.env.example

# LLM Configuration
ANTHROPIC_API_KEY=your_api_key_here

# Vector Database
QDRANT_URL=http://localhost:6333
QDRANT_API_KEY=
CHROMA_PERSIST_DIR=./data/chroma

# Redis Cache
REDIS_URL=redis://localhost:6379/0

# Database
DATABASE_URL=sqlite:///./data/rag_system.db

# Observability
LANGSMITH_API_KEY=
LANGSMITH_PROJECT=multimodal-rag-agent
LANGSMITH_TRACING=false

# API Configuration
API_HOST=0.0.0.0
API_PORT=8000
API_WORKERS=4
CORS_ORIGINS=["http://localhost:3000"]
RATE_LIMIT_PER_MINUTE=60

# Embedding Model
EMBEDDING_MODEL=sentence-transformers/all-MiniLM-L6-v2
EMBEDDING_DIMENSION=384

# LLM Configuration
LLM_MODEL=claude-3-5-sonnet-20241022
LLM_TEMPERATURE=0.0
LLM_MAX_TOKENS=4096

# Retrieval Configuration
RETRIEVAL_TOP_K=10
RERANK_TOP_K=5
CHUNK_SIZE=512
CHUNK_OVERLAP=50

# Environment
ENVIRONMENT=development
LOG_LEVEL=INFO