Python Deployment

Open-source Python projects categorized as Deployment | Edit details

Top 12 Python Deployment Projects

  • GitHub repo Ray

    An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.

    Project mention: Is it normal to have a negative and near-zero explained variance in PPO? | reddit.com/r/reinforcementlearning | 2021-12-25

    I guess I did, as I directly use the PPO agent provided by the RLlib.

  • GitHub repo StackStorm

    StackStorm (aka "IFTTT for Ops") is event-driven automation for auto-remediation, security responses, troubleshooting, deployments, and more. Includes rules engine, workflow, 160 integration packs with 6000+ actions (see https://exchange.stackstorm.org) and ChatOps. Installer at https://docs.stackstorm.com/install/index.html. Questions? https://forum.stackstorm.com/.

    Project mention: Looking for an automation engine | reddit.com/r/ansible | 2021-11-20
  • OPS

    OPS - Build and Run Open Source Unikernels. Quickly and easily build and deploy open source unikernels in tens of seconds. Deploy in any language to any cloud.

  • GitHub repo opyrator

    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.

    Project mention: Yapay zeka uygulamalarınızı kolayca webe taşıyın! | reddit.com/r/robotikci | 2021-12-02
  • GitHub repo Cobbler

    Cobbler is a versatile Linux deployment server

    Project mention: Can I get some feedback for my strategy to restore my servers in worst case scenario? | reddit.com/r/sysadmin | 2021-11-02

    Individual machines should be bootstraped via PXE. You can use a system like MAAS, Cobbler, Foreman, Collins, etc.

  • GitHub repo ByteTrack

    ByteTrack: Multi-Object Tracking by Associating Every Detection Box

    Project mention: ByteTrack: Multi-Object Tracking by Associating Every Detection Box | news.ycombinator.com | 2021-10-26
  • GitHub repo budgetml

    Deploy a ML inference service on a budget in less than 10 lines of code.

    Project mention: Show HN: Deploy ML Models on a Budget | reddit.com/r/patient_hackernews | 2021-02-01
  • GitHub repo AutoDMG

    Create deployable system images from OS X installer

    Project mention: How do I install MacOS catalina through the terminal on setup? | reddit.com/r/hackintosh | 2021-04-21
  • SonarQube

    Static code analysis for 29 languages.. Your projects are multi-language. So is SonarQube analysis. Find Bugs, Vulnerabilities, Security Hotspots, and Code Smells so you can release quality code every time. Get started analyzing your projects today for free.

  • GitHub repo athena

    an open-source implementation of sequence-to-sequence based speech processing engine (by athena-team)

  • GitHub repo ecs-deploy

    Powerful CLI tool to simplify Amazon ECS deployments, rollbacks & scaling (by fabfuel)

    Project mention: Best way of deployment automation | reddit.com/r/devops | 2021-08-23

    I suggest you start with EC2 mode for ECS (you manage your own instances). You can create an ECS cluster from the console easily, and then create an ECD task definition (similar as docker-compose service) and then an ECS service. After you get familiar with all this, you can use some CLI tool to "update" your running service with the new pushed image tag from ECR. For this you can use AWS CLI, but I recommend you use an existing tool that wraps everything you need under a single command, like https://github.com/fabfuel/ecs-deploy.

  • GitHub repo cfn-secret-provider

    A CloudFormation custom resource provider for deploying secrets and keys

    Project mention: Setting up a database schema using Cloud Formation Template | reddit.com/r/aws | 2021-06-30

    that in combination with a custom secret provider we created (https://github.com/binxio/cfn-secret-provider) means all secrets are stored properly on the tenant itself and not in config files.

  • GitHub repo torchlambda

    Lightweight tool to deploy PyTorch models to AWS Lambda

    Project mention: AWS lambda inference taking 3s even after warmup | reddit.com/r/pytorch | 2021-09-17

    Ok I see. Have you maximized the ram in the lambdas? Since performance scale with ram. I have been using torchlambda.

  • GitHub repo cookiecutter-django-ecs-github

    Complete Walkthrough: Blue/Green Deployment to AWS ECS using Cookiecutter-Django using GitHub actions

    Project mention: Step-by-step guide for startups to continuous deployment to AWS EC2 using GitHub Actions | reddit.com/r/django | 2021-09-05

    Hey! After a year from making a guide to deploy your Django application to AWS ECS using GitHub actions, I finally got around to making a guide for EC2 which should be cheaper since you don't need to store your docker images in AWS. This was mostly designed for startups, but I think this tutorial can be applied to multi-server scenarios.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2021-12-25.

Python Deployment related posts

Index

What are some of the best open-source Deployment projects in Python? This list will help you:

Project Stars
1 Ray 18,807
2 StackStorm 4,633
3 opyrator 2,542
4 Cobbler 2,229
5 ByteTrack 1,768
6 budgetml 1,252
7 AutoDMG 1,202
8 athena 723
9 ecs-deploy 629
10 cfn-secret-provider 131
11 torchlambda 100
12 cookiecutter-django-ecs-github 21
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