├── .gitignore ├── LICENSE ├── README.md ├── data_provider ├── __init__.py ├── data_factory.py ├── data_loader.py └── data_loader_benchmark.py ├── examples ├── quickstart_zero_shot.ipynb └── quickstart_zero_shot_generation.ipynb ├── exp ├── __init__.py ├── exp_anomaly_detection.py ├── exp_basic.py ├── exp_forecast.py └── exp_imputation.py ├── figures ├── abilities.png ├── anomaly_detection_dataset.png ├── architecture.png ├── forecast_dataset.png ├── sundial.png ├── timer-xl.png ├── timer.png └── utsd.png ├── layers ├── Embed.py ├── SelfAttention_Family.py ├── Transformer_EncDec.py └── __init__.py ├── models ├── Timer.py ├── TimerBackbone.py ├── TrmEncoder.py ├── TrmEncoderBackbone.py └── __init__.py ├── requirements.txt ├── run.py ├── scripts ├── README.md ├── UTSD │ ├── dataset_evaluation.py │ ├── download_dataset.py │ └── utsdataset.py ├── anomaly_detection │ ├── README.md │ └── UCR.sh ├── forecast │ ├── ECL.sh │ ├── ETTh1.sh │ ├── README.md │ ├── Traffic.sh │ └── Weather.sh └── imputation │ ├── ECL.sh │ ├── ETT.sh │ ├── PEMS.sh │ ├── README.md │ ├── Traffic.sh │ └── Weather.sh └── utils ├── __init__.py ├── masking.py ├── metrics.py ├── timefeatures.py └── tools.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Large-Time-Series-Model/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Large-Time-Series-Model/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thuml/Large-Time-Series-Model/HEAD/README.md -------------------------------------------------------------------------------- /data_provider/__init__.py: 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