feat: add pgvector client
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3 changed files with 118 additions and 3 deletions
66
src/backend/langflow/components/vectorstores/pgvector.py
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66
src/backend/langflow/components/vectorstores/pgvector.py
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from typing import Optional
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from langflow import CustomComponent
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from langchain.vectorstores.pgvector import PGVector
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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.embeddings.base import Embeddings
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class PostgresqlVectorComponent(CustomComponent):
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"""
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A custom component for implementing a Vector Store using PostgreSQL.
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"""
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display_name: str = "PGVector"
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description: str = "Implementation of Vector Store using PostgreSQL"
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documentation = "https://python.langchain.com/docs/integrations/vectorstores/pgvector"
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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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"index_name": {"display_name": "Index Name", "value": "your_index"},
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"code": {"show": True, "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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"pg_server_url": {
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"display_name": "PostgreSQL Server Connection String",
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"advanced": False,
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},
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"collection_name": {"display_name": "Table", "advanced": False},
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}
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def build(
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self,
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embedding: Embeddings,
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pg_server_url: str,
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collection_name: str,
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documents: Optional[Document] = None,
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) -> VectorStore:
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"""
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Builds the Vector Store or BaseRetriever object.
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Args:
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- embedding (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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- collection_name (str): The name of the PG table.
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- pg_server_url (str): The URL for the PG server.
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Returns:
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- VectorStore: The Vector Store object.
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"""
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return PGVector.from_documents(
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embedding=embedding,
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documents=documents,
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collection_name=collection_name,
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connection_string=pg_server_url,
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)
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