A fancy and practical functional tools

Overview

Funcy Build Status Join the chat at https://gitter.im/Suor/funcy

A collection of fancy functional tools focused on practicality.

Inspired by clojure, underscore and my own abstractions. Keep reading to get an overview or read the docs. Or jump directly to cheatsheet.

Works with Python 2.7, 3.4+ and pypy.

Installation

pip install funcy

Overview

Import stuff from funcy to make things happen:

from funcy import whatever, you, need

Merge collections of same type (works for dicts, sets, lists, tuples, iterators and even strings):

merge(coll1, coll2, coll3, ...)
join(colls)
merge_with(sum, dict1, dict2, ...)

Walk through collection, creating its transform (like map but preserves type):

walk(str.upper, {'a', 'b'})            # {'A', 'B'}
walk(reversed, {'a': 1, 'b': 2})       # {1: 'a', 2: 'b'}
walk_keys(double, {'a': 1, 'b': 2})    # {'aa': 1, 'bb': 2}
walk_values(inc, {'a': 1, 'b': 2})     # {'a': 2, 'b': 3}

Select a part of collection:

select(even, {1,2,3,10,20})                  # {2,10,20}
select(r'^a', ('a','b','ab','ba'))           # ('a','ab')
select_keys(callable, {str: '', None: None}) # {str: ''}
compact({2, None, 1, 0})                     # {1,2}

Manipulate sequences:

take(4, iterate(double, 1)) # [1, 2, 4, 8]
first(drop(3, count(10)))   # 13

lremove(even, [1, 2, 3])    # [1, 3]
lconcat([1, 2], [5, 6])     # [1, 2, 5, 6]
lcat(map(range, range(4)))  # [0, 0, 1, 0, 1, 2]
lmapcat(range, range(4))    # same
flatten(nested_structure)   # flat iter
distinct('abacbdd')         # iter('abcd')

lsplit(odd, range(5))       # ([1, 3], [0, 2, 4])
lsplit_at(2, range(5))      # ([0, 1], [2, 3, 4])
group_by(mod3, range(5))    # {0: [0, 3], 1: [1, 4], 2: [2]}

lpartition(2, range(5))     # [[0, 1], [2, 3]]
chunks(2, range(5))         # iter: [0, 1], [2, 3], [4]
pairwise(range(5))          # iter: [0, 1], [1, 2], ...

And functions:

partial(add, 1)             # inc
curry(add)(1)(2)            # 3
compose(inc, double)(10)    # 21
complement(even)            # odd
all_fn(isa(int), even)      # is_even_int

one_third = rpartial(operator.div, 3.0)
has_suffix = rcurry(str.endswith)

Create decorators easily:

@decorator
def log(call):
    print call._func.__name__, call._args
    return call()

Abstract control flow:

walk_values(silent(int), {'a': '1', 'b': 'no'})
# => {'a': 1, 'b': None}

@once
def initialize():
    "..."

with suppress(OSError):
    os.remove('some.file')

@ignore(ErrorRateExceeded)
@limit_error_rate(fails=5, timeout=60)
@retry(tries=2, errors=(HttpError, ServiceDown))
def some_unreliable_action(...):
    "..."

class MyUser(AbstractBaseUser):
    @cached_property
    def public_phones(self):
        return self.phones.filter(public=True)

Ease debugging:

squares = {tap(x, 'x'): tap(x * x, 'x^2') for x in [3, 4]}
# x: 3
# x^2: 9
# ...

@print_exits
def some_func(...):
    "..."

@log_calls(log.info, errors=False)
@log_errors(log.exception)
def some_suspicious_function(...):
    "..."

with print_durations('Creating models'):
    Model.objects.create(...)
    # ...
# 10.2 ms in Creating models

And much more.

Dive in

Funcy is an embodiment of ideas I explain in several essays:

Running tests

To run the tests using your default python:

pip install -r test_requirements.txt
py.test

To fully run tox you need all the supported pythons to be installed. These are 2.6+, 3.3+, PyPy and PyPy3. You can run it for particular environment even in absense of all of the above:

tox -e py27
tox -e py36
tox -e lint
Owner
Alexander Schepanovski
Alexander Schepanovski
Easy, clean, reliable Python 2/3 compatibility

Overview: Easy, clean, reliable Python 2/3 compatibility python-future is the missing compatibility layer between Python 2 and Python 3. It allows you

Python Charmers 1.2k Jan 08, 2023
Holographic Declarative Memory for Python ACT-R

HDM This is the repository for the Holographic Declarative Memory (HDM) module for Python ACT-R. This repository contains: documentation: a paper, con

Carleton Cognitive Modeling Lab 1 Jan 17, 2022
This is a far more in-depth and advanced version of "Write user interface to a file API Sample"

Fusion360-Write-UserInterface This is a far more in-depth and advanced version of "Write user interface to a file API Sample" from https://help.autode

4 Mar 18, 2022
Blender pluggin (python script) that adds a randomly generated tree with random branches and bend orientations

Blender pluggin (python script) that adds a randomly generated tree with random branches and bend orientations

Travis Gruber 2 Dec 24, 2021
用于红队成员初步快速攻击的全自动化工具。

关于 Author:m0sway Mail:[email protected] Github:https://www.github.com/m0sway/Jud JuD是

m0sway 46 Jul 21, 2022
IOP Support for Python (Experimental)

TAGS Experimental IOP Framework for Python WARNING: Currently, this project has NO EXCEPTION HANDLING. USE AT YOUR OWN RISK! I. Introduction to Interf

1 Oct 22, 2021
Windows symbol tables for Volatility 3

Windows Symbol Tables for Volatility 3 This repository is the Windows Symbol Table storage for Volatility 3. How to Use $ git clone https://github.com

JPCERT Coordination Center 31 Dec 25, 2022
py-js: python3 objects for max

Simple (and extensible) python3 externals for MaxMSP

Shakeeb Alireza 39 Nov 20, 2022
RecurrentArchitectures - See the accompanying blog post

Why this? What is the goal? The goal of this repository is to write all the recurrent architectures from scratch in tensorflow for learning purposes.

Debajyoti Datta 9 Feb 06, 2022
BDD base project: Python + Behave

BDD base project: Python + Behave Basic example of using Python with Behave (BDD). This Gherkin example includes: Basic Scenario Scenario Outline Tagg

eccanto 1 Dec 08, 2021
0CD - BinaryNinja plugin to introduce some quality of life utilities for obsessive compulsive CTF enthusiasts

0CD Author: b0bb Quality of life utilities for obsessive compulsive CTF enthusia

12 Sep 14, 2022
A complete python calculator with 2 modes Float and Int numbers.

Python Calculator This program is made for learning purpose. Getting started This Program runs using python, install it via terminal or from thier ofi

Felix Sanchez 1 Jan 18, 2022
The blancmange curve can be visually built up out of triangle wave functions if the infinite sum is approximated by finite sums of the first few terms.

Blancmange-curve The blancmange curve can be visually built up out of triangle wave functions if the infinite sum is approximated by finite sums of th

Shankar Mahadevan L 1 Nov 30, 2021
Calculate the efficient frontier

关于 代码主要参考Fábio Neves的文章,你可以在他的文章中找到一些细节性的解释

Wyman Lin 104 Nov 11, 2022
A minimalist production ready plugin system

pluggy - A minimalist production ready plugin system This is the core framework used by the pytest, tox, and devpi projects. Please read the docs to l

pytest-dev 876 Jan 05, 2023
This is a python package to get wards, districts,cities and provinces in Zimbabwe

Zim-Places Features This is a python package that allows you to search for cities, provinces, and districts in Zimbabwe.Zimbabwe is split into eight p

RONALD KANYEPI 2 Mar 01, 2022
Providing a working, flexible, easier and faster installer than the one officially provided by Arch Linux

Purpose The purpose is to bring more people to Arch Linux by providing a working, flexible, easier and faster installer than the one officially provid

André Luís 0 Nov 09, 2022
Heisenbridge a bouncer-style Matrix IRC bridge

Heisenbridge brings IRC to Matrix by creating an environment where every user connects to each network individually like they would with a traditional IRC bouncer

Toni Spets 152 Dec 28, 2022
PyLaboratory 0 Feb 07, 2022
Awesome Cheatsheet

Awesome Cheatsheet List of useful cheatsheets Inspired by @sindresorhus awesome and improved by these amazing contributors. If you see a link here is

detailyang 6.5k Jan 07, 2023