# Clone the repo
git clone https://github.com/aumos-enterprise/aumos-mlops-lifecycle.git
cd aumos-mlops-lifecycle

# Set up environment
cp .env.example .env
# Edit .env with your local values

# Install dependencies
make install

# Start infrastructure (PostgreSQL, Redis, Kafka, MLflow)
docker compose -f docker-compose.dev.yml up -d

# Run the service
uvicorn aumos_mlops_lifecycle.main:app --reload

curl -X POST http://localhost:8000/api/v1/experiments \
  -H "Authorization: Bearer $TOKEN" \
  -H "X-Tenant-ID: $TENANT_ID" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "churn-prediction-v3",
    "description": "XGBoost churn model with RFM features",
    "tags": {"team": "data-science", "project": "churn"}
  }'

curl -X POST http://localhost:8000/api/v1/deployments \
  -H "Authorization: Bearer $TOKEN" \
  -H "X-Tenant-ID: $TENANT_ID" \
  -H "Content-Type: application/json" \
  -d '{
    "model_id": "550e8400-e29b-41d4-a716-446655440000",
    "model_version": "3",
    "strategy": "canary",
    "target_environment": "production",
    "traffic_split": {"stable": 90, "canary": 10},
    "health_check_url": "https://models.internal/churn/health"
  }'

curl -X POST http://localhost:8000/api/v1/retraining-jobs \
  -H "Authorization: Bearer $TOKEN" \
  -H "X-Tenant-ID: $TENANT_ID" \
  -H "Content-Type: application/json" \
  -d '{
    "model_id": "550e8400-e29b-41d4-a716-446655440000",
    "trigger_type": "manual"
  }'

# Full test suite with coverage
make test

# Fast run (stop on first failure)
make test-quick

# Run with HTML coverage report
pytest tests/ -v --cov --cov-report=html
open htmlcov/index.html

# Check for issues
make lint

# Auto-fix formatting
make format

# Type checking
make typecheck

# Add a runtime dependency
# Edit pyproject.toml -> [project] dependencies
# IMPORTANT: Verify the license is MIT, BSD, Apache, or ISC — never GPL/AGPL

# Add a dev dependency
# Edit pyproject.toml -> [project.optional-dependencies] dev

# Reinstall after changes
make install

# Generate a new migration
alembic -c migrations/alembic.ini revision --autogenerate -m "mlo_add_experiments_table"

# Apply migrations
alembic -c migrations/alembic.ini upgrade head

# Roll back one migration
alembic -c migrations/alembic.ini downgrade -1

# Build image
make docker-build

# Start all services (app + postgres + redis + kafka + mlflow)
docker compose -f docker-compose.dev.yml up -d

# View logs
docker compose -f docker-compose.dev.yml logs -f app