├── Additional_results.md ├── README.md ├── cfgs ├── MSL.yaml ├── PSM.yaml ├── SMAP.yaml ├── SMD.yaml ├── SWAT.yaml └── UCR.yaml ├── data_provider ├── data_factory.py ├── data_loader.py ├── m4.py ├── timecoding_modules.py └── uea.py ├── datasets ├── __init__.py ├── all_timeseries.py ├── datasets.py └── ucr_timeseries.py ├── models ├── TSINR.py ├── __init__.py ├── hyponets │ ├── TSINR_hypo.py │ ├── __init__.py │ ├── block_func.py │ └── layers.py ├── models.py ├── tokenizers │ ├── __init__.py │ └── timeseries_tokenizer.py └── transformer.py ├── plot ├── ablation_study.png ├── algorithm.png ├── anomalies_plot.png ├── architecture.png ├── efficiency.png ├── experiments_classical.png ├── experiments_major.png ├── main_results.png ├── motivation.png ├── nonspike_anomaly.png ├── visual_comared_methods.png ├── visual_trend_season.png └── visual_trend_season_MSL.png ├── requirements.txt ├── run_trainer.py ├── run_trainer_ucr.py ├── trainers ├── __init__.py ├── base_trainer.py ├── timeseries_trainer.py └── trainers.py ├── ucr_anomaly_data_provider ├── __init__.py ├── data_loader.py ├── data_utils.py ├── dataset.py └── loader.py └── utils ├── __init__.py ├── common.py ├── geometry.py ├── losses.py ├── m4_summary.py ├── masking.py ├── metrics.py ├── timefeatures.py ├── tmpencoding_utils.py └── tools.py /Additional_results.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Leanna97/TSINR/HEAD/Additional_results.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Leanna97/TSINR/HEAD/README.md -------------------------------------------------------------------------------- /cfgs/MSL.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Leanna97/TSINR/HEAD/cfgs/MSL.yaml 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