from typing import Any, Dict, Optional, Callable, List from pydantic import BaseModel, Field, root_validator class MongoDBConfig(BaseModel): """Configuration for MongoDB vector database.""" db_name: str = Field("mem0_db", description="Name of the MongoDB database") collection_name: str = Field("mem0", description="Name of the MongoDB collection") embedding_model_dims: Optional[int] = Field(1536, description="Dimensions of the embedding vectors") user: Optional[str] = Field(None, description="MongoDB user for authentication") password: Optional[str] = Field(None, description="Password for the MongoDB user") host: Optional[str] = Field("localhost", description="MongoDB host. Default is 'localhost'") port: Optional[int] = Field(27017, description="MongoDB port. Default is 27017") @root_validator(pre=True) def check_auth_and_connection(cls, values): user = values.get("user") password = values.get("password") if (user is None) != (password is None): raise ValueError("Both 'user' and 'password' must be provided together or omitted together.") host = values.get("host") port = values.get("port") if host is None: raise ValueError("The 'host' must be provided.") if port is None: raise ValueError("The 'port' must be provided.") return values @root_validator(pre=True) def validate_extra_fields(cls, values: Dict[str, Any]) -> Dict[str, Any]: allowed_fields = set(cls.__fields__) input_fields = set(values.keys()) extra_fields = input_fields - allowed_fields if extra_fields: raise ValueError( f"Extra fields not allowed: {', '.join(extra_fields)}. " f"Please provide only the following fields: {', '.join(allowed_fields)}." ) return values