Index

A

add() (pywatts.core.pipeline.Pipeline method)

Average (class in pywatts.modules.preprocessing.average)

B

Base (class in pywatts.core.base) BaseCallback (class in pywatts.callbacks.base_callback) BaseEstimator (class in pywatts.core.base)

BaseStep (class in pywatts.core.base_step) BaseSummary (class in pywatts.core.base_summary) BaseTransformer (class in pywatts.core.base) BaseWrapper (class in pywatts.modules.wrappers.base_wrapper)

C

CalendarExtraction (class in pywatts.modules.feature_extraction.calendar_extraction) CalendarFeature (class in pywatts.modules.feature_extraction.calendar_extraction) ChangeDirection (class in pywatts.modules.preprocessing.change_direction) ClockShift (class in pywatts.modules.preprocessing.clock_shift) clone() (pywatts.core.run_setting.RunSetting method) ComputationMode (class in pywatts.core.computation_mode)

create_step() (pywatts.core.step_factory.StepFactory method) create_summary() (pywatts.core.step_factory.StepFactory method) (pywatts.core.summary_formatter.SummaryFormatter method) (pywatts.core.summary_formatter.SummaryJSON method) (pywatts.core.summary_formatter.SummaryMarkdown method) CSVCallback (class in pywatts.callbacks.csv_callback) CustomScaler (class in pywatts.modules.preprocessing.custom_scaler)

D

day (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) day_cos (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) day_sine (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)

Default (pywatts.core.computation_mode.ComputationMode attribute) Differentiate (class in pywatts.modules.preprocessing.differentiate) DlWrapper (class in pywatts.modules.wrappers.dl_wrapper) draw() (pywatts.core.pipeline.Pipeline method)

E

EitherOrStep (class in pywatts.core.either_or_step) Ensemble (class in pywatts.modules.postprocessing.ensemble)

Ensemble.LossMetric (class in pywatts.modules.postprocessing.ensemble) evaluate() (pywatts.conditions.periodic_condition.PeriodicCondition method)

F

FileManager (class in pywatts.core.filemanager) fit() (pywatts.core.base.Base method) (pywatts.core.base.BaseTransformer method) (pywatts.core.base_summary.BaseSummary method) (pywatts.core.template.Template method) (pywatts.modules.models.profile_neural_network.ProfileNeuralNetwork method) (pywatts.modules.postprocessing.ensemble.Ensemble method) (pywatts.modules.wrappers.function_module.FunctionModule method) (pywatts.modules.wrappers.keras_wrapper.KerasWrapper method) (pywatts.modules.wrappers.pytorch_wrapper.PyTorchWrapper method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper method) (pywatts.modules.wrappers.sm_time_series_model_wrapper.SmTimeSeriesModelWrapper method)

FitTime (pywatts.core.summary_object.SummaryCategory attribute) FitTransform (pywatts.core.computation_mode.ComputationMode attribute) friday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) from_folder() (pywatts.core.pipeline.Pipeline static method) FunctionModule (class in pywatts.modules.wrappers.function_module) further_elements() (pywatts.core.base_step.BaseStep method) (pywatts.core.start_step.StartStep method)

G

get_json() (pywatts.core.base_step.BaseStep method) (pywatts.core.result_step.ResultStep method) (pywatts.core.start_step.StartStep method) (pywatts.core.step.Step method) (pywatts.core.summary_step.SummaryStep method) get_min_data() (pywatts.core.base.Base method) (pywatts.modules.feature_extraction.rolling_base.RollingBase method) (pywatts.modules.feature_extraction.trend_extraction.TrendExtraction method) (pywatts.modules.preprocessing.clock_shift.ClockShift method) (pywatts.modules.preprocessing.resampler.Resampler method) (pywatts.modules.preprocessing.sampler.Sampler method) get_params() (pywatts.core.base.Base method) (pywatts.core.pipeline.Pipeline method) (pywatts.core.template.Template method) (pywatts.modules.feature_extraction.calendar_extraction.CalendarExtraction method) (pywatts.modules.feature_extraction.rolling_base.RollingBase method) (pywatts.modules.feature_extraction.trend_extraction.TrendExtraction method) (pywatts.modules.metrics.rolling_metric_base.RollingMetricBase method) (pywatts.modules.models.profile_neural_network.ProfileNeuralNetwork method) (pywatts.modules.postprocessing.ensemble.Ensemble method) (pywatts.modules.preprocessing.average.Average method) (pywatts.modules.preprocessing.change_direction.ChangeDirection method) (pywatts.modules.preprocessing.clock_shift.ClockShift method) (pywatts.modules.preprocessing.custom_scaler.CustomScaler method) (pywatts.modules.preprocessing.differentiate.Differentiate method) (pywatts.modules.preprocessing.linear_interpolation.LinearInterpolater method) (pywatts.modules.preprocessing.missing_value_detection.MissingValueDetector method) (pywatts.modules.preprocessing.resampler.Resampler method) (pywatts.modules.preprocessing.sampler.Sampler method) (pywatts.modules.preprocessing.slicer.Slicer method) (pywatts.modules.wrappers.function_module.FunctionModule method) (pywatts.modules.wrappers.keras_wrapper.KerasWrapper method) (pywatts.modules.wrappers.pytorch_wrapper.PyTorchWrapper method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper method) (pywatts.modules.wrappers.sm_time_series_model_wrapper.SmTimeSeriesModelWrapper method) (pywatts.summaries.metric_base.MetricBase method)

get_path() (pywatts.callbacks.base_callback.BaseCallback method) (pywatts.core.filemanager.FileManager method) get_result() (pywatts.core.base_step.BaseStep method) (pywatts.core.result_step.ResultStep method) get_result_step() (pywatts.core.step.Step method) get_summary() (pywatts.core.summary_step.SummaryStep method)

H

holiday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) hour (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)

hour_cos (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) hour_sine (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)

I

ImagePlotCallback (class in pywatts.callbacks.plot_callback) InputNotAvailable INVERSE_TRANSFORM (pywatts.core.exceptions.kind_of_transform_does_not_exist_exception.KindOfTransform attribute) inverse_transform() (pywatts.core.base.Base method) (pywatts.core.template.Template method) (pywatts.modules.preprocessing.custom_scaler.CustomScaler method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper method)

InverseStep (class in pywatts.core.inverse_step) IOException

K

KerasWrapper (class in pywatts.modules.wrappers.keras_wrapper)

KindOfTransform (class in pywatts.core.exceptions.kind_of_transform_does_not_exist_exception) KindOfTransformDoesNotExistException

L

LinearInterpolater (class in pywatts.modules.preprocessing.linear_interpolation) LinePlotCallback (class in pywatts.callbacks.plot_callback) load() (pywatts.core.base.Base class method) (pywatts.core.base.BaseEstimator class method) (pywatts.core.base_step.BaseStep class method) (pywatts.core.base_summary.BaseSummary class method) (pywatts.core.either_or_step.EitherOrStep class method) (pywatts.core.pipeline.Pipeline class method) (pywatts.core.result_step.ResultStep class method) (pywatts.core.run_setting.RunSetting method) (pywatts.core.start_step.StartStep class method) (pywatts.core.step.Step class method) (pywatts.core.summary_step.SummaryStep class method) (pywatts.modules.models.profile_neural_network.ProfileNeuralNetwork class method) (pywatts.modules.wrappers.function_module.FunctionModule class method) (pywatts.modules.wrappers.keras_wrapper.KerasWrapper class method) (pywatts.modules.wrappers.pytorch_wrapper.PyTorchWrapper class method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper class method) (pywatts.modules.wrappers.sm_time_series_model_wrapper.SmTimeSeriesModelWrapper class method) (pywatts.summaries.metric_base.MetricBase class method)

M

MAE (class in pywatts.summaries.mae_summary) (pywatts.modules.postprocessing.ensemble.Ensemble.LossMetric attribute) MAPE (class in pywatts.summaries.mape_summary) MASE (class in pywatts.summaries.mase_summary) MaxErr (class in pywatts.summaries.max_summary) MetricBase (class in pywatts.summaries.metric_base)

MinErr (class in pywatts.summaries.min_summary) MissingValueDetector (class in pywatts.modules.preprocessing.missing_value_detection) monday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) month (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) month_cos (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) month_sine (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)

N

No (pywatts.modules.feature_extraction.rolling_base.RollingGroupBy attribute)

NotFittedException

P

PeriodicCondition (class in pywatts.conditions.periodic_condition) Pipeline (class in pywatts.core.pipeline) PipelineStep (class in pywatts.core.pipeline_step) predict_proba() (pywatts.core.base.Base method) (pywatts.core.template.Template method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper method) PREDICT_TRANSFORM (pywatts.core.exceptions.kind_of_transform_does_not_exist_exception.KindOfTransform attribute) PrintCallback (class in pywatts.callbacks.debug_callback) PROBABILISTIC_TRANSFORM (pywatts.core.exceptions.kind_of_transform_does_not_exist_exception.KindOfTransform attribute) ProbablisticStep (class in pywatts.core.probabilistic_step) ProfileNeuralNetwork (class in pywatts.modules.models.profile_neural_network) PyTorchWrapper (class in pywatts.modules.wrappers.pytorch_wrapper) pywatts (module) pywatts.callbacks (module) pywatts.callbacks.base_callback (module) pywatts.callbacks.csv_callback (module) pywatts.callbacks.debug_callback (module) pywatts.callbacks.plot_callback (module) pywatts.conditions (module) pywatts.conditions.periodic_condition (module) pywatts.core (module) pywatts.core.base (module) pywatts.core.base_step (module) pywatts.core.base_summary (module) pywatts.core.computation_mode (module) pywatts.core.either_or_step (module) pywatts.core.exceptions (module) pywatts.core.exceptions.input_not_available (module) pywatts.core.exceptions.io_exceptions (module) pywatts.core.exceptions.kind_of_transform_does_not_exist_exception (module) pywatts.core.exceptions.not_fitted_exception (module) pywatts.core.exceptions.step_creation_exception (module) pywatts.core.exceptions.util_exception (module) pywatts.core.exceptions.wrong_parameter_exception (module) pywatts.core.filemanager (module) pywatts.core.inverse_step (module) pywatts.core.pipeline (module) pywatts.core.pipeline_step (module) pywatts.core.probabilistic_step (module) pywatts.core.result_step (module) pywatts.core.run_setting (module) pywatts.core.start_step (module) pywatts.core.step (module) pywatts.core.step_factory (module) pywatts.core.step_information (module) pywatts.core.summary_formatter (module)

pywatts.core.summary_object (module) pywatts.core.summary_step (module) pywatts.core.template (module) pywatts.modules (module) pywatts.modules.feature_extraction (module) pywatts.modules.feature_extraction.calendar_extraction (module) pywatts.modules.feature_extraction.rolling_base (module) pywatts.modules.feature_extraction.rolling_kurtosis (module) pywatts.modules.feature_extraction.rolling_mean (module) pywatts.modules.feature_extraction.rolling_skewness (module) pywatts.modules.feature_extraction.rolling_variance (module) pywatts.modules.feature_extraction.trend_extraction (module) pywatts.modules.metrics (module) pywatts.modules.metrics.rolling_mae (module) pywatts.modules.metrics.rolling_metric_base (module) pywatts.modules.metrics.rolling_rmse (module) pywatts.modules.models (module) pywatts.modules.models.profile_neural_network (module) pywatts.modules.postprocessing (module) pywatts.modules.postprocessing.ensemble (module) pywatts.modules.preprocessing (module) pywatts.modules.preprocessing.average (module) pywatts.modules.preprocessing.change_direction (module) pywatts.modules.preprocessing.clock_shift (module) pywatts.modules.preprocessing.custom_scaler (module) pywatts.modules.preprocessing.differentiate (module) pywatts.modules.preprocessing.linear_interpolation (module) pywatts.modules.preprocessing.missing_value_detection (module) pywatts.modules.preprocessing.resampler (module) pywatts.modules.preprocessing.sampler (module) pywatts.modules.preprocessing.slicer (module) pywatts.modules.wrappers (module) pywatts.modules.wrappers.base_wrapper (module) pywatts.modules.wrappers.dl_wrapper (module) pywatts.modules.wrappers.function_module (module) pywatts.modules.wrappers.keras_wrapper (module) pywatts.modules.wrappers.pytorch_wrapper (module) pywatts.modules.wrappers.sklearn_wrapper (module) pywatts.modules.wrappers.sm_time_series_model_wrapper (module) pywatts.summaries (module) pywatts.summaries.mae_summary (module) pywatts.summaries.mape_summary (module) pywatts.summaries.mase_summary (module) pywatts.summaries.max_summary (module) pywatts.summaries.metric_base (module) pywatts.summaries.min_summary (module) pywatts.summaries.rmse_summary (module)

R

Refit (pywatts.core.computation_mode.ComputationMode attribute) refit() (pywatts.core.base.Base method) (pywatts.core.pipeline.Pipeline method) (pywatts.core.step.Step method) Resampler (class in pywatts.modules.preprocessing.resampler) reset() (pywatts.core.base_step.BaseStep method) (pywatts.core.pipeline_step.PipelineStep method) ResultStep (class in pywatts.core.result_step) RMSE (class in pywatts.summaries.rmse_summary) (pywatts.modules.postprocessing.ensemble.Ensemble.LossMetric attribute)

RollingBase (class in pywatts.modules.feature_extraction.rolling_base) RollingGroupBy (class in pywatts.modules.feature_extraction.rolling_base) RollingKurtosis (class in pywatts.modules.feature_extraction.rolling_kurtosis) RollingMAE (class in pywatts.modules.metrics.rolling_mae) RollingMean (class in pywatts.modules.feature_extraction.rolling_mean) RollingMetricBase (class in pywatts.modules.metrics.rolling_metric_base) RollingRMSE (class in pywatts.modules.metrics.rolling_rmse) RollingSkewness (class in pywatts.modules.feature_extraction.rolling_skewness) RollingVariance (class in pywatts.modules.feature_extraction.rolling_variance) RunSetting (class in pywatts.core.run_setting)

S

Sampler (class in pywatts.modules.preprocessing.sampler) saturday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) save() (pywatts.core.base.Base method) (pywatts.core.base.BaseEstimator method) (pywatts.core.base_summary.BaseSummary method) (pywatts.core.pipeline.Pipeline method) (pywatts.core.run_setting.RunSetting method) (pywatts.modules.models.profile_neural_network.ProfileNeuralNetwork method) (pywatts.modules.wrappers.function_module.FunctionModule method) (pywatts.modules.wrappers.keras_wrapper.KerasWrapper method) (pywatts.modules.wrappers.pytorch_wrapper.PyTorchWrapper method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper method) (pywatts.modules.wrappers.sm_time_series_model_wrapper.SmTimeSeriesModelWrapper method) (pywatts.summaries.metric_base.MetricBase method) set_filemanager() (pywatts.callbacks.base_callback.BaseCallback method) set_kv() (pywatts.core.summary_object.SummaryObject method) set_params() (pywatts.core.base.Base method) (pywatts.core.pipeline.Pipeline method) (pywatts.core.template.Template method) (pywatts.modules.feature_extraction.calendar_extraction.CalendarExtraction method) (pywatts.modules.feature_extraction.rolling_base.RollingBase method) (pywatts.modules.feature_extraction.trend_extraction.TrendExtraction method) (pywatts.modules.metrics.rolling_metric_base.RollingMetricBase method) (pywatts.modules.models.profile_neural_network.ProfileNeuralNetwork method) (pywatts.modules.postprocessing.ensemble.Ensemble method) (pywatts.modules.preprocessing.average.Average method) (pywatts.modules.preprocessing.change_direction.ChangeDirection method) (pywatts.modules.preprocessing.clock_shift.ClockShift method) (pywatts.modules.preprocessing.custom_scaler.CustomScaler method) (pywatts.modules.preprocessing.differentiate.Differentiate method) (pywatts.modules.preprocessing.linear_interpolation.LinearInterpolater method) (pywatts.modules.preprocessing.missing_value_detection.MissingValueDetector method) (pywatts.modules.preprocessing.resampler.Resampler method) (pywatts.modules.preprocessing.sampler.Sampler method) (pywatts.modules.preprocessing.slicer.Slicer method) (pywatts.modules.wrappers.function_module.FunctionModule method) (pywatts.modules.wrappers.keras_wrapper.KerasWrapper method) (pywatts.modules.wrappers.pytorch_wrapper.PyTorchWrapper method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper method) (pywatts.modules.wrappers.sm_time_series_model_wrapper.SmTimeSeriesModelWrapper method) (pywatts.summaries.metric_base.MetricBase method)

set_run_setting() (pywatts.core.base_step.BaseStep method) (pywatts.core.pipeline_step.PipelineStep method) SKLearnWrapper (class in pywatts.modules.wrappers.sklearn_wrapper) Slicer (class in pywatts.modules.preprocessing.slicer) SmTimeSeriesModelWrapper (class in pywatts.modules.wrappers.sm_time_series_model_wrapper) StartStep (class in pywatts.core.start_step) StatisticCallback (class in pywatts.callbacks.debug_callback) Step (class in pywatts.core.step) StepCreationException StepFactory (class in pywatts.core.step_factory) StepInformation (class in pywatts.core.step_information) Summary (pywatts.core.summary_object.SummaryCategory attribute) SummaryCategory (class in pywatts.core.summary_object) SummaryFormatter (class in pywatts.core.summary_formatter) SummaryInformation (class in pywatts.core.step_information) SummaryJSON (class in pywatts.core.summary_formatter) SummaryMarkdown (class in pywatts.core.summary_formatter) SummaryObject (class in pywatts.core.summary_object) SummaryObjectList (class in pywatts.core.summary_object) SummaryObjectTable (class in pywatts.core.summary_object) SummaryStep (class in pywatts.core.summary_step) sunday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)

T

Template (class in pywatts.core.template) test() (pywatts.core.pipeline.Pipeline method) thursday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) TimeSeriesDataset (class in pywatts.modules.wrappers.pytorch_wrapper) to_folder() (pywatts.core.pipeline.Pipeline method) Train (pywatts.core.computation_mode.ComputationMode attribute) train() (pywatts.core.pipeline.Pipeline method) Transform (pywatts.core.computation_mode.ComputationMode attribute) transform() (pywatts.core.base.Base method) (pywatts.core.base_summary.BaseSummary method) (pywatts.core.pipeline.Pipeline method) (pywatts.core.template.Template method) (pywatts.modules.feature_extraction.calendar_extraction.CalendarExtraction method) (pywatts.modules.feature_extraction.rolling_base.RollingBase method) (pywatts.modules.feature_extraction.trend_extraction.TrendExtraction method) (pywatts.modules.metrics.rolling_metric_base.RollingMetricBase method) (pywatts.modules.models.profile_neural_network.ProfileNeuralNetwork method) (pywatts.modules.postprocessing.ensemble.Ensemble method) (pywatts.modules.preprocessing.average.Average method) (pywatts.modules.preprocessing.change_direction.ChangeDirection method) (pywatts.modules.preprocessing.clock_shift.ClockShift method) (pywatts.modules.preprocessing.custom_scaler.CustomScaler method) (pywatts.modules.preprocessing.differentiate.Differentiate method) (pywatts.modules.preprocessing.linear_interpolation.LinearInterpolater method) (pywatts.modules.preprocessing.missing_value_detection.MissingValueDetector method) (pywatts.modules.preprocessing.resampler.Resampler method) (pywatts.modules.preprocessing.sampler.Sampler method) (pywatts.modules.preprocessing.slicer.Slicer method) (pywatts.modules.wrappers.function_module.FunctionModule method) (pywatts.modules.wrappers.keras_wrapper.KerasWrapper method) (pywatts.modules.wrappers.pytorch_wrapper.PyTorchWrapper method) (pywatts.modules.wrappers.sklearn_wrapper.SKLearnWrapper method) (pywatts.modules.wrappers.sm_time_series_model_wrapper.SmTimeSeriesModelWrapper method) (pywatts.summaries.metric_base.MetricBase method)

TransformTime (pywatts.core.summary_object.SummaryCategory attribute) TrendExtraction (class in pywatts.modules.feature_extraction.trend_extraction) tuesday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)

U

update() (pywatts.core.run_setting.RunSetting method)

UtilException

V

validate_multiplier() (pywatts.modules.preprocessing.custom_scaler.CustomScaler method)

W

wednesday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) weekday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) weekday_cos (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) weekday_sine (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)

weekend (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) workday (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute) WorkdayWeekend (pywatts.modules.feature_extraction.rolling_base.RollingGroupBy attribute) WorkdayWeekendAndHoliday (pywatts.modules.feature_extraction.rolling_base.RollingGroupBy attribute) WrongParameterException

Y

year (pywatts.modules.feature_extraction.calendar_extraction.CalendarFeature attribute)