├── LICENSE ├── ModernTCN-Long-term-forecasting ├── data_provider │ ├── data_factory.py │ └── data_loader.py ├── exp │ ├── exp_ModernTCN.py │ └── exp_basic.py ├── layers │ └── RevIN.py ├── models │ ├── ModernTCN.py │ └── ModernTCN_Layer.py ├── run.py ├── scripts │ ├── ECL.sh │ ├── ETTh1.sh │ ├── ETTh2.sh │ ├── ETTm1.sh │ ├── ETTm2.sh │ ├── Exchange.sh │ ├── ILI.sh │ ├── traffic.sh │ └── weather.sh └── utils │ ├── masking.py │ ├── metrics.py │ ├── str2bool.py │ ├── timefeatures.py │ └── tools.py ├── ModernTCN-classification ├── data_provider │ ├── __init__.py │ ├── data_factory.py │ ├── data_loader.py │ ├── m4.py │ └── uea.py ├── exp │ ├── exp_basic.py │ └── exp_classification.py ├── layers │ └── RevIN.py ├── models │ ├── ModernTCN.py │ └── ModernTCN_Layer.py ├── run.py ├── scripts │ └── classification.sh └── utils │ ├── losses.py │ ├── m4_summary.py │ ├── masking.py │ ├── metrics.py │ ├── str2bool.py │ ├── timefeatures.py │ └── tools.py ├── ModernTCN-detection ├── data_provider │ ├── __init__.py │ ├── data_factory.py │ ├── data_loader.py │ ├── m4.py │ └── uea.py ├── exp │ ├── exp_anomaly_detection.py │ └── exp_basic.py ├── layers │ └── RevIN.py ├── models │ ├── ModernTCN.py │ └── ModernTCN_Layer.py ├── run.py ├── scripts │ ├── MSL.sh │ ├── PSM.sh │ ├── SMAP.sh │ ├── SMD.sh │ └── SWaT.sh └── utils │ ├── losses.py │ ├── m4_summary.py │ ├── masking.py │ ├── metrics.py │ ├── metrics_imputation.py │ ├── str2bool.py │ ├── timefeatures.py │ └── tools.py ├── ModernTCN-imputation ├── data_provider │ ├── __init__.py │ ├── data_factory.py │ ├── data_loader.py │ ├── m4.py │ └── uea.py ├── exp │ ├── exp_basic.py │ └── exp_imputation.py ├── layers │ ├── RevIN.py │ └── RevIN_mask.py ├── models │ ├── ModernTCN.py │ └── ModernTCN_Layer.py ├── run.py ├── scripts │ ├── ECL.sh │ ├── ETTh1.sh │ ├── ETTh2.sh │ ├── ETTm1.sh │ ├── ETTm2.sh │ └── weather.sh └── utils │ ├── losses.py │ ├── m4_summary.py │ ├── masking.py │ ├── metrics.py │ ├── metrics_imputation.py │ ├── str2bool.py │ ├── timefeatures.py │ └── tools.py ├── ModernTCN-short-term ├── data_provider │ ├── __init__.py │ ├── data_factory.py │ ├── data_loader.py │ ├── m4.py │ └── uea.py ├── exp │ ├── exp_basic.py │ └── exp_short_term_forecasting.py ├── layers │ └── RevIN.py ├── models │ ├── ModernTCN.py │ └── ModernTCN_Layer.py ├── run.py ├── scripts │ └── M4.sh └── utils │ ├── losses.py │ ├── m4_summary.py │ ├── masking.py │ ├── metrics.py │ ├── str2bool.py │ ├── timefeatures.py │ └── tools.py ├── README.md ├── fig ├── fig_block.png ├── fig_erf.png └── fig_mainresult.png └── requirements.txt /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luodhhh/ModernTCN/HEAD/LICENSE -------------------------------------------------------------------------------- /ModernTCN-Long-term-forecasting/data_provider/data_factory.py: -------------------------------------------------------------------------------- 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