Files
t6_mem0/mem0/configs/vector_stores/milvus.py
2024-09-10 22:06:50 +05:30

41 lines
1.4 KiB
Python

from enum import Enum
from typing import Dict, Any
from pydantic import BaseModel, model_validator, Field
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,
}