stability
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@ -74,6 +74,11 @@ class COBIntegration:
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self.cob_signals[symbol] = []
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self.liquidity_alerts[symbol] = []
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self.arbitrage_opportunities[symbol] = []
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# Idempotence and task tracking
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self._started: bool = False
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self._analysis_task: Optional[asyncio.Task] = None
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self._signal_task: Optional[asyncio.Task] = None
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logger.info("COB Integration initialized with Enhanced WebSocket support")
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logger.info(f"Symbols: {self.symbols}")
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@ -81,6 +86,11 @@ class COBIntegration:
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async def start(self):
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"""Start COB integration with Enhanced WebSocket"""
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logger.info(" Starting COB Integration with Enhanced WebSocket")
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# Prevent duplicate start
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if self._started:
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logger.warning("COB Integration already started - skipping duplicate start")
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return
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# Initialize Enhanced WebSocket first
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try:
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@ -106,11 +116,14 @@ class COBIntegration:
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# Set cob_provider to None to indicate we're using Enhanced WebSocket only
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self.cob_provider = None
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# Start analysis threads
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asyncio.create_task(self._continuous_cob_analysis())
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asyncio.create_task(self._continuous_signal_generation())
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# Start analysis threads (store tasks; avoid duplicates)
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if self._analysis_task is None or self._analysis_task.done():
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self._analysis_task = asyncio.create_task(self._continuous_cob_analysis())
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if self._signal_task is None or self._signal_task.done():
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self._signal_task = asyncio.create_task(self._continuous_signal_generation())
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logger.info(" COB Integration started successfully with Enhanced WebSocket")
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self._started = True
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async def _on_enhanced_cob_update(self, symbol: str, cob_data: Dict):
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"""Handle COB updates from Enhanced WebSocket"""
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@ -854,9 +867,7 @@ class COBIntegration:
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def _initialize_cob_integration(self):
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"""Initialize COB integration with high-frequency data handling"""
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logger.info("Initializing COB integration...")
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if not COB_INTEGRATION_AVAILABLE:
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logger.warning("COB integration not available - skipping initialization")
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return
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# Proceed without external feature flag; availability handled by exceptions
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try:
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if not hasattr(self.orchestrator, 'cob_integration') or self.orchestrator.cob_integration is None:
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@ -175,6 +175,11 @@ class EnhancedCOBWebSocket:
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async def start(self):
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"""Start COB WebSocket connections"""
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logger.info("Starting Enhanced COB WebSocket system")
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# Idempotence guard: avoid spawning duplicate tasks if already started
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if any(task for task in self.websocket_tasks.values() if task and not task.done()):
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logger.warning("Enhanced COB WebSocket already started - skipping duplicate start")
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return
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# Initialize REST session for fallback
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await self._init_rest_session()
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@ -386,9 +391,12 @@ class EnhancedCOBWebSocket:
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await self._start_rest_fallback(symbol)
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return
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# Cancel existing task if running
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if symbol in self.websocket_tasks and not self.websocket_tasks[symbol].done():
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self.websocket_tasks[symbol].cancel()
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# If a task exists and is still running, do not spawn another
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if symbol in self.websocket_tasks:
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existing = self.websocket_tasks[symbol]
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if existing and not existing.done():
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logger.warning(f"WebSocket task already running for {symbol} - skipping restart")
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return
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# Start new WebSocket task
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self.websocket_tasks[symbol] = asyncio.create_task(
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@ -3406,7 +3406,7 @@ class TradingOrchestrator:
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"""Evaluate prediction outcome and train model"""
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try:
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model_name = record["model_name"]
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prediction = record["prediction"]
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prediction = record.get("prediction") or {}
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timestamp = record["timestamp"]
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# Convert timestamp string back to datetime if needed
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@ -3451,10 +3451,8 @@ class TradingOrchestrator:
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return
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# Enhanced reward system based on prediction confidence and price movement magnitude
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predicted_action = prediction["action"]
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prediction_confidence = prediction.get(
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"confidence", 0.5
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) # Default to 0.5 if missing
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predicted_action = prediction.get("action", "HOLD")
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prediction_confidence = prediction.get("confidence", 0.5)
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# Calculate sophisticated reward based on multiple factors
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current_pnl = self._get_current_position_pnl(symbol)
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