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
Modest utility collection for development with AIOHTTP framework.

aiohttp-things Modest utility collection for development with AIOHTTP framework. Documentation https://aiohttp-things.readthedocs.io Installation Inst

Ruslan Ilyasovich Gilfanov 0 Dec 11, 2022
Functional UUIDs for Python.

🏷️FUUID stands for Functional Universally Unique IDentifier. FUUIDs are compatible with regular UUIDs but are naturally ordered by generation time, collision-free and support succinct representations

Phil Demetriou 147 Oct 27, 2022
Enable ++x and --x expressions in Python

By default, Python supports neither pre-increments (like ++x) nor post-increments (like x++). However, the first ones are syntactically correct since Python parses them as two subsequent +x operation

Alexander Borzunov 85 Dec 29, 2022
A Tool that provides automatic kerning for ligature based OpenType fonts in Microsoft Volt

Kerning A Tool that provides automatic kerning for ligature based OpenType fonts in Microsoft Volt There are three stages of the algorithm. The first

Sayed Zeeshan Asghar 6 Aug 01, 2022
Definitely legit social credit generator with python

definitely-legit-social-credit-generator I made this simple GUI program for a meme, no cap. Video: https://youtu.be/RmjxKtoli04 How to run: Clone this

Joshua Malabanan 8 Nov 01, 2021
Compute the fair market value (FMV) of staking rewards at time of receipt.

tendermint-tax A tool to help calculate the tax liability of staking rewards on Tendermint chains. Specifically, this tool calculates the fair market

5 Jan 07, 2022
Pyfunctools is a module that provides functions, methods and classes that help in the creation of projects in python

Pyfunctools Pyfunctools is a module that provides functions, methods and classes that help in the creation of projects in python, bringing functional

Natanael dos Santos Feitosa 5 Dec 22, 2022
Make your functions return something meaningful, typed, and safe!

Make your functions return something meaningful, typed, and safe! Features Brings functional programming to Python land Provides a bunch of primitives

dry-python 2.6k Jan 09, 2023
a simple function that randomly generates and applies console text colors

ChangeConsoleTextColour a simple function that randomly generates and applies console text colors This repository corresponds to my Python Functions f

Mariya 6 Sep 20, 2022
The producer-consumer problem implemented with threads in Python

This was developed using a Python virtual environment, I would strongly recommend to do the same if you want to clone this repository. How to run this

Omar Beltran 1 Oct 30, 2021
Plone Interface contracts, plus basic features and utilities

plone.base This package is the base package of the CMS Plone https://plone.org. It contains only interface contracts and basic features and utilitie

Plone Foundation 1 Oct 03, 2022
ULID implementation for Python

What is this? This is a port of the original JavaScript ULID implementation to Python. A ULID is a universally unique lexicographically sortable ident

Martin Domke 158 Jan 04, 2023
DUQ is a python package for working with physical Dimensions, Units, and Quantities.

DUQ is a python package for working with physical Dimensions, Units, and Quantities.

2 Nov 02, 2022
Implicit hierarchical a posteriori error estimates in FEniCSx

FEniCSx Error Estimation (FEniCSx-EE) Description FEniCSx-EE is an open source library showing how various error estimation strategies can be implemen

Jack S. Hale 1 Dec 08, 2021
It is a tool that looks for a specific username in social networks

It is a tool that looks for a specific username in social networks

MasterBurnt 6 Oct 07, 2022
A simple python script to generate an iCalendar file for the university classes.

iCal Generator This is a simple python script to generate an iCalendar file for the university classes. Installation Clone the repository git clone ht

Foad Rashidi 2 Sep 01, 2022
Backup a folder to an another folder by using mirror update method.

Mirror Update Backup Backup a folder to an another folder by using mirror update method. How to use Install requirement pip install -r requirements.tx

1 Nov 21, 2022
A collection of tools for biomedical research assay analysis in Python.

waltlabtools A collection of tools for biomedical research assay analysis in Python. Key Features Analysis for assays such as digital ELISA, including

Tyler Dougan 1 Apr 18, 2022
This is Cool Utility tools that you can use in python.

This is Cool Utility tools that you can use in python. There are a few tools that you might find very useful, you can use this on pretty much any project and some utils might help you a lot and save

Senarc Studios 6 Apr 18, 2022
A python lib for generate random string and digits and special characters or A combination of them

A python lib for generate random string and digits and special characters or A combination of them

Torham 4 Nov 15, 2022