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---
description: Comprehensive guide for setting up and running Opik locally for development
headline: Local Development Setup | Opik Documentation
og:description: Configure your local Opik environment effectively. Learn to choose
the best development mode for your workflow with detailed instructions.
og:site_name: Opik Documentation
og:title: Local Development Setup - Opik
title: Local Development Setup
canonical-url: https://www.comet.com/docs/opik/contributing/guides/local-development
---
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 Mode | Use Case | Command | Speed |
|-----------------|----------|---------|-------|
| **Docker Mode** | Testing full stack, closest to production | `./opik.sh --build` | Slow |
| **Local Process Mode** | Fast BE + FE development | `scripts/dev-runner.sh` | Fast |
| **BE-Only Mode** | Backend development only | `scripts/dev-runner.sh --be-only-restart` | Fast |
| **Infrastructure** | Manual with IDE development | `./opik.sh --infra --port-mapping` | Medium |
<Tip>
**Working with multiple branches?** Opik supports [multi-worktree development](#multi-worktree-support) - run multiple environments simultaneously with automatic port isolation.
</Tip>
## Prerequisites
### Required Tools
- **Docker** and **Docker Compose** - For running infrastructure services
- **Java 25** and **Maven** - For backend development
- **Node.js 18+** and **npm** - For frontend development
- **Python 3.10+** and **pip** - For SDK development
### Verify Installation
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# 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
- **UI**: http://localhost:5173
- **Backend API**: http://localhost:8080
- **MySQL**: localhost:3306
- **ClickHouse**: localhost:8123
- **Redis**: localhost:6379
### 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
```bash
# 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
```bash
# 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 (default, may vary with [multi-worktree support](#multi-worktree-support))
- Logs: `/tmp/opik-<worktree-id>-backend.log`
- PID file: `/tmp/opik-<worktree-id>-backend.pid`
- CORS enabled for local frontend
- Auto-built from `apps/opik-backend`
**Frontend Process**:
- Port: 5174 (default, may vary with [multi-worktree support](#multi-worktree-support))
- Logs: `/tmp/opik-<worktree-id>-frontend.log`
- PID file: `/tmp/opik-<worktree-id>-frontend.pid`
- Hot-reload enabled
- Proxies API calls to backend
**Infrastructure (Docker)**:
- Same services as Docker mode
- Ports mapped for local access (may be offset with multi-worktree support)
<Tip>
Port assignments are shown when the environment starts. With multi-worktree support, ports may be offset from the defaults.
</Tip>
#### Accessing Services
- **UI**: http://localhost:5174 (local Vite dev server, port may vary)
- **Backend API**: http://localhost:8080 (port may vary)
- **Infrastructure**: Same ports as Docker mode (may be offset)
#### SDK Configuration
After starting, configure the SDK to use your local instance:
```bash
opik configure --use_local
```
**IMPORTANT**: You must manually edit `~/.opik.config` to remove `/api` from the URL:
```ini
[opik]
# Change from:
url_override = http://localhost:8080/api/
# To:
url_override = http://localhost:8080
workspace = default
```
Or use environment variables:
```bash
export OPIK_URL_OVERRIDE='http://localhost:8080'
export OPIK_WORKSPACE='default'
```
<Note>
If using [multi-worktree support](#multi-worktree-support), replace `8080` with your actual backend port (shown when the environment starts).
</Note>
### 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
```bash
# 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
- **UI**: http://localhost:5173 (Docker frontend)
- **Backend API**: http://localhost:8080 (local process)
#### SDK Configuration
Configure SDK without the manual edit requirement:
```bash
opik configure --use_local
# Use URL: http://localhost:5173
```
Or with environment variables:
```bash
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.
```bash
# 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
## Multi-Worktree Support
Opik supports running multiple development environments simultaneously from different git worktrees. This is useful when you need to work on multiple features or compare branches side-by-side.
### How It Works
Each worktree automatically gets:
1. **Unique port assignments** - All services use offset ports to avoid conflicts
2. **Isolated Docker containers** - Separate container namespaces per worktree
3. **Separate log and PID files** - No interference between worktrees
The port offset (0-99) is deterministically calculated from an MD5 hash of your project path, ensuring consistent port assignments across restarts.
### Port Assignments
| Service | Base Port | With Offset (e.g., 42) |
|---------|-----------|------------------------|
| Backend | 8080 | 8122 |
| Frontend | 5174 | 5216 |
| MySQL | 3306 | 3348 |
| Redis | 6379 | 6421 |
| ClickHouse HTTP | 8123 | 8165 |
| ClickHouse Native | 9000 | 9042 |
| Python Backend | 8000 | 8042 |
| Zookeeper | 2181 | 2223 |
| MinIO API | 9001 | 9043 |
| MinIO Console | 9090 | 9132 |
### Running Multiple Worktrees
```bash
# Terminal 1: Main branch
cd ~/opik
scripts/dev-runner.sh --restart
# Access at ports based on hash of ~/opik
# Terminal 2: Feature branch
cd ~/opik-worktrees/feature-xyz
scripts/dev-runner.sh --restart
# Access at different ports based on hash of ~/opik-worktrees/feature-xyz
```
### Manual Port Override
If you need specific ports (e.g., to use standard ports or avoid conflicts):
```bash
# Use standard ports (offset 0)
OPIK_PORT_OFFSET=0 scripts/dev-runner.sh --restart
# Use a specific offset
OPIK_PORT_OFFSET=10 scripts/dev-runner.sh --restart
```
### Port Collision Detection
The script automatically checks for port conflicts before starting:
```bash
# If ports are in use, you'll see:
[ERROR] Port 8122 (Backend) is already in use
Port collision detected! Another process is using one or more required ports.
This might be caused by:
- Another Opik instance running from a different worktree
- Stale containers from a previous run
- Other services using the same ports
To resolve:
1. Stop other Opik instances: ./scripts/dev-runner.sh --stop
2. Use a different port offset: export OPIK_PORT_OFFSET=<0-99>
3. Check running processes: lsof -i :8122
```
### Docker Container Naming
Containers are prefixed with the worktree project name:
- Main repo: `opik-opik-mysql-1`, `opik-opik-backend-1`
- Worktree: `opik-feature-xyz-mysql-1`, `opik-feature-xyz-backend-1`
### SDK Configuration for Worktrees
Configure the SDK to use your worktree's backend port (shown when the environment starts):
```bash
# Configure SDK (use the backend port shown at startup)
export OPIK_URL_OVERRIDE='http://localhost:8080' # or your worktree's port
export OPIK_WORKSPACE='default'
```
Or edit `~/.opik.config`:
```ini
[opik]
url_override = http://localhost:8122
workspace = default
```
## Windows Development
All scripts have PowerShell equivalents for Windows developers.
### Docker Mode (Windows)
```powershell
# Build and start all services
.\opik.ps1 --build
# Different profiles
.\opik.ps1 --infra --port-mapping
.\opik.ps1 --backend --port-mapping
.\opik.ps1 --local-be --port-mapping
# Manage services
.\opik.ps1 --verify
.\opik.ps1 --stop
```
### Local Process Mode (Windows)
```powershell
# Full restart
scripts\dev-runner.ps1
# Specific commands
scripts\dev-runner.ps1 --restart
scripts\dev-runner.ps1 --start
scripts\dev-runner.ps1 --stop
scripts\dev-runner.ps1 --verify
# BE-only mode
scripts\dev-runner.ps1 --be-only-restart
# Debug mode
scripts\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
```bash
# 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
```bash
# 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:
```bash
# Stop all services
scripts/dev-runner.sh --stop # or ./opik.sh --stop
# Remove Opik Docker volumes (WARNING: DATA LOSS - removes Opik databases)
./opik.sh --clean
# Restart
scripts/dev-runner.sh --restart
```
### Viewing Logs
```bash
# 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 $env:TEMP\opik-frontend.log
```
### Working with Docker Services
```bash
# View all Opik containers
docker ps --filter "name=opik-"
# View logs from Docker services
docker logs -f opik-backend-1
docker logs -f opik-frontend-1
docker logs -f opik-clickhouse-1
# Execute commands in containers
docker exec -it opik-mysql-1 mysql -u root -p
docker exec -it opik-clickhouse-1 clickhouse-client
# Restart a specific Docker service
docker restart opik-backend-1
```
## Troubleshooting
### Services Won't Start
```bash
# Check Docker is running
docker info
# Check port conflicts (ports shown when environment starts)
lsof -i :5174 # Frontend (default)
lsof -i :8080 # Backend (default)
lsof -i :3306 # MySQL (default)
lsof -i :8123 # ClickHouse (default)
# On Windows
Get-NetTCPConnection -LocalPort 5174
Get-NetTCPConnection -LocalPort 8080
```
<Tip>
If you have port conflicts from another worktree, you can override the port offset:
```bash
OPIK_PORT_OFFSET=0 scripts/dev-runner.sh --restart
```
</Tip>
### Build Failures
```bash
# Clean backend build
cd apps/opik-backend
mvn clean
mvn spotless:apply # Fix formatting issues
mvn clean install
# Clean frontend build
cd apps/opik-frontend
rm -rf node_modules
npm install
npm run lint
```
### Database Connection Issues
```bash
# Check MySQL is accessible
docker exec -it opik-mysql-1 mysql -u root -p
# Check ClickHouse is accessible
docker exec -it opik-clickhouse-1 clickhouse-client
# Or via HTTP
echo 'SELECT version()' | curl -H 'X-ClickHouse-User: opik' -H 'X-ClickHouse-Key: opik' 'http://localhost:8123/' -d @-
```
### Process Management Issues
```bash
# Kill stuck backend process
pkill -f "opik-backend.*jar"
# Kill stuck frontend process
pkill -f "vite.*opik-frontend"
# On Windows
Get-Process | Where-Object {$_.Path -like "*opik-backend*"} | Stop-Process -Force
Get-Process | Where-Object {$_.Path -like "*opik-frontend*"} | Stop-Process -Force
```
### Clean Slate Restart
```bash
# Complete cleanup and restart
scripts/dev-runner.sh --stop
./opik.sh --clean # WARNING: Deletes Opik data
scripts/dev-runner.sh --restart
```
## Development Workflow Examples
### Backend Feature Development
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# 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
```bash
# 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**:
```bash
scripts/dev-runner.sh --lint-be
scripts/dev-runner.sh --lint-fe
```
2. **Test migrations locally** before committing:
```bash
scripts/dev-runner.sh --migrate
```
3. **Clean up regularly** to free disk space:
```bash
# Clean up Opik Docker resources (WARNING: DATA LOSS - removes Opik databases)
./opik.sh --clean # Removes Opik containers and volumes
# Or clean up dangling Docker containers, networks, images (affects all projects)
docker system prune
```
4. **Use debug mode for troubleshooting**:
```bash
scripts/dev-runner.sh --restart --debug
```
5. **Check service status before reporting issues**:
```bash
scripts/dev-runner.sh --verify
./opik.sh --verify
```
## IDE Configuration
Opik provides AI coding rules and configurations for editors like Cursor, Codex, and Claude Code. These are stored in `.agents/` and can be synced to your editor of choice using Makefile.
### Setup
```bash
# For Cursor users - creates .cursor symlink to .agents/
make cursor
# For Codex users - creates .codex symlink and generates Codex-compatible AGENTS files
make codex
# For Claude Code users - syncs rules to .claude/ and generates .mcp.json
make claude
```
`make codex` keeps `.codex` linked to `.agents` and generates `AGENTS.override.md` plus `.agents/generated/codex/rules/*.md` so Codex can consume rule content derived from `.mdc` files.
### Directory Structure
```
.agents/
├── rules/ # AI coding rules (.mdc files)
│ ├── *.mdc # Root-level rules (git, clean-code, etc.)
│ ├── apps/ # App-specific rules
│ │ ├── opik-backend/ # Java backend rules
│ │ └── opik-frontend/ # React frontend rules
│ └── sdks/ # SDK-specific rules
├── commands/ # Slash commands
└── mcp.json # MCP server configuration
```
### Git Hooks
Install pre-commit hooks to automatically run linting before commits:
```bash
# Install hooks
make hooks
# Remove hooks
make hooks-remove
```
## Next Steps
- [Backend Development Guide](backend.mdx) - Deep dive into backend development
- [Frontend Development Guide](frontend.mdx) - Deep dive into frontend development
- [Python SDK Development Guide](python-sdk.mdx) - SDK contribution guidelines
- [Testing Guide](overview.mdx#testing) - Running and writing tests