A toolkit for developing and deploying serverless Python code in AWS Lambda.

Overview

python-lambda logo

pypi pypi

Python-lambda is a toolset for developing and deploying serverless Python code in AWS Lambda.

A call for contributors

With python-lambda and pytube both continuing to gain momentum, I'm calling for contributors to help build out new features, review pull requests, fix bugs, and maintain overall code quality. If you're interested, please email me at nficano[at]gmail.com.

Description

AWS Lambda is a service that allows you to write Python, Java, or Node.js code that gets executed in response to events like http requests or files uploaded to S3.

Working with Lambda is relatively easy, but the process of bundling and deploying your code is not as simple as it could be.

The Python-Lambda library takes away the guess work of developing your Python-Lambda services by providing you a toolset to streamline the annoying parts.

Requirements

  • Python 2.7, >= 3.6 (At the time of writing this, these are the Python runtimes supported by AWS Lambda).
  • Pip (~8.1.1)
  • Virtualenv (~15.0.0)
  • Virtualenvwrapper (~4.7.1)

Getting Started

First, you must create an IAM Role on your AWS account called lambda_basic_execution with the LambdaBasicExecution policy attached.

On your computer, create a new virtualenv and project folder.

$ mkvirtualenv pylambda
(pylambda) $ mkdir pylambda

Next, download Python-Lambda using pip via pypi.

(pylambda) $ pip install python-lambda

From your pylambda directory, run the following to bootstrap your project.

(pylambda) $ lambda init

This will create the following files: event.json, __init__.py, service.py, and config.yaml.

Let's begin by opening config.yaml in the text editor of your choice. For the purpose of this tutorial, the only required information is aws_access_key_id and aws_secret_access_key. You can find these by logging into the AWS management console.

Next let's open service.py, in here you'll find the following function:

def handler(event, context):
    # Your code goes here!
    e = event.get('e')
    pi = event.get('pi')
    return e + pi

This is the handler function; this is the function AWS Lambda will invoke in response to an event. You will notice that in the sample code e and pi are values in a dict. AWS Lambda uses the event parameter to pass in event data to the handler.

So if, for example, your function is responding to an http request, event will be the POST JSON data and if your function returns something, the contents will be in your http response payload.

Next let's open the event.json file:

{
  "pi": 3.14,
  "e": 2.718
}

Here you'll find the values of e and pi that are being referenced in the sample code.

If you now try and run:

(pylambda) $ lambda invoke -v

You will get:

# 5.858
# execution time: 0.00000310s
# function execution timeout: 15s

As you probably put together, the lambda invoke command grabs the values stored in the event.json file and passes them to your function.

The event.json file should help you develop your Lambda service locally. You can specify an alternate event.json file by passing the --event-file=<filename>.json argument to lambda invoke.

When you're ready to deploy your code to Lambda simply run:

(pylambda) $ lambda deploy

The deploy script will evaluate your virtualenv and identify your project dependencies. It will package these up along with your handler function to a zip file that it then uploads to AWS Lambda.

You can now log into the AWS Lambda management console to verify the code deployed successfully.

Wiring to an API endpoint

If you're looking to develop a simple microservice you can easily wire your function up to an http endpoint.

Begin by navigating to your AWS Lambda management console and clicking on your function. Click the API Endpoints tab and click "Add API endpoint".

Under API endpoint type select "API Gateway".

Next change Method to POST and Security to "Open" and click submit (NOTE: you should secure this for use in production, open security is used for demo purposes).

At last you need to change the return value of the function to comply with the standard defined for the API Gateway endpoint, the function should now look like this:

def handler(event, context):
    # Your code goes here!
    e = event.get('e')
    pi = event.get('pi')
    return {
        "statusCode": 200,
        "headers": { "Content-Type": "application/json"},
        "body": e + pi
    }

Now try and run:

$ curl --header "Content-Type:application/json" \
       --request POST \
       --data '{"pi": 3.14, "e": 2.718}' \
       https://<API endpoint URL>
# 5.8580000000000005

Environment Variables

Lambda functions support environment variables. In order to set environment variables for your deployed code to use, you can configure them in config.yaml. To load the value for the environment variable at the time of deployment (instead of hard coding them in your configuration file), you can use local environment values (see 'env3' in example code below).

environment_variables:
  env1: foo
  env2: baz
  env3: ${LOCAL_ENVIRONMENT_VARIABLE_NAME}

This would create environment variables in the lambda instance upon deploy. If your functions don't need environment variables, simply leave this section out of your config.

Uploading to S3

You may find that you do not need the toolkit to fully deploy your Lambda or that your code bundle is too large to upload via the API. You can use the upload command to send the bundle to an S3 bucket of your choosing. Before doing this, you will need to set the following variables in config.yaml:

role: basic_s3_upload
bucket_name: 'example-bucket'
s3_key_prefix: 'path/to/file/'

Your role must have s3:PutObject permission on the bucket/key that you specify for the upload to work properly. Once you have that set, you can execute lambda upload to initiate the transfer.

Deploying via S3

You can also choose to use S3 as your source for Lambda deployments. This can be done by issuing lambda deploy-s3 with the same variables/AWS permissions you'd set for executing the upload command.

Development

Development of "python-lambda" is facilitated exclusively on GitHub. Contributions in the form of patches, tests and feature creation and/or requests are very welcome and highly encouraged. Please open an issue if this tool does not function as you'd expect.

Environment Setup

  1. Install pipenv
  2. Install direnv
  3. Install Precommit (optional but preferred)
  4. cd into the project and enter "direnv allow" when prompted. This will begin installing all the development dependancies.
  5. If you installed pre-commit, run pre-commit install inside the project directory to setup the githooks.

Releasing to Pypi

Once you pushed your chances to master, run one of the following:

# If you're installing a major release:
make deploy-major

# If you're installing a minor release:
make deploy-minor

# If you're installing a patch release:
make deploy-patch
Owner
Nick Ficano
Hi, I'm Nick! I develop software and live in Smithtown, New York.
Nick Ficano
The purpose of this script is to bypass disablefund, provide some useful information, and dig the hook function of PHP extension.

The purpose of this script is to bypass disablefund, provide some useful information, and dig the hook function of PHP extension.

Firebasky 14 Aug 02, 2021
A student information management system in Python

Student-information-management-system 本项目是一个学生信息管理系统,这个项目是用Python语言实现的,也实现了图形化界面的显示,同时也实现了管理员端,学生端两个登陆入口,同时底层使用的是Redis做的数据持久化。 This project is a stude

liuyunfei 7 Nov 15, 2022
Cute study buddy that helps you study with the Pomodoro technique!

study-buddy Cute study buddy that helps you study with the Pomodoro (or Animedoro) technique! Kirby The Kirby folder has a Kirby, pink-themed Pomodoro

Ethan Emmanuel 1 Jan 19, 2022
Fetch PRs from GitHub and analyze which ones are unmergeable

Set up token Generate a personal access token on GitHub. Add repo permissions. export GH_TOKEN="abcdefg" Pull PR data make Usually, GitHub doesn't h

Stefan van der Walt 1 Nov 05, 2021
A Unified Framework for Hydrology

Unified Framework for Hydrology The Python package unifhy (Unified Framework for Hydrology) is a hydrological modelling framework which combines inter

Unified Framefork for Hydrology - Community Organisation 6 Jan 01, 2023
Comics/doujinshi reader application. Web-based, will work on desktop and tablet devices with swipe interface.

Yomiko Comics/doujinshi reader application. Web-based, will work on desktop and tablet devices with swipe interface. Scans one or more directories of

Kyubi Systems 26 Aug 10, 2022
👀 nothing to see here

Woofy Woofy is blue dog companion token of YFI (Wifey) It utilizes a special Woof bonding curve which allows two-way conversion between the tokens. Th

Yearn Finance 36 Mar 14, 2022
A patch and keygen tools for typora.

A patch and keygen tools for typora.

Mason Shi 1.4k Apr 12, 2022
This repository is an archive of emails that are sent by the awesome Quincy Larson every week.

Awesome Quincy Larson Email Archive This repository is an archive of emails that are sent by the awesome Quincy Larson every week. If you fi

Sourabh Joshi 912 Jan 05, 2023
Badge-Link-Creater 'For more beautiful profiles.'

Badge-Link-Creater 'For more beautiful profiles.' Ready Badges Prepares the codes of the previously prepared badges for you. Note Click here for more

Mücahit Gündüz 9 Oct 19, 2022
Allows you to purge all reply comments left by a user on a YouTube channel or video.

YouTube Spammer Purge Allows you to purge all reply comments left by a user on a YouTube channel or video. Purpose Recently, there has been a massive

4.3k Jan 09, 2023
A parallel branch-and-bound engine for Python.

pybnb A parallel branch-and-bound engine for Python. This software is copyright (c) by Gabriel A. Hackebeil (gabe.hacke

Gabriel Hackebeil 52 Nov 12, 2022
Tesla App Update Differences Extractor

Tesla App Update Differences Extractor Python program that finds the differences between two versions of the Tesla App. When Tesla updates the app a l

Adrian 5 Apr 11, 2022
freeCodeCamp Scientific Computing with Python Project for Certification.

Time_Calculator_freeCodeCamp freeCodeCamp Scientific Computing with Python Project for Certification. Write a function named add_time that takes in tw

Rajdeep Mondal 1 Dec 23, 2021
Generate Gaussian 09 input files for the rotamers of an input compound.

Rotapy Purpose Generate Gaussian 09 input files for the rotamers of an input compound. Distance to the axis of rotation remains constant throughout th

1 Jul 16, 2021
Birthday program - A program that lookups a birthday txt file and compares to the current date to check for birthdays

Birthday Program This is a program that lookups a birthday txt file and compares

Daquiver 4 Feb 02, 2022
Demo of using DataLoader to prevent out of memory

Demo of using DataLoader to prevent out of memory

3 Jun 25, 2022
Location of public benchmarking; primarily final results

CSL_public_benchmark This repo is intended to provide a periodically-updated, public view into genome sequencing benchmarks managed by HudsonAlpha's C

HudsonAlpha Institute for Biotechnology 15 Jun 13, 2022
A project for Perotti's MGIS350 for incorporating Flask

MGIS350_5 This is our project for Perotti's MGIS350 for incorporating Flask... RIT Dev Biz Apps Web Project A web-based Inventory system for company o

1 Nov 07, 2021
A VirtualBox manager with interactive mode

A VirtualBox manager with interactive mode

Luis Gerardo 1 Nov 21, 2021