├── 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 ├── LICENSE ├── LTSF-Benchmark.md ├── 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 │ └── lib │ │ └── lib_hierarchical_mm_float32_cuda.so ├── requirements.txt ├── scripts │ ├── LongForecasting.sh │ └── LookBackWindow.sh ├── simulate_sin.py ├── single_step_main.py └── utils │ ├── __pycache__ │ ├── timefeatures.cpython-37.pyc │ └── tools.cpython-37.pyc │ ├── timefeatures.py │ └── tools.py ├── README.md ├── config.yml ├── data_provider ├── __init__.py ├── data_factory.py └── data_loader.py ├── dataset └── ETTh1.csv ├── exp ├── exp_basic.py ├── exp_main.py └── exp_stat.py ├── figures ├── Framework.png ├── Multivariate Result.png ├── Univariate Results.png └── dataset statistics.png ├── layers ├── AutoCorrelation.py ├── Autoformer_EncDec.py ├── Embed.py ├── SelfAttention_Family.py └── Transformer_EncDec.py ├── models ├── Autoformer.py ├── DLinear.py ├── Informer.py ├── Layers.py ├── Linear.py ├── MSHyper.py ├── Modules.py ├── NLinear.py ├── Stat_models.py ├── SubLayers.py ├── Transformer.py └── embed.py ├── requirements.txt ├── run_longExp.py ├── run_stat.py ├── scripts ├── EXP-Embedding │ └── Formers_Embedding.sh ├── EXP-LongForecasting │ ├── Formers_Long.sh │ ├── Linear-I.sh │ ├── Linear │ │ ├── electricity.sh │ │ ├── etth1.sh │ │ ├── etth2.sh │ │ ├── ettm1.sh │ │ ├── ettm2.sh │ │ ├── exchange_rate.sh │ │ ├── logs │ │ │ └── LongForecasting │ │ │ │ ├── DLinear_Etth1_336_192.log │ │ │ │ ├── DLinear_Etth1_336_336.log │ │ │ │ ├── DLinear_Etth1_336_720.log │ │ │ │ └── DLinear_Etth1_336_96.log │ │ ├── univariate │ │ │ ├── etth1.sh │ │ │ ├── etth2.sh │ │ │ ├── ettm1.sh │ │ │ └── ettm2.sh │ │ └── weather.sh │ └── Stat_Long.sh └── EXP-LookBackWindow │ ├── Formers_LookBackWindow.sh │ └── Linear_DiffWindow.sh ├── search_space.json └── utils ├── masking.py ├── message_passing.py ├── metrics.py ├── timefeatures.py └── tools.py /FEDformer/LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shangzongjiang/MSHyper/HEAD/FEDformer/LICENSE 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