astrodata package

Subpackages

• astrodata.data package
  • Subpackages
    • astrodata.data.loaders package
      • Submodules
      • astrodata.data.loaders.base module
      • astrodata.data.loaders.csv_loader module
      • astrodata.data.loaders.parquet_loader module
      • Module contents
    • astrodata.data.processors package
      • Submodules
      • astrodata.data.processors.base module
      • astrodata.data.processors.common module
      • Module contents
  • Submodules
  • astrodata.data.pipeline module
  • astrodata.data.schemas module
  • astrodata.data.utils module
  • Module contents
• astrodata.ml package
  • Subpackages
    • astrodata.ml.metrics package
      • Submodules
      • astrodata.ml.metrics.BaseMetric module
      • astrodata.ml.metrics.SklearnMetric module
      • Module contents
    • astrodata.ml.model_selection package
      • Submodules
      • astrodata.ml.model_selection.BaseMlModelSelector module
      • astrodata.ml.model_selection.GridSearchSelector module
      • astrodata.ml.model_selection.HyperOptSelector module
      • Module contents
    • astrodata.ml.models package
      • Submodules
      • astrodata.ml.models.BaseMlModel module
      • astrodata.ml.models.PytorchModel module
      • astrodata.ml.models.SklearnModel module
      • astrodata.ml.models.TensorflowModel module
      • astrodata.ml.models.XGBoostModel module
      • Module contents
  • Module contents
• astrodata.preml package
  • Subpackages
    • astrodata.preml.processors package
      • Submodules
      • astrodata.preml.processors.MissingImputator module
      • astrodata.preml.processors.Ohe module
      • astrodata.preml.processors.Standardizer module
      • astrodata.preml.processors.TrainTestSplitter module
      • astrodata.preml.processors.base module
      • Module contents
  • Submodules
  • astrodata.preml.pipeline module
    • PremlPipeline
      • PremlPipeline.run()
  • astrodata.preml.schemas module
    • Premldata
      • Premldata.train_features
      • Premldata.val_features
      • Premldata.test_features
      • Premldata.train_targets
      • Premldata.val_targets
      • Premldata.test_targets
      • Premldata.metadata
      • Premldata.Config
      • Premldata.dump_parquet()
      • Premldata.dump_supervised_ML_format()
      • Premldata.metadata
      • Premldata.model_config
      • Premldata.test_features
      • Premldata.test_targets
      • Premldata.train_features
      • Premldata.train_targets
      • Premldata.val_features
      • Premldata.val_targets
  • astrodata.preml.utils module
    • instantiate_processors()
  • Module contents
• astrodata.tracking package
  • Submodules
  • astrodata.tracking.CodeTracker module
    • CodeTracker
      • CodeTracker.add_remote()
      • CodeTracker.add_to_index()
      • CodeTracker.align_with_remote()
      • CodeTracker.checkout()
      • CodeTracker.create_commit()
      • CodeTracker.pull()
      • CodeTracker.push()
      • CodeTracker.remove_deleted_from_index()
    • git_operation()
  • astrodata.tracking.DataTracker module
    • DataTracker
      • DataTracker.add()
      • DataTracker.pull()
      • DataTracker.push()
  • astrodata.tracking.MLFlowTracker module
    • MlflowBaseTracker
      • MlflowBaseTracker.register_best_model()
      • MlflowBaseTracker.wrap_fit()
    • PytorchMLflowTracker
    • SklearnMLflowTracker
      • SklearnMLflowTracker.wrap_fit()
    • TensorflowMLflowTracker
  • astrodata.tracking.ModelTracker module
    • ModelTracker
      • ModelTracker.wrap_fit()
  • astrodata.tracking.Tracker module
    • Tracker
      • Tracker.track()
  • Module contents
    • CodeTracker
      • CodeTracker.add_remote()
      • CodeTracker.add_to_index()
      • CodeTracker.align_with_remote()
      • CodeTracker.checkout()
      • CodeTracker.create_commit()
      • CodeTracker.pull()
      • CodeTracker.push()
      • CodeTracker.remove_deleted_from_index()
    • DataTracker
      • DataTracker.add()
      • DataTracker.pull()
      • DataTracker.push()
    • MlflowBaseTracker
      • MlflowBaseTracker.register_best_model()
      • MlflowBaseTracker.wrap_fit()
    • ModelTracker
      • ModelTracker.wrap_fit()
    • PytorchMLflowTracker
    • SklearnMLflowTracker
      • SklearnMLflowTracker.wrap_fit()
    • TensorflowMLflowTracker
    • Tracker
      • Tracker.track()
• astrodata.utils package
  • Submodules
  • astrodata.utils.logger module
    • setup_logger()
  • astrodata.utils.utils module
    • get_output_path()
    • read_config()
  • Module contents

Module contents