|
| 1 | +""" |
| 2 | +Trie implementation in Python by @Tr-Jono |
| 3 | +
|
| 4 | +A trie is a type of search tree that is used for storing strings. |
| 5 | +Visual representation of a trie with strings "ab", "ac", "ace", "ba", "boom": |
| 6 | +
|
| 7 | + [root] |
| 8 | + / \ |
| 9 | + "a" "b" |
| 10 | + / \ / \ |
| 11 | + "b" "c" "a" "o" |
| 12 | + | | |
| 13 | + "e" "o" |
| 14 | + | |
| 15 | + "m" |
| 16 | +
|
| 17 | +The time complexities of addition, removal and querying existence/count of a string are all O(|target string|). |
| 18 | +
|
| 19 | +A trie could be used in place of a string list used for searching. |
| 20 | +Time complexity of searching a string in: |
| 21 | + - a list: O(|list|) |
| 22 | + - a trie: O(|target string|) |
| 23 | +
|
| 24 | +This implementation of the trie relies on recursively stored _TrieNode instances. |
| 25 | +The Trie class, acting as the root, implements typical data structure methods. |
| 26 | +""" |
| 27 | + |
| 28 | + |
| 29 | +class _TrieNode: |
| 30 | + def __init__(self): |
| 31 | + self.words = 0 |
| 32 | + self.children = {} |
| 33 | + |
| 34 | + def __len__(self): |
| 35 | + return self.words + sum(len(c) for c in self.children.values()) |
| 36 | + |
| 37 | + def add(self, s): |
| 38 | + if not s: |
| 39 | + self.words += 1 |
| 40 | + return |
| 41 | + if s[0] not in self.children: |
| 42 | + self.children[s[0]] = _TrieNode() |
| 43 | + self.children[s[0]].add(s[1:]) |
| 44 | + |
| 45 | + def remove(self, s): |
| 46 | + if not s: |
| 47 | + if not self.words: |
| 48 | + raise ValueError |
| 49 | + self.words -= 1 |
| 50 | + return |
| 51 | + if s[0] not in self.children: |
| 52 | + raise ValueError |
| 53 | + self.children[s[0]].remove(s[1:]) |
| 54 | + |
| 55 | + def count(self, s): |
| 56 | + if not s: |
| 57 | + return self.words |
| 58 | + if s[0] not in self.children: |
| 59 | + return 0 |
| 60 | + return self.children[s[0]].count(s[1:]) |
| 61 | + |
| 62 | + def get_words(self): |
| 63 | + words = [""] * self.words |
| 64 | + for c in self.children: |
| 65 | + for w in self.children[c].get_words(): |
| 66 | + words.append(c + w) |
| 67 | + return words |
| 68 | + |
| 69 | + |
| 70 | +class Trie: |
| 71 | + def __init__(self, *words): |
| 72 | + self.children = {} |
| 73 | + for w in words: |
| 74 | + self.add(w) |
| 75 | + |
| 76 | + def __contains__(self, item): |
| 77 | + return bool(self.count(item)) |
| 78 | + |
| 79 | + def __len__(self): |
| 80 | + return sum(len(c) for c in self.children.values()) |
| 81 | + |
| 82 | + def __bool__(self): |
| 83 | + return bool(len(self)) |
| 84 | + |
| 85 | + def __repr__(self): |
| 86 | + return "{}({})".format(self.__class__.__name__, ", ".join([repr(w) for w in self.get_words()])) |
| 87 | + |
| 88 | + def add(self, s): |
| 89 | + if not s: |
| 90 | + raise ValueError("Empty strings disallowed") |
| 91 | + if s[0] not in self.children: |
| 92 | + self.children[s[0]] = _TrieNode() |
| 93 | + self.children[s[0]].add(s[1:]) |
| 94 | + |
| 95 | + def remove(self, s): |
| 96 | + if not s: |
| 97 | + raise ValueError("Empty strings disallowed") |
| 98 | + try: |
| 99 | + if s[0] not in self.children: |
| 100 | + raise ValueError |
| 101 | + self.children[s[0]].remove(s[1:]) |
| 102 | + except ValueError: |
| 103 | + raise ValueError("{} not in trie".format(repr(s))) from None |
| 104 | + |
| 105 | + def count(self, s): |
| 106 | + if s[0] not in self.children: |
| 107 | + return 0 |
| 108 | + return self.children[s[0]].count(s[1:]) |
| 109 | + |
| 110 | + def get_words(self): |
| 111 | + words = [] |
| 112 | + for c in self.children: |
| 113 | + for w in self.children[c].get_words(): |
| 114 | + words.append(c + w) |
| 115 | + return words |
| 116 | + |
| 117 | + |
| 118 | +def main(): |
| 119 | + trie = Trie("dog", "dog", "cat", "tiger") |
| 120 | + trie.add("bird") |
| 121 | + trie.remove("bird") |
| 122 | + print("repr(trie):", trie) |
| 123 | + print("len(trie):", len(trie)) |
| 124 | + print("trie.count('dog'):", trie.count("dog")) |
| 125 | + print("'bird' in trie:", "bird" in trie) |
| 126 | + |
| 127 | + |
| 128 | +if __name__ == "__main__": |
| 129 | + main() |
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