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import os | |
# from dotenv import load_dotenv | |
import gradio as gr | |
from sqlalchemy import text | |
from smolagents import tool, CodeAgent, HfApiModel | |
import spaces | |
# Import database | |
from database import engine, receipts | |
# Load Hugging Face API token | |
# load_dotenv(override=True) | |
# hf_token = os.getenv("HF_TOKEN") | |
# if not hf_token: | |
# raise ValueError("HF_TOKEN environment variable is not set.") | |
def sql_engine(query: str) -> str: | |
""" | |
Executes an SQL query on the 'receipts' table and returns results. | |
Table Schema: | |
- receipt_id: INTEGER | |
- customer_name: VARCHAR(16) | |
- price: FLOAT | |
- tip: FLOAT | |
Args: | |
query: The SQL query to execute. | |
Returns: | |
Query result as a string. | |
""" | |
output = "" | |
try: | |
with engine.connect() as con: | |
rows = con.execute(text(query)) | |
for row in rows: | |
output += "\n" + str(row) | |
except Exception as e: | |
output = f"Error: {str(e)}" | |
return output.strip() | |
# Initialize CodeAgent to generate SQL queries from natural language | |
agent = CodeAgent( | |
tools=[sql_engine], # Ensure sql_engine is properly registered | |
model=HfApiModel(model_id="Qwen/Qwen2.5-Coder-32B-Instruct"), | |
) | |
def query_sql(user_query: str) -> str: | |
""" | |
Converts natural language input to an SQL query using CodeAgent | |
and returns the execution results. | |
Args: | |
user_query: The user's request in natural language. | |
Returns: | |
The query result from the database. | |
""" | |
# Generate SQL from natural language | |
generated_sql = agent.run(f"Convert this request into SQL: {user_query}") | |
# Execute the SQL query and return the result | |
return sql_engine(generated_sql) | |
# Define Gradio interface | |
demo = gr.Interface( | |
fn=query_sql, | |
inputs=gr.Textbox(label="Enter your query in plain English"), | |
outputs=gr.Textbox(label="Query Result"), | |
title="Natural Language to SQL Executor", | |
description="Enter a plain English request, and the AI will generate an SQL query and return the results.", | |
flagging_mode="never", | |
) | |
if __name__ == "__main__": | |
demo.launch(server_name="0.0.0.0", server_port=7860, share=True) | |