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https://github.com/InfuseAI/primehub

open-source MLOps platform
https://github.com/InfuseAI/primehub

data-science distributed-systems docker jupyter jupyterhub keycloak kubernetes machine-learning primehub primehub-ce

Last synced: 9 days ago
JSON representation

open-source MLOps platform

Host: GitHub
URL: https://github.com/InfuseAI/primehub
Owner: InfuseAI
License: apache-2.0
Created: 2019-04-02T13:08:15.000Z (about 5 years ago)
Default Branch: master
Last Pushed: 2024-02-26T20:18:33.000Z (4 months ago)
Last Synced: 2024-04-27T05:42:09.261Z (about 2 months ago)
Topics: data-science, distributed-systems, docker, jupyter, jupyterhub, keycloak, kubernetes, machine-learning, primehub, primehub-ce
Language: Shell
Homepage: https://docs.primehub.io
Size: 5.61 MB
Stars: 380
Watchers: 24
Forks: 36
Open Issues: 29
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: CONTRIBUTING.md
- License: LICENSE

Lists

awesome-llmops - Primehub - square) | (Large Scale Deployment / ML Platforms)
Awesome-LLMOps - Primehub - An effortless infrastructure for machine learning built on the top of Kubernetes. (ML Platforms)

README

        ![logo](docs/media/logo.png?raw=true "PrimeHub")

[![GitHub release](https://img.shields.io/github/release/infuseAI/primehub/all.svg?style=flat-square)](https://github.com/infuseAI/primehub/releases)

[![FOSSA Status](https://app.fossa.com/api/projects/git%2Bgithub.com%2FInfuseAI%2Fprimehub.svg?type=shield)](https://app.fossa.com/projects/git%2Bgithub.com%2FInfuseAI%2Fprimehub?ref=badge_shield)

[![CircleCI](https://circleci.com/gh/InfuseAI/primehub.svg?style=shield)](https://circleci.com/gh/InfuseAI/primehub)

[![codecov](https://codecov.io/gh/InfuseAI/primehub/branch/master/graph/badge.svg?token=WOO4EXU96F)](https://codecov.io/gh/InfuseAI/primehub)

[![InfuseAI Discord Invite](https://img.shields.io/discord/664381609771925514?color=%237289DA&label=chat&logo=discord&logoColor=white)](https://discord.com/invite/5zb2aK9KBV)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/InfuseAI/primehub-demo-notebooks/blob/main/primehub-sdk-mlops/mlops.ipynb)

# PrimeHub Community Edition

Welcome to the PrimeHub Community Edition repository, **PrimeHub** is an effortless infrastructure for machine learning built on the top of Kubernetes. It provides *cluster-computing*, *one-click research environments*, *easy dataset loading*, and *management of various resources* and *access-control*. All of these are designed from *a project/team-centric* concept.

In terms of **PrimeHub CE**, it provides a few fundamental features from [Enterprise Edition↗](https://www.infuseai.io/primehub).

To IT leaders, PrimeHub gives flexibility and administration authority to configure resources and settings for their teams, as well as to pave the way and manage productionized workloads.

To Data scientists, PrimeHub provides Jupyter Notebook-ready environment which is just few-clicks away.

This community repository contains a *Helm Chart* for PrimeHub CE and a guide on how to install PrimeHub CE with *Helm*.

### AWS launch links

| Edition | Launch link |

| --- | --- |

| Community Edition | [![Launch Stack](https://s3.amazonaws.com/cloudformation-examples/cloudformation-launch-stack.png)](https://us-east-1.console.aws.amazon.com/cloudformation/home?region=us-east-1#/stacks/create/review?stackName=primehub-starter&templateURL=https://primehub.s3.amazonaws.com/cloudformation/v1.1.5/primehub-ce-starter-cloudformation.yaml) |

| Enterprise Edition | [![Launch Stack](https://s3.amazonaws.com/cloudformation-examples/cloudformation-launch-stack.png)](https://us-east-1.console.aws.amazon.com/cloudformation/home?region=us-east-1#/stacks/create/review?stackName=primehub-starter&templateURL=https://primehub.s3.amazonaws.com/cloudformation/v1.1.5/primehub-starter-cloudformation.yaml) |

## Fundamental Features

- Opinionated JupyterHub distribution

- Group & user based resource management

- Instance, image & secret management

- Support different types of dataset

- Dataset uploader

- SSH server (allow access into JupyterHub via *ssh* remotely)

### What makes PrimeHub different

Please see the [comparison](Comparison.md).

## Installation

Please see the [installation guide↗](https://docs.primehub.io/docs/getting_started/install_primehub_ce).

## Contributions

We welcome contributions. See the [Set up dev environment](DEVELOP.md) and the [Contributing guildline](CONTRIBUTING.md) to get started.

## Project Status

PrimeHub CE is released alongside PrimeHub EE. The project has been developed steadily. We keep improving PrimeHub's robustness, enhancing user experience and are releasing [more features](https://docs.primehub.io/docs/next/comparison) with the community. Suggestions and discussions are always welcome and

appreciated.

## Documentation

### Designs & Concepts

PrimeHub is built on top of well-designed distributed systems. We use Kubernetes as the orchestration platform and utilize its resource management and fault-tolerance abilities.

You can read more about the [designs & concepts of PrimeHub ↗](https://docs.primehub.io/docs/design/architecture) or visit our [documentation↗](https://docs.primehub.io/) site to learn more about PrimeHub.