A pure Python trie data structure implementation.
Project description
pygtrie is a pure Python implementation of a trie data structure compatible with Python 2.x and Python 3.x.
Trie data structure, also known as radix or prefix tree, is a tree associating keys to values where all the descendants of a node have a common prefix (associated with that node).
The trie module contains Trie, CharTrie and StringTrie classes each implementing a mutable mapping interface, i.e. dict interface. As such, in most circumstances, Trie could be used as a drop-in replacement for a dict, but the prefix nature of the data structure is trie’s real strength.
The module also contains PrefixSet class which uses a trie to store a set of prefixes such that a key is contained in the set if it or its prefix is stored in the set.
Features
A full mutable mapping implementation.
Supports iterating over as well as deleting a subtrie.
Supports prefix checking as well as shortest and longest prefix look-up.
Extensible for any kind of user-defined keys.
A PrefixSet supports “all keys starting with given prefix” logic.
Can store any value including None.
Installation
To install pygtrie, simply run:
pip install pygtrie
or by adding line such as:
pygtrie == 2.*
to project’s requirements file. Alternatively, if installation from source is desired, it can be achieved by executing:
python setup.py install
Version History
2.4.1: 2020/11/20
Remove dependency on packaging module from setup.py to fix installation on systems without that package. [Thanks to Eric McLachlan for reporting]
2.4.0: 2020/11/19 [pulled back from PyPi]
Change children argument of the node_factory passed to Trie.traverse from a generator to an iterator with a custom bool conversion. This allows checking whether node has children without having to iterate over them (bool(children))
To test whether this feature is available, one can check whether Trie.traverse.uses_bool_convertible_children property is true, e.g.: getattr(pygtrie.Trie.traverse, 'uses_bool_convertible_children', False).
[Thanks to Pallab Pain for suggesting the feature]
2.3.3: 2020/04/04
Fix to ‘AttributeError: _NoChildren object has no attribute sorted_items’ failure when iterating over a trie with sorting enabled. [Thanks to Pallab Pain for reporting]
Add value property setter to step objects returned by pygtrie.Trie.walk_towards et al. This deprecates the set method.
The module now exports pygtrie.__version__ making it possible to determine version of the library at run-time.
2.3.2: 2019/07/18
Trivial metadata fix
2.3.1: 2019/07/18 [pulled back from PyPi]
Fix to pygtrie.PrefixSet initialisation incorrectly storing elements even if their prefixes are also added to the set.
For example, PrefixSet(('foo', 'foobar')) incorrectly resulted in a two-element set even though the interface dictates that only foo is kept (recall that if foo is member of the set, foobar is as well). [Thanks to Tal Maimon for reporting]
Fix to pygtrie.Trie.copy method not preserving enable-sorting flag and, in case of pygtrie.StringTrie, separator property.
Add support for the copy module so copy.copy can now be used with trie objects.
Leafs and nodes with just one child use more memory-optimised representation which reduces overall memory usage of a trie structure.
Minor performance improvement for adding new elements to a pygtrie.PrefixSet.
Improvements to string representation of objects which now includes type and, for pygtrie.StringTrie object, value of separator property.
2.3: 2018/08/10
New pygtrie.Trie.walk_towards method allows walking a path towards a node with given key accessing each step of the path. Compared to pygtrie.Trie.walk_prefixes method, steps for nodes without assigned values are returned.
Fix to pygtrie.PrefixSet.copy not preserving type of backing trie.
pygtrie.StringTrie now checks and explicitly rejects empty separators. Previously empty separator would be accepted but lead to confusing errors later on. [Thanks to Waren Long]
Various documentation improvements, Python 2/3 compatibility and test coverage (python-coverage reports 100%).
2.2: 2017/06/03
Fixes to setup.py breaking on Windows which prevents installation among other things.
2.1: 2017/03/23
The library is now Python 3 compatible.
Value returned by pygtrie.Trie.shortest_prefix and pygtrie.Trie.longest_prefix evaluates to false if no prefix was found. This is in addition to it being a pair of Nones of course.
2.0: 2016/07/06
Sorting of child nodes is disabled by default for better performance. pygtrie.Trie.enable_sorting method can be used to bring back old behaviour.
Tries of arbitrary depth can be pickled without reaching Python’s recursion limits. (N.B. The pickle format is incompatible with one from 1.2 release). _Node’s __getstate__ and __setstate__ method can be used to implement other serialisation methods such as JSON.
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