├── .gitignore ├── .idea ├── .gitignore ├── Evaluation-of-Time-Series-Generative-Models.iml ├── deployment.xml ├── inspectionProfiles │ └── profiles_settings.xml ├── misc.xml ├── modules.xml ├── vcs.xml └── webServers.xml ├── .vscode └── settings.json ├── Dockerfile ├── LICENSE_Apache ├── LICENSE_MIT ├── Pipeline.png ├── README.md ├── configs ├── __init__.py ├── config.yaml ├── test_metrics.yaml ├── train_gan.yaml └── train_vae.yaml ├── data └── .gitkeep ├── notebooks ├── example.ipynb └── numerical_results.ipynb ├── pipeline_demo.ipynb ├── requirements.txt ├── run.py ├── setup.py ├── src ├── .gitkeep ├── README.md ├── __init__.py ├── datasets │ ├── AR1.py │ ├── Custom.py │ ├── GBM.py │ ├── OrnsteinUhlenbeck.py │ ├── Pipeline.py │ ├── VAR.py │ ├── __init__.py │ ├── base.py │ ├── beijing_air_quality.py │ ├── dataloader.py │ ├── rough.py │ ├── sMnist.py │ ├── stock.py │ └── utils.py ├── evaluations │ ├── __init__.py │ ├── augmentations.py │ ├── eval_helper.py │ ├── evaluations.py │ ├── hypothesis_test.py │ ├── loss.py │ ├── metrics.py │ ├── plot.py │ ├── scores.py │ ├── summary.py │ └── test_metrics.py ├── models │ ├── CVAE.py │ ├── CotGAN.py │ ├── RCGAN.py │ ├── TimeGAN.py │ ├── TimeVAE.py │ ├── __init__.py │ ├── base.py │ ├── models.py │ └── networks │ │ ├── TimeVAE.py │ │ ├── __init__.py │ │ ├── discriminators.py │ │ └── generators.py └── utils.py └── unit_tests ├── __init__.py ├── data ├── X_test.pt ├── X_train.pt ├── vae_decoder_state_dict.pt ├── vae_encoder_state_dict.pt └── vae_model_state_dict.pt ├── test.py ├── test_config.yaml └── test_utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DeepIntoStreams/Evaluation-of-Time-Series-Generative-Models/HEAD/.gitignore -------------------------------------------------------------------------------- /.idea/.gitignore: -------------------------------------------------------------------------------- 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