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Create app.py

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  1. app.py +20 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ # Load a text-to-SQL model. Can be swapped out for better ones later.
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+ generator = pipeline("text2text-generation", model="mrm8488/t5-base-finetuned-wikiSQL")
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+
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+ def convert_to_sql(question):
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+ prompt = f"translate English to SQL: {question}"
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+ result = generator(prompt, max_length=256)[0]["generated_text"]
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+ return result
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+
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+ demo = gr.Interface(
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+ fn=convert_to_sql,
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+ inputs=gr.Textbox(lines=2, placeholder="Ask a question about your data..."),
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+ outputs="text",
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+ title="Text-to-SQL Generator",
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+ description="Enter a natural language question and get the SQL query for a table named 'sales_data'."
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+ )
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+
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+ demo.launch()