├── .gitignore ├── Formers ├── Autoformer.sh ├── FEDformer │ ├── LICENSE │ ├── README.md │ ├── data_provider │ │ ├── data_factory.py │ │ └── data_loader.py │ ├── exp │ │ ├── exp_basic.py │ │ └── exp_main.py │ ├── layers │ │ ├── AutoCorrelation.py │ │ ├── Autoformer_EncDec.py │ │ ├── Embed.py │ │ ├── FourierCorrelation.py │ │ ├── MultiWaveletCorrelation.py │ │ ├── SelfAttention_Family.py │ │ ├── Transformer_EncDec.py │ │ └── utils.py │ ├── models │ │ ├── Autoformer.py │ │ ├── FEDformer.py │ │ ├── Informer.py │ │ └── Transformer.py │ ├── run.py │ ├── scripts │ │ ├── LongForecasting.sh │ │ └── LookBackWindow.sh │ └── utils │ │ ├── masking.py │ │ ├── metrics.py │ │ ├── timefeatures.py │ │ └── tools.py ├── Informer.sh ├── Pyraformer │ ├── LEGAL.md │ ├── LICENSE │ ├── README.md │ ├── data_loader.py │ ├── long_range_main.py │ ├── preprocess_elect.py │ ├── preprocess_flow.py │ ├── preprocess_wind.py │ ├── pyraformer │ │ ├── Layers.py │ │ ├── Modules.py │ │ ├── PAM_TVM.py │ │ ├── Pyraformer_LR.py │ │ ├── Pyraformer_SS.py │ │ ├── SubLayers.py │ │ ├── embed.py │ │ ├── graph_attention.py │ │ └── hierarchical_mm_tvm.py │ ├── requirements.txt │ ├── scripts │ │ ├── LongForecasting.sh │ │ └── LookBackWindow.sh │ ├── simulate_sin.py │ ├── single_step_main.py │ └── utils │ │ ├── timefeatures.py │ │ └── tools.py └── Transformer.sh ├── LICENSE ├── README.md ├── assest └── result.png ├── data_provider ├── data_factory.py └── data_loader.py ├── exp ├── exp_basic.py └── exp_main.py ├── layers ├── AutoCorrelation.py ├── Autoformer_EncDec.py ├── Embed.py ├── PDF_backbone.py ├── PDF_layers.py ├── PatchTST_backbone.py ├── PatchTST_layers.py ├── RevIN.py ├── SelfAttention_Family.py └── Transformer_EncDec.py ├── models ├── Autoformer.py ├── DLinear.py ├── Informer.py ├── Linear.py ├── NLinear.py ├── PDF.py ├── PatchTST.py ├── Stat_models.py └── Transformer.py ├── requirements.txt ├── run_longExp.py ├── scripts ├── Linear │ ├── electricity.sh │ ├── etth1.sh │ ├── etth2.sh │ ├── ettm1.sh │ ├── ettm2.sh │ ├── exchange_rate.sh │ ├── ili.sh │ ├── traffic.sh │ ├── univariate │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ └── ettm2.sh │ └── weather.sh ├── PDF │ ├── 336 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── traffic.sh │ │ ├── univariate │ │ │ ├── etth1.sh │ │ │ ├── etth2.sh │ │ │ ├── ettm1.sh │ │ │ └── ettm2.sh │ │ └── weather.sh │ └── 720 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── traffic.sh │ │ ├── univariate │ │ ├── etth1_720.sh │ │ ├── etth2_720.sh │ │ ├── ettm1_720.sh │ │ └── ettm2_720.sh │ │ └── weather.sh └── PatchTST │ ├── electricity.sh │ ├── etth1.sh │ ├── etth2.sh │ ├── ettm1.sh │ ├── ettm2.sh │ ├── illness.sh │ ├── traffic.sh │ ├── univariate │ ├── etth1.sh │ ├── etth2.sh │ ├── ettm1.sh │ └── ettm2.sh │ └── weather.sh └── utils ├── masking.py ├── metrics.py ├── timefeatures.py └── tools.py /.gitignore: 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