mirror of
https://github.com/TheAlgorithms/Python.git
synced 2024-11-30 16:31:08 +00:00
Add skew heap data structure. (#3238)
* Add skew heap data structure. * fixup! Add skew heap data structure. * fixup! Add skew heap data structure. * fixup! Add skew heap data structure. * Add tests. * Add __iter__ method. * fixup! Add __iter__ method.
This commit is contained in:
parent
5fcd250c99
commit
e3c07f987f
192
data_structures/heap/skew_heap.py
Normal file
192
data_structures/heap/skew_heap.py
Normal file
|
@ -0,0 +1,192 @@
|
||||||
|
#!/usr/bin/env python3
|
||||||
|
|
||||||
|
from __future__ import annotations
|
||||||
|
|
||||||
|
from typing import Generic, Iterable, Iterator, Optional, TypeVar
|
||||||
|
|
||||||
|
T = TypeVar("T")
|
||||||
|
|
||||||
|
|
||||||
|
class SkewNode(Generic[T]):
|
||||||
|
"""
|
||||||
|
One node of the skew heap. Contains the value and references to
|
||||||
|
two children.
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(self, value: T) -> None:
|
||||||
|
self._value: T = value
|
||||||
|
self.left: Optional[SkewNode[T]] = None
|
||||||
|
self.right: Optional[SkewNode[T]] = None
|
||||||
|
|
||||||
|
@property
|
||||||
|
def value(self) -> T:
|
||||||
|
"""Return the value of the node."""
|
||||||
|
return self._value
|
||||||
|
|
||||||
|
@staticmethod
|
||||||
|
def merge(
|
||||||
|
root1: Optional[SkewNode[T]], root2: Optional[SkewNode[T]]
|
||||||
|
) -> Optional[SkewNode[T]]:
|
||||||
|
"""Merge 2 nodes together."""
|
||||||
|
if not root1:
|
||||||
|
return root2
|
||||||
|
|
||||||
|
if not root2:
|
||||||
|
return root1
|
||||||
|
|
||||||
|
if root1.value > root2.value:
|
||||||
|
root1, root2 = root2, root1
|
||||||
|
|
||||||
|
result = root1
|
||||||
|
temp = root1.right
|
||||||
|
result.right = root1.left
|
||||||
|
result.left = SkewNode.merge(temp, root2)
|
||||||
|
|
||||||
|
return result
|
||||||
|
|
||||||
|
|
||||||
|
class SkewHeap(Generic[T]):
|
||||||
|
"""
|
||||||
|
A data structure that allows inserting a new value and to pop the smallest
|
||||||
|
values. Both operations take O(logN) time where N is the size of the
|
||||||
|
structure.
|
||||||
|
Wiki: https://en.wikipedia.org/wiki/Skew_heap
|
||||||
|
Visualisation: https://www.cs.usfca.edu/~galles/visualization/SkewHeap.html
|
||||||
|
|
||||||
|
>>> list(SkewHeap([2, 3, 1, 5, 1, 7]))
|
||||||
|
[1, 1, 2, 3, 5, 7]
|
||||||
|
|
||||||
|
>>> sh = SkewHeap()
|
||||||
|
>>> sh.pop()
|
||||||
|
Traceback (most recent call last):
|
||||||
|
...
|
||||||
|
IndexError: Can't get top element for the empty heap.
|
||||||
|
|
||||||
|
>>> sh.insert(1)
|
||||||
|
>>> sh.insert(-1)
|
||||||
|
>>> sh.insert(0)
|
||||||
|
>>> list(sh)
|
||||||
|
[-1, 0, 1]
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(self, data: Optional[Iterable[T]] = ()) -> None:
|
||||||
|
"""
|
||||||
|
>>> sh = SkewHeap([3, 1, 3, 7])
|
||||||
|
>>> list(sh)
|
||||||
|
[1, 3, 3, 7]
|
||||||
|
"""
|
||||||
|
self._root: Optional[SkewNode[T]] = None
|
||||||
|
for item in data:
|
||||||
|
self.insert(item)
|
||||||
|
|
||||||
|
def __bool__(self) -> bool:
|
||||||
|
"""
|
||||||
|
Check if the heap is not empty.
|
||||||
|
|
||||||
|
>>> sh = SkewHeap()
|
||||||
|
>>> bool(sh)
|
||||||
|
False
|
||||||
|
>>> sh.insert(1)
|
||||||
|
>>> bool(sh)
|
||||||
|
True
|
||||||
|
>>> sh.clear()
|
||||||
|
>>> bool(sh)
|
||||||
|
False
|
||||||
|
"""
|
||||||
|
return self._root is not None
|
||||||
|
|
||||||
|
def __iter__(self) -> Iterator[T]:
|
||||||
|
"""
|
||||||
|
Returns sorted list containing all the values in the heap.
|
||||||
|
|
||||||
|
>>> sh = SkewHeap([3, 1, 3, 7])
|
||||||
|
>>> list(sh)
|
||||||
|
[1, 3, 3, 7]
|
||||||
|
"""
|
||||||
|
result = []
|
||||||
|
while self:
|
||||||
|
result.append(self.pop())
|
||||||
|
|
||||||
|
# Pushing items back to the heap not to clear it.
|
||||||
|
for item in result:
|
||||||
|
self.insert(item)
|
||||||
|
|
||||||
|
return iter(result)
|
||||||
|
|
||||||
|
def insert(self, value: T) -> None:
|
||||||
|
"""
|
||||||
|
Insert the value into the heap.
|
||||||
|
|
||||||
|
>>> sh = SkewHeap()
|
||||||
|
>>> sh.insert(3)
|
||||||
|
>>> sh.insert(1)
|
||||||
|
>>> sh.insert(3)
|
||||||
|
>>> sh.insert(7)
|
||||||
|
>>> list(sh)
|
||||||
|
[1, 3, 3, 7]
|
||||||
|
"""
|
||||||
|
self._root = SkewNode.merge(self._root, SkewNode(value))
|
||||||
|
|
||||||
|
def pop(self) -> T:
|
||||||
|
"""
|
||||||
|
Pop the smallest value from the heap and return it.
|
||||||
|
|
||||||
|
>>> sh = SkewHeap([3, 1, 3, 7])
|
||||||
|
>>> sh.pop()
|
||||||
|
1
|
||||||
|
>>> sh.pop()
|
||||||
|
3
|
||||||
|
>>> sh.pop()
|
||||||
|
3
|
||||||
|
>>> sh.pop()
|
||||||
|
7
|
||||||
|
>>> sh.pop()
|
||||||
|
Traceback (most recent call last):
|
||||||
|
...
|
||||||
|
IndexError: Can't get top element for the empty heap.
|
||||||
|
"""
|
||||||
|
result = self.top()
|
||||||
|
self._root = SkewNode.merge(self._root.left, self._root.right)
|
||||||
|
|
||||||
|
return result
|
||||||
|
|
||||||
|
def top(self) -> T:
|
||||||
|
"""
|
||||||
|
Return the smallest value from the heap.
|
||||||
|
|
||||||
|
>>> sh = SkewHeap()
|
||||||
|
>>> sh.insert(3)
|
||||||
|
>>> sh.top()
|
||||||
|
3
|
||||||
|
>>> sh.insert(1)
|
||||||
|
>>> sh.top()
|
||||||
|
1
|
||||||
|
>>> sh.insert(3)
|
||||||
|
>>> sh.top()
|
||||||
|
1
|
||||||
|
>>> sh.insert(7)
|
||||||
|
>>> sh.top()
|
||||||
|
1
|
||||||
|
"""
|
||||||
|
if not self._root:
|
||||||
|
raise IndexError("Can't get top element for the empty heap.")
|
||||||
|
return self._root.value
|
||||||
|
|
||||||
|
def clear(self):
|
||||||
|
"""
|
||||||
|
Clear the heap.
|
||||||
|
|
||||||
|
>>> sh = SkewHeap([3, 1, 3, 7])
|
||||||
|
>>> sh.clear()
|
||||||
|
>>> sh.pop()
|
||||||
|
Traceback (most recent call last):
|
||||||
|
...
|
||||||
|
IndexError: Can't get top element for the empty heap.
|
||||||
|
"""
|
||||||
|
self._root = None
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
import doctest
|
||||||
|
|
||||||
|
doctest.testmod()
|
Loading…
Reference in New Issue
Block a user