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Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Gradio ⭐ 25,823

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

Caprover ⭐ 11,953

Scalable PaaS (automated Docker+nginx) - aka Heroku on Steroids

Pipedream ⭐ 7,797

Connect APIs, remarkably fast. Free for developers.

StackStorm (aka "IFTTT for Ops") is event-driven automation for auto-remediation, incident responses, troubleshooting, deployments, and more for DevOps and SREs. 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

An Industrial Grade Federated Learning Framework

Build powerful pipelines in any programming language.

Paddlex ⭐ 4,510

PaddlePaddle End-to-End Development Toolkit（『飞桨』深度学习全流程开发工具）

Orchest ⭐ 3,876

Build data pipelines, the easy way 🛠️

Bytetrack ⭐ 3,706

[ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box

Opsmanage ⭐ 3,183

自动化运维平台: 代码及应用部署CI/CD、资产管理CMDB、计划任务管理平台、SQL审核|回滚、任务调度、站内WIK

Opyrator ⭐ 2,986

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

Scrapyd ⭐ 2,766

A service daemon to run Scrapy spiders

Cobbler ⭐ 2,541

Cobbler is a versatile Linux deployment server

Mmdeploy ⭐ 2,371

OpenMMLab Model Deployment Framework

Serverless ⭐ 1,988

This is intended to be a repo containing all of the official AWS Serverless architecture patterns built with CDK for developers to use. All patterns come in Typescript and Python with the exported CloudFormation also included.

Dotdrop ⭐ 1,711

Save your dotfiles once, deploy them everywhere

Inference ⭐ 1,584

Replace OpenAI GPT with another LLM in your app by changing a single line of code. Xinference gives you the freedom to use any LLM you need. With Xinference, you're empowered to run inference with any open-source language models, speech recognition models, and multimodal models, whether in the cloud, on-premises, or even on your laptop.

Airflow Maintenance Dags ⭐ 1,567

A series of DAGs/Workflows to help maintain the operation of Airflow

Transformer Deploy ⭐ 1,542

Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀

Query Server ⭐ 1,420

Query Server Search Engines https://query-server.herokuapp.com

Seldon Server ⭐ 1,420

Machine Learning Platform and Recommendation Engine built on Kubernetes

Server ⭐ 1,385

The Etebase server (so you can run your own)

Pontoon ⭐ 1,371

Mozilla's Localization Platform

Budgetml ⭐ 1,290

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

Autodmg ⭐ 1,215

Create deployable system images from OS X installer

Open Event Legacy ⭐ 1,093

The Open Event legacy server currently running on https://eventyay.com

Vpn At Home ⭐ 1,090

1-click, self-hosted deployment of OpenVPN with DNS ad blocking sinkhole

Deep Learning In Production ⭐ 949

Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.

Guides for learning + doing better web and app development. Created by Coding for Entrepreneurs.

Open Event Server ⭐ 885

Heroku Django Template ⭐ 851

A Django 2.0 base template featuring all recommended best practices for deployment on Heroku and local development.

Ecs Deploy ⭐ 810

Powerful CLI tool to simplify Amazon ECS deployments, rollbacks & scaling

Inference ⭐ 716

A fast, easy-to-use, production-ready inference server for computer vision supporting deployment of many popular model architectures and fine-tuned models.

🐶 A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one day🤞

Runhouse ⭐ 667

Create and share production-quality backend apps and services anywhere. Unobtrusive, debuggable, PyTorch-like APIs for your world of infra.

Modern Django ⭐ 655

Modern Django: A Guide on How to Deploy Django-based Web Applications in 2017

Jupyterhub Deploy Docker ⭐ 647

Reference deployment of JupyterHub with docker

Gitee Pages Action ⭐ 623

🤖 Auto Deploy Gitee Pages by GitHub Action | 无须人为干预，由 GitHub Action 自动部署 Gitee Pages

Aws Deployment Framework ⭐ 618

The AWS Deployment Framework (ADF) is an extensive and flexible framework to manage and deploy resources across multiple AWS accounts and regions based on AWS Organizations.

Freight ⭐ 615

Freight is a service which aims to make application deployments better.

Max Image Resolution Enhancer ⭐ 604

Upscale an image by a factor of 4, while generating photo-realistic details.

🧞 No-code tool for creating a neural search solution in minutes

Paddle2onnx ⭐ 584

ONNX Model Exporter for PaddlePaddle

魔搭大模型训练推理部署工具箱，支持LLaMA、千问、ChatGLM、BaiChuan等多种模型及Lo LLM training/inference/deployment framework of ModelScope community, Support various models like LLaMA, Qwen, ChatGLM, Baichuan and others, and training methods like LoRA, ResTuning, NEFTune, etc.)

Fabulous ⭐ 576

Deploy django apps to Amazon EC2 with ONE command

Github Auto Deploy ⭐ 575

a server that allows you to automatically deploy the latest version of your github project at each git push

Rockpaperscissorslizardspock ⭐ 570

Rock, Paper, Scissors, Lizard, Spock - Sample Application

Buildout ⭐ 568

Buildout is a deployment automation tool written in and extended with Python

Django Deployment Workshop ⭐ 510

Code and configuration used in my Django Deployment Workshop.

Astrobuild ⭐ 468

Deploy based on the planet alignments

Pystand ⭐ 451

🚀 Python Standalone Deploy Environment !!

pb is a formerly-lightweight pastebin and url shortener

Onnx2tflite ⭐ 422

Tool for onnx->keras or onnx->tflite. If tool is useful for you, please star it.

Quickstart Amazon Eks ⭐ 417

Amazon EKS Quick Start

Fabric Bolt ⭐ 416

Fabric deployments via a web interface

Hands On Train And Deploy Ml ⭐ 408

Train and Deploy an ML REST API to predict crypto prices, in 10 steps

Azuredatabricksbestpractices ⭐ 377

Version 1 of Technical Best Practices of Azure Databricks based on real world Customer and Technical SME inputs

Aws Airflow Stack ⭐ 370

Turbine: the bare metals that gets you Airflow

Ceph Deploy ⭐ 357

Deploy Ceph with minimal infrastructure, using just SSH access

Fedscale ⭐ 347

FedScale is a scalable and extensible open-source federated learning (FL) platform.

Fastapi Mongo ⭐ 343

Template for building FastAPI applications with MongoDB.

Rally provides a framework for performance analysis and benchmarking of individual OpenStack components as well as full production OpenStack cloud deployments. Mirror of code maintained at opendev.org.

Tidb Ansible ⭐ 319

Abaddon ⭐ 317

Forms Flow Ai ⭐ 308

formsflow.ai is an open source forms-workflow-analytics solution framework.

Serverless Architecture Boilerplate ⭐ 307

📦 ⚡ 🚀 Boilerplate to organize and deploy big projects using AWS API Gateway and AWS Lambda with Serverless Framework

Ansible Elixir Stack ⭐ 287

Ansible role to setup server with Elixir & Postgres to deploy apps

Max Object Detector ⭐ 285

Localize and identify multiple objects in a single image.

Go Links ⭐ 284

The open source go links app at the core of Trotto.

Comicbook ⭐ 282

epub comic generator | nhentai.net | e-hentai.org | wnacg.org

Post Tuto Deployment ⭐ 269

Build and deploy a machine learning app from scratch 🚀

Sailor is a tiny PaaS to install on your servers/VPS that uses git push to deploy micro-apps, micro-services, sites with SSL, on your own servers or VPS

How_to_deploy_a_keras_model_to_production ⭐ 265

This is the code for the "How to Deploy a Keras Model to Production" by Siraj Raval on Youtube

How To Deploy A Tensorflow Model In Production ⭐ 265

This is the code for the "How to Deploy a Tensorflow Model in Production" by Siraj Raval on YouTube

Airflow Chart ⭐ 261

A Helm chart to install Apache Airflow on Kubernetes

A platform that helps you deploy services with one click.

Cross platform package manager for C/C++ apps

Complete solution for development, deployment, configuration and discovery of microservices.

Cedardeploy ⭐ 241

cedardeploy:发布系统基于python,flask,mysql,git,ssh-key,s

Fabricio ⭐ 238

Docker deploy automation tool

Web UI for Dokku

Beeswarm ⭐ 235

Honeypot deployment made easy

Dask Jobqueue ⭐ 229

Deploy Dask on job schedulers like PBS, SLURM, and SGE

Aws Config Engine For Compliance As Code ⭐ 224

Manage AWS Config Rules at scale in AWS multi-account and/or multi-region environment; with fully configurable deployment (RuleSets) and analytics.

自动化上线部署系统

Volksdep ⭐ 214

volksdep is an open-source toolbox for deploying and accelerating PyTorch, ONNX and TensorFlow models with TensorRT.

Cdk Spa Deploy ⭐ 210

This is an AWS CDK Construct to make deploying a single page website (Angular/React/Vue) to AWS S3 behind SSL/Cloudfront easier

Django Project Template ⭐ 209

Django project template for startproject (Requires 2.2+)

Ml Capsule ⭐ 207

ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.

Fastai V3 ⭐ 205

Starter app for fastai v3 model deployment on Render

Pytorch_image_classifier ⭐ 204

Image classification: efficientnet/resnest/seresnext/.....

Django React Typescript ⭐ 201

A boilerplate with Django on the backend, React on the frontend, and much more!

Kubernetes Kargo Logging Monitoring ⭐ 196

Deploy kubernetes cluster with kargo

Deploy Freenas ⭐ 180

Python script to automate deploying TLS certificates to FreeNAS servers

Pwn_deploy_chroot ⭐ 179

可以方便地部署一个或者多个pwn题到一个docker容器中（使用chroot，并可以设置是否使用我自

Kedro Mlflow ⭐ 175

A kedro-plugin for integration of mlflow capabilities inside kedro projects (especially machine learning model versioning and packaging)

Heroku Jupyter ⭐ 174

One-click deployment for jupyter on heroku

Fastapi ⭐ 167

FastAPI Tutorials & Deployment Methods to Cloud and on-prem infrastructures

K8s Handle ⭐ 166

Easy CI/CD for Kubernetes clusters with python and jinja2

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