Local Development Setup

This guide provides detailed instructions for setting up your local Opik development environment. We offer multiple development modes optimized for different workflows.

Quick Start

Choose the approach that best fits your development needs:

Development ModeUse CaseCommandSpeed
Docker ModeTesting full stack, closest to production./opik.sh --buildSlow
Local Process ModeFast BE + FE developmentscripts/dev-runner.shFast
BE-Only ModeBackend development onlyscripts/dev-runner.sh --be-only-restartFast
InfrastructureManual with IDE development./opik.sh --infra --port-mappingMedium

Prerequisites

Required Tools

  • Docker and Docker Compose - For running infrastructure services
  • Java 21 and Maven - For backend development
  • Node.js 18+ and npm - For frontend development
  • Python 3.8+ and pip - For SDK development

Verify Installation

$# Check Docker
>docker --version
>docker compose version
>
># Check Java and Maven
>java -version
>mvn -version
>
># Check Node.js and npm
>node --version
>npm --version
>
># Check Python
>python --version

Development Modes

1. Docker Mode (Full Stack)

Best for: Testing complete system, integration testing, or when you need an environment closest to production.

How It Works

The opik.sh script manages Docker Compose profiles to start different combinations of services:

  • Infrastructure: MySQL, ClickHouse, Redis, MinIO, ZooKeeper
  • Backend: Java backend application
  • Frontend: React application
  • Optional: Guardrails service

Starting Opik in Docker

$# Build and start all services (recommended for first time)
>./opik.sh --build
>
># Start without rebuilding (if no code changes)
>./opik.sh
>
># Enable port mapping (useful for debugging)
>./opik.sh --build --port-mapping
>
># Enable debug logging
>./opik.sh --build --debug

Available Profiles

$# Infrastructure only (MySQL, Redis, ClickHouse, ZooKeeper, MinIO)
>./opik.sh --infra --port-mapping
>
># Infrastructure + Backend services
>./opik.sh --backend --port-mapping
>
># All services EXCEPT backend (for local backend development)
>./opik.sh --local-be --port-mapping
>
># Add guardrails services
>./opik.sh --build --guardrails

Managing Docker Services

$# Check service health
>./opik.sh --verify
>
># View system status
>./opik.sh --info
>
># Stop all services and clean up
>./opik.sh --stop
>
># Rebuild specific service
>docker compose -f deployment/docker-compose/docker-compose.yaml build backend

Accessing Services

2. Local Process Mode (Fast Development)

Best for: Rapid backend and frontend development with instant code reloading.

How It Works

The dev-runner.sh script:

  1. Starts infrastructure services in Docker (MySQL, Redis, ClickHouse, etc.)
  2. Builds backend and runs it as a local process
  3. Runs frontend with Vite dev server as a local process
  4. Runs database migrations automatically

Starting Development Environment

$# Full restart (stop, build, start) - DEFAULT
>scripts/dev-runner.sh
>
># Or explicitly
>scripts/dev-runner.sh --restart
>
># Start without rebuilding (faster if no dependency changes)
>scripts/dev-runner.sh --start
>
># Stop all services
>scripts/dev-runner.sh --stop
>
># Check status
>scripts/dev-runner.sh --verify
>
># View logs
>scripts/dev-runner.sh --logs

Debug Mode

$# Enable verbose logging
>scripts/dev-runner.sh --restart --debug
>
># Or set environment variable
>DEBUG_MODE=true scripts/dev-runner.sh --restart

Service Details

Backend Process:

  • Port: 8080
  • Logs: /tmp/opik-backend.log
  • PID file: /tmp/opik-backend.pid
  • CORS enabled for local frontend
  • Auto-built from apps/opik-backend

Frontend Process:

  • Port: 5174
  • Logs: /tmp/opik-frontend.log
  • PID file: /tmp/opik-frontend.pid
  • Hot-reload enabled
  • Proxies API calls to backend at localhost:8080

Infrastructure (Docker):

  • Same services as Docker mode
  • Ports mapped for local access

Accessing Services

SDK Configuration

After starting, configure the SDK to use your local instance:

$opik configure --use_local

IMPORTANT: You must manually edit ~/.opik.config to remove /api from the URL:

1[opik]
2# Change from:
3url_override = http://localhost:8080/api/
4
5# To:
6url_override = http://localhost:8080
7workspace = default

Or use environment variables:

$export OPIK_URL_OVERRIDE='http://localhost:8080'
>export OPIK_WORKSPACE='default'

3. BE-Only Mode (Backend Development)

Best for: Backend-focused development when you don’t need to modify frontend code.

How It Works

This mode:

  1. Starts infrastructure services in Docker
  2. Starts frontend in Docker (pre-built)
  3. Runs backend as a local process with hot-reload

The frontend in Docker proxies API calls to your local backend process.

Starting BE-Only Mode

$# Full restart (stop, build backend, start)
>scripts/dev-runner.sh --be-only-restart
>
># Start without rebuilding
>scripts/dev-runner.sh --be-only-start
>
># Stop services
>scripts/dev-runner.sh --be-only-stop
>
># Check status
>scripts/dev-runner.sh --be-only-verify

Service Details

Backend Process (Local):

  • Port: 8080
  • Logs: /tmp/opik-backend.log
  • Auto-built and hot-reloadable

Frontend (Docker):

  • Port: 5173 (Docker container)
  • Pre-built image
  • Proxies to localhost:8080

Infrastructure (Docker):

  • All infrastructure services

Accessing Services

SDK Configuration

Configure SDK without the manual edit requirement:

$opik configure --use_local
># Use URL: http://localhost:5173

Or with environment variables:

$export OPIK_URL_OVERRIDE='http://localhost:5173/api'
>export OPIK_WORKSPACE='default'

4. Infrastructure Only Mode

Best for: SDK development, integration testing, or when you need just the databases.

$# Start only infrastructure services
>./opik.sh --infra --port-mapping
>
># Verify infrastructure is running
>./opik.sh --infra --verify
>
># Stop infrastructure
>./opik.sh --infra --stop

This gives you access to:

  • MySQL on port 3306
  • ClickHouse on port 8123
  • Redis on port 6379
  • MinIO on port 9000

Windows Development

All scripts have PowerShell equivalents for Windows developers.

Docker Mode (Windows)

1# Build and start all services
2.\opik.ps1 --build
3
4# Different profiles
5.\opik.ps1 --infra --port-mapping
6.\opik.ps1 --backend --port-mapping
7.\opik.ps1 --local-be --port-mapping
8
9# Manage services
10.\opik.ps1 --verify
11.\opik.ps1 --stop

Local Process Mode (Windows)

1# Full restart
2scripts\dev-runner.ps1
3
4# Specific commands
5scripts\dev-runner.ps1 --restart
6scripts\dev-runner.ps1 --start
7scripts\dev-runner.ps1 --stop
8scripts\dev-runner.ps1 --verify
9
10# BE-only mode
11scripts\dev-runner.ps1 --be-only-restart
12
13# Debug mode
14scripts\dev-runner.ps1 --restart --debug

Windows-Specific Notes

  • Logs location: $env:TEMP directory
  • PID files: $env:TEMP directory
  • Use Get-Content -Wait instead of tail -f for log following
  • Configuration file: $env:USERPROFILE\.opik.config

Common Development Tasks

Building Components

$# Build backend only
>scripts/dev-runner.sh --build-be
>
># Build frontend only
>scripts/dev-runner.sh --build-fe
>
># Lint backend
>scripts/dev-runner.sh --lint-be
>
># Lint frontend
>scripts/dev-runner.sh --lint-fe

Database Migrations

$# Run migrations only
>scripts/dev-runner.sh --migrate
>
># This will:
># 1. Start infrastructure if not running
># 2. Build backend if needed
># 3. Run MySQL migrations
># 4. Run ClickHouse migrations

If migrations fail, you may need to clean up:

$# Stop all services
>scripts/dev-runner.sh --stop # or ./opik.sh --stop
>
># Remove Docker volumes (WARNING: ALL DATA WILL BE LOST)
>docker volume prune -a -f
>
># Restart
>scripts/dev-runner.sh --restart

Viewing Logs

$# Show recent logs (last 20 lines)
>scripts/dev-runner.sh --logs
>
># Follow logs in real-time
>tail -f /tmp/opik-backend.log
>tail -f /tmp/opik-frontend.log
>
># On Windows
>Get-Content -Wait $env:TEMP\opik-backend.log
>Get-Content -Wait $env:TEMP\opik-frontend.log

Working with Docker Services

$# View all Opik containers
>docker ps --filter "name=opik-"
>
># View logs from Docker services
>docker logs -f opik-backend-1
>docker logs -f opik-frontend-1
>docker logs -f opik-clickhouse-1
>
># Execute commands in containers
>docker exec -it opik-mysql-1 mysql -u root -p
>docker exec -it opik-clickhouse-1 clickhouse-client
>
># Restart a specific Docker service
>docker restart opik-backend-1

Troubleshooting

Services Won’t Start

$# Check Docker is running
>docker info
>
># Check port conflicts
>lsof -i :5173 # Frontend
>lsof -i :8080 # Backend
>lsof -i :3306 # MySQL
>lsof -i :8123 # ClickHouse
>
># On Windows
>Get-NetTCPConnection -LocalPort 5173
>Get-NetTCPConnection -LocalPort 8080

Build Failures

$# Clean backend build
>cd apps/opik-backend
>mvn clean
>mvn spotless:apply # Fix formatting issues
>mvn clean install
>
># Clean frontend build
>cd apps/opik-frontend
>rm -rf node_modules
>npm install
>npm run lint

Database Connection Issues

$# Check MySQL is accessible
>docker exec -it opik-mysql-1 mysql -u root -p
>
># Check ClickHouse is accessible
>docker exec -it opik-clickhouse-1 clickhouse-client
>
># Or via HTTP
>echo 'SELECT version()' | curl -H 'X-ClickHouse-User: opik' -H 'X-ClickHouse-Key: opik' 'http://localhost:8123/' -d @-

Process Management Issues

$# Kill stuck backend process
>pkill -f "opik-backend.*jar"
>
># Kill stuck frontend process
>pkill -f "vite.*opik-frontend"
>
># On Windows
>Get-Process | Where-Object {$_.Path -like "*opik-backend*"} | Stop-Process -Force
>Get-Process | Where-Object {$_.Path -like "*opik-frontend*"} | Stop-Process -Force

Clean Slate Restart

$# Complete cleanup and restart
>scripts/dev-runner.sh --stop
>docker volume prune -a -f # WARNING: Deletes all data
>scripts/dev-runner.sh --restart

Development Workflow Examples

Backend Feature Development

$# 1. Start BE-only mode (fastest for backend work)
>scripts/dev-runner.sh --be-only-restart
>
># 2. Make changes in apps/opik-backend
>
># 3. Rebuild and restart backend
>scripts/dev-runner.sh --build-be
>scripts/dev-runner.sh --be-only-start
>
># 4. Test changes via UI at http://localhost:5173

Frontend Feature Development

$# 1. Start local process mode
>scripts/dev-runner.sh --restart
>
># 2. Make changes in apps/opik-frontend
># Frontend hot-reloads automatically
>
># 3. View changes at http://localhost:5174

Full Stack Feature Development

$# 1. Start local process mode
>scripts/dev-runner.sh --restart
>
># 2. Make changes to backend and frontend
># Frontend changes hot-reload
># Backend changes require rebuild:
>
>scripts/dev-runner.sh --build-be
># Backend automatically restarts
>
># 3. Test at http://localhost:5174

SDK Development

$# 1. Start infrastructure only
>./opik.sh --infra --port-mapping
>
># 2. Start backend separately if needed
>cd apps/opik-backend
>mvn clean install
>java -jar target/opik-backend-*.jar server config.yml
>
># 3. Configure SDK
>opik configure --use_local
>
># 4. Test SDK changes
>cd sdks/python
>pip install -e .
>pytest tests/e2e

Integration Testing

$# 1. Start full Docker stack
>./opik.sh --build
>
># 2. Run tests against full environment
>cd tests_end_to_end
>pytest tests/
>
># 3. Clean up
>./opik.sh --stop

Performance Tips

  1. Use local process mode for fastest development cycle
  2. Use BE-only mode if you’re not changing frontend
  3. Use --start instead of --restart when dependencies haven’t changed
  4. Enable debug mode only when needed - it increases log verbosity
  5. Keep Docker images up to date - rebuild periodically with --build

Best Practices

  1. Always run linters before committing:

    $scripts/dev-runner.sh --lint-be
    >scripts/dev-runner.sh --lint-fe
  2. Test migrations locally before committing:

    $scripts/dev-runner.sh --migrate
  3. Clean up regularly to free disk space:

    $docker system prune
    >docker volume prune # Be careful - removes data
  4. Use debug mode for troubleshooting:

    $scripts/dev-runner.sh --restart --debug
  5. Check service status before reporting issues:

    $scripts/dev-runner.sh --verify
    >./opik.sh --verify

Next Steps