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Chat with SQL database (MySQL)
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from langchain.llms import OpenAI | |
from langchain import OpenAI, SQLDatabase, SQLDatabaseChain | |
from langchain.prompts.prompt import PromptTemplate | |
import os | |
def chat_with_mysql_database(prompt: str): | |
""" | |
Args: | |
prompt (str): Question to ask e.g. "Generate an SQL query to retrieve all users" | |
Returns: | |
str: Answer e.g. "SELECT * from user;" | |
""" | |
db = SQLDatabase.from_uri("mysql+pymysql://your_db_user:[email protected]/db_name") | |
llm = OpenAI(temperature=0, verbose=True, openai_api_key=os.environ.get('OPENAI_API_KEY')) | |
db_chain = SQLDatabaseChain.from_llm(llm, db, verbose=True, use_query_checker=True, top_k=1) | |
result = db_chain.run(prompt) | |
return result |
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