stability

core/cob_integration.py

@@ -74,6 +74,11 @@ class COBIntegration:
             self.cob_signals[symbol] = []
             self.liquidity_alerts[symbol] = []
             self.arbitrage_opportunities[symbol] = []
+
+        # Idempotence and task tracking
+        self._started: bool = False
+        self._analysis_task: Optional[asyncio.Task] = None
+        self._signal_task: Optional[asyncio.Task] = None
         
         logger.info("COB Integration initialized with Enhanced WebSocket support")
         logger.info(f"Symbols: {self.symbols}")
@@ -81,6 +86,11 @@ class COBIntegration:
     async def start(self):
         """Start COB integration with Enhanced WebSocket"""
         logger.info(" Starting COB Integration with Enhanced WebSocket")
+
+        # Prevent duplicate start
+        if self._started:
+            logger.warning("COB Integration already started - skipping duplicate start")
+            return
         
         # Initialize Enhanced WebSocket first
         try:
@@ -106,11 +116,14 @@ class COBIntegration:
         # Set cob_provider to None to indicate we're using Enhanced WebSocket only
         self.cob_provider = None
         
-        # Start analysis threads
+        # Start analysis threads (store tasks; avoid duplicates)
-        asyncio.create_task(self._continuous_cob_analysis())
+        if self._analysis_task is None or self._analysis_task.done():
-        asyncio.create_task(self._continuous_signal_generation())
+            self._analysis_task = asyncio.create_task(self._continuous_cob_analysis())
+        if self._signal_task is None or self._signal_task.done():
+            self._signal_task = asyncio.create_task(self._continuous_signal_generation())
         
         logger.info(" COB Integration started successfully with Enhanced WebSocket")
+        self._started = True
     
     async def _on_enhanced_cob_update(self, symbol: str, cob_data: Dict):
         """Handle COB updates from Enhanced WebSocket"""
@@ -854,9 +867,7 @@ class COBIntegration:
     def _initialize_cob_integration(self):
         """Initialize COB integration with high-frequency data handling"""
         logger.info("Initializing COB integration...")
-        if not COB_INTEGRATION_AVAILABLE:
+        # Proceed without external feature flag; availability handled by exceptions
-            logger.warning("COB integration not available - skipping initialization")
-            return
         
         try:
             if not hasattr(self.orchestrator, 'cob_integration') or self.orchestrator.cob_integration is None:

core/enhanced_cob_websocket.py

@@ -175,6 +175,11 @@ class EnhancedCOBWebSocket:
     async def start(self):
         """Start COB WebSocket connections"""
         logger.info("Starting Enhanced COB WebSocket system")
+
+        # Idempotence guard: avoid spawning duplicate tasks if already started
+        if any(task for task in self.websocket_tasks.values() if task and not task.done()):
+            logger.warning("Enhanced COB WebSocket already started - skipping duplicate start")
+            return
         
         # Initialize REST session for fallback
         await self._init_rest_session()
@@ -386,9 +391,12 @@ class EnhancedCOBWebSocket:
             await self._start_rest_fallback(symbol)
             return
         
-        # Cancel existing task if running
+        # If a task exists and is still running, do not spawn another
-        if symbol in self.websocket_tasks and not self.websocket_tasks[symbol].done():
+        if symbol in self.websocket_tasks:
-            self.websocket_tasks[symbol].cancel()
+            existing = self.websocket_tasks[symbol]
+            if existing and not existing.done():
+                logger.warning(f"WebSocket task already running for {symbol} - skipping restart")
+                return
         
         # Start new WebSocket task
         self.websocket_tasks[symbol] = asyncio.create_task(

core/orchestrator.py

@@ -3406,7 +3406,7 @@ class TradingOrchestrator:
         """Evaluate prediction outcome and train model"""
         try:
             model_name = record["model_name"]
-            prediction = record["prediction"]
+            prediction = record.get("prediction") or {}
             timestamp = record["timestamp"]
 
             # Convert timestamp string back to datetime if needed
@@ -3451,10 +3451,8 @@ class TradingOrchestrator:
                     return
 
             # Enhanced reward system based on prediction confidence and price movement magnitude
-            predicted_action = prediction["action"]
+            predicted_action = prediction.get("action", "HOLD")
-            prediction_confidence = prediction.get(
+            prediction_confidence = prediction.get("confidence", 0.5)
-                "confidence", 0.5
-            )  # Default to 0.5 if missing
 
             # Calculate sophisticated reward based on multiple factors
             current_pnl = self._get_current_position_pnl(symbol)

run_clean_dashboard.py

@@ -1,4 +1,5 @@
 import logging
+import os
 from core.config import setup_logging, get_config
 from core.trading_executor import TradingExecutor
 from core.orchestrator import TradingOrchestrator
@@ -6,6 +7,9 @@ from core.standardized_data_provider import StandardizedDataProvider
 from web.clean_dashboard import CleanTradingDashboard
 
 def main():
+    # Mitigate OpenMP duplicate runtime crash on Windows by allowing duplicates
+    # This avoids hard crashes from multiple linked OpenMP runtimes.
+    os.environ.setdefault('KMP_DUPLICATE_LIB_OK', 'TRUE')
     setup_logging()
     cfg = get_config()