Providers

dstack offers a variety of built-in providers that allow you to run any machine learning task, deploy an application, or launch a dev environment.

Tasks

• Bash

  Runs shell commands

  Reference

• Python

  Runs a Python file

  Reference

• Docker

  Runs a Docker image

  Reference

• Torchrun

  Runs a distributed training

  Reference

Dev environments

• VS Code

  Launches a VS Code dev environment

  Reference

• JupyterLab

  Launches a JupyterLab dev environment

  Reference

• Tensorboard

  Runs a Tensorboard application

  Reference

• Jupyter Notebook

  Launches a Jupyter notebook

  Reference

Applications

• Streamlit

  Runs a Streamlit application

  Reference

• Gradio

  Runs a Gradio application

  Reference

• FastAPI

  Runs a FastAPI endpoint

  Reference