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
A utility that makes it easy to work with Python projects containing lots of packages, of which you only want to develop some.

Mixed development source packages on top of stable constraints using pip mxdev [mɪks dɛv] is a utility that makes it easy to work with Python projects

BlueDynamics Alliance 6 Jun 08, 2022
NFT-Generator is the best way to generate thousands of NFTs quick and easily with Python.

NFT-Generator is the best way to generate thousands of NFTs quick and easily with Python. Just add your files, set your configuration and run the scri

78 Dec 27, 2022
Genart - Generate random art to sell as nfts

Genart - Generate random art to sell as nfts Usage git clone

Will 13 Mar 17, 2022
Automatic generator of readmes for git repositories (Includes file' listing)

Readme Generator We are bored of write the same things once and once again. We trust in the comments made inside of our files, and we decided to autom

Natalia Vera Duran 6 Jul 20, 2021
These scripts look for non-printable unicode characters in all text files in a source tree

find-unicode-control These scripts look for non-printable unicode characters in all text files in a source tree. find_unicode_control.py should work w

Siddhesh Poyarekar 25 Aug 30, 2022
Data Utilities e.g. for importing files to onetask

Use this repository to easily convert your source files (csv, txt, excel, json, html) into record-oriented JSON files that can be uploaded into onetask.

onetask.ai 1 Jul 18, 2022
✨ Un juste prix totalement fait en Python par moi, et en français.

Juste Prix ❗ Un juste prix totalement fait en Python par moi, et en français. 🔮 Avec l'utilisation du module "random", j'ai pu faire un choix aléatoi

MrGabin 3 Jun 06, 2021
A simple tool that updates your pubspec.yaml file, of a Flutter project, without altering the structure of your file.

A simple tool that updates your pubspec.yaml file, of a Flutter project, without altering the structure of your file.

3 Dec 10, 2021
🌲 A simple BST (Binary Search Tree) generator written in python

Tree-Traversals (BST) 🌲 A simple BST (Binary Search Tree) generator written in python Installation Use the package manager pip to install BST. Usage

Jan Kupczyk 1 Dec 12, 2021
A repository containing several general purpose Python scripts to automate daily and common tasks.

General Purpose Scripts Introduction This repository holds a curated list of Python scripts which aim to help us automate daily and common tasks. You

GDSC RCCIIT 46 Dec 25, 2022
RapidFuzz is a fast string matching library for Python and C++

RapidFuzz is a fast string matching library for Python and C++, which is using the string similarity calculations from FuzzyWuzzy

Max Bachmann 1.7k Jan 04, 2023
Automatically Generate Rulesets for IIS for Intelligent HTTP/S C2 Redirection

Automatically Generate Rulesets for IIS for Intelligent HTTP/S C2 Redirection This project converts a Cobalt Strike profile to a functional web.config

Jesse 99 Dec 13, 2022
kawadi is a versatile tool that used as a form of weapon and is used to cut, shape and split wood.

kawadi kawadi (કવાડિ in Gujarati) (Axe in English) is a versatile tool that used as a form of weapon and is used to cut, shape and split wood. kawadi

Jay Vala 2 Jan 10, 2022
Make some improvements in the Pizza class and pizzashop file by refactoring.

Make some improvements in the Pizza class and pizzashop file by refactoring.

James Brucker 1 Oct 18, 2021
EthTx - Ethereum transactions decoder

EthTx - Ethereum transactions decoder Installation pip install ethtx Requirements The package needs a few external resources, defined in EthTxConfig o

398 Dec 25, 2022
A Container for the Dependency Injection in Python.

Python Dependency Injection library aiodi is a Container for the Dependency Injection in Python. Installation Use the package manager pip to install a

Denis NA 3 Nov 25, 2022
Simple Python tool that generates a pseudo-random password with numbers, letters, and special characters in accordance with password policy best practices.

Simple Python tool that generates a pseudo-random password with numbers, letters, and special characters in accordance with password policy best practices.

Joe Helle 7 Mar 25, 2022
A sys-botbase client for remote control automation of Nintendo Switch consoles. Based on SysBot.NET, written in python.

SysBot.py A sys-botbase client for remote control automation of Nintendo Switch consoles. Based on SysBot.NET, written in python. Setup: Download the

7 Dec 16, 2022
Extract the download URL from OneDrive or SharePoint share link and push it to aria2

OneDriveShareLinkPushAria2 Extract the download URL from OneDrive or SharePoint share link and push it to aria2 从OneDrive或SharePoint共享链接提取下载URL并将其推送到a

高玩梁 262 Jan 08, 2023
A pythonic dependency injection library.

Pinject Pinject is a dependency injection library for python. The primary goal of Pinject is to help you assemble objects into graphs in an easy, main

Google 1.3k Dec 30, 2022