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
DiddiParser 2: The DiddiScript parser.

DiddiParser 2 The DiddiScript parser, written in Python. Installation DiddiParser2 can be installed via pip: pip install diddiparser2 Usage DiddiPars

Diego Ramirez 3 Dec 28, 2022
A BlackJack simulator in Python to simulate thousands or millions of hands using different strategies.

BlackJack Simulator (in Python) A BlackJack simulator to play any number of hands using different strategies The Rules To keep the code relatively sim

Hamid 4 Jun 24, 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
✨ Voici un code en Python par moi, et en français qui permet d'exécuter du Javascript en Python.

JavaScript In Python ❗ Voici un code en Python par moi, et en français qui permet d'exécuter du Javascript en Python. 🔮 Une vidéo pour vous expliquer

MrGabin 4 Mar 28, 2022
Kanye West Lyrics Generator

aikanye Kanye West Lyrics Generator Python script for generating Kanye West lyrics Put kanye.txt in the same folder as the python script and run "pyth

4 Jan 21, 2022
A primitive Python wrapper around the Gromacs tools.

README: GromacsWrapper A primitive Python wrapper around the Gromacs tools. The library is tested with GROMACS 4.6.5, 2018.x, 2019.x, 2020.x, and 2021

Becksteinlab 140 Dec 28, 2022
jsoooooooon derulo - Make sure your 'jason derulo' is featured as the first part of your json data

jsonderulo Make sure your 'jason derulo' is featured as the first part of your json data Install: # python pip install jsonderulo poetry add jsonderul

jesse 3 Sep 13, 2021
💉 코로나 잔여백신 예약 매크로 커스텀 빌드 (속도 향상 버전)

Korea-Covid-19-Vaccine-Reservation 코로나 잔여 백신 예약 매크로를 기반으로 한 커스텀 빌드입니다. 더 빠른 백신 예약을 목표로 하며, 속도를 우선하기 때문에 사용자는 이에 대처가 가능해야 합니다. 지정한 좌표 내 대기중인 병원에서 잔여 백신

Queue.ri 21 Aug 15, 2022
Script to decrypt / import chromium (edge/chrome) cookies

Cloonie Script to decrypt / import chromium (edge/chrome) cookies. Requirements Install the python dependencies via pip: pip install -r requirements.t

Lorenzo Bernardi 5 Sep 13, 2022
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
Small project to interact with python, C, HTML, JavaScript, PHP.

Micro Hidroponic Small project to interact with python, C, HTML, JavaScript, PHP. Table of Contents General Info Technologies Used Screenshots Usage P

Filipe Martins 1 Nov 10, 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
Application for easy configuration of swap file and swappiness priority in slackware and others linux distributions.

Swap File Program created with the objective of assisting in the configuration of swap file in Distributions such as Slackware. Required packages: pyt

Mauricio Ferrari 3 Aug 06, 2022
A tool written in python to generate basic repo files from github

A tool written in python to generate basic repo files from github

Riley 7 Dec 02, 2021
Generates a random prnt.sc link and display image.

Generates a random prnt.sc link and display image.

Emirhan 3 Oct 08, 2021
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
Control-Alt-Delete - Help Tux Escape Beastie's Jail!

Control-Alt-Delete Help Tux escape Beastie's jail by completing the following challenges! Challenges Challenge 00: Drinks: Tux needs to drink less. Ch

NDLUG 8 Oct 31, 2021
python package for generating typescript grpc-web stubs from protobuf files.

grpc-web-proto-compile NOTE: This package has been superseded by romnn/proto-compile, which provides the same functionality but offers a lot more flex

Roman Dahm 0 Sep 05, 2021
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
A python app which aggregates and splits costs from multiple public cloud providers into a csv

Cloud Billing This project aggregates the costs public cloud resources by accounts, services and tags by importing the invoices from public cloud prov

1 Oct 04, 2022