Spaces:
Running
Running
| # ========================================== | |
| # RAG API Environment Configuration | |
| # ========================================== | |
| # --- API Settings --- | |
| PROJECT_NAME="RAG API Service" | |
| # --- Qdrant (Vector Database) --- | |
| QDRANT_URL=https://41524d5c-8b82-4106-84b9-db452ef40133.eu-central-1-0.aws.cloud.qdrant.io:6333 | |
| QDRANT_API_KEY=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJhY2Nlc3MiOiJtIiwic3ViamVjdCI6ImFwaS1rZXk6NzY2MTRlMWUtNDJmMi00MDVkLTgxMWMtYjAyZDgwOGZjZDM0In0.QcECySpQnj1wzpif1k3K1G6Dz-PW9K5eNZ1ueNnn-IY | |
| QDRANT_HOST=localhost | |
| QDRANT_PORT=6333 | |
| QDRANT_COLLECTION=news_articles | |
| # --- ClickHouse (Data Warehouse Analytics) --- | |
| CLICKHOUSE_HOST=emrsjlb12r.eu-central-1.aws.clickhouse.cloud | |
| CLICKHOUSE_PORT=8443 | |
| CLICKHOUSE_USER=default | |
| CLICKHOUSE_PASSWORD=hOKAH9T9LoQ.m | |
| CLICKHOUSE_SECURE=true | |
| # --- PostgreSQL (Interactions & Accounts DB) --- | |
| POSTGRES_USER=postgres | |
| POSTGRES_PASSWORD=postgres | |
| POSTGRES_SERVER=localhost | |
| POSTGRES_PORT=5433 | |
| POSTGRES_DB=rag_interactions | |
| # --- Models configuration --- | |
| EMBEDDING_MODEL=BAAI/bge-m3 | |
| VECTOR_SIZE=1024 | |
| RERANKER_MODEL=BAAI/bge-reranker-v2-m3 | |
| # ========================================== | |
| # LLM Provider β set LLM_PROVIDER to one of: | |
| # groq β Free, 200+ tok/s, best for production (recommended) | |
| # gemini β Free tier 15 RPM / 1M TPM, great quality | |
| # together β Free $25 credit, Llama 3.3 70B | |
| # openai β Paid, GPT-4o | |
| # ollama β Local inference (no API key needed) | |
| # ========================================== | |
| LLM_PROVIDER=groq | |
| # --- Groq (FREE) --- | |
| # Get key: https://console.groq.com/keys | |
| # Models: llama-3.3-70b-versatile | llama-3.1-8b-instant | mixtral-8x7b-32768 | gemma2-9b-it | |
| GROQ_API_KEY=your-groq-api-key-here | |
| GROQ_MODEL=llama-3.3-70b-versatile | |
| # --- Google Gemini (FREE tier) --- | |
| # Get key: https://aistudio.google.com/apikey | |
| # Models: gemini-2.0-flash | gemini-1.5-flash | gemini-1.5-pro | |
| GEMINI_API_KEY=AIzaSyB-LlAj_nhxRNpHzqBhxIMDc4R8eaDaYYI | |
| GEMINI_MODEL=gemini-2.0-flash | |
| # --- Together AI (FREE $25 credit) --- | |
| # Get key: https://api.together.ai | |
| # Models: meta-llama/Llama-3.3-70B-Instruct-Turbo | mistralai/Mixtral-8x7B-Instruct-v0.1 | |
| TOGETHER_API_KEY=key_CaW4uNxnNyzsFUcaYhB8y | |
| TOGETHER_MODEL=meta-llama/Llama-3.3-70B-Instruct-Turbo | |
| # --- OpenAI (Paid) --- | |
| OPENAI_API_KEY=your-openai-api-key-here | |
| # --- Ollama (Local) --- | |
| # Run: ollama pull llama3.2 | |
| OLLAMA_HOST=http://localhost:11434 | |
| OLLAMA_MODEL=llama3.2 | |
| # --- Redis Semantic Caching --- | |
| REDIS_HOST=localhost | |
| REDIS_PORT=6380 | |
| REDIS_DB=0 | |
| REDIS_PASSWORD= | |
| # --- Security & Auth --- | |
| SECRET_KEY=a_very_secret_key_change_me_in_production | |
| ACCESS_TOKEN_EXPIRE_MINUTES=60 | |