Created
November 24, 2022 02:17
-
-
Save eldridgejm/983d6ce03a82bf295599e9880ef02bab to your computer and use it in GitHub Desktop.
A simple disjoint set forest in python.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| """A simple implementation of a Disjoint Set Forest in Python.""" | |
| class DisjointSetForest: | |
| def __init__(self, elements): | |
| self._core = _DisjointSetForestCore() | |
| self.element_to_id = {} | |
| self.id_to_element = {} | |
| for element in elements: | |
| eid = self._core.make_set() | |
| self.element_to_id[element] = eid | |
| self.id_to_element[eid] = element | |
| def find_set(self, element): | |
| """Finds the "representative" of the set containing the element. | |
| Initially, each element is in its own set, and so it's representative is itself. | |
| Two elements which are in the same set are guaranteed to have the same | |
| representative. | |
| Example | |
| ------- | |
| >>> dsf = DisjointSetForest(['a', 'b', 'c']) | |
| >>> dsf.find_set('a') | |
| 'a' | |
| """ | |
| return self.id_to_element[ | |
| self._core.find_set( | |
| self.element_to_id[element] | |
| ) | |
| ] | |
| def union(self, x, y): | |
| """Unions the set containing `x` with the set containing `y`. | |
| Example | |
| ------- | |
| >>> dsf = DisjointSetForest(['a', 'b', 'c']) | |
| >>> dsf.in_same_set('a', 'b') | |
| False | |
| >>> dsf.union('a', 'b') | |
| >>> dsf.in_same_set('a', 'b') | |
| True | |
| """ | |
| x_id = self.element_to_id[x] | |
| y_id = self.element_to_id[y] | |
| self._core.union(x_id, y_id) | |
| def in_same_set(self, x, y): | |
| """Determines if elements x and y are in the same set. | |
| Example | |
| ------- | |
| >>> dsf = DisjointSetForest(['a', 'b', 'c']) | |
| >>> dsf.in_same_set('a', 'b') | |
| False | |
| >>> dsf.union('a', 'b') | |
| >>> dsf.in_same_set('a', 'b') | |
| True | |
| """ | |
| return self.find_set(x) == self.find_set(y) | |
| class _DisjointSetForestCore: | |
| def __init__(self): | |
| self._parent = [] | |
| self._rank = [] | |
| self._size_of_set = [] | |
| def make_set(self): | |
| # get the new element's "id" | |
| x = len(self._parent) | |
| self._parent.append(None) | |
| self._rank.append(0) | |
| self._size_of_set.append(1) | |
| return x | |
| def find_set(self, x): | |
| try: | |
| parent = self._parent[x] | |
| except IndexError: | |
| raise ValueError(f'{x} is not in the collection.') | |
| if self._parent[x] is None: | |
| return x | |
| else: | |
| root = self.find_set(self._parent[x]) | |
| self._parent[x] = root | |
| return root | |
| def union(self, x, y): | |
| x_rep = self.find_set(x) | |
| y_rep = self.find_set(y) | |
| if x_rep == y_rep: | |
| return | |
| if self._rank[x_rep] > self._rank[y_rep]: | |
| self._parent[y_rep] = x_rep | |
| self._size_of_set[x_rep] += self._size_of_set[y_rep] | |
| else: | |
| self._parent[x_rep] = y_rep | |
| self._size_of_set[y_rep] += self._size_of_set[x_rep] | |
| if self._rank[x_rep] == self._rank[y_rep]: | |
| self._rank[y_rep] += 1 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment