Blogs
How to Develop AI Projects inside a Docker Container

How to Develop AI Projects inside a Docker Container

August 17, 2024

Develop inside a Docker container / Server, without worrying about dependencies.

First, you need to do the following:

  1. Install VSCode

  2. Install the Remote Development Extension

  3. Follow the instructions to connect

ℹ️
The Remote - SSH do the trick as well. Go to Version History. Download the .vsix pkg. Go to VS Code extensions -> 3 dots -> Install from vsix

VSCode Dev via SSH

For SSH connection, you can do:

  • CTRL+SHIFT+P -» Remote SSH (Connect to Host)
  • Add the user name amd the IP/Domain: youruser@192.168.1.117
  • Authenticate and Select the Platform (Linux?)

You will see that you are connected to the server in VSCode via SSH.

ℹ️
If you want to use it with Gitlab and dont want to input user/pass all the time, get Gitlab WorkFlow extension for VSCode + CTRL SHIFT P + GitLab: Authenticate, just once.

Pay attention to the bottom left side:

VSCode SSH Dev

ℹ️
Thanks to this YT Video, I could replicate it with my OrangePi5

VSCode Dev via Containers

Tested at - https://github.com/JAlcocerT/Py_Trip_Planner/tree/main/Development

For container, do this instead.

  1. Install the Dev Containers extension
ext install ms-vscode-remote.remote-containers
  1. Clone your repository:
  1. Wait for the Dev Containers setup to complete.

Option 1

  1. Get your Dockerfile Ready
  2. CTRL+SHIFT+P -> Attach to running container. Accept to run docker in wsl
  3. Steting up Dev Containers….

alt text

alt text

Option 2

  1. Get your Dockerfile Ready
  2. CTRL+SHIFT+P -> Add development container configuration files. -» From Dockerfile
  3. a devcontainer.json will be created
  4. Update the forwardPorts field of the json, for example with "forwardPorts": [4321,4321],
  5. Re-open command palette CTRL+SHIFT+P, select DevContainer: reopen in container
docker exec -it webcyclingthere /bin/bash #see what happens inside the container

Thanks to this Maksim Ivanov YT Video

Remember, Never install locally

Setup Containers for Development

Dont forget about: .gitignore, .dockerignore

Containers for Python Apps

I enjoy creating Data Driven apps with python.

And I like to do them so that they work reliably and sistematically.

Docker helps me with it.

Python Docker Compose 📌
version: '3.8'

services:
  my_python_dev_container:
    image: python:3.8
    container_name: python_dev
    ports:
      - "8501:8501"
    working_dir: /app
    #command: python3 app.py
    command: tail -f /dev/null #keep it running

You will also need a Dockerfile and most likely a requirements.txt

ℹ️
Sample Python Project with these files

Containers for WEBS

Node is a very popular one.

But you may also need GO, or Ruby…

The idea is the same: bundle all the files and dependencies and ship your website.

Node

It will work for Astro sites, NextJS,…

Node Dockercompose 📌
docker exec -it webcyclingthere /bin/bash
#git --version
#npm -v
#node -v #you will see the specified version in the image
npm run dev

#npm uninstall react-slick slick-carousel #to fix sth
version: '3'
services:
  app:
    image: mynode_webapp:cyclingthere #node:20.12.2
    container_name: webcyclingthere
    volumes:
      - /home/reisipi/dirty_repositories/cyclingthere:/app
      - .:/app
    working_dir: /app
    command: tail -f /dev/null
    #command: bash -c "npm install && npm run dev"
    ports:
      - 4321:4321
      - 3000:3000

Other raw docker-compose:

version: '3'
services:
  app:
    image: node:20.12.2
    volumes:
      - .:/app
    working_dir: /app
    command: bash -c "npm install && npm run dev"
    ports:
      - 5000:5000
version: '3.8'

services:
  gatsby-dev:
    image: gatsby-dev:latest
    ports:
      - "8001:8000"
    volumes:
      - app_data:/usr/src/app
      - node_modules:/usr/src/app/node_modules
    # environment:
    #   - NODE_ENV=development
    command: tail -f /dev/null #keep it running      

volumes:
  node_modules:
  app_data:
Node Dockerfile 📌
sudo docker pull node:20.12.2
#docker build -t mynode_webapp:cyclingthere .
docker build -t mynode_web:web3 .

Depending where you run this, it will take more or less time:

  • With a Opi5 I had ~2min33s
  • With a Pi4 4GB ~2min18s

Once built, just run the container:

sudo docker run -d -p 4321:4321 --name astro-web3 mynode_web:web3 tail -f /dev/null
#docker run -d -p 3000:3000 --name astro-web3 mynode_web:web3
docker exec -it astro-web3 bash
npm run dev --host

#docker run -d -p 3001:3000 --name astro-web33 mynode_web:web3 npm run dev
# Use the official Node.js image.
# https://hub.docker.com/_/node
FROM node:20.12.2
#https://hub.docker.com/layers/library/node/20.12.2/images/sha256-740804d1d9a2a05282a7a359446398ec5f233eea431824dd42f7ba452fa5ab98?context=explore

# Create and change to the app directory.
WORKDIR /usr/src/app

# Install Astro globally
#RUN npm install -g astro

# Copy application dependency manifests to the container image.
# A wildcard is used to ensure both package.json AND package-lock.json are copied.
# Copying this separately prevents re-running npm install on every code change.
COPY package*.json ./

# Install production dependencies.
RUN npm install

# Copy local code to the container image.
COPY . .

#If you'd like to set npm run dev as the default command for the container
# Add this line at the end of your Dockerfile
#CMD ["npm", "run", "dev"]

HUGO

ℹ️
This Website is made with HUGO! - See Source Code
version: "3.9"

services:
  hugo:
    image: 0.107.0-ext-ubuntu-onbuild #klakegg/hugo:ext-alpine
    volumes:
      - ./mysite:/src
    ports:
      - "1313:1313"

Jekyll

ℹ️
I have used Jekyll with the RPi Web project as covered on this post
version: '3'
services:
  jekyll:
    image: my-jekyll-site
    ports:
      - "4000:4000"  # Map the container's port to the host
    volumes:
      - jekyll-site:/app  # Mount the named volume into the container
      #- .:/app  # Mount your Jekyll site files into the container
    command: tail -f /dev/null #keep it running
volumes:
  jekyll-site:  # Define the named volume her

Gatsby

Thanks to Gatsby, I heard for the first time about headless CMS

There is a way to integrate Ghost as CMS and use Gatsby as SSG. Having the bost of both worlds.

Ghost and Gatsby Together - headless CMS sample 📌

A starter template to build lightning fast websites with Ghost & Gatsby

Demo: https://gatsby.ghost.org/

 

gatsby-starter-ghost

 

Installing

# With Gatsby CLI
gatsby new gatsby-starter-ghost https://github.com/TryGhost/gatsby-starter-ghost.git
# From Source
git clone https://github.com/TryGhost/gatsby-starter-ghost.git
cd gatsby-starter-ghost

Then install dependencies

yarn

 

Running

Start the development server. You now have a Gatsby site pulling content from headless Ghost.

gatsby develop

Releted Concepts I discovered

Testing Astro with Ghost as HeadlessCMS

And with some interesting Themes supported!

Thanks to matthiesenxyz!

How to use Astro Web TemplatesLLMs Function Calling