List processing tools and functional utilities
Project description
A set of utility functions for iterators, functions, and dictionaries.
See the PyToolz documentation at https://toolz.readthedocs.io
LICENSE
New BSD. See License File.
Install
toolz is on the Python Package Index (PyPI):
pip install toolz
Structure and Heritage
toolz is implemented in three parts:
itertoolz, for operations on iterables. Examples: groupby, unique, interpose,
functoolz, for higher-order functions. Examples: memoize, curry, compose,
dicttoolz, for operations on dictionaries. Examples: assoc, update-in, merge.
These functions come from the legacy of functional languages for list processing. They interoperate well to accomplish common complex tasks.
Read our API Documentation for more details.
Example
This builds a standard wordcount function from pieces within toolz:
>>> def stem(word):
... """ Stem word to primitive form """
... return word.lower().rstrip(",.!:;'-\"").lstrip("'\"")
>>> from toolz import compose, frequencies
>>> from toolz.curried import map
>>> wordcount = compose(frequencies, map(stem), str.split)
>>> sentence = "This cat jumped over this other cat!"
>>> wordcount(sentence)
{'this': 2, 'cat': 2, 'jumped': 1, 'over': 1, 'other': 1}Dependencies
toolz supports Python 3.8+ with a common codebase. It is pure Python and requires no dependencies beyond the standard library.
It is, in short, a lightweight dependency.
CyToolz
The toolz project has been reimplemented in Cython. The cytoolz project is a drop-in replacement for the Pure Python implementation. See CyToolz GitHub Page for more details.
See Also
Underscore.js: A similar library for JavaScript
Enumerable: A similar library for Ruby
Clojure: A functional language whose standard library has several counterparts in toolz
itertools: The Python standard library for iterator tools
functools: The Python standard library for function tools
Contributions Welcome
toolz aims to be a repository for utility functions, particularly those that come from the functional programming and list processing traditions. We welcome contributions that fall within this scope.
We also try to keep the API small to keep toolz manageable. The ideal contribution is significantly different from existing functions and has precedent in a few other functional systems.
Please take a look at our issue page for contribution ideas.
Community
See our mailing list. We’re friendly.
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