),
TreeNode(100, 100),
TreeNode(1, 1),
TreeNode(2, 2),
TreeNode(3, 3),
TreeNode(17, 17),
TreeNode(19, 19),
TreeNode(36, 36)
]
min_heap = BinaryHeap(elements=DynamicOneDimensionalArray(
TreeNode, 9, elements),
heap_property="min")
assert min_heap.extract().key == 1
expected_sorted_elements = [2, 3, 7, 17, 19, 25, 36, 100]
sorted_elements = [min_heap.extract().key for _ in range(8)]
assert expected_sorted_elements == sorted_elements
non_TreeNode_elements = [(7, 7),
TreeNode(25, 25),
TreeNode(100, 100),
TreeNode(1, 1), (2, 2),
TreeNode(3, 3),
TreeNode(17, 17),
TreeNode(19, 19),
TreeNode(36, 36)]
assert raises(
ValueError, lambda: BinaryHeap(elements=non_TreeNode_elements,
heap_property='min'))
def __new__(cls, comp):
obj = object.__new__(cls)
obj.items = BinaryHeap()
obj.items._comp = comp
return obj
def test_BinaryHeap():
max_heap = BinaryHeap(heap_property="max")
assert max_heap.extract() is None
max_heap.insert(100, 100)
max_heap.insert(19, 19)
max_heap.insert(36, 36)
max_heap.insert(17, 17)
max_heap.insert(3, 3)
max_heap.insert(25, 25)
max_heap.insert(1, 1)
max_heap.insert(2, 2)
max_heap.insert(7, 7)
assert str(max_heap) == \
("[(1, 100, 100, 2), (3, 19, 19, 4), "
"(5, 36, 36, 6), (7, 17, 17, 8), "
"(None, 3, 3, None), (None, 25, 25, None), "
"(None, 1, 1, None), (None, 2, 2, None), (None, 7, 7, None)]")
expected_extracted_element = max_heap.heap[0].key
assert max_heap.extract().key == expected_extracted_element
expected_sorted_elements = [36, 25, 19, 17, 7, 3, 2, 1]
sorted_elements = []
for _ in range(8):
sorted_elements.append(max_heap.extract().key)
assert expected_sorted_elements == sorted_elements
elements = [
TreeNode(7, 7), TreeNode(25, 25), TreeNode(100, 100),
TreeNode(1, 1), TreeNode(2, 2), TreeNode(3, 3),
TreeNode(17, 17), TreeNode(19, 19), TreeNode(36, 36)
]
min_heap = BinaryHeap(elements = elements, heap_property="min")
expected_extracted_element = min_heap.heap[0].key
assert min_heap.extract().key == expected_extracted_element
expected_sorted_elements = [2, 3, 7, 17, 19, 25, 36, 100]
sorted_elements = [min_heap.extract().key for _ in range(8)]
assert expected_sorted_elements == sorted_elements
