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Merge pull request wangzheng0822#116 from jerryderry/skiplist-python
Implementation of SkipList in python
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""" | ||
An implementation of skip list. | ||
The list stores positive integers without duplicates. | ||
跳表的一种实现方法。 | ||
跳表中储存的是正整数,并且储存的是不重复的。 | ||
Author: Wenru | ||
""" | ||
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from typing import Optional | ||
import random | ||
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class ListNode: | ||
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def __init__(self, data: Optional[int] = None): | ||
self._data = data | ||
self._forwards = [] # Forward pointers | ||
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class SkipList: | ||
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_MAX_LEVEL = 16 | ||
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def __init__(self): | ||
self._level_count = 1 | ||
self._head = ListNode() | ||
self._head._forwards = [None] * type(self)._MAX_LEVEL | ||
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def find(self, value: int) -> Optional[ListNode]: | ||
p = self._head | ||
for i in range(self._level_count - 1, -1, -1): # Move down a level | ||
while p._forwards[i] and p._forwards[i]._data < value: | ||
p = p._forwards[i] # Move along level | ||
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return p._forwards[0] if p._forwards[0] and p._forwards[0]._data == value else None | ||
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def insert(self, value: int): | ||
level = self._random_level() | ||
if self._level_count < level: self._level_count = level | ||
new_node = ListNode(value) | ||
new_node._forwards = [None] * level | ||
update = [self._head] * level # update is like a list of prevs | ||
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p = self._head | ||
for i in range(level - 1, -1, -1): | ||
while p._forwards[i] and p._forwards[i]._data < value: | ||
p = p._forwards[i] | ||
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update[i] = p # Found a prev | ||
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for i in range(level): | ||
new_node._forwards[i] = update[i]._forwards[i] # new_node.next = prev.next | ||
update[i]._forwards[i] = new_node # prev.next = new_node | ||
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def delete(self, value): | ||
update = [None] * self._level_count | ||
p = self._head | ||
for i in range(self._level_count - 1, -1, -1): | ||
while p._forwards[i] and p._forwards[i]._data < value: | ||
p = p._forwards[i] | ||
update[i] = p | ||
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if p._forwards[0] and p._forwards[0]._data == value: | ||
for i in range(self._level_count - 1, -1, -1): | ||
if update[i]._forwards[i] and update[i]._forwards[i]._data == value: | ||
update[i]._forwards[i] = update[i]._forwards[i]._forwards[i] # Similar to prev.next = prev.next.next | ||
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def _random_level(self, p: float = 0.5) -> int: | ||
level = 1 | ||
while random.random() < p and level < type(self)._MAX_LEVEL: | ||
level += 1 | ||
return level | ||
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def __repr__(self) -> str: | ||
values = [] | ||
p = self._head | ||
while p._forwards[0]: | ||
values.append(str(p._forwards[0]._data)) | ||
p = p._forwards[0] | ||
return "->".join(values) | ||
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if __name__ == "__main__": | ||
l = SkipList() | ||
for i in range(10): | ||
l.insert(i) | ||
print(l) | ||
p = l.find(7) | ||
print(p._data) | ||
l.delete(3) | ||
print(l) |