├── .gitignore ├── LICENSE ├── README.md ├── data_provider ├── __init__.py ├── data_factory.py └── data_loader.py ├── dataset ├── ETT-small │ ├── ETTh1.csv │ ├── ETTh2.csv │ ├── ETTm1.csv │ └── ETTm2.csv ├── electricity │ └── .gitignore ├── exchange_rate │ └── exchange_rate.csv ├── illness │ └── national_illness.csv ├── traffic │ └── .gitignore └── weather │ └── weather.csv ├── exp ├── __init__.py ├── exp_basic.py ├── exp_long_term_forecasting.py └── exp_long_term_forecasting_with_AutoCon.py ├── layers ├── AutoCorrelation.py ├── Autoformer_EncDec.py ├── Conv_Blocks.py ├── Crossformer_EncDec.py ├── ETSformer_EncDec.py ├── Embed.py ├── FourierCorrelation.py ├── MultiWaveletCorrelation.py ├── Pyraformer_EncDec.py ├── SelfAttention_Family.py ├── Transformer_EncDec.py ├── __init__.py ├── dilated_conv.py └── losses.py ├── models ├── AutoConCI.py ├── AutoConNet.py ├── Autoformer.py ├── Crossformer.py ├── DLinear.py ├── ETSformer.py ├── FEDformer.py ├── FiLM.py ├── Informer.py ├── LightTS.py ├── MICN.py ├── NLinear.py ├── Nonstationary_Transformer.py ├── PatchTST.py ├── Pyraformer.py ├── TimesNet.py ├── Transformer.py └── __init__.py ├── pic └── dataset.png ├── reproducibility ├── Table1-Extended-long-term-forecasting │ ├── ETTh1-O-1440.log │ ├── ETTh1-O-2160.log │ ├── ETTh1-O-720.log │ ├── ETTh1-O-96.log │ ├── ETTh2-O-1440.log │ ├── ETTh2-O-2160.log │ ├── ETTh2-O-720.log │ ├── ETTh2-O-96.log │ ├── Electricity-O-1440.log │ ├── Electricity-O-2160.log │ ├── Electricity-O-720.log │ ├── Electricity-O-96.log │ ├── Traffic-O-1440.log │ ├── Traffic-O-2160.log │ ├── Traffic-O-720.log │ ├── Traffic-O-96.log │ ├── Weather-O-1440.log │ ├── Weather-O-2160.log │ ├── Weather-O-720.log │ ├── Weather-O-96.log │ ├── exchange_rate-O-1080.log │ ├── exchange_rate-O-360.log │ ├── exchange_rate-O-48.log │ ├── exchange_rate-O-720.log │ ├── illness-O-112.log │ ├── illness-O-14.log │ ├── illness-O-28.log │ └── illness-O-56.log └── Table2-Multivariate-Forecasting-on-ETT │ ├── ETTh1-O-96-720.log │ ├── ETTh2-O-96-720.log │ ├── ETTm1-O-96-720.log │ └── ETTm2-O-96-720.log ├── run.py ├── scripts ├── AutoCon_ETTh1.sh ├── AutoCon_ETTh2.sh ├── AutoCon_ETTm1.sh ├── AutoCon_ETTm2.sh ├── AutoCon_Electricity.sh ├── AutoCon_Exchange.sh ├── AutoCon_Illines.sh ├── AutoCon_Traffic.sh ├── AutoCon_Weather.sh ├── AutoCon_mul_ETT.sh └── long_term_forecast │ ├── ECL_script │ ├── Autoformer.sh │ ├── Crossformer.sh │ ├── DLinear.sh │ ├── ETSformer.sh │ ├── FEDformer.sh │ ├── FiLM.sh │ ├── Informer.sh │ ├── LightTS.sh │ ├── MICN.sh │ ├── Nonstationary_Transformer.sh │ ├── PatchTST.sh │ ├── Pyraformer.sh │ ├── Reformer.sh │ ├── TimesNet.sh │ └── Transformer.sh │ ├── ETT_script │ ├── Autoformer_ETTh1.sh │ ├── Autoformer_ETTh2.sh │ ├── Autoformer_ETTm1.sh │ ├── Autoformer_ETTm2.sh │ ├── Crossformer_ETTh1.sh │ ├── Crossformer_ETTh2.sh │ ├── Crossformer_ETTm1.sh │ ├── Crossformer_ETTm2.sh │ ├── DLinear_ETTh1.sh │ ├── ETSformer_ETTh1.sh │ ├── FEDformer_ETTh1.sh │ ├── FiLM_ETTh1.sh │ ├── FiLM_ETTh2.sh │ ├── FiLM_ETTm1.sh │ ├── FiLM_ETTm2.sh │ ├── Informer_ETTh1.sh │ ├── LightTS_ETTh1.sh │ ├── MICN_ETTh1.sh │ ├── MICN_ETTh2.sh │ ├── MICN_ETTm1.sh │ ├── MICN_ETTm2.sh │ ├── Nonstationary_Transformer_ETTh1.sh │ ├── Nonstationary_Transformer_ETTh2.sh │ ├── Nonstationary_Transformer_ETTm1.sh │ ├── Nonstationary_Transformer_ETTm2.sh │ ├── PatchTST_ETTh1.sh │ ├── PatchTST_ETTh2.sh │ ├── PatchTST_ETTm1.sh │ ├── PatchTST_ETTm2.sh │ ├── Pyraformer_ETTh1.sh │ ├── Pyraformer_ETTh2.sh │ ├── Pyraformer_ETTm1.sh │ ├── Pyraformer_ETTm2.sh │ ├── Reformer_ETTh1.sh │ ├── TimesNet_ETTh1.sh │ ├── TimesNet_ETTh2.sh │ ├── TimesNet_ETTm1.sh │ ├── TimesNet_ETTm2.sh │ ├── Transformer_ETTh1.sh │ ├── Transformer_ETTh2.sh │ ├── Transformer_ETTm1.sh │ └── Transformer_ETTm2.sh │ ├── Exchange_script │ ├── Autoformer.sh │ ├── Crossformer.sh │ ├── FiLM.sh │ ├── MICN.sh │ ├── Nonstationary_Transformer.sh │ ├── PatchTST.sh │ ├── Pyraformer.sh │ ├── TimesNet.sh │ └── Transformer.sh │ ├── ILI_script │ ├── Autoformer.sh │ ├── Crossformer.sh │ ├── FiLM.sh │ ├── MICN.sh │ ├── Nonstationary_Transformer.sh │ ├── PatchTST.sh │ ├── TimesNet.sh │ └── Transformer.sh │ ├── Traffic_script │ ├── Autoformer.sh │ ├── Crossformer.sh │ ├── FiLM.sh │ ├── MICN.sh │ ├── Nonstationary_Transformer.sh │ ├── PatchTST.sh │ ├── Pyraformer.sh │ ├── TimesNet.sh │ └── Transformer.sh │ └── Weather_script │ ├── Autoformer.sh │ ├── Crossformer.sh │ ├── FiLM.sh │ ├── MICN.sh │ ├── Nonstationary_Transformer.sh │ ├── PatchTST.sh │ ├── Pyraformer.sh │ ├── TimesNet.sh │ └── Transformer.sh └── utils ├── __init__.py ├── dtwloss ├── dilate_loss.py ├── path_soft_dtw.py └── soft_dtw.py ├── losses.py ├── masking.py ├── metrics.py ├── timefeatures.py └── tools.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junwoopark92/Self-Supervised-Contrastive-Forecsating/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: 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