removed COB 400M Model, text data stream wip
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@@ -341,11 +341,11 @@ class TradingOrchestrator:
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logger.warning("Extrema trainer not available")
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self.extrema_trainer = None
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# COB RL functionality is now integrated into the Enhanced CNN model
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# The Enhanced CNN already receives COB data and has microstructure attention
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# This eliminates redundancy and improves context integration
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logger.info("COB RL functionality integrated into Enhanced CNN - no separate model needed")
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self.cob_rl_agent = None # Deprecated in favor of Enhanced CNN integration
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# COB RL Model REMOVED - See COB_MODEL_ARCHITECTURE_DOCUMENTATION.md
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# Reason: Need quality COB data first before evaluating massive parameter benefit
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# Will recreate improved version when COB data pipeline is fixed
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logger.info("COB RL model removed - focusing on COB data quality first")
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self.cob_rl_agent = None
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# Initialize TRANSFORMER Model
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try:
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@@ -488,9 +488,9 @@ class TradingOrchestrator:
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except Exception as e:
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logger.error(f"Failed to register Extrema Trainer: {e}")
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# COB RL functionality is now integrated into Enhanced CNN
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# No separate registration needed - COB analysis is part of CNN microstructure attention
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logger.info("COB RL functionality integrated into Enhanced CNN - no separate registration needed")
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# COB RL Model registration removed - model was removed for cleanup
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# See COB_MODEL_ARCHITECTURE_DOCUMENTATION.md for recreation details
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logger.info("COB RL model registration skipped - model removed pending COB data quality improvements")
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# Register Transformer Model
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if hasattr(self, 'transformer_model') and self.transformer_model:
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@@ -548,7 +548,7 @@ class TradingOrchestrator:
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# Normalize weights after all registrations
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self._normalize_weights()
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logger.info(f"Current model weights: {self.model_weights}")
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logger.info("COB_RL consolidation completed - Enhanced CNN now handles microstructure analysis")
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logger.info("COB_RL model removed - cleaner architecture pending COB data quality fixes")
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except Exception as e:
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logger.error(f"Error initializing ML models: {e}")
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