Zilliz（Zilliz）

Zilliz Cloud是一个在云上完全托管的LF AI Milvus®服务，

本笔记本展示了如何使用与Zilliz Cloud托管的向量数据库相关的功能。

要运行，您应该有一个正在运行的Zilliz Cloud实例。这里是安装说明

pip install pymilvus

我们想要使用OpenAIEmbeddings，所以我们需要获取OpenAI API密钥。

import os
import getpass

os.environ["OPENAI_API_KEY"] = getpass.getpass("OpenAI API Key:")

    OpenAI API Key:········

# 替换
ZILLIZ_CLOUD_URI = ""  # 示例："https://in01-17f69c292d4a5sa.aws-us-west-2.vectordb.zillizcloud.com:19536"
ZILLIZ_CLOUD_USERNAME = ""  # 示例："username"
ZILLIZ_CLOUD_PASSWORD = ""  # 示例："*********"
ZILLIZ_CLOUD_API_KEY = ""  # 示例："*********"（用于可以用作用户和密码替代品的无服务器集群）

from langchain.embeddings.openai import OpenAIEmbeddings
from langchain.text_splitter import CharacterTextSplitter
from langchain.vectorstores import Milvus
from langchain.document_loaders import TextLoader

from langchain.document_loaders import TextLoader

loader = TextLoader("../../../state_of_the_union.txt")
documents = loader.load()
text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)
docs = text_splitter.split_documents(documents)

embeddings = OpenAIEmbeddings()

vector_db = Milvus.from_documents(
    docs,
    embeddings,
    connection_args={
        "uri": ZILLIZ_CLOUD_URI,
        "user": ZILLIZ_CLOUD_USERNAME,
        "password": ZILLIZ_CLOUD_PASSWORD,
        # "token": ZILLIZ_CLOUD_API_KEY,  # API密钥，用于可以用作用户和密码替代品的无服务器集群
        "secure": True,
    },
)

query = "What did the president say about Ketanji Brown Jackson"
docs = vector_db.similarity_search(query)

docs[0].page_content

    'Tonight. I call on the Senate to: Pass the Freedom to Vote Act. Pass the John Lewis Voting Rights Act. And while you’re at it, pass the Disclose Act so Americans can know who is funding our elections. \n\nTonight, I’d like to honor someone who has dedicated his life to serve this country: Justice Stephen Breyer—an Army veteran, Constitutional scholar, and retiring Justice of the United States Supreme Court. Justice Breyer, thank you for your service. \n\nOne of the most serious constitutional responsibilities a President has is nominating someone to serve on the United States Supreme Court. \n\nAnd I did that 4 days ago, when I nominated Circuit Court of Appeals Judge Ketanji Brown Jackson. One of our nation’s top legal minds, who will continue Justice Breyer’s legacy of excellence.'