Integrate OceanBase vector search with LangChain

obclient -h$host -P$port -u$user_name -p$password -D$database_name

export DASHSCOPE_API_KEY="YOUR_DASHSCOPE_API_KEY"

from langchain_community.document_loaders import TextLoader
from langchain_community.embeddings import DashScopeEmbeddings
from langchain_text_splitters import CharacterTextSplitter
from langchain_oceanbase.vectorstores import OceanbaseVectorStore
import os
import requests

DASHSCOPE_API = os.environ.get("DASHSCOPE_API_KEY", "")
embeddings = DashScopeEmbeddings(
    model="text-embedding-v1", dashscope_api_key=DASHSCOPE_API
)

url = "https://raw.githubusercontent.com/GITHUBear/langchain/refs/heads/master/docs/docs/how_to/state_of_the_union.txt"
res = requests.get(url)
with open("state_of_the_union.txt", "w") as f:
    f.write(res.text)

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)

connection_args = {
    "host": "127.0.0.1",
    "port": "2881",
    "user": "root@sun",
    "password": "",
    "db_name": "test",
}
DEMO_TABLE_NAME = "demo_ann"
ob = OceanbaseVectorStore(
    embedding_function=embeddings,
    table_name=DEMO_TABLE_NAME,
    connection_args=connection_args,
    drop_old=True,
    normalize=True,
)
res = ob.add_documents(documents=docs)

query = "What did the president say about Ketanji Brown Jackson"
docs_with_score = ob.similarity_search_with_score(query, k=3)

for doc, score in docs_with_score:
    print("-" * 80)
    print("Score: ", score)
    print(doc.page_content)
    print("-" * 80)

--------------------------------------------------------------------------------
Score:  1.204783671324283
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.

Tonight, 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.

One of the most serious constitutional responsibilities a President has is nominating someone to serve on the United States Supreme Court.

And 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.
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Score:  1.2146663629717394
It is going to transform America and put us on a path to win the economic competition of the 21st Century that we face with the rest of the world—particularly with China.  

As I've told Xi Jinping, it is never a good bet to bet against the American people.

We’ll create good jobs for millions of Americans, modernizing roads, airports, ports, and waterways all across America.

And we'll do it all to withstand the devastating effects of the climate crisis and promote environmental justice.

We'll build a national network of 500,000 electric vehicle charging stations, begin to replace poisonous lead pipes—so every child—and every American—has clean water to drink at home and at school, provide affordable high-speed internet for every American—urban, suburban, rural, and tribal communities.

4,000 projects have already been announced.

And tonight, I'm announcing that this year we will start fixing over 65,000 miles of highway and 1,500 bridges in disrepair.
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Score:  1.2193955178945004
Vice President Harris and I ran for office with a new economic vision for America.

Invest in America. Educate Americans. Grow the workforce. Build the economy from the bottom up  
and the middle out, not from the top down.  

Because we know that when the middle class grows, the poor have a ladder up and the wealthy do very well.

America used to have the best roads, bridges, and airports on Earth.

Now our infrastructure is ranked 13th in the world.  

We won't be able to compete for the jobs of the 21st Century if we don’t fix that.  

That's why it was so important to pass the Bipartisan Infrastructure Law—the most sweeping investment to rebuild America in history.  

This was a bipartisan effort, and I want to thank the members of both parties who worked to make it happen.  

We're done talking about infrastructure weeks.  

We're going to have an infrastructure decade.
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