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