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
Python script for the radio in the Junior float.

hoco radio 2021 Python script for the radio in the Junior float. Populate the ./music directory with 2 or more .wav files and run radio2.py. On the Ra

Kevin Yu 2 Jan 18, 2022
Python solutions to Codeforces problems

CodeForces This repository is dedicated to my Python solutions for CodeForces problems. Feel free to copy, contribute and/or comment. If you find any

Shukur Sabzaliev 15 Dec 20, 2022
XHacks 2021 Startup Track Winner: Be Heard. Educate, Enact, Empower. No voice left behind. (backend)

Be Heard: X Hacks 2021 Submission Educate, Enact, Empower. No voice left behind. Inspiration To say 2020 was an eventful year would be an understateme

3 Jul 14, 2022
A compiler for ARM, X86, MSP430, xtensa and more implemented in pure Python

Introduction The PPCI (Pure Python Compiler Infrastructure) project is a compiler written entirely in the Python programming language. It contains fro

Windel Bouwman 277 Dec 26, 2022
Telop - Encode and decode messages using an interpretation of the telegraphic code devised by José María Mathé

telop Telop (TELégrafoÓPtico) - Utilidad para codificar y descodificar mensajes de texto empleando una interpretación del código telegráfico ideado po

Ricardo F. 4 Nov 01, 2022
Oppia is an online learning tool that enables anyone to easily create and share interactive activities

Oppia is an online learning tool that enables anyone to easily create and share interactive activities (called 'explorations'). These activities simulate a one-on-one conversation with a tutor, makin

Oppia 4.7k Dec 29, 2022
libvcs - abstraction layer for vcs, powers vcspull.

libvcs - abstraction layer for vcs, powers vcspull. Setup $ pip install libvcs Open up python: $ python # or for nice autocomplete and syntax highlig

python utilities for version control 46 Dec 14, 2022
Processamento da Informação - Disciplina UFABC

Processamento da Informacao Disciplina UFABC, Linguagem de Programação Python - 2021.2 Objetivos Apresentar os fundamentos sobre manipulação e tratame

Melissa Junqueira de Barros Lins 1 Jun 12, 2022
x-tools is a collection of tools developed in Python

x-tools X-tools is a collection of tools developed in Python Commands\

5 Jan 24, 2022
Minos-python - A framework which helps you create reactive microservices in Python

minos-python Summary [TODO] Packages minos-microservice-aggregate minos-microser

Minos Framework 380 Jan 04, 2023
DownTime-Score is a Small project aimed to Monitor the performance and the availabillity of a variety of the Vital and Critical Moroccan Web Portals

DownTime-Score DownTime-Score is a Small project aimed to Monitor the performance and the availabillity of a variety of the Vital and Critical Morocca

adnane-tebbaa 5 Apr 30, 2022
Just a little benchmark for scrapper PC's

PopMark Just a little benchmark for scrapper PC's This benchmark is for old computer that dont support other benchmark because of support. Like lack o

Garry 1 Nov 24, 2021
A tutorial presents several practical examples of how to build DAGs in Apache Airflow

Apache Airflow - Python Brasil 2021 Este tutorial apresenta vários exemplos práticos de como construir DAGs no Apache Airflow. Background Apache Airfl

Jusbrasil 14 Jun 03, 2022
Stack BOF Protection Bypass Techniques

Stack Buffer Overflow - Protection Bypass Techniques

ommadawn46 18 Dec 28, 2022
A check numbers python module

Made with Python3 (C) @FayasNoushad Copyright permission under MIT License License - https://github.com/FayasNoushad/Numbers/blob/main/LICENSE Deplo

Fayas Noushad 3 Nov 28, 2021
Sudo type me a payload

payloadSecretary Sudo type me a payload Have you ever found yourself having to perform a test, and a client has provided you with a VM inside a VDI in

7 Jul 21, 2022
OTP-Bomber - An otp from MPL ID app, which can be spammed

OTP-Bomber An otp from MPL ID app, which can be spammed Note: Only available on

5 Oct 29, 2022
Ningyu Jia(nj2459)/Mengyin Ma(mm5937) Call Analysis group project(Group 36)

Group and Section Group 36 Section 001 name and UNI Name UNI Ningyu Jia nj2459 Mengyin Ma mm5937 code explanation Parking.py (1) Calculate the rate of

1 Dec 04, 2021
The update manager for the ERA App (era.sh)

ERA Update Manager This is the official update manager used in the ERA app (see era.sh) How it works Once a new version of ERA is available, the app l

Kian Shahriyari 1 Dec 29, 2021
A python script providing an idea of how a MindSphere application, e.g., a dashboard, can be displayed around the clock without the need of manual re-authentication on enforced session expiration

A python script providing an idea of how a MindSphere application, e.g., a dashboard, can be displayed around the clock without the need of manual re-authentication on enforced session expiration

MindSphere 3 Jun 03, 2022