𝗗𝗲𝗽𝗹𝗼𝘆 𝗟𝗮𝗯𝗲𝗹 𝗦𝘁𝘂𝗱𝗶𝗼 𝗼𝗻 𝗨𝗯𝘂𝗻𝘁𝘂 𝟮𝟰.𝟬𝟰

Label Studio helps you label text, images, audio, and video. You can use it for machine learning workflows and team collaboration.

This guide shows you how to deploy Label Studio using Docker Compose and Traefik. Traefik provides automatic HTTPS for your domain.

Follow these steps to set it up.

  1. Prepare your directory

Run these commands to create a folder for your project:

$ mkdir ~/labelstudio $ cd ~/labelstudio

  1. Set your environment variables

Create a .env file:

$ nano .env

Add your domain and email:

DOMAIN=labelstudio.example.com LETSENCRYPT_EMAIL=admin@example.com

  1. Create the Docker Compose file

Create a file named docker-compose.yaml:

$ nano docker-compose.yaml

Paste this configuration:

services: traefik: image: traefik:v3.6 container_name: traefik command: - "--providers.docker=true" - "--providers.docker.exposedbydefault=false" - "--entrypoints.web.address=:80" - "--entrypoints.websecure.address=:443" - "--entrypoints.web.http.redirections.entrypoint.to=websecure" - "--entrypoints.web.http.redirections.entrypoint.scheme=https" - "--certificatesresolvers.letsencrypt.acme.httpchallenge=true" - "--certificatesresolvers.letsencrypt.acme.httpchallenge.entrypoint=web" - "--certificatesresolvers.letsencrypt.acme.email=${LETSENCRYPT_EMAIL}" - "--certificatesresolvers.letsencrypt.acme.storage=/letsencrypt/acme.json" ports: - "80:80" - "443:443" volumes: - "./letsencrypt:/letsencrypt" - "/var/run/docker.sock:/var/run/docker.sock:ro" restart: unless-stopped

labelstudio: image: heartexlabs/label-studio:1.23.0 container_name: labelstudio expose: - "8080" environment: - DJANGO_ALLOWED_HOSTS=${DOMAIN} - CSRF_TRUSTED_ORIGINS=https://${DOMAIN} - USE_X_FORWARDED_HOST=true - SECURE_PROXY_SSL_HEADER=HTTP_X_FORWARDED_PROTO,https volumes: - ./data:/label-studio/data labels: - "traefik.enable=true" - "traefik.http.routers.labelstudio.rule=Host(${DOMAIN})" - "traefik.http.routers.labelstudio.entrypoints=websecure" - "traefik.http.routers.labelstudio.tls.certresolver=letsencrypt" - "traefik.http.services.labelstudio.loadbalancer.server.port=8080" restart: unless-stopped

  1. પરવાનગીઓ સેટ કરો અને શરૂ કરો

ડેટા ફોલ્ડર બનાવો:

$ mkdir data $ sudo chown :0 data

સર્વિસિસ ચલાવો:

$ docker compose up -d

  1. સેટઅપ ચકાસો

તમારા કન્ટેનર્સ ચાલી રહ્યા છે કે નહીં તે તપાસો:

$ docker compose ps

તમારા ટૂલને https://labelstudio.example.com પર એક્સેસ કરો. તમારું એડમિન એકાઉન્ટ બનાવવા માટે સાઇન અપ કરો.

તમારા પ્રોજેક્ટ માટેના આગામી પગલાં:

સ્ત્રોત: https://dev.to/vultr/deploying-label-studio-open-source-data-labeling-platform-on-ubuntu-2404-5bd0

વૈકલ્પિક લર્નિંગ કોમ્યુનિટી: https://t.me/GyaanSetuAi