from enum import Enum from typing import Any, Dict from pydantic import BaseModel, Field, model_validator class MetricType(str, Enum): """ Metric Constant for milvus/ zilliz server. """ def __str__(self) -> str: return str(self.value) L2 = "L2" IP = "IP" COSINE = "COSINE" HAMMING = "HAMMING" JACCARD = "JACCARD" class MilvusDBConfig(BaseModel): url: str = Field("http://localhost:19530", description="Full URL for Milvus/Zilliz server") token: str = Field(None, description="Token for Zilliz server / local setup defaults to None.") collection_name: str = Field("mem0", description="Name of the collection") embedding_model_dims: int = Field(1536, description="Dimensions of the embedding model") metric_type: str = Field("L2", description="Metric type for similarity search") @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, }