DuckDB
這個筆記本展示了如何使用 DuckDB 作為向量儲存庫。
! pip install duckdb langchain langchain-community langchain-openai
我們想要使用 OpenAIEmbeddings，所以必須取得 OpenAI API 金鑰。
import getpass
import os
if "OPENAI_API_KEY" not in os.environ:
os.environ["OPENAI_API_KEY"] = getpass.getpass("OpenAI API Key:")
from langchain_community.vectorstores import DuckDB
from langchain_openai import OpenAIEmbeddings
API 參考：DuckDB | OpenAIEmbeddings
from langchain_community.document_loaders import TextLoader
from langchain_text_splitters import CharacterTextSplitter
loader = TextLoader("../../how_to/state_of_the_union.txt")
documents = loader.load()
documents = CharacterTextSplitter().split_documents(documents)
embeddings = OpenAIEmbeddings()
API 參考：TextLoader | CharacterTextSplitter
docsearch = DuckDB.from_documents(documents, embeddings)
query = "What did the president say about Ketanji Brown Jackson"
docs = docsearch.similarity_search(query)
print(docs[0].page_content)