├── .idea ├── .gitignore ├── Floss.iml ├── inspectionProfiles │ ├── Project_Default.xml │ └── profiles_settings.xml ├── misc.xml ├── modules.xml ├── vcs.xml └── workspace.xml ├── Anomaly-Detection-Library ├── README.md ├── data_provider │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── data_factory.cpython-37.pyc │ │ └── data_loader.cpython-37.pyc │ ├── data_factory.py │ └── data_loader.py ├── dct_func.py ├── exp │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── exp_anomaly_detection.cpython-37.pyc │ │ └── exp_basic.cpython-37.pyc │ ├── exp_anomaly_detection.py │ └── exp_basic.py ├── layers │ ├── AutoCorrelation.py │ ├── Autoformer_EncDec.py │ ├── Conv_Blocks.py │ ├── Embed.py │ ├── FourierCorrelation.py │ ├── MultiWaveletCorrelation.py │ ├── SelfAttention_Family.py │ ├── Transformer_EncDec.py │ ├── __init__.py │ └── __pycache__ │ │ ├── AutoCorrelation.cpython-37.pyc │ │ ├── Autoformer_EncDec.cpython-37.pyc │ │ ├── Conv_Blocks.cpython-37.pyc │ │ ├── Embed.cpython-37.pyc │ │ ├── FourierCorrelation.cpython-37.pyc │ │ ├── MultiWaveletCorrelation.cpython-37.pyc │ │ ├── SelfAttention_Family.cpython-37.pyc │ │ ├── Transformer_EncDec.cpython-37.pyc │ │ └── __init__.cpython-37.pyc ├── losses.py ├── models │ ├── FEDformer.py │ ├── Reformer.py │ ├── TimesNet.py │ ├── Transformer.py │ ├── __init__.py │ └── __pycache__ │ │ ├── FEDformer.cpython-37.pyc │ │ ├── Reformer.cpython-37.pyc │ │ ├── TimesNet.cpython-37.pyc │ │ ├── Transformer.cpython-37.pyc │ │ └── __init__.cpython-37.pyc ├── requirements.txt ├── run.py ├── scripts │ └── anomaly_detection │ │ ├── MSL │ │ ├── FEDformer.sh │ │ ├── Reformer.sh │ │ ├── TimesNet.sh │ │ └── Transformer.sh │ │ ├── PSM │ │ ├── FEDformer.sh │ │ ├── Reformer.sh │ │ ├── TimesNet.sh │ │ └── Transformer.sh │ │ ├── SMAP │ │ ├── FEDformer.sh │ │ ├── Reformer.sh │ │ ├── TimesNet.sh │ │ └── Transformer.sh │ │ ├── SMD │ │ ├── FEDformer.sh │ │ ├── Reformer.sh │ │ ├── TimesNet.sh │ │ └── Transformer.sh │ │ └── SWAT │ │ ├── FEDformer.sh │ │ ├── Reformer.sh │ │ ├── TimesNet.sh │ │ └── Transformer.sh └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── losses.cpython-37.pyc │ ├── m4_summary.cpython-37.pyc │ ├── masking.cpython-37.pyc │ ├── metrics.cpython-37.pyc │ ├── timefeatures.cpython-37.pyc │ └── tools.cpython-37.pyc │ ├── losses.py │ ├── m4_summary.py │ ├── masking.py │ ├── metrics.py │ ├── timefeatures.py │ └── tools.py ├── Informer ├── README.md ├── __pycache__ │ ├── dct_func.cpython-37.pyc │ └── losses.cpython-37.pyc ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── data_loader.cpython-37.pyc │ └── data_loader.py ├── dct_func.py ├── exp │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── exp_basic.cpython-37.pyc │ │ └── exp_informer.cpython-37.pyc │ ├── exp_basic.py │ └── exp_informer.py ├── losses.py ├── main_informer.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── attn.cpython-37.pyc │ │ ├── decoder.cpython-37.pyc │ │ ├── embed.cpython-37.pyc │ │ ├── encoder.cpython-37.pyc │ │ └── model.cpython-37.pyc │ ├── attn.py │ ├── decoder.py │ ├── embed.py │ ├── encoder.py │ └── model.py ├── requirements.txt ├── scripts │ ├── ETTh1.sh │ ├── ETTh2.sh │ ├── ETTm1.sh │ └── WTH.sh └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── masking.cpython-37.pyc │ ├── metrics.cpython-37.pyc │ ├── timefeatures.cpython-37.pyc │ └── tools.cpython-37.pyc │ ├── masking.py │ ├── metrics.py │ ├── timefeatures.py │ └── tools.py ├── PatchTST ├── README.md ├── __init__.py ├── __pycache__ │ ├── datautils.cpython-37.pyc │ ├── dct_func.cpython-37.pyc │ └── losses.cpython-37.pyc ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── datamodule.cpython-37.pyc │ │ ├── pred_dataset.cpython-37.pyc │ │ └── timefeatures.cpython-37.pyc │ ├── datamodule.py │ ├── pred_dataset.py │ └── timefeatures.py ├── datautils.py ├── dct_func.py ├── losses.py ├── patchtst_finetune.py ├── patchtst_pretrain.py ├── patchtst_supervised.py ├── src │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── basics.cpython-37.pyc │ │ ├── learner.cpython-37.pyc │ │ ├── metrics.cpython-37.pyc │ │ └── utils.cpython-37.pyc │ ├── basics.py │ ├── callback │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── core.cpython-37.pyc │ │ │ ├── distributed.cpython-37.pyc │ │ │ ├── patch_mask.cpython-37.pyc │ │ │ ├── scheduler.cpython-37.pyc │ │ │ ├── tracking.cpython-37.pyc │ │ │ └── transforms.cpython-37.pyc │ │ ├── core.py │ │ ├── distributed.py │ │ ├── patch_mask.py │ │ ├── scheduler.py │ │ ├── tracking.py │ │ └── transforms.py │ ├── learner.py │ ├── metrics.py │ ├── models │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ └── patchTST.cpython-37.pyc │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── attention.cpython-37.pyc │ │ │ │ ├── basics.cpython-37.pyc │ │ │ │ ├── pos_encoding.cpython-37.pyc │ │ │ │ └── revin.cpython-37.pyc │ │ │ ├── attention.py │ │ │ ├── basics.py │ │ │ ├── heads.py │ │ │ ├── pos_encoding.py │ │ │ └── revin.py │ │ └── patchTST.py │ └── utils.py └── temp │ └── current.pth ├── README.md ├── TS-TCC ├── README.md ├── __pycache__ │ ├── dct_func.cpython-37.pyc │ └── utils.cpython-37.pyc ├── config_files │ ├── Epilepsy_Configs.py │ ├── HAR_Configs.py │ ├── __pycache__ │ │ └── HAR_Configs.cpython-37.pyc │ ├── pFD_Configs.py │ └── sleepEDF_Configs.py ├── data_preprocessing │ ├── epilepsy │ │ └── preprocess.py │ ├── fault_diagnosis │ │ ├── Data_loading_segmentation.m │ │ └── Data_preprocessing.ipynb │ ├── sleep-edf │ │ ├── dhedfreader.py │ │ ├── generate_train_val_test.py │ │ └── preprocess_sleep_edf.py │ └── uci_har │ │ └── preprocess_har.py ├── dataloader │ ├── __pycache__ │ │ ├── augmentations.cpython-37.pyc │ │ └── dataloader.cpython-37.pyc │ ├── augmentations.py │ └── dataloader.py ├── dct_func.py ├── losses.py ├── main.py ├── misc │ └── TS_TCC.png ├── models │ ├── TC.py │ ├── __pycache__ │ │ ├── TC.cpython-37.pyc │ │ ├── attention.cpython-37.pyc │ │ ├── loss.cpython-37.pyc │ │ └── model.cpython-37.pyc │ ├── attention.py │ ├── loss.py │ └── model.py ├── trainer │ ├── __pycache__ │ │ └── trainer.cpython-37.pyc │ └── trainer.py └── utils.py ├── TS2vec ├── README.md ├── __pycache__ │ ├── datautils.cpython-37.pyc │ ├── dct_func.cpython-37.pyc │ ├── dilated_conv.cpython-37.pyc │ ├── forecasting.cpython-37.pyc │ ├── losses.cpython-37.pyc │ ├── models.cpython-37.pyc │ ├── ts2vec.cpython-37.pyc │ └── utils.cpython-37.pyc ├── _eval_protocols.py ├── anomaly_detection.py ├── augmentations.py ├── classfication.py ├── datasets │ ├── preprocess_kpi.py │ └── preprocess_yahoo.py ├── datautils.py ├── dct_func.py ├── dilated_conv.py ├── doAnomaly.py ├── doClassification.py ├── doForecasting.py ├── forecasting.py 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