# WARNING ABOUT GENERATED CODE
#
# This file is generated. See the contributing guide for more information:
# https://github.com/aws/aws-sdk-ruby/blob/version-3/CONTRIBUTING.md
#
# WARNING ABOUT GENERATED CODE

module Aws::ForecastService
  module Types

    class Action
      attr_accessor attribute_name: ::String
      attr_accessor operation: ("ADD" | "SUBTRACT" | "MULTIPLY" | "DIVIDE")
      attr_accessor value: ::Float
      SENSITIVE: []
    end

    class AdditionalDataset
      attr_accessor name: ::String
      attr_accessor configuration: ::Hash[::String, ::Array[::String]]
      SENSITIVE: []
    end

    class AttributeConfig
      attr_accessor attribute_name: ::String
      attr_accessor transformations: ::Hash[::String, ::String]
      SENSITIVE: []
    end

    class Baseline
      attr_accessor predictor_baseline: Types::PredictorBaseline
      SENSITIVE: []
    end

    class BaselineMetric
      attr_accessor name: ::String
      attr_accessor value: ::Float
      SENSITIVE: []
    end

    class CategoricalParameterRange
      attr_accessor name: ::String
      attr_accessor values: ::Array[::String]
      SENSITIVE: []
    end

    class ContinuousParameterRange
      attr_accessor name: ::String
      attr_accessor max_value: ::Float
      attr_accessor min_value: ::Float
      attr_accessor scaling_type: ("Auto" | "Linear" | "Logarithmic" | "ReverseLogarithmic")
      SENSITIVE: []
    end

    class CreateAutoPredictorRequest
      attr_accessor predictor_name: ::String
      attr_accessor forecast_horizon: ::Integer
      attr_accessor forecast_types: ::Array[::String]
      attr_accessor forecast_dimensions: ::Array[::String]
      attr_accessor forecast_frequency: ::String
      attr_accessor data_config: Types::DataConfig
      attr_accessor encryption_config: Types::EncryptionConfig
      attr_accessor reference_predictor_arn: ::String
      attr_accessor optimization_metric: ("WAPE" | "RMSE" | "AverageWeightedQuantileLoss" | "MASE" | "MAPE")
      attr_accessor explain_predictor: bool
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor monitor_config: Types::MonitorConfig
      attr_accessor time_alignment_boundary: Types::TimeAlignmentBoundary
      SENSITIVE: []
    end

    class CreateAutoPredictorResponse
      attr_accessor predictor_arn: ::String
      SENSITIVE: []
    end

    class CreateDatasetGroupRequest
      attr_accessor dataset_group_name: ::String
      attr_accessor domain: ("RETAIL" | "CUSTOM" | "INVENTORY_PLANNING" | "EC2_CAPACITY" | "WORK_FORCE" | "WEB_TRAFFIC" | "METRICS")
      attr_accessor dataset_arns: ::Array[::String]
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class CreateDatasetGroupResponse
      attr_accessor dataset_group_arn: ::String
      SENSITIVE: []
    end

    class CreateDatasetImportJobRequest
      attr_accessor dataset_import_job_name: ::String
      attr_accessor dataset_arn: ::String
      attr_accessor data_source: Types::DataSource
      attr_accessor timestamp_format: ::String
      attr_accessor time_zone: ::String
      attr_accessor use_geolocation_for_time_zone: bool
      attr_accessor geolocation_format: ::String
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor format: ::String
      attr_accessor import_mode: ("FULL" | "INCREMENTAL")
      SENSITIVE: []
    end

    class CreateDatasetImportJobResponse
      attr_accessor dataset_import_job_arn: ::String
      SENSITIVE: []
    end

    class CreateDatasetRequest
      attr_accessor dataset_name: ::String
      attr_accessor domain: ("RETAIL" | "CUSTOM" | "INVENTORY_PLANNING" | "EC2_CAPACITY" | "WORK_FORCE" | "WEB_TRAFFIC" | "METRICS")
      attr_accessor dataset_type: ("TARGET_TIME_SERIES" | "RELATED_TIME_SERIES" | "ITEM_METADATA")
      attr_accessor data_frequency: ::String
      attr_accessor schema: Types::Schema
      attr_accessor encryption_config: Types::EncryptionConfig
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class CreateDatasetResponse
      attr_accessor dataset_arn: ::String
      SENSITIVE: []
    end

    class CreateExplainabilityExportRequest
      attr_accessor explainability_export_name: ::String
      attr_accessor explainability_arn: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class CreateExplainabilityExportResponse
      attr_accessor explainability_export_arn: ::String
      SENSITIVE: []
    end

    class CreateExplainabilityRequest
      attr_accessor explainability_name: ::String
      attr_accessor resource_arn: ::String
      attr_accessor explainability_config: Types::ExplainabilityConfig
      attr_accessor data_source: Types::DataSource
      attr_accessor schema: Types::Schema
      attr_accessor enable_visualization: bool
      attr_accessor start_date_time: ::String
      attr_accessor end_date_time: ::String
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class CreateExplainabilityResponse
      attr_accessor explainability_arn: ::String
      SENSITIVE: []
    end

    class CreateForecastExportJobRequest
      attr_accessor forecast_export_job_name: ::String
      attr_accessor forecast_arn: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class CreateForecastExportJobResponse
      attr_accessor forecast_export_job_arn: ::String
      SENSITIVE: []
    end

    class CreateForecastRequest
      attr_accessor forecast_name: ::String
      attr_accessor predictor_arn: ::String
      attr_accessor forecast_types: ::Array[::String]
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor time_series_selector: Types::TimeSeriesSelector
      SENSITIVE: []
    end

    class CreateForecastResponse
      attr_accessor forecast_arn: ::String
      SENSITIVE: []
    end

    class CreateMonitorRequest
      attr_accessor monitor_name: ::String
      attr_accessor resource_arn: ::String
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class CreateMonitorResponse
      attr_accessor monitor_arn: ::String
      SENSITIVE: []
    end

    class CreatePredictorBacktestExportJobRequest
      attr_accessor predictor_backtest_export_job_name: ::String
      attr_accessor predictor_arn: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class CreatePredictorBacktestExportJobResponse
      attr_accessor predictor_backtest_export_job_arn: ::String
      SENSITIVE: []
    end

    class CreatePredictorRequest
      attr_accessor predictor_name: ::String
      attr_accessor algorithm_arn: ::String
      attr_accessor forecast_horizon: ::Integer
      attr_accessor forecast_types: ::Array[::String]
      attr_accessor perform_auto_ml: bool
      attr_accessor auto_ml_override_strategy: ("LatencyOptimized" | "AccuracyOptimized")
      attr_accessor perform_hpo: bool
      attr_accessor training_parameters: ::Hash[::String, ::String]
      attr_accessor evaluation_parameters: Types::EvaluationParameters
      attr_accessor hpo_config: Types::HyperParameterTuningJobConfig
      attr_accessor input_data_config: Types::InputDataConfig
      attr_accessor featurization_config: Types::FeaturizationConfig
      attr_accessor encryption_config: Types::EncryptionConfig
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor optimization_metric: ("WAPE" | "RMSE" | "AverageWeightedQuantileLoss" | "MASE" | "MAPE")
      SENSITIVE: []
    end

    class CreatePredictorResponse
      attr_accessor predictor_arn: ::String
      SENSITIVE: []
    end

    class CreateWhatIfAnalysisRequest
      attr_accessor what_if_analysis_name: ::String
      attr_accessor forecast_arn: ::String
      attr_accessor time_series_selector: Types::TimeSeriesSelector
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class CreateWhatIfAnalysisResponse
      attr_accessor what_if_analysis_arn: ::String
      SENSITIVE: []
    end

    class CreateWhatIfForecastExportRequest
      attr_accessor what_if_forecast_export_name: ::String
      attr_accessor what_if_forecast_arns: ::Array[::String]
      attr_accessor destination: Types::DataDestination
      attr_accessor tags: ::Array[Types::Tag]
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class CreateWhatIfForecastExportResponse
      attr_accessor what_if_forecast_export_arn: ::String
      SENSITIVE: []
    end

    class CreateWhatIfForecastRequest
      attr_accessor what_if_forecast_name: ::String
      attr_accessor what_if_analysis_arn: ::String
      attr_accessor time_series_transformations: ::Array[Types::TimeSeriesTransformation]
      attr_accessor time_series_replacements_data_source: Types::TimeSeriesReplacementsDataSource
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class CreateWhatIfForecastResponse
      attr_accessor what_if_forecast_arn: ::String
      SENSITIVE: []
    end

    class DataConfig
      attr_accessor dataset_group_arn: ::String
      attr_accessor attribute_configs: ::Array[Types::AttributeConfig]
      attr_accessor additional_datasets: ::Array[Types::AdditionalDataset]
      SENSITIVE: []
    end

    class DataDestination
      attr_accessor s3_config: Types::S3Config
      SENSITIVE: []
    end

    class DataSource
      attr_accessor s3_config: Types::S3Config
      SENSITIVE: []
    end

    class DatasetGroupSummary
      attr_accessor dataset_group_arn: ::String
      attr_accessor dataset_group_name: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class DatasetImportJobSummary
      attr_accessor dataset_import_job_arn: ::String
      attr_accessor dataset_import_job_name: ::String
      attr_accessor data_source: Types::DataSource
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor import_mode: ("FULL" | "INCREMENTAL")
      SENSITIVE: []
    end

    class DatasetSummary
      attr_accessor dataset_arn: ::String
      attr_accessor dataset_name: ::String
      attr_accessor dataset_type: ("TARGET_TIME_SERIES" | "RELATED_TIME_SERIES" | "ITEM_METADATA")
      attr_accessor domain: ("RETAIL" | "CUSTOM" | "INVENTORY_PLANNING" | "EC2_CAPACITY" | "WORK_FORCE" | "WEB_TRAFFIC" | "METRICS")
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class DeleteDatasetGroupRequest
      attr_accessor dataset_group_arn: ::String
      SENSITIVE: []
    end

    class DeleteDatasetImportJobRequest
      attr_accessor dataset_import_job_arn: ::String
      SENSITIVE: []
    end

    class DeleteDatasetRequest
      attr_accessor dataset_arn: ::String
      SENSITIVE: []
    end

    class DeleteExplainabilityExportRequest
      attr_accessor explainability_export_arn: ::String
      SENSITIVE: []
    end

    class DeleteExplainabilityRequest
      attr_accessor explainability_arn: ::String
      SENSITIVE: []
    end

    class DeleteForecastExportJobRequest
      attr_accessor forecast_export_job_arn: ::String
      SENSITIVE: []
    end

    class DeleteForecastRequest
      attr_accessor forecast_arn: ::String
      SENSITIVE: []
    end

    class DeleteMonitorRequest
      attr_accessor monitor_arn: ::String
      SENSITIVE: []
    end

    class DeletePredictorBacktestExportJobRequest
      attr_accessor predictor_backtest_export_job_arn: ::String
      SENSITIVE: []
    end

    class DeletePredictorRequest
      attr_accessor predictor_arn: ::String
      SENSITIVE: []
    end

    class DeleteResourceTreeRequest
      attr_accessor resource_arn: ::String
      SENSITIVE: []
    end

    class DeleteWhatIfAnalysisRequest
      attr_accessor what_if_analysis_arn: ::String
      SENSITIVE: []
    end

    class DeleteWhatIfForecastExportRequest
      attr_accessor what_if_forecast_export_arn: ::String
      SENSITIVE: []
    end

    class DeleteWhatIfForecastRequest
      attr_accessor what_if_forecast_arn: ::String
      SENSITIVE: []
    end

    class DescribeAutoPredictorRequest
      attr_accessor predictor_arn: ::String
      SENSITIVE: []
    end

    class DescribeAutoPredictorResponse
      attr_accessor predictor_arn: ::String
      attr_accessor predictor_name: ::String
      attr_accessor forecast_horizon: ::Integer
      attr_accessor forecast_types: ::Array[::String]
      attr_accessor forecast_frequency: ::String
      attr_accessor forecast_dimensions: ::Array[::String]
      attr_accessor dataset_import_job_arns: ::Array[::String]
      attr_accessor data_config: Types::DataConfig
      attr_accessor encryption_config: Types::EncryptionConfig
      attr_accessor reference_predictor_summary: Types::ReferencePredictorSummary
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor optimization_metric: ("WAPE" | "RMSE" | "AverageWeightedQuantileLoss" | "MASE" | "MAPE")
      attr_accessor explainability_info: Types::ExplainabilityInfo
      attr_accessor monitor_info: Types::MonitorInfo
      attr_accessor time_alignment_boundary: Types::TimeAlignmentBoundary
      SENSITIVE: []
    end

    class DescribeDatasetGroupRequest
      attr_accessor dataset_group_arn: ::String
      SENSITIVE: []
    end

    class DescribeDatasetGroupResponse
      attr_accessor dataset_group_name: ::String
      attr_accessor dataset_group_arn: ::String
      attr_accessor dataset_arns: ::Array[::String]
      attr_accessor domain: ("RETAIL" | "CUSTOM" | "INVENTORY_PLANNING" | "EC2_CAPACITY" | "WORK_FORCE" | "WEB_TRAFFIC" | "METRICS")
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class DescribeDatasetImportJobRequest
      attr_accessor dataset_import_job_arn: ::String
      SENSITIVE: []
    end

    class DescribeDatasetImportJobResponse
      attr_accessor dataset_import_job_name: ::String
      attr_accessor dataset_import_job_arn: ::String
      attr_accessor dataset_arn: ::String
      attr_accessor timestamp_format: ::String
      attr_accessor time_zone: ::String
      attr_accessor use_geolocation_for_time_zone: bool
      attr_accessor geolocation_format: ::String
      attr_accessor data_source: Types::DataSource
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor field_statistics: ::Hash[::String, Types::Statistics]
      attr_accessor data_size: ::Float
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor format: ::String
      attr_accessor import_mode: ("FULL" | "INCREMENTAL")
      SENSITIVE: []
    end

    class DescribeDatasetRequest
      attr_accessor dataset_arn: ::String
      SENSITIVE: []
    end

    class DescribeDatasetResponse
      attr_accessor dataset_arn: ::String
      attr_accessor dataset_name: ::String
      attr_accessor domain: ("RETAIL" | "CUSTOM" | "INVENTORY_PLANNING" | "EC2_CAPACITY" | "WORK_FORCE" | "WEB_TRAFFIC" | "METRICS")
      attr_accessor dataset_type: ("TARGET_TIME_SERIES" | "RELATED_TIME_SERIES" | "ITEM_METADATA")
      attr_accessor data_frequency: ::String
      attr_accessor schema: Types::Schema
      attr_accessor encryption_config: Types::EncryptionConfig
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class DescribeExplainabilityExportRequest
      attr_accessor explainability_export_arn: ::String
      SENSITIVE: []
    end

    class DescribeExplainabilityExportResponse
      attr_accessor explainability_export_arn: ::String
      attr_accessor explainability_export_name: ::String
      attr_accessor explainability_arn: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor message: ::String
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class DescribeExplainabilityRequest
      attr_accessor explainability_arn: ::String
      SENSITIVE: []
    end

    class DescribeExplainabilityResponse
      attr_accessor explainability_arn: ::String
      attr_accessor explainability_name: ::String
      attr_accessor resource_arn: ::String
      attr_accessor explainability_config: Types::ExplainabilityConfig
      attr_accessor enable_visualization: bool
      attr_accessor data_source: Types::DataSource
      attr_accessor schema: Types::Schema
      attr_accessor start_date_time: ::String
      attr_accessor end_date_time: ::String
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor message: ::String
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class DescribeForecastExportJobRequest
      attr_accessor forecast_export_job_arn: ::String
      SENSITIVE: []
    end

    class DescribeForecastExportJobResponse
      attr_accessor forecast_export_job_arn: ::String
      attr_accessor forecast_export_job_name: ::String
      attr_accessor forecast_arn: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor message: ::String
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class DescribeForecastRequest
      attr_accessor forecast_arn: ::String
      SENSITIVE: []
    end

    class DescribeForecastResponse
      attr_accessor forecast_arn: ::String
      attr_accessor forecast_name: ::String
      attr_accessor forecast_types: ::Array[::String]
      attr_accessor predictor_arn: ::String
      attr_accessor dataset_group_arn: ::String
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor time_series_selector: Types::TimeSeriesSelector
      SENSITIVE: []
    end

    class DescribeMonitorRequest
      attr_accessor monitor_arn: ::String
      SENSITIVE: []
    end

    class DescribeMonitorResponse
      attr_accessor monitor_name: ::String
      attr_accessor monitor_arn: ::String
      attr_accessor resource_arn: ::String
      attr_accessor status: ::String
      attr_accessor last_evaluation_time: ::Time
      attr_accessor last_evaluation_state: ::String
      attr_accessor baseline: Types::Baseline
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor estimated_evaluation_time_remaining_in_minutes: ::Integer
      SENSITIVE: []
    end

    class DescribePredictorBacktestExportJobRequest
      attr_accessor predictor_backtest_export_job_arn: ::String
      SENSITIVE: []
    end

    class DescribePredictorBacktestExportJobResponse
      attr_accessor predictor_backtest_export_job_arn: ::String
      attr_accessor predictor_backtest_export_job_name: ::String
      attr_accessor predictor_arn: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor message: ::String
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class DescribePredictorRequest
      attr_accessor predictor_arn: ::String
      SENSITIVE: []
    end

    class DescribePredictorResponse
      attr_accessor predictor_arn: ::String
      attr_accessor predictor_name: ::String
      attr_accessor algorithm_arn: ::String
      attr_accessor auto_ml_algorithm_arns: ::Array[::String]
      attr_accessor forecast_horizon: ::Integer
      attr_accessor forecast_types: ::Array[::String]
      attr_accessor perform_auto_ml: bool
      attr_accessor auto_ml_override_strategy: ("LatencyOptimized" | "AccuracyOptimized")
      attr_accessor perform_hpo: bool
      attr_accessor training_parameters: ::Hash[::String, ::String]
      attr_accessor evaluation_parameters: Types::EvaluationParameters
      attr_accessor hpo_config: Types::HyperParameterTuningJobConfig
      attr_accessor input_data_config: Types::InputDataConfig
      attr_accessor featurization_config: Types::FeaturizationConfig
      attr_accessor encryption_config: Types::EncryptionConfig
      attr_accessor predictor_execution_details: Types::PredictorExecutionDetails
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor is_auto_predictor: bool
      attr_accessor dataset_import_job_arns: ::Array[::String]
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor optimization_metric: ("WAPE" | "RMSE" | "AverageWeightedQuantileLoss" | "MASE" | "MAPE")
      SENSITIVE: []
    end

    class DescribeWhatIfAnalysisRequest
      attr_accessor what_if_analysis_arn: ::String
      SENSITIVE: []
    end

    class DescribeWhatIfAnalysisResponse
      attr_accessor what_if_analysis_name: ::String
      attr_accessor what_if_analysis_arn: ::String
      attr_accessor forecast_arn: ::String
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor time_series_selector: Types::TimeSeriesSelector
      SENSITIVE: []
    end

    class DescribeWhatIfForecastExportRequest
      attr_accessor what_if_forecast_export_arn: ::String
      SENSITIVE: []
    end

    class DescribeWhatIfForecastExportResponse
      attr_accessor what_if_forecast_export_arn: ::String
      attr_accessor what_if_forecast_export_name: ::String
      attr_accessor what_if_forecast_arns: ::Array[::String]
      attr_accessor destination: Types::DataDestination
      attr_accessor message: ::String
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor last_modification_time: ::Time
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class DescribeWhatIfForecastRequest
      attr_accessor what_if_forecast_arn: ::String
      SENSITIVE: []
    end

    class DescribeWhatIfForecastResponse
      attr_accessor what_if_forecast_name: ::String
      attr_accessor what_if_forecast_arn: ::String
      attr_accessor what_if_analysis_arn: ::String
      attr_accessor estimated_time_remaining_in_minutes: ::Integer
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      attr_accessor time_series_transformations: ::Array[Types::TimeSeriesTransformation]
      attr_accessor time_series_replacements_data_source: Types::TimeSeriesReplacementsDataSource
      attr_accessor forecast_types: ::Array[::String]
      SENSITIVE: []
    end

    class EncryptionConfig
      attr_accessor role_arn: ::String
      attr_accessor kms_key_arn: ::String
      SENSITIVE: []
    end

    class ErrorMetric
      attr_accessor forecast_type: ::String
      attr_accessor wape: ::Float
      attr_accessor rmse: ::Float
      attr_accessor mase: ::Float
      attr_accessor mape: ::Float
      SENSITIVE: []
    end

    class EvaluationParameters
      attr_accessor number_of_backtest_windows: ::Integer
      attr_accessor back_test_window_offset: ::Integer
      SENSITIVE: []
    end

    class EvaluationResult
      attr_accessor algorithm_arn: ::String
      attr_accessor test_windows: ::Array[Types::WindowSummary]
      SENSITIVE: []
    end

    class ExplainabilityConfig
      attr_accessor time_series_granularity: ("ALL" | "SPECIFIC")
      attr_accessor time_point_granularity: ("ALL" | "SPECIFIC")
      SENSITIVE: []
    end

    class ExplainabilityExportSummary
      attr_accessor explainability_export_arn: ::String
      attr_accessor explainability_export_name: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class ExplainabilityInfo
      attr_accessor explainability_arn: ::String
      attr_accessor status: ::String
      SENSITIVE: []
    end

    class ExplainabilitySummary
      attr_accessor explainability_arn: ::String
      attr_accessor explainability_name: ::String
      attr_accessor resource_arn: ::String
      attr_accessor explainability_config: Types::ExplainabilityConfig
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class Featurization
      attr_accessor attribute_name: ::String
      attr_accessor featurization_pipeline: ::Array[Types::FeaturizationMethod]
      SENSITIVE: []
    end

    class FeaturizationConfig
      attr_accessor forecast_frequency: ::String
      attr_accessor forecast_dimensions: ::Array[::String]
      attr_accessor featurizations: ::Array[Types::Featurization]
      SENSITIVE: []
    end

    class FeaturizationMethod
      attr_accessor featurization_method_name: ("filling")
      attr_accessor featurization_method_parameters: ::Hash[::String, ::String]
      SENSITIVE: []
    end

    class Filter
      attr_accessor key: ::String
      attr_accessor value: ::String
      attr_accessor condition: ("IS" | "IS_NOT")
      SENSITIVE: []
    end

    class ForecastExportJobSummary
      attr_accessor forecast_export_job_arn: ::String
      attr_accessor forecast_export_job_name: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class ForecastSummary
      attr_accessor forecast_arn: ::String
      attr_accessor forecast_name: ::String
      attr_accessor predictor_arn: ::String
      attr_accessor created_using_auto_predictor: bool
      attr_accessor dataset_group_arn: ::String
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class GetAccuracyMetricsRequest
      attr_accessor predictor_arn: ::String
      SENSITIVE: []
    end

    class GetAccuracyMetricsResponse
      attr_accessor predictor_evaluation_results: ::Array[Types::EvaluationResult]
      attr_accessor is_auto_predictor: bool
      attr_accessor auto_ml_override_strategy: ("LatencyOptimized" | "AccuracyOptimized")
      attr_accessor optimization_metric: ("WAPE" | "RMSE" | "AverageWeightedQuantileLoss" | "MASE" | "MAPE")
      SENSITIVE: []
    end

    class HyperParameterTuningJobConfig
      attr_accessor parameter_ranges: Types::ParameterRanges
      SENSITIVE: []
    end

    class InputDataConfig
      attr_accessor dataset_group_arn: ::String
      attr_accessor supplementary_features: ::Array[Types::SupplementaryFeature]
      SENSITIVE: []
    end

    class IntegerParameterRange
      attr_accessor name: ::String
      attr_accessor max_value: ::Integer
      attr_accessor min_value: ::Integer
      attr_accessor scaling_type: ("Auto" | "Linear" | "Logarithmic" | "ReverseLogarithmic")
      SENSITIVE: []
    end

    class InvalidInputException
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class InvalidNextTokenException
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class LimitExceededException
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class ListDatasetGroupsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      SENSITIVE: []
    end

    class ListDatasetGroupsResponse
      attr_accessor dataset_groups: ::Array[Types::DatasetGroupSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListDatasetImportJobsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListDatasetImportJobsResponse
      attr_accessor dataset_import_jobs: ::Array[Types::DatasetImportJobSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListDatasetsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      SENSITIVE: []
    end

    class ListDatasetsResponse
      attr_accessor datasets: ::Array[Types::DatasetSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListExplainabilitiesRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListExplainabilitiesResponse
      attr_accessor explainabilities: ::Array[Types::ExplainabilitySummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListExplainabilityExportsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListExplainabilityExportsResponse
      attr_accessor explainability_exports: ::Array[Types::ExplainabilityExportSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListForecastExportJobsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListForecastExportJobsResponse
      attr_accessor forecast_export_jobs: ::Array[Types::ForecastExportJobSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListForecastsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListForecastsResponse
      attr_accessor forecasts: ::Array[Types::ForecastSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListMonitorEvaluationsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor monitor_arn: ::String
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListMonitorEvaluationsResponse
      attr_accessor next_token: ::String
      attr_accessor predictor_monitor_evaluations: ::Array[Types::PredictorMonitorEvaluation]
      SENSITIVE: []
    end

    class ListMonitorsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListMonitorsResponse
      attr_accessor monitors: ::Array[Types::MonitorSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListPredictorBacktestExportJobsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListPredictorBacktestExportJobsResponse
      attr_accessor predictor_backtest_export_jobs: ::Array[Types::PredictorBacktestExportJobSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListPredictorsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListPredictorsResponse
      attr_accessor predictors: ::Array[Types::PredictorSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListTagsForResourceRequest
      attr_accessor resource_arn: ::String
      SENSITIVE: []
    end

    class ListTagsForResourceResponse
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class ListWhatIfAnalysesRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListWhatIfAnalysesResponse
      attr_accessor what_if_analyses: ::Array[Types::WhatIfAnalysisSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListWhatIfForecastExportsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListWhatIfForecastExportsResponse
      attr_accessor what_if_forecast_exports: ::Array[Types::WhatIfForecastExportSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class ListWhatIfForecastsRequest
      attr_accessor next_token: ::String
      attr_accessor max_results: ::Integer
      attr_accessor filters: ::Array[Types::Filter]
      SENSITIVE: []
    end

    class ListWhatIfForecastsResponse
      attr_accessor what_if_forecasts: ::Array[Types::WhatIfForecastSummary]
      attr_accessor next_token: ::String
      SENSITIVE: []
    end

    class MetricResult
      attr_accessor metric_name: ::String
      attr_accessor metric_value: ::Float
      SENSITIVE: []
    end

    class Metrics
      attr_accessor rmse: ::Float
      attr_accessor weighted_quantile_losses: ::Array[Types::WeightedQuantileLoss]
      attr_accessor error_metrics: ::Array[Types::ErrorMetric]
      attr_accessor average_weighted_quantile_loss: ::Float
      SENSITIVE: []
    end

    class MonitorConfig
      attr_accessor monitor_name: ::String
      SENSITIVE: []
    end

    class MonitorDataSource
      attr_accessor dataset_import_job_arn: ::String
      attr_accessor forecast_arn: ::String
      attr_accessor predictor_arn: ::String
      SENSITIVE: []
    end

    class MonitorInfo
      attr_accessor monitor_arn: ::String
      attr_accessor status: ::String
      SENSITIVE: []
    end

    class MonitorSummary
      attr_accessor monitor_arn: ::String
      attr_accessor monitor_name: ::String
      attr_accessor resource_arn: ::String
      attr_accessor status: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class ParameterRanges
      attr_accessor categorical_parameter_ranges: ::Array[Types::CategoricalParameterRange]
      attr_accessor continuous_parameter_ranges: ::Array[Types::ContinuousParameterRange]
      attr_accessor integer_parameter_ranges: ::Array[Types::IntegerParameterRange]
      SENSITIVE: []
    end

    class PredictorBacktestExportJobSummary
      attr_accessor predictor_backtest_export_job_arn: ::String
      attr_accessor predictor_backtest_export_job_name: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class PredictorBaseline
      attr_accessor baseline_metrics: ::Array[Types::BaselineMetric]
      SENSITIVE: []
    end

    class PredictorEvent
      attr_accessor detail: ::String
      attr_accessor datetime: ::Time
      SENSITIVE: []
    end

    class PredictorExecution
      attr_accessor algorithm_arn: ::String
      attr_accessor test_windows: ::Array[Types::TestWindowSummary]
      SENSITIVE: []
    end

    class PredictorExecutionDetails
      attr_accessor predictor_executions: ::Array[Types::PredictorExecution]
      SENSITIVE: []
    end

    class PredictorMonitorEvaluation
      attr_accessor resource_arn: ::String
      attr_accessor monitor_arn: ::String
      attr_accessor evaluation_time: ::Time
      attr_accessor evaluation_state: ::String
      attr_accessor window_start_datetime: ::Time
      attr_accessor window_end_datetime: ::Time
      attr_accessor predictor_event: Types::PredictorEvent
      attr_accessor monitor_data_source: Types::MonitorDataSource
      attr_accessor metric_results: ::Array[Types::MetricResult]
      attr_accessor num_items_evaluated: ::Integer
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class PredictorSummary
      attr_accessor predictor_arn: ::String
      attr_accessor predictor_name: ::String
      attr_accessor dataset_group_arn: ::String
      attr_accessor is_auto_predictor: bool
      attr_accessor reference_predictor_summary: Types::ReferencePredictorSummary
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class ReferencePredictorSummary
      attr_accessor arn: ::String
      attr_accessor state: ("Active" | "Deleted")
      SENSITIVE: []
    end

    class ResourceAlreadyExistsException
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class ResourceInUseException
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class ResourceNotFoundException
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class ResumeResourceRequest
      attr_accessor resource_arn: ::String
      SENSITIVE: []
    end

    class S3Config
      attr_accessor path: ::String
      attr_accessor role_arn: ::String
      attr_accessor kms_key_arn: ::String
      SENSITIVE: []
    end

    class Schema
      attr_accessor attributes: ::Array[Types::SchemaAttribute]
      SENSITIVE: []
    end

    class SchemaAttribute
      attr_accessor attribute_name: ::String
      attr_accessor attribute_type: ("string" | "integer" | "float" | "timestamp" | "geolocation")
      SENSITIVE: []
    end

    class Statistics
      attr_accessor count: ::Integer
      attr_accessor count_distinct: ::Integer
      attr_accessor count_null: ::Integer
      attr_accessor count_nan: ::Integer
      attr_accessor min: ::String
      attr_accessor max: ::String
      attr_accessor avg: ::Float
      attr_accessor stddev: ::Float
      attr_accessor count_long: ::Integer
      attr_accessor count_distinct_long: ::Integer
      attr_accessor count_null_long: ::Integer
      attr_accessor count_nan_long: ::Integer
      SENSITIVE: []
    end

    class StopResourceRequest
      attr_accessor resource_arn: ::String
      SENSITIVE: []
    end

    class SupplementaryFeature
      attr_accessor name: ::String
      attr_accessor value: ::String
      SENSITIVE: []
    end

    class Tag
      attr_accessor key: ::String
      attr_accessor value: ::String
      SENSITIVE: [:key, :value]
    end

    class TagResourceRequest
      attr_accessor resource_arn: ::String
      attr_accessor tags: ::Array[Types::Tag]
      SENSITIVE: []
    end

    class TagResourceResponse < Aws::EmptyStructure
    end

    class TestWindowSummary
      attr_accessor test_window_start: ::Time
      attr_accessor test_window_end: ::Time
      attr_accessor status: ::String
      attr_accessor message: ::String
      SENSITIVE: []
    end

    class TimeAlignmentBoundary
      attr_accessor month: ("JANUARY" | "FEBRUARY" | "MARCH" | "APRIL" | "MAY" | "JUNE" | "JULY" | "AUGUST" | "SEPTEMBER" | "OCTOBER" | "NOVEMBER" | "DECEMBER")
      attr_accessor day_of_month: ::Integer
      attr_accessor day_of_week: ("MONDAY" | "TUESDAY" | "WEDNESDAY" | "THURSDAY" | "FRIDAY" | "SATURDAY" | "SUNDAY")
      attr_accessor hour: ::Integer
      SENSITIVE: []
    end

    class TimeSeriesCondition
      attr_accessor attribute_name: ::String
      attr_accessor attribute_value: ::String
      attr_accessor condition: ("EQUALS" | "NOT_EQUALS" | "LESS_THAN" | "GREATER_THAN")
      SENSITIVE: []
    end

    class TimeSeriesIdentifiers
      attr_accessor data_source: Types::DataSource
      attr_accessor schema: Types::Schema
      attr_accessor format: ::String
      SENSITIVE: []
    end

    class TimeSeriesReplacementsDataSource
      attr_accessor s3_config: Types::S3Config
      attr_accessor schema: Types::Schema
      attr_accessor format: ::String
      attr_accessor timestamp_format: ::String
      SENSITIVE: []
    end

    class TimeSeriesSelector
      attr_accessor time_series_identifiers: Types::TimeSeriesIdentifiers
      SENSITIVE: []
    end

    class TimeSeriesTransformation
      attr_accessor action: Types::Action
      attr_accessor time_series_conditions: ::Array[Types::TimeSeriesCondition]
      SENSITIVE: []
    end

    class UntagResourceRequest
      attr_accessor resource_arn: ::String
      attr_accessor tag_keys: ::Array[::String]
      SENSITIVE: []
    end

    class UntagResourceResponse < Aws::EmptyStructure
    end

    class UpdateDatasetGroupRequest
      attr_accessor dataset_group_arn: ::String
      attr_accessor dataset_arns: ::Array[::String]
      SENSITIVE: []
    end

    class UpdateDatasetGroupResponse < Aws::EmptyStructure
    end

    class WeightedQuantileLoss
      attr_accessor quantile: ::Float
      attr_accessor loss_value: ::Float
      SENSITIVE: []
    end

    class WhatIfAnalysisSummary
      attr_accessor what_if_analysis_arn: ::String
      attr_accessor what_if_analysis_name: ::String
      attr_accessor forecast_arn: ::String
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class WhatIfForecastExportSummary
      attr_accessor what_if_forecast_export_arn: ::String
      attr_accessor what_if_forecast_arns: ::Array[::String]
      attr_accessor what_if_forecast_export_name: ::String
      attr_accessor destination: Types::DataDestination
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class WhatIfForecastSummary
      attr_accessor what_if_forecast_arn: ::String
      attr_accessor what_if_forecast_name: ::String
      attr_accessor what_if_analysis_arn: ::String
      attr_accessor status: ::String
      attr_accessor message: ::String
      attr_accessor creation_time: ::Time
      attr_accessor last_modification_time: ::Time
      SENSITIVE: []
    end

    class WindowSummary
      attr_accessor test_window_start: ::Time
      attr_accessor test_window_end: ::Time
      attr_accessor item_count: ::Integer
      attr_accessor evaluation_type: ("SUMMARY" | "COMPUTED")
      attr_accessor metrics: Types::Metrics
      SENSITIVE: []
    end
  end
end