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dash and training wip

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This commit is contained in:
Dobromir Popov
2025-09-02 15:30:05 +03:00
parent 443e8e746f
commit 1b54438082
14 changed files with 270 additions and 197 deletions
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103
NN/models/saved/checkpoint_metadata.json
View File

@@ -1,104 +1,3 @@
{
"decision": [
{
"checkpoint_id": "decision_20250704_082022",
"model_name": "decision",
"model_type": "decision_fusion",
"file_path": "NN\\models\\saved\\decision\\decision_20250704_082022.pt",
"created_at": "2025-07-04T08:20:22.416087",
"file_size_mb": 0.06720924377441406,
"performance_score": 102.79971076963062,
"accuracy": null,
"loss": 2.8923120591883844e-06,
"val_accuracy": null,
"val_loss": null,
"reward": null,
"pnl": null,
"epoch": null,
"training_time_hours": null,
"total_parameters": null,
"wandb_run_id": null,
"wandb_artifact_name": null
},
{
"checkpoint_id": "decision_20250704_082021",
"model_name": "decision",
"model_type": "decision_fusion",
"file_path": "NN\\models\\saved\\decision\\decision_20250704_082021.pt",
"created_at": "2025-07-04T08:20:21.900854",
"file_size_mb": 0.06720924377441406,
"performance_score": 102.79970038321,
"accuracy": null,
"loss": 2.996176877014177e-06,
"val_accuracy": null,
"val_loss": null,
"reward": null,
"pnl": null,
"epoch": null,
"training_time_hours": null,
"total_parameters": null,
"wandb_run_id": null,
"wandb_artifact_name": null
},
{
"checkpoint_id": "decision_20250704_082022",
"model_name": "decision",
"model_type": "decision_fusion",
"file_path": "NN\\models\\saved\\decision\\decision_20250704_082022.pt",
"created_at": "2025-07-04T08:20:22.294191",
"file_size_mb": 0.06720924377441406,
"performance_score": 102.79969219038436,
"accuracy": null,
"loss": 3.0781056310808756e-06,
"val_accuracy": null,
"val_loss": null,
"reward": null,
"pnl": null,
"epoch": null,
"training_time_hours": null,
"total_parameters": null,
"wandb_run_id": null,
"wandb_artifact_name": null
},
{
"checkpoint_id": "decision_20250704_134829",
"model_name": "decision",
"model_type": "decision_fusion",
"file_path": "NN\\models\\saved\\decision\\decision_20250704_134829.pt",
"created_at": "2025-07-04T13:48:29.903250",
"file_size_mb": 0.06720924377441406,
"performance_score": 102.79967532851693,
"accuracy": null,
"loss": 3.2467253719811344e-06,
"val_accuracy": null,
"val_loss": null,
"reward": null,
"pnl": null,
"epoch": null,
"training_time_hours": null,
"total_parameters": null,
"wandb_run_id": null,
"wandb_artifact_name": null
},
{
"checkpoint_id": "decision_20250704_214714",
"model_name": "decision",
"model_type": "decision_fusion",
"file_path": "NN\\models\\saved\\decision\\decision_20250704_214714.pt",
"created_at": "2025-07-04T21:47:14.427187",
"file_size_mb": 0.06720924377441406,
"performance_score": 102.79966325731509,
"accuracy": null,
"loss": 3.3674381887394134e-06,
"val_accuracy": null,
"val_loss": null,
"reward": null,
"pnl": null,
"epoch": null,
"training_time_hours": null,
"total_parameters": null,
"wandb_run_id": null,
"wandb_artifact_name": null
}
]
"decision": []
}

12
NN/training/enhanced_realtime_training.py
View File

@@ -1969,7 +1969,17 @@ class EnhancedRealtimeTrainingSystem:
self.last_prediction_time[symbol] = int(current_time)
logger.info(f"Forward DQN prediction: {symbol} action={['BUY','SELL','HOLD'][action]} confidence={confidence:.2f} target={target_time.strftime('%H:%M:%S')}")
# Robust action labeling
if action is None:
action_label = 'HOLD'
elif action == 0:
action_label = 'SELL'
elif action == 1:
action_label = 'BUY'
else:
action_label = 'UNKNOWN'
logger.info(f"Forward DQN prediction: {symbol} action={action_label} confidence={confidence:.2f} target={target_time.strftime('%H:%M:%S')}")
except Exception as e:
logger.error(f"Error generating forward DQN prediction: {e}")