anotation system operational
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@@ -62,16 +62,56 @@ class TrainingSimulator:
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def load_model(self, model_name: str):
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"""Load model from orchestrator"""
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if model_name in self.model_cache:
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logger.info(f"Using cached model: {model_name}")
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return self.model_cache[model_name]
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if not self.orchestrator:
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logger.error("Orchestrator not available")
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return None
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# Get model from orchestrator
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# This will be implemented when we integrate with actual models
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logger.info(f"Loading model: {model_name}")
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return None
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try:
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# Get model from orchestrator based on name
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model = None
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if model_name == "StandardizedCNN" or model_name == "CNN":
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model = self.orchestrator.cnn_model
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elif model_name == "DQN":
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model = self.orchestrator.rl_agent
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elif model_name == "Transformer":
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model = self.orchestrator.primary_transformer
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elif model_name == "COB":
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model = self.orchestrator.cob_rl_agent
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if model:
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self.model_cache[model_name] = model
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logger.info(f"Loaded model: {model_name}")
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return model
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else:
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logger.warning(f"Model not found: {model_name}")
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return None
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except Exception as e:
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logger.error(f"Error loading model {model_name}: {e}")
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return None
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def get_available_models(self) -> List[str]:
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"""Get list of available models from orchestrator"""
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if not self.orchestrator:
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return []
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available = []
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if self.orchestrator.cnn_model:
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available.append("StandardizedCNN")
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if self.orchestrator.rl_agent:
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available.append("DQN")
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if self.orchestrator.primary_transformer:
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available.append("Transformer")
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if self.orchestrator.cob_rl_agent:
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available.append("COB")
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logger.info(f"Available models: {available}")
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return available
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def start_training(self, model_name: str, test_cases: List[Dict]) -> str:
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"""Start training session with test cases"""
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