Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
18 changes: 14 additions & 4 deletions heaps/heap_sort.py
Original file line number Diff line number Diff line change
@@ -1,8 +1,18 @@

from heaps.min_heap import MinHeap

def heap_sort(list):
""" This method uses a heap to sort an array.
Time Complexity: ?
Space Complexity: ?
Time Complexity: O(n log n)
Space Complexity: O(n)
"""
Comment on lines 3 to 7
Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

👍

pass
heap = MinHeap()

for num in list:
heap.add(num)

i = 0
while not heap.empty():
list[i] = heap.remove()
i+= 1

return list
60 changes: 47 additions & 13 deletions heaps/min_heap.py
Original file line number Diff line number Diff line change
Expand Up @@ -21,19 +21,31 @@ def __init__(self):
def add(self, key, value = None):
""" This method adds a HeapNode instance to the heap
If value == None the new node's value should be set to key
Time Complexity: ?
Space Complexity: ?
Time Complexity: O(log n)
Space Complexity: O(log n)
"""
Comment on lines 21 to 26
Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

👍

pass
if value == None:
value = key

node = HeapNode(key, value)
self.store.append(node)
self.heap_up(len(self.store) -1)


def remove(self):
""" This method removes and returns an element from the heap
maintaining the heap structure
Time Complexity: ?
Space Complexity: ?
Time Complexity: O(log n)
Space Complexity: O(log n)
"""
Comment on lines 35 to 40
Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

👍

pass
if self.empty():
return None

self.swap(0, len(self.store) -1)
min = self.store.pop()
self.heap_down(0)

return min.value


def __str__(self):
Expand All @@ -46,10 +58,10 @@ def __str__(self):

def empty(self):
""" This method returns true if the heap is empty
Time complexity: ?
Space complexity: ?
Time complexity: O(1)
Space complexity: O(1)
"""
Comment on lines 59 to 63
Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

👍

pass
return len(self.store) == 0


def heap_up(self, index):
Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

👍 Space complexity is O(log n) due to the recursive call stack.

Expand All @@ -59,18 +71,40 @@ def heap_up(self, index):
property is reestablished.

This could be **very** helpful for the add method.
Time complexity: ?
Space complexity: ?
Time complexity: O(log n)
Space complexity: O(1)
"""
pass
if index == 0:
return index

parentIndex = (index-1) // 2

if self.store[parentIndex].key > self.store[index].key:
self.swap(parentIndex, index)
self.heap_up(parentIndex)


def heap_down(self, index):
Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

👍

""" This helper method takes an index and
moves the corresponding element down the heap if it's
larger than either of its children and continues until
the heap property is reestablished.
"""
pass
leftIndex = (2 * index) + 1
rightIndex = (2 * index) + 2

if leftIndex < len(self.store):
if rightIndex < len(self.store):
if self.store[leftIndex].key < self.store[rightIndex].key:
minIndex = leftIndex
else:
minIndex = rightIndex
else:
minIndex = leftIndex

if self.store[index].key > self.store[minIndex].key:
self.swap(index, minIndex)
self.heap_down(minIndex)


def swap(self, index_1, index_2):
Expand Down