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47
configs/vector_stores/qdrant.py
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47
configs/vector_stores/qdrant.py
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from typing import Any, ClassVar, Dict, Optional
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from pydantic import BaseModel, ConfigDict, Field, model_validator
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class QdrantConfig(BaseModel):
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from qdrant_client import QdrantClient
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QdrantClient: ClassVar[type] = QdrantClient
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collection_name: str = Field("mem0", description="Name of the collection")
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embedding_model_dims: Optional[int] = Field(1536, description="Dimensions of the embedding model")
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client: Optional[QdrantClient] = Field(None, description="Existing Qdrant client instance")
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host: Optional[str] = Field(None, description="Host address for Qdrant server")
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port: Optional[int] = Field(None, description="Port for Qdrant server")
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path: Optional[str] = Field("/tmp/qdrant", description="Path for local Qdrant database")
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url: Optional[str] = Field(None, description="Full URL for Qdrant server")
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api_key: Optional[str] = Field(None, description="API key for Qdrant server")
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on_disk: Optional[bool] = Field(False, description="Enables persistent storage")
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@model_validator(mode="before")
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@classmethod
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def check_host_port_or_path(cls, values: Dict[str, Any]) -> Dict[str, Any]:
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host, port, path, url, api_key = (
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values.get("host"),
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values.get("port"),
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values.get("path"),
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values.get("url"),
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values.get("api_key"),
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)
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if not path and not (host and port) and not (url and api_key):
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raise ValueError("Either 'host' and 'port' or 'url' and 'api_key' or 'path' must be provided.")
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return values
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@model_validator(mode="before")
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@classmethod
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def validate_extra_fields(cls, values: Dict[str, Any]) -> Dict[str, Any]:
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allowed_fields = set(cls.model_fields.keys())
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input_fields = set(values.keys())
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extra_fields = input_fields - allowed_fields
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if extra_fields:
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raise ValueError(
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f"Extra fields not allowed: {', '.join(extra_fields)}. Please input only the following fields: {', '.join(allowed_fields)}"
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)
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return values
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model_config = ConfigDict(arbitrary_types_allowed=True)
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