├── .gitattributes ├── .gitignore ├── Figures ├── Figure2.png ├── Figure3.png ├── Figure4.png ├── Figure6.png ├── Table2.png ├── Table4.png ├── Table5.png └── Table6.png ├── LICENSE ├── README.md ├── acf_plot.ipynb ├── checkpoints ├── ETTm1_96_96_CycleNet_ETTm1_ftM_sl96_pl96_cycle96_linear_seed2024 │ └── checkpoint.pth ├── Electricity_96_96_CycleNet_custom_ftM_sl96_pl96_cycle168_linear_seed2024 │ └── checkpoint.pth ├── Solar_96_96_CycleNet_Solar_ftM_sl96_pl96_cycle144_linear_seed2024 │ └── checkpoint.pth ├── traffic_96_96_CycleNet_custom_ftM_sl96_pl96_cycle168_linear_seed2024 │ └── checkpoint.pth └── weather_96_96_CycleNet_custom_ftM_sl96_pl96_cycle144_linear_seed2024 │ └── checkpoint.pth ├── data_provider ├── data_factory.py └── data_loader.py ├── exp ├── exp_basic.py └── exp_main.py ├── layers ├── AutoCorrelation.py ├── Autoformer_EncDec.py ├── Embed.py ├── PatchTST_backbone.py ├── PatchTST_layers.py ├── RevIN.py ├── SelfAttention_Family.py └── Transformer_EncDec.py ├── models ├── Autoformer.py ├── CycleNet.py ├── CycleiTransformer.py ├── DLinear.py ├── Informer.py ├── LDLinear.py ├── Linear.py ├── NLinear.py ├── PatchTST.py ├── RLinear.py ├── RMLP.py ├── SegRNN.py ├── SparseTSF.py └── Transformer.py ├── requirements.txt ├── result.txt ├── run.py ├── run_main.sh ├── run_pems.sh ├── run_std.sh ├── scripts ├── CycleNet │ ├── Linear-Input-336 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── solar.sh │ │ ├── traffic.sh │ │ └── weather.sh │ ├── Linear-Input-720 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── solar.sh │ │ ├── traffic.sh │ │ └── weather.sh │ ├── Linear-Input-96 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── solar.sh │ │ ├── traffic.sh │ │ └── weather.sh │ ├── MLP-Input-336 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── solar.sh │ │ ├── traffic.sh │ │ └── weather.sh │ ├── MLP-Input-720 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── solar.sh │ │ ├── traffic.sh │ │ └── weather.sh │ ├── MLP-Input-96 │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── solar.sh │ │ ├── traffic.sh │ │ └── weather.sh │ ├── PEMS │ │ ├── pems03.sh │ │ ├── pems04.sh │ │ ├── pems07.sh │ │ └── pems08.sh │ └── STD │ │ ├── CycleNet.sh │ │ ├── DLinear.sh │ │ ├── LDLinear.sh │ │ ├── Linear.sh │ │ └── SparseTSF.sh └── iTransformer │ ├── electricity.sh │ └── traffic.sh ├── utils ├── masking.py ├── metrics.py ├── timefeatures.py └── tools.py └── visualization.ipynb /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ACAT-SCUT/CycleNet/HEAD/.gitattributes -------------------------------------------------------------------------------- /.gitignore: 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