Migrate Chroma to Custom Component
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src/backend/langflow/components/vectorstores/Chroma.py
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69
src/backend/langflow/components/vectorstores/Chroma.py
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from typing import Optional, Union
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from langflow import CustomComponent
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from langchain.vectorstores import Chroma
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from langchain.schema import Document
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from langchain.vectorstores.base import VectorStore
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from langchain.schema import BaseRetriever
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from langchain.embeddings.base import Embeddings
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class ChromaComponent(CustomComponent):
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"""
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A custom component for implementing a Vector Store using Chroma.
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"""
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display_name: str = "Chroma (Custom Component)"
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description: str = "Implementation of Vector Store using Chroma"
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documentation = "https://python.langchain.com/docs/integrations/vectorstores/chroma"
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beta = True
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def build_config(self):
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"""
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Builds the configuration for the component.
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Returns:
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- dict: A dictionary containing the configuration options for the component.
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"""
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return {
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"collection_name": {"display_name": "Collection Name", "value": "langflow"},
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"persist": {"display_name": "Persist"},
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"persist_directory": {"display_name": "Persist Directory"},
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"code": {"show": False, "display_name": "Code"},
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"documents": {"display_name": "Documents", "is_list": True},
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"embedding": {"display_name": "Embedding"},
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}
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def build(
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self,
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collection_name: str,
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persist: bool,
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persist_directory: Optional[str] = None,
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embedding: Optional[Embeddings] = None,
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documents: Optional[Document] = None,
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) -> Union[VectorStore, BaseRetriever]:
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"""
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Builds the Vector Store or BaseRetriever object.
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Args:
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- collection_name (str): The name of the collection.
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- persist_directory (Optional[str]): The directory to persist the Vector Store to.
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- persist (bool): Whether to persist the Vector Store or not.
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- embedding (Optional[Embeddings]): The embeddings to use for the Vector Store.
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- documents (Optional[Document]): The documents to use for the Vector Store.
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Returns:
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- Union[VectorStore, BaseRetriever]: The Vector Store or BaseRetriever object.
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"""
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# If documents, then we need to create a Chroma instance using .from_documents
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if documents is not None and embedding is not None:
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return Chroma.from_documents(
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documents=documents, # type: ignore
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persist_directory=persist_directory if persist else None,
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collection_name=collection_name,
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embedding=embedding,
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)
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return Chroma(
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persist_directory=persist_directory,
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)
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