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README.md

🐾 Tabby

License Code style: black Docker build status

Architecture

Warning Tabby is still in the alpha phrase

An opensource / on-prem alternative to GitHub Copilot.

Features

  • Self-contained, with no need for a DBMS or cloud service
  • Web UI for visualizing and configuration models and MLOps.
  • OpenAPI interface, easy to integrate with existing infrastructure (e.g Cloud IDE).
  • Consumer level GPU supports (FP-16 weight loading with various optimization).

Get started

Docker

The easiest way of getting started is using the deployment/docker-compose.yml:

docker-compose up

Note: To use GPUs, you need to install the NVIDIA Container Toolkit. We also recommend using NVIDIA drivers with CUDA version 11.8 or higher.

You can then query the server using /v1/completions endpoint:

curl -X POST http://localhost:5000/v1/completions -H 'Content-Type: application/json' --data '{
    "prompt": "def binarySearch(arr, left, right, x):\n    mid = (left +"
}'

We also provides an interactive playground in admin panel localhost:8501

image

API documentation

Tabby opens an FastAPI server at localhost:5000, which embeds an OpenAPI documentation of the HTTP API.

TODOs

  • Fine-tuning models on private code repository.
  • Plot metrics in admin panel (e.g acceptance rate).
  • Production ready (Open Telemetry, Prometheus metrics).
  • Token streaming using Server-Sent Events (SSE)