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| 1 | +#!/usr/bin/env python3 |
| 2 | + |
| 3 | +from __future__ import annotations |
| 4 | + |
| 5 | +from typing import Generic, Iterable, Iterator, Optional, TypeVar |
| 6 | + |
| 7 | +T = TypeVar("T") |
| 8 | + |
| 9 | + |
| 10 | +class SkewNode(Generic[T]): |
| 11 | + """ |
| 12 | + One node of the skew heap. Contains the value and references to |
| 13 | + two children. |
| 14 | + """ |
| 15 | + |
| 16 | + def __init__(self, value: T) -> None: |
| 17 | + self._value: T = value |
| 18 | + self.left: Optional[SkewNode[T]] = None |
| 19 | + self.right: Optional[SkewNode[T]] = None |
| 20 | + |
| 21 | + @property |
| 22 | + def value(self) -> T: |
| 23 | + """Return the value of the node.""" |
| 24 | + return self._value |
| 25 | + |
| 26 | + @staticmethod |
| 27 | + def merge( |
| 28 | + root1: Optional[SkewNode[T]], root2: Optional[SkewNode[T]] |
| 29 | + ) -> Optional[SkewNode[T]]: |
| 30 | + """Merge 2 nodes together.""" |
| 31 | + if not root1: |
| 32 | + return root2 |
| 33 | + |
| 34 | + if not root2: |
| 35 | + return root1 |
| 36 | + |
| 37 | + if root1.value > root2.value: |
| 38 | + root1, root2 = root2, root1 |
| 39 | + |
| 40 | + result = root1 |
| 41 | + temp = root1.right |
| 42 | + result.right = root1.left |
| 43 | + result.left = SkewNode.merge(temp, root2) |
| 44 | + |
| 45 | + return result |
| 46 | + |
| 47 | + |
| 48 | +class SkewHeap(Generic[T]): |
| 49 | + """ |
| 50 | + A data structure that allows inserting a new value and to pop the smallest |
| 51 | + values. Both operations take O(logN) time where N is the size of the |
| 52 | + structure. |
| 53 | + Wiki: https://en.wikipedia.org/wiki/Skew_heap |
| 54 | + Visualisation: https://www.cs.usfca.edu/~galles/visualization/SkewHeap.html |
| 55 | +
|
| 56 | + >>> list(SkewHeap([2, 3, 1, 5, 1, 7])) |
| 57 | + [1, 1, 2, 3, 5, 7] |
| 58 | +
|
| 59 | + >>> sh = SkewHeap() |
| 60 | + >>> sh.pop() |
| 61 | + Traceback (most recent call last): |
| 62 | + ... |
| 63 | + IndexError: Can't get top element for the empty heap. |
| 64 | +
|
| 65 | + >>> sh.insert(1) |
| 66 | + >>> sh.insert(-1) |
| 67 | + >>> sh.insert(0) |
| 68 | + >>> list(sh) |
| 69 | + [-1, 0, 1] |
| 70 | + """ |
| 71 | + |
| 72 | + def __init__(self, data: Optional[Iterable[T]] = ()) -> None: |
| 73 | + """ |
| 74 | + >>> sh = SkewHeap([3, 1, 3, 7]) |
| 75 | + >>> list(sh) |
| 76 | + [1, 3, 3, 7] |
| 77 | + """ |
| 78 | + self._root: Optional[SkewNode[T]] = None |
| 79 | + for item in data: |
| 80 | + self.insert(item) |
| 81 | + |
| 82 | + def __bool__(self) -> bool: |
| 83 | + """ |
| 84 | + Check if the heap is not empty. |
| 85 | +
|
| 86 | + >>> sh = SkewHeap() |
| 87 | + >>> bool(sh) |
| 88 | + False |
| 89 | + >>> sh.insert(1) |
| 90 | + >>> bool(sh) |
| 91 | + True |
| 92 | + >>> sh.clear() |
| 93 | + >>> bool(sh) |
| 94 | + False |
| 95 | + """ |
| 96 | + return self._root is not None |
| 97 | + |
| 98 | + def __iter__(self) -> Iterator[T]: |
| 99 | + """ |
| 100 | + Returns sorted list containing all the values in the heap. |
| 101 | +
|
| 102 | + >>> sh = SkewHeap([3, 1, 3, 7]) |
| 103 | + >>> list(sh) |
| 104 | + [1, 3, 3, 7] |
| 105 | + """ |
| 106 | + result = [] |
| 107 | + while self: |
| 108 | + result.append(self.pop()) |
| 109 | + |
| 110 | + # Pushing items back to the heap not to clear it. |
| 111 | + for item in result: |
| 112 | + self.insert(item) |
| 113 | + |
| 114 | + return iter(result) |
| 115 | + |
| 116 | + def insert(self, value: T) -> None: |
| 117 | + """ |
| 118 | + Insert the value into the heap. |
| 119 | +
|
| 120 | + >>> sh = SkewHeap() |
| 121 | + >>> sh.insert(3) |
| 122 | + >>> sh.insert(1) |
| 123 | + >>> sh.insert(3) |
| 124 | + >>> sh.insert(7) |
| 125 | + >>> list(sh) |
| 126 | + [1, 3, 3, 7] |
| 127 | + """ |
| 128 | + self._root = SkewNode.merge(self._root, SkewNode(value)) |
| 129 | + |
| 130 | + def pop(self) -> T: |
| 131 | + """ |
| 132 | + Pop the smallest value from the heap and return it. |
| 133 | +
|
| 134 | + >>> sh = SkewHeap([3, 1, 3, 7]) |
| 135 | + >>> sh.pop() |
| 136 | + 1 |
| 137 | + >>> sh.pop() |
| 138 | + 3 |
| 139 | + >>> sh.pop() |
| 140 | + 3 |
| 141 | + >>> sh.pop() |
| 142 | + 7 |
| 143 | + >>> sh.pop() |
| 144 | + Traceback (most recent call last): |
| 145 | + ... |
| 146 | + IndexError: Can't get top element for the empty heap. |
| 147 | + """ |
| 148 | + result = self.top() |
| 149 | + self._root = SkewNode.merge(self._root.left, self._root.right) |
| 150 | + |
| 151 | + return result |
| 152 | + |
| 153 | + def top(self) -> T: |
| 154 | + """ |
| 155 | + Return the smallest value from the heap. |
| 156 | +
|
| 157 | + >>> sh = SkewHeap() |
| 158 | + >>> sh.insert(3) |
| 159 | + >>> sh.top() |
| 160 | + 3 |
| 161 | + >>> sh.insert(1) |
| 162 | + >>> sh.top() |
| 163 | + 1 |
| 164 | + >>> sh.insert(3) |
| 165 | + >>> sh.top() |
| 166 | + 1 |
| 167 | + >>> sh.insert(7) |
| 168 | + >>> sh.top() |
| 169 | + 1 |
| 170 | + """ |
| 171 | + if not self._root: |
| 172 | + raise IndexError("Can't get top element for the empty heap.") |
| 173 | + return self._root.value |
| 174 | + |
| 175 | + def clear(self): |
| 176 | + """ |
| 177 | + Clear the heap. |
| 178 | +
|
| 179 | + >>> sh = SkewHeap([3, 1, 3, 7]) |
| 180 | + >>> sh.clear() |
| 181 | + >>> sh.pop() |
| 182 | + Traceback (most recent call last): |
| 183 | + ... |
| 184 | + IndexError: Can't get top element for the empty heap. |
| 185 | + """ |
| 186 | + self._root = None |
| 187 | + |
| 188 | + |
| 189 | +if __name__ == "__main__": |
| 190 | + import doctest |
| 191 | + |
| 192 | + doctest.testmod() |
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