├── .gitignore ├── LICENSE ├── README.md ├── config_hp ├── Autoformer.yaml ├── CCM.yaml ├── Crossformer.yaml ├── DLinear.yaml ├── DUET.yaml ├── FEDformer.yaml ├── FreTS.yaml ├── MICN.yaml ├── ModernTCN.yaml ├── PAttn.yaml ├── PDF.yaml ├── PatchTST.yaml ├── README.md ├── TSMixer.yaml ├── TimeMixer.yaml ├── TimesNet.yaml ├── UCast.yaml └── iTransformer.yaml ├── configs ├── Autoformer.yaml ├── CCM.yaml ├── Crossformer.yaml ├── DLinear.yaml ├── DUET.yaml ├── FEDformer.yaml ├── FreTS.yaml ├── MICN.yaml ├── ModernTCN.yaml ├── PAttn.yaml ├── PDF.yaml ├── PatchTST.yaml ├── TSMixer.yaml ├── TimeMixer.yaml ├── TimesNet.yaml ├── UCast.yaml ├── iTransformer.yaml └── pred_len_config.yaml ├── core ├── __init__.py ├── cli │ ├── __init__.py │ └── argument_parser.py ├── config │ ├── __init__.py │ ├── base_config.py │ ├── config_manager.py │ └── model_configs.py ├── data │ ├── __init__.py │ ├── data_factory.py │ ├── data_loader.py │ ├── data_provider.py │ ├── m4.py │ ├── pipeline.py │ └── transforms │ │ ├── __init__.py │ │ ├── augmentation.py │ │ ├── base_transform.py │ │ └── normalization.py ├── execution │ └── runner.py ├── experiments │ ├── __init__.py │ ├── base_experiment.py │ └── long_term_forecasting.py ├── models │ ├── __init__.py │ └── model_manager.py ├── plugins │ ├── __init__.py │ ├── base_plugin.py │ └── plugin_manager.py ├── registry │ ├── __init__.py │ ├── base_registry.py │ ├── dataset_registry.py │ └── model_registry.py └── utils │ ├── ADFtest.py │ ├── augmentation.py │ ├── create_hp_config.py │ ├── dtw.py │ ├── dtw_metric.py │ ├── losses.py │ ├── m4_summary.py │ ├── masked_attention.py │ ├── masking.py │ ├── metrics.py │ ├── print_args.py │ ├── timefeatures.py │ └── tools.py ├── download_dataset.py ├── environment.yaml ├── layers ├── AutoCorrelation.py ├── Autoformer_EncDec.py ├── CCM_layers.py ├── Conv_Blocks.py ├── Crossformer_EncDec.py ├── DWT_Decomposition.py ├── ETSformer_EncDec.py ├── Embed.py ├── FourierCorrelation.py ├── ModernTCN_Layer.py ├── MultiWaveletCorrelation.py ├── PDF_backbone.py ├── PDF_layers.py ├── Pyraformer_EncDec.py ├── RevIN.py ├── SelfAttention_Family.py ├── StandardNorm.py ├── Transformer_EncDec.py ├── __init__.py ├── distributional_router_encoder.py ├── linear_extractor_cluster.py └── linear_pattern_extractor.py ├── models ├── Autoformer.py ├── CCM.py ├── Crossformer.py ├── DLinear.py ├── DUET.py ├── ETSformer.py ├── FEDformer.py ├── FiLM.py ├── FreTS.py ├── Informer.py ├── LightTS.py ├── MICN.py ├── Mamba.py ├── MambaSimple.py ├── ModernTCN.py ├── MultiPatchFormer.py ├── Nonstationary_Transformer.py ├── PAttn.py ├── PDF.py ├── PatchTST.py ├── Pyraformer.py ├── Reformer.py ├── SCINet.py ├── SegRNN.py ├── TSMixer.py ├── TemporalFusionTransformer.py ├── TiDE.py ├── TimeMixer.py ├── TimeXer.py ├── TimesNet.py ├── Transformer.py ├── UCast.py ├── __init__.py └── iTransformer.py ├── pic ├── Logo.png ├── Time-HD.png ├── U-Cast.png ├── benchmark.png └── dataset.png ├── requirements.txt ├── run.py └── scripts ├── 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