reduce logging. actual training

ANNOTATE/web/app.py

@@ -130,6 +130,10 @@ class AnnotationDashboard:
             static_folder='static'
         )
         
+        # Suppress werkzeug request logs (reduce noise from polling endpoints)
+        werkzeug_logger = logging.getLogger('werkzeug')
+        werkzeug_logger.setLevel(logging.WARNING)  # Only show warnings and errors, not INFO
+        
         # Initialize Dash app (optional component)
         self.app = Dash(
             __name__,
@@ -1125,6 +1129,90 @@ class AnnotationDashboard:
                     }
                 })
         
+        # Live Training API Endpoints
+        @self.server.route('/api/live-training/start', methods=['POST'])
+        def start_live_training():
+            """Start live inference and training mode"""
+            try:
+                if not self.orchestrator:
+                    return jsonify({
+                        'success': False,
+                        'error': 'Orchestrator not available'
+                    }), 500
+                
+                if self.orchestrator.start_live_training():
+                    return jsonify({
+                        'success': True,
+                        'status': 'started',
+                        'message': 'Live training mode started'
+                    })
+                else:
+                    return jsonify({
+                        'success': False,
+                        'error': 'Failed to start live training'
+                    }), 500
+            except Exception as e:
+                logger.error(f"Error starting live training: {e}")
+                return jsonify({
+                    'success': False,
+                    'error': str(e)
+                }), 500
+        
+        @self.server.route('/api/live-training/stop', methods=['POST'])
+        def stop_live_training():
+            """Stop live inference and training mode"""
+            try:
+                if not self.orchestrator:
+                    return jsonify({
+                        'success': False,
+                        'error': 'Orchestrator not available'
+                    }), 500
+                
+                if self.orchestrator.stop_live_training():
+                    return jsonify({
+                        'success': True,
+                        'status': 'stopped',
+                        'message': 'Live training mode stopped'
+                    })
+                else:
+                    return jsonify({
+                        'success': False,
+                        'error': 'Failed to stop live training'
+                    }), 500
+            except Exception as e:
+                logger.error(f"Error stopping live training: {e}")
+                return jsonify({
+                    'success': False,
+                    'error': str(e)
+                }), 500
+        
+        @self.server.route('/api/live-training/status', methods=['GET'])
+        def get_live_training_status():
+            """Get live training status and statistics"""
+            try:
+                if not self.orchestrator:
+                    return jsonify({
+                        'success': False,
+                        'active': False,
+                        'error': 'Orchestrator not available'
+                    })
+                
+                is_active = self.orchestrator.is_live_training_active()
+                stats = self.orchestrator.get_live_training_stats() if is_active else {}
+                
+                return jsonify({
+                    'success': True,
+                    'active': is_active,
+                    'stats': stats
+                })
+            except Exception as e:
+                logger.error(f"Error getting live training status: {e}")
+                return jsonify({
+                    'success': False,
+                    'active': False,
+                    'error': str(e)
+                })
+        
         @self.server.route('/api/available-models', methods=['GET'])
         def get_available_models():
             """Get list of available models with their load status"""