Fixing-1
Browse files
app.py
CHANGED
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@@ -97,7 +97,7 @@ def generate_sql(question, table_headers):
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print(error_msg)
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return error_msg
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def batch_generate_sql(questions_text, table_headers):
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"""Generate SQL for multiple questions."""
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print(f"batch_generate_sql called with: {questions_text}, {table_headers}")
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@@ -113,29 +113,32 @@ def batch_generate_sql(questions_text, table_headers):
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try:
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# Parse questions
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questions = [q.strip() for q in questions_text.split("\n") if q.strip()]
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output = f"**Batch Results:**\n"
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output += f"Total Queries: {
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successful_count = 0
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for i, question in enumerate(questions):
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try:
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start_time = time.time()
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result = sql_generator.generate_sql(question, table_headers)
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processing_time = time.time() - start_time
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output += f"
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output += f"```sql\n{result['sql_query']}\n```\n"
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output += f"Model: {result['model_used']} | Time: {processing_time:.2f}s\n"
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if result['status'] == 'success':
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successful_count += 1
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except Exception as e:
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output += f"
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output += f"❌ Error: {str(e)}\n"
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output += f"
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return output
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except Exception as e:
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@@ -177,15 +180,15 @@ Check the console/logs above for detailed initialization information.
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# Create Gradio interface
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with gr.Blocks(title="Text-to-SQL RAG with CodeLlama", theme=gr.themes.Soft()) as demo:
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gr.Markdown("#Text-to-SQL RAG with CodeLlama")
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gr.Markdown("Generate SQL queries from natural language using **RAG (Retrieval-Augmented Generation)** and **CodeLlama** models.")
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gr.Markdown("**Features:** RAG-enhanced generation, CodeLlama integration, Vector-based retrieval, Advanced prompt engineering")
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# Add initialization status
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if sql_generator is None:
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gr.Markdown("**Warning:** RAG system failed to initialize. Check the logs for errors.")
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else:
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gr.Markdown("**Status:** RAG system initialized successfully!")
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with gr.Tab("Single Query"):
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with gr.Row():
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@@ -200,7 +203,7 @@ with gr.Blocks(title="Text-to-SQL RAG with CodeLlama", theme=gr.themes.Soft()) a
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placeholder="e.g., id, name, salary, department",
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value="id, name, salary, department"
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)
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generate_btn = gr.Button("
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with gr.Column(scale=1):
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output = gr.Markdown(label="Result")
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@@ -228,7 +231,7 @@ with gr.Blocks(title="Text-to-SQL RAG with CodeLlama", theme=gr.themes.Soft()) a
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health_btn = gr.Button("Check System Health", variant="secondary", size="lg")
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health_output = gr.Markdown(label="Health Status")
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# Event handlers - Fixed with
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generate_btn.click(
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fn=generate_sql,
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inputs=[question_input, table_headers_input],
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@@ -245,7 +248,7 @@ with gr.Blocks(title="Text-to-SQL RAG with CodeLlama", theme=gr.themes.Soft()) a
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health_btn.click(
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fn=check_system_health,
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inputs=
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outputs=health_output,
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api_name="check_health"
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)
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print(error_msg)
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return error_msg
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def batch_generate_sql(questions_text, table_headers, progress=gr.Progress()):
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"""Generate SQL for multiple questions."""
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print(f"batch_generate_sql called with: {questions_text}, {table_headers}")
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try:
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# Parse questions
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questions = [q.strip() for q in questions_text.split("\n") if q.strip()]
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total_questions = len(questions)
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output = f"**Batch Results:**\n"
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output += f"Total Queries: {total_questions}\n\n"
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successful_count = 0
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for i, question in enumerate(questions):
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progress(i / total_questions, desc=f"Processing query {i+1}/{total_questions}")
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try:
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start_time = time.time()
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result = sql_generator.generate_sql(question, table_headers)
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processing_time = time.time() - start_time
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output += f"**Query {i+1}:** {question}\n"
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output += f"```sql\n{result['sql_query']}\n```\n"
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output += f"Model: {result['model_used']} | Time: {processing_time:.2f}s\n\n"
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if result['status'] == 'success':
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successful_count += 1
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except Exception as e:
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output += f"**Query {i+1}:** {question}\n"
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output += f"❌ Error: {str(e)}\n\n"
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output += f"**Summary:** {successful_count}/{total_questions} queries successful"
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return output
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except Exception as e:
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# Create Gradio interface
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with gr.Blocks(title="Text-to-SQL RAG with CodeLlama", theme=gr.themes.Soft()) as demo:
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gr.Markdown("# Text-to-SQL RAG with CodeLlama")
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gr.Markdown("Generate SQL queries from natural language using **RAG (Retrieval-Augmented Generation)** and **CodeLlama** models.")
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gr.Markdown("**Features:** RAG-enhanced generation, CodeLlama integration, Vector-based retrieval, Advanced prompt engineering")
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# Add initialization status
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if sql_generator is None:
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gr.Markdown("⚠️ **Warning:** RAG system failed to initialize. Check the logs for errors.")
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else:
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gr.Markdown("✅ **Status:** RAG system initialized successfully!")
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with gr.Tab("Single Query"):
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with gr.Row():
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placeholder="e.g., id, name, salary, department",
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value="id, name, salary, department"
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)
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generate_btn = gr.Button("Generate SQL", variant="primary", size="lg")
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with gr.Column(scale=1):
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output = gr.Markdown(label="Result")
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health_btn = gr.Button("Check System Health", variant="secondary", size="lg")
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health_output = gr.Markdown(label="Health Status")
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# Event handlers - Fixed with proper function binding
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generate_btn.click(
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fn=generate_sql,
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inputs=[question_input, table_headers_input],
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health_btn.click(
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fn=check_system_health,
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inputs=[],
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outputs=health_output,
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api_name="check_health"
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)
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