Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just about anything.

Related tags

Miscellaneousretrying
Overview

Retrying

Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just about anything.

The simplest use case is retrying a flaky function whenever an Exception occurs until a value is returned.

import random
from retrying import retry

@retry
def do_something_unreliable():
    if random.randint(0, 10) > 1:
        raise IOError("Broken sauce, everything is hosed!!!111one")
    else:
        return "Awesome sauce!"

print do_something_unreliable()

Features

  • Generic Decorator API
  • Specify stop condition (i.e. limit by number of attempts)
  • Specify wait condition (i.e. exponential backoff sleeping between attempts)
  • Customize retrying on Exceptions
  • Customize retrying on expected returned result

Installation

To install retrying, simply:

$ pip install retrying

Or, if you absolutely must:

$ easy_install retrying

But, you might regret that later.

Examples

As you saw above, the default behavior is to retry forever without waiting.

@retry
def never_give_up_never_surrender():
    print "Retry forever ignoring Exceptions, don't wait between retries"

Let's be a little less persistent and set some boundaries, such as the number of attempts before giving up.

@retry(stop_max_attempt_number=7)
def stop_after_7_attempts():
    print "Stopping after 7 attempts"

We don't have all day, so let's set a boundary for how long we should be retrying stuff.

@retry(stop_max_delay=10000)
def stop_after_10_s():
    print "Stopping after 10 seconds"

Most things don't like to be polled as fast as possible, so let's just wait 2 seconds between retries.

@retry(wait_fixed=2000)
def wait_2_s():
    print "Wait 2 second between retries"

Some things perform best with a bit of randomness injected.

@retry(wait_random_min=1000, wait_random_max=2000)
def wait_random_1_to_2_s():
    print "Randomly wait 1 to 2 seconds between retries"

Then again, it's hard to beat exponential backoff when retrying distributed services and other remote endpoints.

@retry(wait_exponential_multiplier=1000, wait_exponential_max=10000)
def wait_exponential_1000():
    print "Wait 2^x * 1000 milliseconds between each retry, up to 10 seconds, then 10 seconds afterwards"

We have a few options for dealing with retries that raise specific or general exceptions, as in the cases here.

def retry_if_io_error(exception):
    """Return True if we should retry (in this case when it's an IOError), False otherwise"""
    return isinstance(exception, IOError)

@retry(retry_on_exception=retry_if_io_error)
def might_io_error():
    print "Retry forever with no wait if an IOError occurs, raise any other errors"

@retry(retry_on_exception=retry_if_io_error, wrap_exception=True)
def only_raise_retry_error_when_not_io_error():
    print "Retry forever with no wait if an IOError occurs, raise any other errors wrapped in RetryError"

We can also use the result of the function to alter the behavior of retrying.

def retry_if_result_none(result):
    """Return True if we should retry (in this case when result is None), False otherwise"""
    return result is None

@retry(retry_on_result=retry_if_result_none)
def might_return_none():
    print "Retry forever ignoring Exceptions with no wait if return value is None"

Any combination of stop, wait, etc. is also supported to give you the freedom to mix and match.

Contribute

  1. Check for open issues or open a fresh issue to start a discussion around a feature idea or a bug.
  2. Fork the repository on GitHub to start making your changes to the master branch (or branch off of it).
  3. Write a test which shows that the bug was fixed or that the feature works as expected.
  4. Send a pull request and bug the maintainer until it gets merged and published. :) Make sure to add yourself to AUTHORS.
Owner
Ray Holder
Ray Holder
A collection of repositories used to realise various end-to-end high-level synthesis (HLS) flows centering around the CIRCT project.

circt-hls What is this?: A collection of repositories used to realise various end-to-end high-level synthesis (HLS) flows centering around the CIRCT p

29 Dec 14, 2022
an opensourced roblox group finder writen in python 100% free and virus-free

Roblox-Group-Finder an opensourced roblox group finder writen in python 100% free and virus-free note : if you don't want install python or just use w

mollomm1 1 Nov 11, 2021
Start and stop your NiceHash miners using this script.

NiceHash Mining Scheduler Use this script to schedule your NiceHash Miner(s). Electricity costs between 4-9pm are high in my area and I want NiceHash

SeaRoth 2 Sep 30, 2022
Coded in Python 3 - I make for education, easily clone simple website.

Simple Website Cloner - Single Page Coded in Python 3 - I make for education, easily clone simple website. How to use ? Install Python 3 first. Instal

Phạm Đức Thanh 2 Jan 13, 2022
Backups made easy, automated, monitored and SECURED with an audited encryption

Backup Controller Backups made easy, automated, monitored and SECURED with an audited encryption. Schedules backup tasks executed by Backup Maker, upl

RiotKit 1 Jan 30, 2022
CoreSE - basic of social Engineering tool

Core Social Engineering basic of social Engineering tool. just for fun :) About First of all, I must say that I wrote such a project because of my int

Hamed Mohammadvand 7 Jun 10, 2022
Data Poisoning based on Adversarial Attacks using Non-Robust Features

Data Poisoning based on Adversarial Attacks using Non-Robust Features Usage python main.py [-h] [--gpu | -g GPU] [--eps |-e EPSILON] [--pert | -p PER

Jonathan E. 1 Nov 02, 2021
This is the course project of AI3602: Data Mining of SJTU

This is the course project of AI3602: Data Mining of SJTU. Group Members include Jinghao Feng, Mingyang Jiang and Wenzhong Zheng.

2 Jan 13, 2022
A simple PID tuner and simulator.

PIDtuner-V0.1 PlantPy PID tuner version 0.1 Features Supports first order and ramp process models. Supports Proportional action on PV or error or a sp

3 Jun 23, 2022
python scripts to perform coin die clustering (performed on Riedones3D).

python scripts to perform coin die clustering (performed on Riedones3D).

Sofiane 2 Apr 29, 2022
Convert long numbers into a human-readable format in Python

Convert long numbers into a human-readable format in Python

Alex Zaitsev 73 Dec 28, 2022
HSPICE can not perform Monte Carlo (MC) simulations while considering aging effects

HSPICE can not perform Monte Carlo (MC) simulations while considering aging effects. I developed a python wrapper that automatically performs MC and aging simulations using HPSICE to save engineering

Habib Kazemi 2 Nov 22, 2021
Just imagine normal bancho, but you can have multiple profiles and funorange speed up maps ranked

Local osu! server Just imagine normal bancho, but you can have multiple profiles and funorange speed up maps ranked (coming soon)! Windows Setup Insta

Cover 25 Nov 15, 2022
Magenta: Music and Art Generation with Machine Intelligence

Magenta is a research project exploring the role of machine learning in the process of creating art and music. Primarily this involves developing new

Magenta 18.1k Jan 05, 2023
Transpiles some Python into human-readable Golang.

pytago Transpiles some Python into human-readable Golang. Try out the web demo Installation and usage There are two "officially" supported ways to use

Michael Phelps 318 Jan 03, 2023
Un Assistente Vocale scritto in Python e altamente personalizzabile

Un Assistente Vocale scritto in Python e altamente personalizzabile

Marco 2 May 06, 2022
Archive, organize, and watch for changes to publicly available information.

0. Overview The Trapper Keeper is a collection of scripts that support archiving information from around the web to make it easier to study and use. I

Bill Fitzgerald 9 Oct 26, 2022
An example using debezium and mysql with docker-compose

debezium-mysql An example using debezium and mysql with docker-compose The docker compose starts the Zookeeper, Kafka, Mysql and Debezium Connect. Aft

Horácio Dias Baptista Neto 4 May 21, 2022
A basic python project which replicates the functionalities on an 8 Ball.

Magic-8-Ball To the people who wish to make decisions using a Magic 8 Ball but can't get one? I gotchu. This is a basic python project which replicate

3 Jun 24, 2021
A module to develop and apply old-style links

Old-Linkage-Dev (OLD) Old Linkage Development is a module to develop and apply old-style links. Old-style links stand for some traditional or conventi

Tarcadia 2 Dec 04, 2021