from typing import Any, Dict, Optional, Type, Union from pydantic import BaseModel, Field, model_validator class OpenSearchConfig(BaseModel): collection_name: str = Field("mem0", description="Name of the index") host: str = Field("localhost", description="OpenSearch host") port: int = Field(9200, description="OpenSearch port") user: Optional[str] = Field(None, description="Username for authentication") password: Optional[str] = Field(None, description="Password for authentication") api_key: Optional[str] = Field(None, description="API key for authentication (if applicable)") embedding_model_dims: int = Field(1536, description="Dimension of the embedding vector") verify_certs: bool = Field(False, description="Verify SSL certificates (default False for OpenSearch)") use_ssl: bool = Field(False, description="Use SSL for connection (default False for OpenSearch)") http_auth: Optional[object] = Field(None, description="HTTP authentication method / AWS SigV4") connection_class: Optional[Union[str, Type]] = Field( "RequestsHttpConnection", description="Connection class for OpenSearch" ) pool_maxsize: int = Field(20, description="Maximum number of connections in the pool") @model_validator(mode="before") @classmethod def validate_auth(cls, values: Dict[str, Any]) -> Dict[str, Any]: # Check if host is provided if not values.get("host"): raise ValueError("Host must be provided for OpenSearch") 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)}. " f"Allowed fields: {', '.join(allowed_fields)}" ) return values