Dylan-Kaneshiro/Text-to-SQL
1
1import random2import time3import gradio as gr4from create_query_engine import *5 6logo_filepath = 'Readable.png'7robot_filepath = 'Robot.png'8 9custom_css = """10.column {11 align-items: center;12}13 14.column_el {15 flex-grow: 1;16}17"""18 19 20def respond(message, chat_history, query_engine, sql_engine):21 response = query_engine.query(message)22 bot_message = response.response 23 chat_history.append((message, bot_message))24 time.sleep(2)25 return "", chat_history, display_question_and_answer(chat_history), query(sql_engine, response.metadata['sql_query']), response.metadata['sql_query']26 27def display_question_and_answer(tuple_list):28 qa_history = ""29 for i, (q, a) in enumerate(tuple_list):30 qa_history += f"<details><summary>Q: {q}</summary><p>A: {a}</p></details>"31 return qa_history32 33 34with gr.Blocks(css=custom_css) as demo:35 with gr.Tab("Home"): 36 with gr.Row(variant='compact'):37 with gr.Column(scale=1, elem_classes='column'):38 logo = gr.Image(value=logo_filepath, type='pil', show_label=False, show_download_button=False, container=False, elem_classes='column_el')39 agent = gr.State()40 file = gr.File(file_types=['pdf'], file_count='single', show_label=False, elem_classes='column_el', height=75)41 42 43 SQLidx = gr.State()44 sql_engine = gr.State()45 46 # Connect to database + give context pane47 with gr.Accordion("Command String Details"):48 gr.Markdown("Enter command string details here")49 with gr.Row():50 user = gr.Textbox(value='postgres', label="Username")51 password = gr.Textbox(value='aimfall23',label="Password")52 with gr.Row():53 host = gr.Textbox(value='aim-23-text-to-sql.cv6cnzb0rcuo.us-east-1.rds.amazonaws.com',label="Host")54 port = gr.Textbox(value='5432', label="Port")55 myDB = gr.Textbox(value='sample_db', label="mydatabase")56 upload_status = gr.Textbox(value="Database not connected yet", label="Connect Status")57 submit_SQL_btn = gr.Button("Submit postgres details")58 submit_SQL_btn.click(fn=create_query_engine, inputs = [file, user, password, host, port, myDB], outputs=[SQLidx, sql_engine, upload_status])59 60 robot = gr.Image(value=robot_filepath, type='pil', show_label=False, show_download_button=False, container=False, width=125, height=125, elem_classes='column_el')61 62 with gr.Column(scale=3, elem_classes='column'):63 df = gr.Dataframe()64 chatbot = gr.Chatbot(elem_classes='column_el')65 msg = gr.Textbox(show_label=False, elem_classes='column_el')66 with gr.Accordion("Executed SQL Query"):67 sql_statement = gr.Textbox(label="", lines=5)68 69 with gr.Tab("Chat History"):70 history = gr.HTML()71 msg.submit(respond, [msg, chatbot, SQLidx, sql_engine], [msg, chatbot, history, df, sql_statement])72 73demo.launch()