integrating new CNN model

core/orchestrator.py

@@ -289,11 +289,9 @@ class TradingOrchestrator:
             
             # Initialize CNN Model
             try:
-                from NN.models.enhanced_cnn import EnhancedCNN
+                from NN.models.standardized_cnn import StandardizedCNN
                 
-                cnn_input_shape = self.config.cnn.get('input_shape', 100)
-                cnn_n_actions = self.config.cnn.get('n_actions', 3)
-                self.cnn_model = EnhancedCNN(input_shape=cnn_input_shape, n_actions=cnn_n_actions)
+                self.cnn_model = StandardizedCNN()
                 self.cnn_model.to(self.device) # Move CNN model to the determined device
                 self.cnn_optimizer = optim.Adam(self.cnn_model.parameters(), lr=0.001)  # Initialize optimizer for CNN
 
@@ -325,8 +323,8 @@ class TradingOrchestrator:
                 logger.info("Enhanced CNN model initialized")
             except ImportError:
                 try:
-                    from NN.models.cnn_model import CNNModel
-                    self.cnn_model = CNNModel()
+                    from NN.models.standardized_cnn import StandardizedCNN
+                    self.cnn_model = StandardizedCNN()
                     self.cnn_model.to(self.device) # Move basic CNN model to the determined device
                     self.cnn_optimizer = optim.Adam(self.cnn_model.parameters(), lr=0.001) # Initialize optimizer for basic CNN