├── .gitignore ├── Development.rst ├── Jenkinsfile ├── LICENSE ├── README.rst ├── docker ├── Dockerfile ├── Makefile ├── README.md └── run_tests.sh ├── docs ├── Makefile ├── conf.py ├── hops.rst ├── imgs │ ├── add-python-module.png │ ├── driver.png │ ├── executor-hdfs-log.png │ ├── executor-stderr1.png │ ├── executor-stderr2.png │ ├── executor-stderr3.png │ ├── executor-stderr4.png │ └── hopsml-pyspark.png ├── index.rst ├── license.rst ├── modules.rst ├── readme.rst └── source │ ├── hops.rst │ └── modules.rst ├── hops ├── __init__.py ├── constants.py ├── credentials_provider.py ├── dataset.py ├── devices.py ├── elasticsearch.py ├── exceptions.py ├── experiment.py ├── experiment_impl │ ├── __init__.py │ ├── distribute │ │ ├── __init__.py │ │ ├── mirrored.py │ │ ├── mirrored_reservation.py │ │ ├── mirrored_reservation_client.py │ │ ├── parameter_server.py │ │ ├── parameter_server_client.py │ │ └── parameter_server_reservation.py │ ├── launcher.py │ ├── parallel │ │ ├── __init__.py │ │ ├── differential_evolution.py │ │ ├── grid_search.py │ │ └── random_search.py │ └── util │ │ ├── __init__.py │ │ └── experiment_utils.py ├── featurestore.py ├── hdfs.py ├── hive.py ├── jobs.py ├── kafka.py ├── model.py ├── numpy_helper.py ├── pandas_helper.py ├── project.py ├── secret.py ├── service_discovery.py ├── serving.py ├── tensorboard.py ├── tests │ └── test_resources │ │ ├── attendances_features.csv │ │ ├── featuregroup.json │ │ ├── featurestore_metadata.json │ │ ├── games_features.csv │ │ ├── mnist │ │ └── img_1.jpg │ │ ├── online_featurestore_connector.json │ │ ├── players_features.csv │ │ ├── season_scores_features.csv │ │ ├── spark-avro_2.11-2.4.0.jar │ │ ├── spark-tensorflow-connector_2.11-1.12.0.jar │ │ ├── statistics.json │ │ ├── teams_features.csv │ │ ├── token.jwt │ │ └── training_dataset.json ├── tls.py ├── user.py ├── util.py ├── version.py └── xattr.py ├── imgs ├── add-python-module.png ├── driver.png ├── executor-hdfs-log.png ├── executor-stderr1.png ├── executor-stderr2.png ├── executor-stderr3.png ├── executor-stderr4.png ├── feature_plots1.png ├── feature_plots2.png └── hopsml-pyspark.png ├── it_tests └── integration_tests.ipynb ├── pytest.ini ├── setup.cfg ├── setup.py └── source ├── hops.featurestore_impl.dao.common.rst ├── hops.featurestore_impl.dao.datasets.rst ├── hops.featurestore_impl.dao.featuregroups.rst ├── hops.featurestore_impl.dao.features.rst ├── hops.featurestore_impl.dao.featurestore.rst ├── hops.featurestore_impl.dao.rst ├── hops.featurestore_impl.dao.settings.rst ├── hops.featurestore_impl.dao.stats.rst ├── hops.featurestore_impl.dao.storageconnectors.rst ├── hops.featurestore_impl.exceptions.rst ├── hops.featurestore_impl.featureframes.rst ├── hops.featurestore_impl.online_featurestore.rst ├── hops.featurestore_impl.query_planner.rst ├── hops.featurestore_impl.rest.rst ├── hops.featurestore_impl.rst ├── hops.featurestore_impl.util.rst ├── hops.featurestore_impl.visualizations.rst ├── hops.rst ├── modules.rst └── 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