from typing import Any, ClassVar, Dict, Optional from pydantic import BaseModel, Field, model_validator class QdrantConfig(BaseModel): from qdrant_client import QdrantClient QdrantClient: ClassVar[type] = QdrantClient collection_name: str = Field("mem0", description="Name of the collection") embedding_model_dims: Optional[int] = Field( 1536, description="Dimensions of the embedding model" ) client: Optional[QdrantClient] = Field( None, description="Existing Qdrant client instance" ) host: Optional[str] = Field(None, description="Host address for Qdrant server") port: Optional[int] = Field(None, description="Port for Qdrant server") path: Optional[str] = Field( "/tmp/qdrant", description="Path for local Qdrant database" ) url: Optional[str] = Field(None, description="Full URL for Qdrant server") api_key: Optional[str] = Field(None, description="API key for Qdrant server") on_disk: Optional[bool] = Field(False, description="Enables persistent storage") @model_validator(mode="before") @classmethod def check_host_port_or_path(cls, values: Dict[str, Any]) -> Dict[str, Any]: host, port, path, url, api_key = ( values.get("host"), values.get("port"), values.get("path"), values.get("url"), values.get("api_key"), ) if not path and not (host and port) and not (url and api_key): raise ValueError( "Either 'host' and 'port' or 'url' and 'api_key' or 'path' 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 model_config = { "arbitrary_types_allowed": True, }