From 731eec3dc5dea649720341bc430791b3da7f9e66 Mon Sep 17 00:00:00 2001 From: Gabriel Luiz Freitas Almeida Date: Tue, 7 May 2024 18:29:42 -0300 Subject: [PATCH] Fixes Pinecone implementation (#1856) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * ⬆️ (pyproject.toml): upgrade langchain-pinecone dependency to version 0.1.0 * 📝 (Pinecone.py): Update Pinecone component to use new DistanceStrategy enum for distance calculation and improve configuration options for Pinecone vector store creation. * ⬆️ (pyproject.toml): upgrade package version from 0.6.18 to 0.6.19 --- poetry.lock | 1118 ++++++++--------- pyproject.toml | 3 +- .../components/vectorstores/Pinecone.py | 128 +- 3 files changed, 665 insertions(+), 584 deletions(-) diff --git a/poetry.lock b/poetry.lock index 50ba4f3e3e4..04dfa7a1661 100644 --- a/poetry.lock +++ b/poetry.lock @@ -396,28 +396,28 @@ files = [ [[package]] name = "blinker" -version = "1.8.1" +version = "1.8.2" description = 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"^0.1.0" [tool.poetry.group.dev.dependencies] pytest-asyncio = "^0.23.1" diff --git a/src/backend/langflow/components/vectorstores/Pinecone.py b/src/backend/langflow/components/vectorstores/Pinecone.py index 147af1df847..f886905f05c 100644 --- a/src/backend/langflow/components/vectorstores/Pinecone.py +++ b/src/backend/langflow/components/vectorstores/Pinecone.py @@ -1,63 +1,145 @@ -import os from typing import List, Optional, Union -import pinecone # type: ignore from langchain.schema import BaseRetriever from langchain_community.vectorstores import VectorStore -from langchain_community.vectorstores.pinecone import Pinecone -from langflow import CustomComponent -from langflow.field_typing import Document, Embeddings +from langchain_core.documents import Document +from langchain_pinecone._utilities import DistanceStrategy +from langchain_pinecone.vectorstores import PineconeVectorStore + +from langflow.field_typing import Embeddings +from langflow.interface.custom.custom_component import CustomComponent class PineconeComponent(CustomComponent): display_name = "Pinecone" description = "Construct Pinecone wrapper from raw documents." + icon = "Pinecone" + field_order = ["index_name", "namespace", "distance_strategy", "pinecone_api_key", "documents", "embedding"] def build_config(self): + distance_options = [e.value.title().replace("_", " ") for e in DistanceStrategy] + distance_value = distance_options[0] return { - "documents": {"display_name": "Documents"}, + "inputs": {"display_name": "Input", "input_types": ["Document", "Record"]}, "embedding": {"display_name": "Embedding"}, "index_name": {"display_name": "Index Name"}, "namespace": {"display_name": "Namespace"}, - "pinecone_api_key": {"display_name": "Pinecone API Key", "default": "", "password": True, "required": True}, - "pinecone_env": {"display_name": "Pinecone Environment", "default": "", "required": True}, - "search_kwargs": {"display_name": "Search Kwargs", "default": "{}"}, - "pool_threads": {"display_name": "Pool Threads", "default": 1, "advanced": True}, + "text_key": {"display_name": "Text Key"}, + "distance_strategy": { + "display_name": "Distance Strategy", + # get values from enum + # and make them title case for display + "options": distance_options, + "advanced": True, + "value": distance_value, + }, + "pinecone_api_key": { + "display_name": "Pinecone API Key", + "default": "", + "password": True, + "required": True, + }, + "pool_threads": { + "display_name": "Pool Threads", + "default": 1, + "advanced": True, + }, } - def build( + def from_existing_index( self, + index_name: str, embedding: Embeddings, - pinecone_env: str, + pinecone_api_key: str | None, + text_key: str = "text", + namespace: Optional[str] = None, + distance_strategy: DistanceStrategy = DistanceStrategy.COSINE, + pool_threads: int = 4, + ) -> PineconeVectorStore: + """Load pinecone vectorstore from index name.""" + pinecone_index = PineconeVectorStore.get_pinecone_index( + index_name, pool_threads, pinecone_api_key=pinecone_api_key + ) + return PineconeVectorStore( + index=pinecone_index, + embedding=embedding, + text_key=text_key, + namespace=namespace, + distance_strategy=distance_strategy, + ) + + def from_documents( + self, documents: List[Document], + embedding: Embeddings, + index_name: str, + pinecone_api_key: str | None, + text_key: str = "text", + namespace: Optional[str] = None, + pool_threads: int = 4, + distance_strategy: DistanceStrategy = DistanceStrategy.COSINE, + batch_size: int = 32, + upsert_kwargs: Optional[dict] = None, + embeddings_chunk_size: int = 1000, + ) -> PineconeVectorStore: + """Create a new pinecone vectorstore from documents.""" + texts = [d.page_content for d in documents] + metadatas = [d.metadata for d in documents] + pinecone = self.from_existing_index( + index_name=index_name, + embedding=embedding, + pinecone_api_key=pinecone_api_key, + text_key=text_key, + namespace=namespace, + distance_strategy=distance_strategy, + pool_threads=pool_threads, + ) + pinecone.add_texts( + texts, + metadatas=metadatas, + ids=None, + namespace=namespace, + batch_size=batch_size, + embedding_chunk_size=embeddings_chunk_size, + **(upsert_kwargs or {}), + ) + return pinecone + + def build( + self, + embedding: Embeddings, + distance_strategy: str, + documents: Optional[List[Document]] = None, text_key: str = "text", pool_threads: int = 4, index_name: Optional[str] = None, pinecone_api_key: Optional[str] = None, namespace: Optional[str] = "default", - ) -> Union[VectorStore, Pinecone, BaseRetriever]: - if pinecone_api_key is None or pinecone_env is None: - raise ValueError("Pinecone API Key and Environment are required.") - if os.getenv("PINECONE_API_KEY") is None and pinecone_api_key is None: - raise ValueError("Pinecone API Key is required.") - - pinecone.init(api_key=pinecone_api_key, environment=pinecone_env) # type: ignore + ) -> Union[VectorStore, BaseRetriever]: + # get distance strategy from string + distance_strategy = distance_strategy.replace(" ", "_").upper() + _distance_strategy = DistanceStrategy[distance_strategy] if not index_name: raise ValueError("Index Name is required.") + if documents: - return Pinecone.from_documents( + return self.from_documents( documents=documents, embedding=embedding, index_name=index_name, - pool_threads=pool_threads, - namespace=namespace, + pinecone_api_key=pinecone_api_key, text_key=text_key, + namespace=namespace, + distance_strategy=_distance_strategy, + pool_threads=pool_threads, ) - return Pinecone.from_existing_index( + return self.from_existing_index( index_name=index_name, embedding=embedding, + pinecone_api_key=pinecone_api_key, text_key=text_key, namespace=namespace, + distance_strategy=_distance_strategy, pool_threads=pool_threads, )