from typing import Any, Dict, Optional from pydantic import BaseModel, Field, model_validator class PGVectorConfig(BaseModel): dbname: str = Field("postgres", description="Default name for the database") collection_name: str = Field("mem0", description="Default name for the collection") embedding_model_dims: Optional[int] = Field(1536, description="Dimensions of the embedding model") user: Optional[str] = Field(None, description="Database user") password: Optional[str] = Field(None, description="Database password") host: Optional[str] = Field(None, description="Database host. Default is localhost") port: Optional[int] = Field(None, description="Database port. Default is 1536") diskann: Optional[bool] = Field(True, description="Use diskann for approximate nearest neighbors search") hnsw: Optional[bool] = Field(False, description="Use hnsw for faster search") @model_validator(mode="before") def check_auth_and_connection(cls, values): user, password = values.get("user"), values.get("password") host, port = values.get("host"), values.get("port") if not user and not password: raise ValueError("Both 'user' and 'password' must be provided.") if not host and not port: raise ValueError("Both 'host' and 'port' must be provided.") return values @model_validator(mode="before") @classmethod def validate_extra_fields(cls, values: Dict[str, Any]) -> Dict[str, Any]: allowed_fields = set(cls.model_fields.keys()) input_fields = set(values.keys()) extra_fields = input_fields - allowed_fields if extra_fields: raise ValueError( f"Extra fields not allowed: {', '.join(extra_fields)}. Please input only the following fields: {', '.join(allowed_fields)}" ) return values