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
Solves Maths24 problems for you!

maths24-solver Solves Maths24 problems for you! Enjoy this open scource project! You can edit modify and share! My wishes is for you to use this proje

6 Nov 07, 2021
How to create the game Rock, Paper, Scissors in Python

Rock, Paper, Scissors! If you want to learn how to do interactive games using Python, then this is great start for you. In this code, You will learn h

SplendidSpidey 1 Dec 18, 2021
A script that will warn you, by opening a new browser tab, when there are new content in your favourite websites.

web check A script that will warn you, by opening a new browser tab, when there are new content in your favourite websites. What it does The script wi

Jaime Álvarez 52 Mar 15, 2022
Wordless - the #1 app for helping you cheat at Wordle, which is sure to make you popular at parties

Wordless Wordless is the #1 app for helping you cheat at Wordle, which is sure t

James Kirk 7 Feb 04, 2022
Find all solutions to SUBSET-SUM, including negative, positive, and repeating numbers

subsetsum The subsetsum Python module can enumerate all combinations within a list of integers which sums to a specific value. It works for both negat

Trevor Phillips 9 May 27, 2022
From "fixed RAnDom CRashes" to "[FIX] Fixed random crashes."

Clean Commit From fixed RAnDom CRashes to [FIX] Fixed random crashes. Clean commit helps you by auto-formating your commits to make your repos better

Mathias 3 Dec 26, 2021
This repository contains code for building education startup.

Learning Management System Overview It's the code for EssayBrain, a tool for teacher that automatically grades and validates essays. In order to valid

Shyam Das Shrestha 1 Nov 21, 2021
30DaysOfCode-PhoenixClub - Solution of everyday coding problem given in 30DaysofCode contest held on Hackerrank

30DaysOfCode-PhoenixClub 👨‍💻 Every day problems solution given in 30DaysOfCode

Urveshkumar 8 Jan 30, 2022
This repository contains all the data analytics projects that I've worked on in python.

93_Python_Data_Analytics_Projects This repository contains all the data analytics projects that I've worked on in python. No. Name 01 001_Cervical_Can

Milaan Parmar / Милан пармар / _米兰 帕尔马 267 Jan 06, 2023
About Python's multithreading and GIL

About Python's multithreading and GIL

Souvik Ghosh 3 Mar 01, 2022
使用clash核心,对服务器进行Netflix解锁批量测试。

注意事项 测速及解锁测试仅供参考,不代表实际使用情况,由于网络情况变化、Netflix封锁及ip更换,测速具有时效性 本项目使用 Python 编写,使用前请完成环境安装 首次运行前请安装pip及相关依赖,也可使用 pip install -r requirements.txt 命令自行安装 Net

11 Dec 07, 2022
🌲 Um simples criador de arvore de items feito em Python para o Prompt 🐍

Esse projeto foi feito em Python com, intuito de fortificar meu aprendizado de programação. Sobre • Tecnologias • Pré Requisitos • Licença • Autor 📄

Kawan Henrique 1 Aug 02, 2021
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
A simple python project that can find Tangkeke in a given image.

A simple python project that can find Tangkeke in a given image. Make the real Tangkeke image as a kernel to convolute the target image. The area wher

张志衡 1 Dec 08, 2021
A bot to use in a pump & dump event

A bot to use in a pump & dump event on Binance.com. Please note the bot is in heavy devleopment currently so be aware of errors. If you experience err

Freddie Jonas 189 Dec 24, 2022
Simple Wayland HotKey Daemon

swhkd Simple Wayland HotKey Daemon This project is still very new and I'm making new decisions everyday as to where I should drive this project. I'm u

Aakash Sen Sharma 407 Dec 30, 2022
「📖」Tool created to extract metadata from a domain

Metafind is an OSINT tool created with the aim of automating the search for metadata of a particular domain from the search engine known as Google.

9 Dec 28, 2022
A napari plugin to inspect data within a cisTEM project

napari-cistem A plugin to inspect data within a cisTEM project This napari plugin was generated with Cookiecutter using with @napari's cookiecutter-na

Johannes Elferich 1 Nov 07, 2021
一个可以自动生成PTGen,MediaInfo,截图,并且生成发布所需内容的脚本

Differential 差速器 一个可以自动生成PTGen,MediaInfo,截图,并且生成发种所需内容的脚本 为什么叫差速器 差速器是汽车上的一种能使左、右轮胎以不同转速转动的结构。使用同样的动力输入,差速器能够输出不同的转速。就如同这个工具之于PT资源,差速器帮你使用同一份资源,输出不同PT

Lei Shi 96 Dec 15, 2022
Awesome Casino is simple offline casino made on python.

Awesome-Casino Awesome Casino is simple offline casino made on python. I found bug, what can i do? If you find any bug or want to suggest any idea, al

Herman 1 Feb 04, 2022