https://github.com/zeno-ml/zeno-hub

AI Evaluation Platform
https://github.com/zeno-ml/zeno-hub

ai evaluation machine-learning visualization

Last synced: 9 days ago
JSON representation

AI Evaluation Platform

• Host: GitHub
• URL: https://github.com/zeno-ml/zeno-hub
• Owner: zeno-ml
• License: mit
• Created: 2023-07-14T18:09:38.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-11-02T18:07:44.000Z (11 days ago)
• Last Synced: 2024-11-02T19:17:41.852Z (11 days ago)
• Topics: ai, evaluation, machine-learning, visualization
• Language: CSS
• Homepage: https://hub.zenoml.com
• Size: 3.78 MB
• Stars: 44
• Watchers: 2
• Forks: 10
• Open Issues: 15
• Metadata Files:
  • Readme: README.md
  • License: LICENSE.txt

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README

        
# Zeno Hub

![Github Actions CI tests](https://github.com/zeno-ml/zeno-hub/actions/workflows/ci.yml/badge.svg)

[![DOI](https://img.shields.io/badge/doi-10.1145%2F3544548.3581268-red)](https://dl.acm.org/doi/10.1145/3544548.3581268)

[![MIT license](https://img.shields.io/badge/License-MIT-blue.svg)](https://lbesson.mit-license.org/)

[![Discord](https://img.shields.io/discord/1086004954872950834)](https://discord.gg/km62pDKAkE)

[![Open with Zeno](https://img.shields.io/badge/%20-open_with_zeno-612593.svg?labelColor=white&logo=data:image/svg%2bxml;base64,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)](https://hub.zenoml.com)

[Zeno Hub](https://hub.zenoml.com) is an interactive AI evaluation platform.

With Zeno, you can go from exploring your data and model outputs to creating rich visualizations and reports. Learn more about Zeno at [zenoml.com](https://zenoml.com)

## Self-Hosting

We recommend you use the [hosted version of Zeno](https://hub.zenoml.com), but you can run Zeno locally with `docker-compose`:

1. [Send us an email]([email protected]) to get the environment variables to put in `/frontend/.env`

2. Run `docker-compose up -d`

## Development

Zeno Hub consists of three Docker containers:

- **[SvelteKit Frontend](./frontend/)** - SvelteKit application for rendering the frontend interface. Actually runs both a backend and frontend.

- **[FastAPI Backend](./backend/)** - FastAPI Python backend that routes requests from the frontend to database and does processing such as data upload, error discovery algorithms, etc.

- **PostgreSQL Database** - We store all application _and_ analysis data in a PostgreSQL database.

These services are orchestrated using `docker-compose` and deployed using Terraform and AWS ECS containers.

Please see [DEVELOPMENT.md](./DEVELOPMENT.md) for more information on how to install, run, and develop Zeno locally.