experiment

Subpackages

• core_metrics
  • Submodules
    • abstract_metric
      • AbstractBaseMetric
    • classification
      • AccuracyMetric
      • ROCAUCMetric
      • PrecisionRecallCurveAUCMetric
      • F1ScoreMetric
      • PrecisionMetric
      • RecallMetric
    • regression
      • MeanSquaredErrorMetric
      • MeanAbsoluteErrorMetric
• local_load
  • Submodules
    • local_model_load
      • AbstractLocalModelLoader
      • PyTorchLocalModelLoader
• local_save
  • Submodules
    • folder_create
      • ExperimentFolder
    • local_model_save
      • AbstractLocalModelSaver
      • BaseLocalModelSaver
      • PyTorchLocalModelSaver
      • KerasLocalModelSaver
      • LocalSubOptimalModelRemover
    • local_results_save
      • AbstractLocalResultsSaver
      • BaseLocalResultsSaver
      • LocalResultsSaver
• result_package
  • Submodules
    • abstract_result_packages
      • AbstractResultPackage
      • PreCalculatedResultPackage
      • MultipleResultPackageWrapper
    • basic_packages
      • GeneralResultPackage
      • BinaryClassificationResultPackage
      • ClassificationResultPackage
      • RegressionResultPackage
    • hf_evaluate_packages
      • HFEvaluateResultPackage
    • torch_metrics_packages
      • TorchMetricsPackage
• result_reporting
  • Submodules
    • hyperparam_reporter
      • HyperParamSourceReporter
    • report_generator
      • TrainingHistoryPlotter
      • TrainingHistoryWriter
      • GradientPlotter

Submodules

• experiment_saver
  • AbstractExperimentSaver
    • AbstractExperimentSaver.save_experiment()
  • BaseFullExperimentSaver
    • BaseFullExperimentSaver.save_experiment()
  • BaseFullExperimentS3Saver
  • FullPyTorchExperimentS3Saver
  • FullKerasExperimentS3Saver
  • BaseFullExperimentGoogleStorageSaver
  • FullPyTorchExperimentGoogleStorageSaver
  • FullKerasExperimentGoogleStorageSaver
• local_experiment_saver
  • BaseFullExperimentLocalSaver
    • BaseFullExperimentLocalSaver.save_experiment()
  • FullPyTorchExperimentLocalSaver
  • FullKerasExperimentLocalSaver
• training_history
  • TrainingHistory
    • TrainingHistory.insert_single_result_into_history()
    • TrainingHistory.get_train_history()
    • TrainingHistory.get_train_history_dict()
    • TrainingHistory.wrap_pre_prepared_history()
    • TrainingHistory.qa_check_history_records()
    • TrainingHistory.warn_about_result_data_problem()
    • TrainingHistory.keys()
    • TrainingHistory.items()
    • TrainingHistory.add_history_dict()