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 simple tool to move and rename Nvidia Share recordings to a more sensible format.

A simple tool to move and rename Nvidia Share recordings to a more sensible format.

Jasper Rebane 8 Dec 23, 2022
HeadHunter parser

HHparser Description Program for finding work at HeadHunter service Features Find job Parse vacancies Dependencies python pip geckodriver firefox Inst

memphisboy 1 Oct 30, 2021
Keval allows you to call arbitrary Windows kernel-mode functions from user mode, even (and primarily) on another machine.

Keval Keval allows you to call arbitrary Windows kernel-mode functions from user mode, even (and primarily) on another machine. The user mode portion

42 Dec 17, 2022
Python code to divide big numbers

divide-big-num Python code to divide big numbers

VuMinhNgoc 1 Oct 15, 2021
A fixture that allows runtime xfail

pytest-runtime-xfail pytest plugin, providing a runtime_xfail fixture, which is callable as runtime_xfail(), to allow runtime decisions to mark a test

Brian Okken 4 Apr 06, 2022
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
An OData v4 query parser and transpiler for Python

odata-query is a library that parses OData v4 filter strings, and can convert them to other forms such as Django Queries, SQLAlchemy Queries, or just plain SQL.

Gorilla 39 Jan 05, 2023
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 Python library for reading, writing and visualizing the OMEGA Format

A Python library for reading, writing and visualizing the OMEGA Format, targeted towards storing reference and perception data in the automotive context on an object list basis with a focus on an urb

Institut für Kraftfahrzeuge, RWTH Aachen, ika 12 Sep 01, 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
Writing Alfred copy/paste scripts in Python

Writing Alfred copy/paste scripts in Python This repository shows how to create Alfred scripts in Python. It assumes that you using pyenv for Python v

Will Fitzgerald 2 Oct 26, 2021
A small utility that sorts your files.

FileSorter A small utility that sorts your files. TODO: Scan directory to find files(thanks @corruptmemry for this!) Split extensions to determine fil

2 Jun 16, 2022
Python Libraries with functions and constants related to electrical engineering.

ElectricPy Electrical-Engineering-for-Python Python Libraries with functions and constants related to electrical engineering. The functions and consta

Joe Stanley 39 Dec 23, 2022
Auto-generate /etc/hosts for HackTheBox machines

Auto-generate /etc/hosts for HackTheBox machines Save yourself some tedium on getting started on a new machine by having your /etc/hosts ready to go.

3 Feb 16, 2022
VerSign: Easy Signature Verification in Python

VerSign: Easy Signature Verification in Python versign is a small Python package which can be used to perform verification of offline signatures. It a

Muhammad Saif Ullah Khan 3 Dec 01, 2022
Build capture utility for Linux

CX-BUILD Compilation Database alternative Build Prerequisite the CXBUILD uses linux system call trace utility called strace which was customized. So I

GLaDOS (G? L? Automatic Debug Operation System) 3 Nov 03, 2022
A module for account creation with python

A module for account creation with python

Fayas Noushad 3 Dec 01, 2021
The Black shade analyser and comparison tool.

diff-shades The Black shade analyser and comparison tool. AKA Richard's personal take at a better black-primer (by stealing ideas from mypy-primer) :p

Richard Si 10 Apr 29, 2022
A simple and easy to use collection of random python functions.

A simple and easy to use collection of random python functions.

Diwan Mohamed Faheer 1 Nov 17, 2021
Gradually automate your procedures, one step at a time

Gradualist Gradually automate your procedures, one step at a time Inspired by https://blog.danslimmon.com/2019/07/15/ Features Main Features Converts

Ross Jacobs 8 Jul 24, 2022