├── .github └── workflows │ └── build.yml ├── .gitignore ├── LICENSE ├── README.md ├── architecture.png ├── examples ├── datasets │ ├── HDWF2.csv │ ├── agrawal.csv │ ├── household_power_consumption.csv │ └── nyc_taxi.csv ├── ensemble │ └── simple_regression.ipynb ├── model_selection │ ├── classification_model_selection.py │ └── regression_model_selection.py ├── models │ ├── auto_ml │ │ ├── prequential_training.ipynb │ │ ├── sail_auto_pipeline_classification.ipynb │ │ └── sail_auto_pipeline_regression.ipynb │ ├── keras │ │ ├── run_oslem.py │ │ └── run_wglstm.ipynb │ ├── native │ │ └── robust_iml_nonstationaryenv.py │ ├── river │ │ ├── bike_sharing_forecasting.ipynb │ │ └── simple_classification.ipynb │ └── torch │ │ ├── conv_net_classification.ipynb │ │ ├── inception_time.ipynb │ │ ├── lstm_fcn_classification.ipynb │ │ ├── onn_hbp_classification.ipynb │ │ ├── os_cnn_classification.ipynb │ │ ├── rnn_regression.py │ │ └── tcn_regression.ipynb └── pipeline │ ├── sail_pipeline_classification_keras.ipynb │ ├── sail_pipeline_classification_river.ipynb │ ├── sail_pipeline_classification_sklearn.ipynb │ ├── sail_pipeline_regression_keras.ipynb │ ├── sail_pipeline_regression_river.ipynb │ └── sail_pipeline_regression_torch.ipynb ├── model_framework.png ├── pyproject.toml ├── requirements.txt ├── setup.cfg ├── src └── sail │ ├── __init__.py │ ├── common │ ├── decorators.py │ ├── helper.py │ ├── mixin.py │ ├── progress_bar.py │ └── scorer.py │ ├── drift_detection │ └── drift_detector.py │ ├── model_selector │ ├── __init__.py │ ├── base.py │ ├── holdout_best_model.py │ └── prequential_best_model.py │ ├── models │ ├── __init__.py │ ├── auto_ml │ │ ├── __init__.py │ │ ├── auto_pipeline.py │ │ ├── base_strategy.py │ │ ├── pipeline_strategy.py │ │ ├── searcher.py │ │ └── tune.py │ ├── base.py │ ├── ensemble │ │ ├── __init__.py │ │ ├── base.py │ │ ├── distAggregateClassifier.py │ │ ├── distAggregateRegressor.py │ │ └── distEWARegressor.py │ ├── keras │ │ ├── __init__.py │ │ ├── base.py │ │ ├── oselm.py │ │ ├── sequential.py │ │ └── wglstm.py │ ├── native │ │ ├── __init__.py │ │ ├── base.py │ │ ├── ielm.py │ │ ├── isvm.py │ │ ├── lasvm.py │ │ ├── learn_pp.py │ │ └── robust_iml.py │ ├── river │ │ ├── __init__.py │ │ ├── anomaly.py │ │ ├── base.py │ │ ├── ensemble.py │ │ ├── forest.py │ │ ├── linear_model.py │ │ ├── naive_bayes.py │ │ └── neighbors.py │ ├── sklearn │ │ ├── __init__.py │ │ ├── base.py │ │ ├── cluster.py │ │ ├── linear_model.py │ │ └── naive_bayes.py │ └── torch │ │ ├── __init__.py │ │ ├── base.py │ │ ├── conv_net.py │ │ ├── dataset.py │ │ ├── fcn.py │ │ ├── inceptiontime.py │ │ ├── layers.py │ │ ├── light_lstm.py │ │ ├── lstm.py │ │ ├── lstm_fcn.py │ │ ├── nn.py │ │ ├── onn_hbp.py │ │ ├── os_cnn.py │ │ ├── rnn.py │ │ ├── rocket.py │ │ └── tcn.py │ ├── pipeline │ ├── __init__.py │ └── pipeline.py │ ├── telemetry │ ├── __init__.py │ └── tracing.py │ ├── transformers │ ├── __init__.py │ ├── base.py │ ├── column.py │ ├── datetime.py │ ├── number.py │ ├── river │ │ ├── base.py │ │ ├── compose.py │ │ ├── feature_extraction.py │ │ ├── feature_selection.py │ │ └── preprocessing.py │ └── sklearn │ │ ├── compose.py │ │ ├── decomposition.py │ │ └── preprocessing.py │ ├── utils │ ├── __init__.py │ ├── logging.py │ ├── ray_utils.py │ ├── serialization.py │ ├── stats.py │ ├── ts_utils.py │ └── url_utils.py │ └── visualisation │ ├── __init__.py │ ├── tensorboard.py │ └── ts_plot.py └── tests ├── __init__.py ├── model_selector ├── __init__.py ├── conftest.py └── test_model_selector_regressor.py ├── models ├── __init__.py ├── auto_ml │ ├── __init__.py │ ├── conftest.py │ ├── test_pipeine_strategy_classification.py │ └── test_pipeline_strategy_regression.py ├── ensemble │ ├── __init__.py │ ├── conftest.py │ ├── test_distAggregateClassifier.py │ ├── test_distAggregateRegressor.py │ └── test_distEWARegressor.py ├── keras │ ├── __init__.py │ ├── conftest.py │ └── test_keras_serialization.py ├── river │ ├── __init__.py │ ├── conftest.py │ ├── test_linear_model.py │ └── test_river_serialization.py ├── sklearn │ ├── __init__.py │ ├── conftest.py │ └── test_sklearn_serialization.py └── torch │ ├── __init__.py │ ├── conftest.py │ ├── test_conv_net.py │ ├── test_fcn.py │ ├── test_inceptiontime.py │ ├── test_lstm_fcn.py │ ├── test_onn.py │ ├── test_os_cnn.py │ ├── test_rnn.py │ ├── test_tcn.py │ └── test_torch_serialization.py └── pipeline ├── __init__.py ├── conftest.py ├── test_sail_pipeline_classification.py └── test_sail_pipeline_regression.py /.github/workflows/build.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IBM/sail/HEAD/.github/workflows/build.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IBM/sail/HEAD/.gitignore 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