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Create app.py

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  1. app.py +76 -0
app.py ADDED
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+ import gradio as gr
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+ import openai
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+ import os
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+
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+ # OpenRouter API Key
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+ OPENROUTER_API_KEY = "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"
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+ OPENROUTER_MODEL = "sophosympatheia/rogue-rose-103b-v0.2:free"
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+
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+ # Initialize OpenAI client with OpenRouter base URL
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+ print(f"Using API Key: {OPENROUTER_API_KEY}")
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+ openai_client = openai.OpenAI(
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+ api_key=OPENROUTER_API_KEY,
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+ base_url="https://openrouter.ai/api/v1" # OpenRouter API endpoint
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+ )
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+
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+ # Few-shot examples for text-to-SQL conversion
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+ few_shot_examples = [
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+ {
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+ "input": "Show all customers from the USA.",
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+ "output": "SELECT * FROM customers WHERE country = 'USA';"
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+ },
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+ {
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+ "input": "Find the total sales for each product category.",
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+ "output": "SELECT product_category, SUM(sales) AS total_sales FROM sales GROUP BY product_category;"
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+ },
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+ {
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+ "input": "List all orders placed in 2023.",
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+ "output": "SELECT * FROM orders WHERE YEAR(order_date) = 2023;"
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+ }
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+ ]
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+
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+ def text_to_sql(query):
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+ # Construct the prompt with few-shot examples
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+ prompt = "Convert the following natural language queries to SQL:\n\n"
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+ for example in few_shot_examples:
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+ prompt += f"Input: {example['input']}\nOutput: {example['output']}\n\n"
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+ prompt += f"Input: {query}\nOutput:"
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+
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+ print("Sending query to OpenRouter API...")
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+ try:
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+ response = openai_client.chat.completions.create(
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+ model=OPENROUTER_MODEL,
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+ messages=[
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+ {
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+ "role": "system",
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+ "content": "You are a helpful assistant. Your task is to convert natural language queries into SQL queries. "
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+ "Use the provided examples as a guide. If the query cannot be converted into SQL, say 'I cannot convert this query into SQL.'"
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+ },
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+ {
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+ "role": "user",
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+ "content": prompt
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+ }
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+ ]
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+ )
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+ print("Received response from OpenRouter API.")
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+ return response.choices[0].message.content
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+ except Exception as e:
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+ print(f"Error calling OpenRouter API: {e}")
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+ return f"Error: {e}"
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+
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+ # Gradio UI
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+ def gradio_ui():
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+ with gr.Blocks() as demo:
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+ gr.Markdown("## Text-to-SQL Converter. Enter a natural language query and get the corresponding SQL query!")
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+ query_input = gr.Textbox(label="Enter your query")
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+ submit_btn = gr.Button("Convert to SQL")
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+ output = gr.Textbox(label="SQL Query")
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+
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+ submit_btn.click(text_to_sql, inputs=[query_input], outputs=[output])
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+
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+ return demo
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+
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+ demo = gradio_ui()
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+
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+ print("Launching Gradio UI...")
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+ demo.launch()