Dockerfile wiki

Summary of Docker environments for various applications

Contents

• Python runtime environment

  • Python3
  • Jupyterlab

• WebUI

  • Dash
  • Streamlit
  • Gradio

• Machine Learning Development

  • MLflow
  • Aimflow
  • Weight&BIases

• Pipeline Tools

  • Prefect

• WebAPI

  • FastAPI

• Data Transformation

  • dbt

• Basic docker operations

  • Basic docker commands
  • How to run the Dockerfile

• Inter-Container Cooperation

  • Docker network
  • Docker outside of docker

Python runtime environment

Python3

JupyterLab

GPU

WebUI

Dash

• code
• image

Streamlit

• code
• image

gradio

• code
• image

Machine Learning Development

MLflow

Aimflow

Weights&Biases

Pipeline Tools

Prefect

WebAPI

FastAPI

Data Transformation

dbt

Basic docker operations

Basic docker commands

• docker build

docker build -t fuyuquant/image_name .

• docker run

docker run --name container_name -d fuyuquant/image_name

• docker push

docker push fuyuquant/image_name

Reference

• Docker best practice