ETS integration and UI

web/clean_dashboard.py

@@ -1912,6 +1912,22 @@ class CleanTradingDashboard:
             logger.warning(f"Error getting COB snapshot for {symbol}: {e}")
             return None
     
+    def _get_enhanced_training_stats(self) -> Dict[str, Any]:
+        """Get enhanced training statistics from the training system and orchestrator"""
+        try:
+            # First try to get stats from orchestrator (preferred - has integration data)
+            if self.orchestrator and hasattr(self.orchestrator, 'get_enhanced_training_stats'):
+                return self.orchestrator.get_enhanced_training_stats()
+            
+            # Fallback to training system directly
+            if hasattr(self, 'training_system') and self.training_system:
+                return self.training_system.get_training_statistics()
+            
+            return {}
+        except Exception as e:
+            logger.debug(f"Error getting enhanced training stats: {e}")
+            return {}
+    
     def _get_training_metrics(self) -> Dict:
         """Get training metrics from unified orchestrator - using orchestrator as SSOT"""
         try:
@@ -1945,6 +1961,9 @@ class CleanTradingDashboard:
             latest_predictions = self._get_latest_model_predictions()
             cnn_prediction = self._get_cnn_pivot_prediction()
             
+            # Get enhanced training statistics if available
+            enhanced_training_stats = self._get_enhanced_training_stats()
+            
             # Helper function to safely calculate improvement percentage
             def safe_improvement_calc(initial, current, default_improvement=0.0):
                 try:
@@ -2346,6 +2365,9 @@ class CleanTradingDashboard:
                 'decision_model_active': decision_active
             }
             
+            # Add enhanced training statistics
+            metrics['enhanced_training_stats'] = enhanced_training_stats
+            
             return metrics
                     
         except Exception as e: