Update main.py

main.py

@@ -143,17 +143,9 @@ def main():
                 with st.expander(f"{student_name} Decision Tree", expanded=False):
                     st.graphviz_chart(tree_diagram.source)
 
-            # # Prepare input for the language model
-            # llm_input = ai_analysis.prepare_llm_input(student_metrics_df)
-
-            # # Generate Notes and Recommendations using LLM
-            # with st.spinner("Generating MTSS.ai analysis..."):
-            #     # recommendations = ai_analysis.prompt_response_from_hf_llm(llm_input)
-            #     recommendations = ai_analysis.prompt_response_from_mistral_llm(llm_input)
-
             # Generate Notes and Recommendations using LLM
             if st.session_state.ai_recommendations is None:
-                with st.spinner("Generating MTSS.ai analysis..."):
+                with st.spinner("Generating MTSS.ai Analysis..."):
                     llm_input = ai_analysis.prepare_llm_input(student_metrics_df)
                     # recommendations = ai_analysis.prompt_response_from_hf_llm(llm_input)
                     recommendations = ai_analysis.prompt_response_from_mistral_llm(llm_input)
@@ -168,20 +160,6 @@ def main():
             # ai_analysis.download_llm_output(recommendations, "MTSSai_Report.txt")
             ai_analysis.download_llm_output(st.session_state.ai_recommendations, "MTSSai_Report.txt")
 
-            # # Generate the PDF Report
-            # report_gen = ReportGenerator()
-            # combined_pdf = report_gen.create_combined_pdf(intervention_fig, student_metrics_fig, recommendations)
-        
-            # # Add the download button
-            # st.download_button(
-            #     label="Download Combined Report (PDF)",
-            #     data=combined_pdf,
-            #     file_name="combined_report.pdf",
-            #     mime="application/pdf",
-            #     icon="📄", 
-            #     use_container_width=True
-            # )
-
             # Generate the PDF Report using the stored recommendations
             report_gen = ReportGenerator()
             combined_pdf = report_gen.create_combined_pdf(