74 lines
2.7 KiB
Python
74 lines
2.7 KiB
Python
from typing import Optional
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from pydantic import BaseModel, Field, field_validator, model_validator
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class QdrantConfig(BaseModel):
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collection_name: str = Field(default="mem0", description="Name of the collection")
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embedding_model_dims: Optional[int] = Field(
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default=1536, description="Dimensions of the embedding model"
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)
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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(None, 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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@model_validator(mode="before")
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def check_host_port_or_path(cls, values):
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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(
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"Either 'host' and 'port' or 'url' and 'api_key' or 'path' must be provided."
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)
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return values
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class ChromaDbConfig(BaseModel):
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collection_name: str = Field(
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default="mem0", description="Default name for the collection"
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)
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path: Optional[str] = Field(
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default=None, description="Path to the database directory"
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)
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host: Optional[str] = Field(
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default=None, description="Database connection remote host"
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)
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port: Optional[str] = Field(
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default=None, description="Database connection remote port"
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)
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@model_validator(mode="before")
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def check_host_port_or_path(cls, values):
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host, port, path = values.get("host"), values.get("port"), values.get("path")
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if not path and not (host and port):
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raise ValueError("Either 'host' and 'port' or 'path' must be provided.")
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return values
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class VectorStoreConfig(BaseModel):
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provider: str = Field(
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description="Provider of the vector store (e.g., 'qdrant', 'chromadb', 'elasticsearch')",
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default="qdrant",
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)
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config: Optional[dict] = Field(
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description="Configuration for the specific vector store",
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default={},
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)
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@field_validator("config")
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def validate_config(cls, v, values):
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provider = values.data.get("provider")
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if provider == "qdrant":
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return QdrantConfig(**v.model_dump())
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elif provider == "chromadb":
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return ChromaDbConfig(**v.model_dump())
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else:
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raise ValueError(f"Unsupported vector store provider: {provider}")
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