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Create app.py
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app.py
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import os
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import gradio as gr
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from langchain_community.utilities.sql_database import SQLDatabase
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from langchain_community.agent_toolkits import create_sql_agent
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from langchain_openai import ChatOpenAI
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ccms_db_loc = 'ccms.db'
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ccms_db = SQLDatabase.from_uri(f"sqlite:///{ccms_db_loc}")
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gpt4 = ChatOpenAI(
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model_name=model_gpt4,
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api_key=creds["openai_api_key"],
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temperature=0
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)
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sqlite_agent = create_sql_agent(
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gpt4,
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db=ccms_db,
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agent_type="openai-tools",
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verbose=True
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)
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def predict(user_input):
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try:
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response = sqlite_agent.invoke(user_input)
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prediction = response['output']
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except Exception as e:
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prediction = e
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return prediction
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textbox = gr.Textbox(placeholder="Enter your query here", lines=6)
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demo = gr.Interface(
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inputs=textbox, fn=predict, outputs="text",
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title="Query Credit Card Database",
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description="This web API presents an interface to ask questions on information stored in a credit card database.",
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article=schema,
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examples=[["Who are the top 5 merchants by total transactions?", ""],
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["How many customers are in our database?", ""],
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["How many accounts in total do we have?", ""]
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],
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concurrency_limit=8
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)
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demo.queue()
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demo.launch(auth=("demouser", os.getenv('PASSWD')))
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