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improve table retrieval
Browse files
app.py
CHANGED
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@@ -8,6 +8,8 @@ import pandas as pd
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# Import the persistent database
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from database import engine, receipts
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def get_receipts_table():
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"""
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Fetches all data from the 'receipts' table and returns it as a Pandas DataFrame.
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@@ -25,13 +27,11 @@ def get_receipts_table():
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# Convert rows into a DataFrame
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df = pd.DataFrame(rows, columns=["receipt_id", "customer_name", "price", "tip"])
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return df
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except Exception as e:
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return pd.DataFrame({"Error": [str(e)]}) # Return error message in DataFrame format
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@tool
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def sql_engine(query: str) -> str:
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"""
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@@ -122,26 +122,23 @@ agent = CodeAgent(
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model=HfApiModel(model_id="Qwen/Qwen2.5-Coder-32B-Instruct"),
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)
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],
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tab_names=["SQL Query", "Receipts Table"],
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)
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860, share=True)
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# Import the persistent database
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from database import engine, receipts
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import pandas as pd
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def get_receipts_table():
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"""
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Fetches all data from the 'receipts' table and returns it as a Pandas DataFrame.
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# Convert rows into a DataFrame
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df = pd.DataFrame(rows, columns=["receipt_id", "customer_name", "price", "tip"])
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return df
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except Exception as e:
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return pd.DataFrame({"Error": [str(e)]}) # Return error message in DataFrame format
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@tool
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def sql_engine(query: str) -> str:
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"""
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model=HfApiModel(model_id="Qwen/Qwen2.5-Coder-32B-Instruct"),
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)
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with gr.Blocks() as demo:
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gr.Markdown("## Natural Language to SQL Executor with Live Data")
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with gr.Row():
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with gr.Column(scale=1): # Left: Query Interface
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user_input = gr.Textbox(label="Enter your query in plain English")
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query_output = gr.Textbox(label="Query Result")
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with gr.Column(scale=2): # Right: Live Database Table
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gr.Markdown("### Receipts Table (Live View)")
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receipts_table = gr.Dataframe(value=get_receipts_table(), label="Receipts Table")
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# Query handling function
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user_input.change(fn=handle_query, inputs=user_input, outputs=query_output)
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# Auto-refresh table every 5 seconds
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demo.load(fn=get_receipts_table, outputs=receipts_table, every=5)
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860, share=True)
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