Update app.py

app.py

@@ -331,7 +331,7 @@ Provide:
             recommendations.append("- Develop strategies to accelerate revenue growth")
             recommendations.append("- Consider strategic acquisitions or new market entry")
         
-            return "Key Recommendations:\n" + "\n".join(recommendations)
+        return "Key Recommendations:\n" + "\n".join(recommendations)
 
     def analyze_financials(self, balance_sheet_file, income_stmt_file):
         """Main analysis function"""
@@ -391,7 +391,7 @@ Provide:
             return f"Error in analysis: {str(e)}\n\nDetails: {type(e).__name__}"
 
     def fine_tune_models(self, train_texts, train_labels, epochs=3):
-            """Fine-tune the model with custom data"""
+        """Fine-tune the model with custom data"""
         try:
             # Prepare dataset
             train_dataset = FinancialDataset(train_texts, train_labels, self.llama_tokenizer)
@@ -412,9 +412,9 @@ Provide:
 
             # Initialize trainer
             trainer = Trainer(
-                    model=self.llama_model,
-                    args=training_args,
-                    train_dataset=train_dataset
+                model=self.llama_model,
+                args=training_args,
+                train_dataset=train_dataset
             )
 
             # Fine-tune the model
@@ -429,7 +429,6 @@ Provide:
             print(f"Error in fine-tuning: {str(e)}")
 
 
-
 def create_interface():
     analyzer = FinancialAnalyzer()