art

• art package
  • Subpackages
    • art.cli package
      • Submodules
      • art.cli.main
      • art.cli.utils
      • Module contents
    • art.utils package
      • Submodules
      • art.utils.enums module
      • art.utils.exceptions module
      • art.utils.paths module
      • art.utils.savers module
      • Module contents
  • Submodules
  • art.checks module
    • Check
      • Check.name
      • Check.description
      • Check.required_files
      • Check.check()
      • Check.description
      • Check.name
      • Check.required_files
    • CheckResult
      • CheckResult.check()
    • CheckResultExists
      • CheckResultExists.required_key
      • CheckResultExists.__init__()
    • CheckScore
      • CheckScore.metric
      • CheckScore.value
      • CheckScore.build_required_key()
      • CheckScore.check()
    • CheckScoreCloseTo
      • CheckScoreCloseTo.rel_tol
      • CheckScoreCloseTo.abs_tol
    • CheckScoreEqualsTo
    • CheckScoreExists
      • CheckScoreExists.metric
    • CheckScoreGreaterThan
    • CheckScoreLessThan
    • ResultOfCheck
      • ResultOfCheck.is_positive
      • ResultOfCheck.error
      • ResultOfCheck.error
      • ResultOfCheck.is_positive
  • art.core module
    • ArtModule
      • ArtModule.baseline_train()
      • ArtModule.check_setup()
      • ArtModule.compute_loss()
      • ArtModule.compute_metrics()
      • ArtModule.log_params()
      • ArtModule.ml_parse_data()
      • ArtModule.ml_train()
      • ArtModule.parse_data()
      • ArtModule.predict()
      • ArtModule.prepare_for_metric()
      • ArtModule.set_metric_calculator()
      • ArtModule.set_pipelines()
      • ArtModule.test_step()
      • ArtModule.training_step()
      • ArtModule.unify_type()
      • ArtModule.validation_step()
  • art.decorators module
    • BatchSaver
      • BatchSaver.__init__()
    • EvolutionSaver
      • EvolutionSaver.__init__()
      • EvolutionSaver.visualize()
    • LogInputStats
      • LogInputStats.__init__()
    • ModelDecorator
      • ModelDecorator.funcion_name
      • ModelDecorator.input_decorator
      • ModelDecorator.output_decorator
    • art_decorate()
    • art_decorate_single_func()
  • art.loggers module
    • LoggerFlags
      • LoggerFlags.SUPRESS_STDOUT
    • NeptuneLoggerAdapter
      • NeptuneLoggerAdapter.add_tags()
      • NeptuneLoggerAdapter.download_ckpt()
      • NeptuneLoggerAdapter.log_config()
      • NeptuneLoggerAdapter.log_figure()
      • NeptuneLoggerAdapter.log_img()
      • NeptuneLoggerAdapter.stop()
    • WandbLoggerAdapter
      • WandbLoggerAdapter.add_tags()
      • WandbLoggerAdapter.log_config()
      • WandbLoggerAdapter.log_figure()
      • WandbLoggerAdapter.log_img()
    • add_logger()
    • get_new_log_file_name()
    • get_run_id()
    • log_yellow_warning()
    • remove_logger()
    • supress_stdout()
  • art.metrics module
    • DefaultMetric
    • DefaultModel
    • MetricCalculator
      • MetricCalculator.add_metrics()
      • MetricCalculator.build_name()
      • MetricCalculator.compile()
      • MetricCalculator.to()
    • SkippedMetric
    • build_metric_name()
  • art.project module
    • ArtProject
      • ArtProject.__init__()
      • ArtProject.add_step()
      • ArtProject.check_checks()
      • ArtProject.check_if_must_be_run()
      • ArtProject.fill_step_states()
      • ArtProject.get_step()
      • ArtProject.get_steps()
      • ArtProject.print_summary()
      • ArtProject.register_metrics()
      • ArtProject.replace_step()
      • ArtProject.run_all()
      • ArtProject.run_step()
      • ArtProject.update_datamodule()
    • ArtProjectState
      • ArtProjectState.current_stage
      • ArtProjectState.current_step
      • ArtProjectState.get_current_stage()
      • ArtProjectState.get_current_step()
      • ArtProjectState.get_steps()
      • ArtProjectState.status
      • ArtProjectState.step_states
  • art.steps module
    • CheckLossOnInit
      • CheckLossOnInit.description
      • CheckLossOnInit.do()
      • CheckLossOnInit.name
      • CheckLossOnInit.requires_ckpt_callback
    • EvaluateBaseline
      • EvaluateBaseline.description
      • EvaluateBaseline.do()
      • EvaluateBaseline.name
      • EvaluateBaseline.requires_ckpt_callback
    • ExploreData
      • ExploreData.description
      • ExploreData.name
    • ModelStep
      • ModelStep.__init__()
      • ModelStep.check_ckpt_callback()
      • ModelStep.get_check_stage()
      • ModelStep.get_current_stage()
      • ModelStep.get_full_step_name()
      • ModelStep.get_hash()
      • ModelStep.get_trainloader()
      • ModelStep.get_valloader()
      • ModelStep.initialize_model()
      • ModelStep.log_data_params()
      • ModelStep.log_model_params()
      • ModelStep.requires_ckpt_callback
      • ModelStep.reset_trainer()
      • ModelStep.test()
      • ModelStep.train()
      • ModelStep.validate()
    • NoModelUsed
    • Overfit
      • Overfit.description
      • Overfit.do()
      • Overfit.get_check_stage()
      • Overfit.log_model_params()
      • Overfit.name
    • OverfitOneBatch
      • OverfitOneBatch.description
      • OverfitOneBatch.do()
      • OverfitOneBatch.get_check_stage()
      • OverfitOneBatch.log_model_params()
      • OverfitOneBatch.name
      • OverfitOneBatch.requires_ckpt_callback
    • Regularize
      • Regularize.__init__()
      • Regularize.check_if_already_tried()
      • Regularize.continue_on_failure
      • Regularize.description
      • Regularize.do()
      • Regularize.get_latest_run()
      • Regularize.name
      • Regularize.save_to_disk()
      • Regularize.set_successful()
      • Regularize.stringify_modifiers()
      • Regularize.update_was_already_tried()
    • Squeeze
    • Step
      • Step.__init__()
      • Step.add_result()
      • Step.check_if_already_tried()
      • Step.continue_on_failure
      • Step.do()
      • Step.fill_basic_results()
      • Step.get_full_step_name()
      • Step.get_hash()
      • Step.get_latest_run()
      • Step.is_successful()
      • Step.model
      • Step.name
      • Step.save_to_disk()
      • Step.set_successful()
      • Step.was_run()
    • TransferLearning
      • TransferLearning.__init__()
      • TransferLearning.add_freezing()
      • TransferLearning.add_lr_change()
      • TransferLearning.add_unfreezing()
      • TransferLearning.description
      • TransferLearning.do()
      • TransferLearning.get_check_stage()
      • TransferLearning.name
    • Tune
      • Tune.description
      • Tune.do()
      • Tune.name
  • Module contents