├── .gitignore ├── README.md ├── __init__.py ├── data_formatters ├── __init__.py ├── base.py ├── electricity.py ├── favorita.py ├── traffic.py └── volatility.py ├── dataset_analysis_images ├── Electricity_Dataset_Additive.png ├── Grocery_Dataset_Additive.png ├── Traffic_Dataset_Additive.png └── Volatility_Dataset_Additive.png ├── electricity_dataset_experiments ├── Huber_Experiment.py ├── LogCosh_Experiment.py ├── MAE_Experiment.py ├── MAPE_Experiment.py ├── MBE_Experiment.py ├── MSE_Experiment.py ├── MSLE_Experiment.py ├── NRMSE_Experiment.py ├── Quantile_Experiment.py ├── RAE_Experiment.py ├── RMSE_Experiment.py ├── RMSLE_Experiment.py ├── RRMSE_Experiment.py ├── RSE_Experiment.py ├── __init__.py ├── electricity_dataset_experiments.json └── running_experiments.py ├── expt_settings ├── __init__.py └── configs.py ├── favorita_dataset_experiments ├── Huber_Experiment.py ├── LogCosh_Experiment.py ├── MAE_Experiment.py ├── MAPE_Experiment.py ├── MBE_Experiment.py ├── MSE_Experiment.py ├── MSLE_Experiment.py ├── NRMSE_Experiment.py ├── Quantile_Experiment.py ├── RAE_Experiment.py ├── RMSE_Experiment.py ├── RMSLE_Experiment.py ├── RRMSE_Experiment.py ├── RSE_Experiment.py ├── __init__.py ├── favorita_dataset_experiments.json └── running_experiments.py ├── libs ├── __init__.py ├── hyperparam_opt.py ├── tft_model.py ├── tft_model_huber_loss.py ├── tft_model_log_cosh.py ├── tft_model_mae_loss.py ├── tft_model_mape_loss.py ├── tft_model_mbe_loss.py ├── tft_model_mse_loss.py ├── tft_model_msle_loss.py ├── tft_model_nrmse_loss.py ├── tft_model_quantile_loss.py ├── tft_model_rae_loss.py ├── tft_model_rmse_loss.py ├── tft_model_rmsle_loss.py ├── tft_model_rrmse_loss.py ├── tft_model_rse_loss.py └── utils.py ├── loss_functions_plots ├── Huber-Loss.png ├── LogCosh-Loss.png ├── Loss-Functions-Summary.png ├── MAE-Loss.png ├── MAPE-Loss.png ├── MBE-Loss.png ├── MSE-Loss.png ├── NRMSE-Loss.png ├── Quantile-Loss.png ├── RAE-Loss.png ├── RMSE-Loss.png ├── RMSLE-Loss.png ├── RRMSE-Loss.png └── RSE-Loss.png ├── requirements.txt ├── script_download_data.py ├── script_hyperparam_opt.py ├── script_train_fixed_params.py ├── traffic_dataset_experiments ├── Huber_Experiment.py ├── LogCosh_Experiment.py ├── MAE_Experiment.py ├── MAPE_Experiment.py ├── MBE_Experiment.py ├── MSE_Experiment.py ├── MSLE_Experiment.py ├── NRMSE_Experiment.py ├── Quantile_Experiment.py ├── RAE_Experiment.py ├── RMSE_Experiment.py ├── RMSLE_Experiment.py ├── RRMSE_Experiment.py ├── RSE_Experiment.py ├── __init__.py ├── running_experiments.py └── traffic_dataset_experiments.json └── volatility_dataset_experiments ├── Huber_Experiment.py ├── LogCosh_Experiment.py ├── MAE_Experiment.py ├── MAPE_Experiment.py ├── MBE_Experiment.py ├── MSE_Experiment.py ├── MSLE_Experiment.py ├── NRMSE_Experiment.py ├── Quantile_Experiment.py ├── RAE_Experiment.py ├── RMSE_Experiment.py ├── RMSLE_Experiment.py ├── RRMSE_Experiment.py ├── RSE_Experiment.py ├── __init__.py ├── running_experiments.py └── 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