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| """Application configuration, loaded from environment / .env file.""" | |
| from functools import lru_cache | |
| from pydantic_settings import BaseSettings, SettingsConfigDict | |
| class Settings(BaseSettings): | |
| model_config = SettingsConfigDict(env_file=".env", extra="ignore") | |
| # Qdrant | |
| qdrant_url: str | |
| qdrant_api_key: str | |
| qdrant_collection: str = "documents" | |
| # MongoDB | |
| mongodb_uri: str | |
| mongodb_db: str = "doc_intelligence_rag" | |
| # LLM via OpenRouter (OpenAI-compatible API) | |
| openrouter_api_key: str = "" | |
| openrouter_base_url: str = "https://openrouter.ai/api/v1" | |
| openrouter_model: str = "anthropic/claude-sonnet-4.6" | |
| # Embeddings (local, ONNX via fastembed — no torch needed) | |
| embedding_model: str = "BAAI/bge-small-en-v1.5" | |
| embedding_dim: int = 384 | |
| # Retrieval / chunking | |
| chunk_size: int = 900 | |
| chunk_overlap: int = 150 | |
| top_k: int = 5 | |
| def get_settings() -> Settings: | |
| return Settings() | |