Files
t6_mem0/mem0/configs/vector_stores/qdrant.py
2024-08-15 11:58:07 +05:30

57 lines
2.2 KiB
Python

from pydantic import BaseModel, Field, model_validator
from typing import Optional, ClassVar, Dict, Any
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,
}