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Forecast Classes

ActionTypeDef

AttributeName

  • Type:
  • Required: Yes

Operation

  • Type: typing.Literal['ADD', 'DIVIDE', 'MULTIPLY', 'SUBTRACT']
  • Required: Yes

Value

  • Type:
  • Required: Yes

AdditionalDatasetTypeDef

Name

  • Type:
  • Required: Yes

Configuration

  • Type: typing.Optional[typing.Mapping[str, typing.Sequence[str]]]

AttributeConfigTypeDef

AttributeName

  • Type:
  • Required: Yes

Transformations

  • Type: typing.Mapping[str, str]
  • Required: Yes

BaseValidatorModel

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BaselineMetricTypeDef

Name

  • Type: typing.Optional[str]

Value

  • Type: typing.Optional[float]

BaselineTypeDef

PredictorBaseline

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PredictorBaselineTypeDef]

CategoricalParameterRangeTypeDef

Name

  • Type:
  • Required: Yes

Values

  • Type: typing.Sequence[str]
  • Required: Yes

ContinuousParameterRangeTypeDef

Name

  • Type:
  • Required: Yes

MaxValue

  • Type:
  • Required: Yes

MinValue

  • Type:
  • Required: Yes

ScalingType

  • Type: typing.Optional[typing.Literal['Auto', 'Linear', 'Logarithmic', 'ReverseLogarithmic']]

CreateAutoPredictorRequestRequestTypeDef

PredictorName

  • Type:
  • Required: Yes

ForecastHorizon

  • Type: typing.Optional[int]

ForecastTypes

  • Type: typing.Optional[typing.Sequence[str]]

ForecastDimensions

  • Type: typing.Optional[typing.Sequence[str]]

ForecastFrequency

  • Type: typing.Optional[str]

DataConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataConfigTypeDef]

EncryptionConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.EncryptionConfigTypeDef]

ReferencePredictorArn

  • Type: typing.Optional[str]

OptimizationMetric

  • Type: typing.Optional[typing.Literal['AverageWeightedQuantileLoss', 'MAPE', 'MASE', 'RMSE', 'WAPE']]

ExplainPredictor

  • Type: typing.Optional[bool]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

MonitorConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.MonitorConfigTypeDef]

TimeAlignmentBoundary

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.TimeAlignmentBoundaryTypeDef]

CreateAutoPredictorResponseTypeDef

PredictorArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateDatasetGroupRequestRequestTypeDef

DatasetGroupName

  • Type:
  • Required: Yes

Domain

  • Type: typing.Literal['CUSTOM', 'EC2_CAPACITY', 'INVENTORY_PLANNING', 'METRICS', 'RETAIL', 'WEB_TRAFFIC', 'WORK_FORCE']
  • Required: Yes

DatasetArns

  • Type: typing.Optional[typing.Sequence[str]]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

CreateDatasetGroupResponseTypeDef

DatasetGroupArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateDatasetImportJobRequestRequestTypeDef

DatasetImportJobName

  • Type:
  • Required: Yes

DatasetArn

  • Type:
  • Required: Yes

DataSource

  • Type:
  • Required: Yes

TimestampFormat

  • Type: typing.Optional[str]

TimeZone

  • Type: typing.Optional[str]

UseGeolocationForTimeZone

  • Type: typing.Optional[bool]

GeolocationFormat

  • Type: typing.Optional[str]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

Format

  • Type: typing.Optional[str]

ImportMode

  • Type: typing.Optional[typing.Literal['FULL', 'INCREMENTAL']]

CreateDatasetImportJobResponseTypeDef

DatasetImportJobArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateDatasetRequestRequestTypeDef

DatasetName

  • Type:
  • Required: Yes

Domain

  • Type: typing.Literal['CUSTOM', 'EC2_CAPACITY', 'INVENTORY_PLANNING', 'METRICS', 'RETAIL', 'WEB_TRAFFIC', 'WORK_FORCE']
  • Required: Yes

DatasetType

  • Type: typing.Literal['ITEM_METADATA', 'RELATED_TIME_SERIES', 'TARGET_TIME_SERIES']
  • Required: Yes

Schema

  • Type:
  • Required: Yes

DataFrequency

  • Type: typing.Optional[str]

EncryptionConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.EncryptionConfigTypeDef]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

CreateDatasetResponseTypeDef

DatasetArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateExplainabilityExportRequestRequestTypeDef

ExplainabilityExportName

  • Type:
  • Required: Yes

ExplainabilityArn

  • Type:
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

Format

  • Type: typing.Optional[str]

CreateExplainabilityExportResponseTypeDef

ExplainabilityExportArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateExplainabilityRequestRequestTypeDef

ExplainabilityName

  • Type:
  • Required: Yes

ResourceArn

  • Type:
  • Required: Yes

ExplainabilityConfig

  • Type:
  • Required: Yes

DataSource

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataSourceTypeDef]

Schema

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.SchemaTypeDef]

EnableVisualization

  • Type: typing.Optional[bool]

StartDateTime

  • Type: typing.Optional[str]

EndDateTime

  • Type: typing.Optional[str]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

CreateExplainabilityResponseTypeDef

ExplainabilityArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateForecastExportJobRequestRequestTypeDef

ForecastExportJobName

  • Type:
  • Required: Yes

ForecastArn

  • Type:
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

Format

  • Type: typing.Optional[str]

CreateForecastExportJobResponseTypeDef

ForecastExportJobArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateForecastRequestRequestTypeDef

ForecastName

  • Type:
  • Required: Yes

PredictorArn

  • Type:
  • Required: Yes

ForecastTypes

  • Type: typing.Optional[typing.Sequence[str]]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

TimeSeriesSelector

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.TimeSeriesSelectorTypeDef]

CreateForecastResponseTypeDef

ForecastArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateMonitorRequestRequestTypeDef

MonitorName

  • Type:
  • Required: Yes

ResourceArn

  • Type:
  • Required: Yes

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

CreateMonitorResponseTypeDef

MonitorArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreatePredictorBacktestExportJobRequestRequestTypeDef

PredictorBacktestExportJobName

  • Type:
  • Required: Yes

PredictorArn

  • Type:
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

Format

  • Type: typing.Optional[str]

CreatePredictorBacktestExportJobResponseTypeDef

PredictorBacktestExportJobArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreatePredictorRequestRequestTypeDef

PredictorName

  • Type:
  • Required: Yes

ForecastHorizon

  • Type:
  • Required: Yes

InputDataConfig

  • Type:
  • Required: Yes

FeaturizationConfig

  • Type:
  • Required: Yes

AlgorithmArn

  • Type: typing.Optional[str]

ForecastTypes

  • Type: typing.Optional[typing.Sequence[str]]

PerformAutoML

  • Type: typing.Optional[bool]

AutoMLOverrideStrategy

  • Type: typing.Optional[typing.Literal['AccuracyOptimized', 'LatencyOptimized']]

PerformHPO

  • Type: typing.Optional[bool]

TrainingParameters

  • Type: typing.Optional[typing.Mapping[str, str]]

EvaluationParameters

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.EvaluationParametersTypeDef]

HPOConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.HyperParameterTuningJobConfigTypeDef]

EncryptionConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.EncryptionConfigTypeDef]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

OptimizationMetric

  • Type: typing.Optional[typing.Literal['AverageWeightedQuantileLoss', 'MAPE', 'MASE', 'RMSE', 'WAPE']]

CreatePredictorResponseTypeDef

PredictorArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateWhatIfAnalysisRequestRequestTypeDef

WhatIfAnalysisName

  • Type:
  • Required: Yes

ForecastArn

  • Type:
  • Required: Yes

TimeSeriesSelector

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.TimeSeriesSelectorTypeDef]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

CreateWhatIfAnalysisResponseTypeDef

WhatIfAnalysisArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateWhatIfForecastExportRequestRequestTypeDef

WhatIfForecastExportName

  • Type:
  • Required: Yes

WhatIfForecastArns

  • Type: typing.Sequence[str]
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

Format

  • Type: typing.Optional[str]

CreateWhatIfForecastExportResponseTypeDef

WhatIfForecastExportArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

CreateWhatIfForecastRequestRequestTypeDef

WhatIfForecastName

  • Type:
  • Required: Yes

WhatIfAnalysisArn

  • Type:
  • Required: Yes

TimeSeriesTransformations

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TimeSeriesTransformationTypeDef]]

TimeSeriesReplacementsDataSource

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.TimeSeriesReplacementsDataSourceTypeDef]

Tags

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]]

CreateWhatIfForecastResponseTypeDef

WhatIfForecastArn

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DataConfigTypeDef

DatasetGroupArn

  • Type:
  • Required: Yes

AttributeConfigs

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.AttributeConfigTypeDef]]

AdditionalDatasets

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.AdditionalDatasetTypeDef]]

DataDestinationTypeDef

S3Config

  • Type:
  • Required: Yes

DataSourceTypeDef

S3Config

  • Type:
  • Required: Yes

DatasetGroupSummaryTypeDef

DatasetGroupArn

  • Type: typing.Optional[str]

DatasetGroupName

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

DatasetImportJobSummaryTypeDef

DatasetImportJobArn

  • Type: typing.Optional[str]

DatasetImportJobName

  • Type: typing.Optional[str]

DataSource

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataSourceTypeDef]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

ImportMode

  • Type: typing.Optional[typing.Literal['FULL', 'INCREMENTAL']]

DatasetSummaryTypeDef

DatasetArn

  • Type: typing.Optional[str]

DatasetName

  • Type: typing.Optional[str]

DatasetType

  • Type: typing.Optional[typing.Literal['ITEM_METADATA', 'RELATED_TIME_SERIES', 'TARGET_TIME_SERIES']]

Domain

  • Type: typing.Optional[typing.Literal['CUSTOM', 'EC2_CAPACITY', 'INVENTORY_PLANNING', 'METRICS', 'RETAIL', 'WEB_TRAFFIC', 'WORK_FORCE']]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

DeleteDatasetGroupRequestRequestTypeDef

DatasetGroupArn

  • Type:
  • Required: Yes

DeleteDatasetImportJobRequestRequestTypeDef

DatasetImportJobArn

  • Type:
  • Required: Yes

DeleteDatasetRequestRequestTypeDef

DatasetArn

  • Type:
  • Required: Yes

DeleteExplainabilityExportRequestRequestTypeDef

ExplainabilityExportArn

  • Type:
  • Required: Yes

DeleteExplainabilityRequestRequestTypeDef

ExplainabilityArn

  • Type:
  • Required: Yes

DeleteForecastExportJobRequestRequestTypeDef

ForecastExportJobArn

  • Type:
  • Required: Yes

DeleteForecastRequestRequestTypeDef

ForecastArn

  • Type:
  • Required: Yes

DeleteMonitorRequestRequestTypeDef

MonitorArn

  • Type:
  • Required: Yes

DeletePredictorBacktestExportJobRequestRequestTypeDef

PredictorBacktestExportJobArn

  • Type:
  • Required: Yes

DeletePredictorRequestRequestTypeDef

PredictorArn

  • Type:
  • Required: Yes

DeleteResourceTreeRequestRequestTypeDef

ResourceArn

  • Type:
  • Required: Yes

DeleteWhatIfAnalysisRequestRequestTypeDef

WhatIfAnalysisArn

  • Type:
  • Required: Yes

DeleteWhatIfForecastExportRequestRequestTypeDef

WhatIfForecastExportArn

  • Type:
  • Required: Yes

DeleteWhatIfForecastRequestRequestTypeDef

WhatIfForecastArn

  • Type:
  • Required: Yes

DescribeAutoPredictorRequestRequestTypeDef

PredictorArn

  • Type:
  • Required: Yes

DescribeAutoPredictorResponseTypeDef

PredictorArn

  • Type:
  • Required: Yes

PredictorName

  • Type:
  • Required: Yes

ForecastHorizon

  • Type:
  • Required: Yes

ForecastTypes

  • Type: typing.List[str]
  • Required: Yes

ForecastFrequency

  • Type:
  • Required: Yes

ForecastDimensions

  • Type: typing.List[str]
  • Required: Yes

DatasetImportJobArns

  • Type: typing.List[str]
  • Required: Yes

DataConfig

  • Type:
  • Required: Yes

EncryptionConfig

  • Type:
  • Required: Yes

ReferencePredictorSummary

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

OptimizationMetric

  • Type: typing.Literal['AverageWeightedQuantileLoss', 'MAPE', 'MASE', 'RMSE', 'WAPE']
  • Required: Yes

ExplainabilityInfo

  • Type:
  • Required: Yes

MonitorInfo

  • Type:
  • Required: Yes

TimeAlignmentBoundary

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeDatasetGroupRequestRequestTypeDef

DatasetGroupArn

  • Type:
  • Required: Yes

DescribeDatasetGroupResponseTypeDef

DatasetGroupName

  • Type:
  • Required: Yes

DatasetGroupArn

  • Type:
  • Required: Yes

DatasetArns

  • Type: typing.List[str]
  • Required: Yes

Domain

  • Type: typing.Literal['CUSTOM', 'EC2_CAPACITY', 'INVENTORY_PLANNING', 'METRICS', 'RETAIL', 'WEB_TRAFFIC', 'WORK_FORCE']
  • Required: Yes

Status

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeDatasetImportJobRequestRequestTypeDef

DatasetImportJobArn

  • Type:
  • Required: Yes

DescribeDatasetImportJobResponseTypeDef

DatasetImportJobName

  • Type:
  • Required: Yes

DatasetImportJobArn

  • Type:
  • Required: Yes

DatasetArn

  • Type:
  • Required: Yes

TimestampFormat

  • Type:
  • Required: Yes

TimeZone

  • Type:
  • Required: Yes

UseGeolocationForTimeZone

  • Type:
  • Required: Yes

GeolocationFormat

  • Type:
  • Required: Yes

DataSource

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

FieldStatistics

  • Type: typing.Dict[str, aws_resource_validator.pydantic_models.forecast_classes.StatisticsTypeDef]
  • Required: Yes

DataSize

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

Format

  • Type:
  • Required: Yes

ImportMode

  • Type: typing.Literal['FULL', 'INCREMENTAL']
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeDatasetRequestRequestTypeDef

DatasetArn

  • Type:
  • Required: Yes

DescribeDatasetResponseTypeDef

DatasetArn

  • Type:
  • Required: Yes

DatasetName

  • Type:
  • Required: Yes

Domain

  • Type: typing.Literal['CUSTOM', 'EC2_CAPACITY', 'INVENTORY_PLANNING', 'METRICS', 'RETAIL', 'WEB_TRAFFIC', 'WORK_FORCE']
  • Required: Yes

DatasetType

  • Type: typing.Literal['ITEM_METADATA', 'RELATED_TIME_SERIES', 'TARGET_TIME_SERIES']
  • Required: Yes

DataFrequency

  • Type:
  • Required: Yes

Schema

  • Type:
  • Required: Yes

EncryptionConfig

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeExplainabilityExportRequestRequestTypeDef

ExplainabilityExportArn

  • Type:
  • Required: Yes

DescribeExplainabilityExportResponseTypeDef

ExplainabilityExportArn

  • Type:
  • Required: Yes

ExplainabilityExportName

  • Type:
  • Required: Yes

ExplainabilityArn

  • Type:
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

Format

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeExplainabilityRequestRequestTypeDef

ExplainabilityArn

  • Type:
  • Required: Yes

DescribeExplainabilityResponseTypeDef

ExplainabilityArn

  • Type:
  • Required: Yes

ExplainabilityName

  • Type:
  • Required: Yes

ResourceArn

  • Type:
  • Required: Yes

ExplainabilityConfig

  • Type:
  • Required: Yes

EnableVisualization

  • Type:
  • Required: Yes

DataSource

  • Type:
  • Required: Yes

Schema

  • Type:
  • Required: Yes

StartDateTime

  • Type:
  • Required: Yes

EndDateTime

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeForecastExportJobRequestRequestTypeDef

ForecastExportJobArn

  • Type:
  • Required: Yes

DescribeForecastExportJobResponseTypeDef

ForecastExportJobArn

  • Type:
  • Required: Yes

ForecastExportJobName

  • Type:
  • Required: Yes

ForecastArn

  • Type:
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

Format

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeForecastRequestRequestTypeDef

ForecastArn

  • Type:
  • Required: Yes

DescribeForecastResponseTypeDef

ForecastArn

  • Type:
  • Required: Yes

ForecastName

  • Type:
  • Required: Yes

ForecastTypes

  • Type: typing.List[str]
  • Required: Yes

PredictorArn

  • Type:
  • Required: Yes

DatasetGroupArn

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

TimeSeriesSelector

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeMonitorRequestRequestTypeDef

MonitorArn

  • Type:
  • Required: Yes

DescribeMonitorResponseTypeDef

MonitorName

  • Type:
  • Required: Yes

MonitorArn

  • Type:
  • Required: Yes

ResourceArn

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

LastEvaluationTime

  • Type:
  • Required: Yes

LastEvaluationState

  • Type:
  • Required: Yes

Baseline

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

EstimatedEvaluationTimeRemainingInMinutes

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribePredictorBacktestExportJobRequestRequestTypeDef

PredictorBacktestExportJobArn

  • Type:
  • Required: Yes

DescribePredictorBacktestExportJobResponseTypeDef

PredictorBacktestExportJobArn

  • Type:
  • Required: Yes

PredictorBacktestExportJobName

  • Type:
  • Required: Yes

PredictorArn

  • Type:
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

Format

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribePredictorRequestRequestTypeDef

PredictorArn

  • Type:
  • Required: Yes

DescribePredictorResponseTypeDef

PredictorArn

  • Type:
  • Required: Yes

PredictorName

  • Type:
  • Required: Yes

AlgorithmArn

  • Type:
  • Required: Yes

AutoMLAlgorithmArns

  • Type: typing.List[str]
  • Required: Yes

ForecastHorizon

  • Type:
  • Required: Yes

ForecastTypes

  • Type: typing.List[str]
  • Required: Yes

PerformAutoML

  • Type:
  • Required: Yes

AutoMLOverrideStrategy

  • Type: typing.Literal['AccuracyOptimized', 'LatencyOptimized']
  • Required: Yes

PerformHPO

  • Type:
  • Required: Yes

TrainingParameters

  • Type: typing.Dict[str, str]
  • Required: Yes

EvaluationParameters

  • Type:
  • Required: Yes

HPOConfig

  • Type:
  • Required: Yes

InputDataConfig

  • Type:
  • Required: Yes

FeaturizationConfig

  • Type:
  • Required: Yes

EncryptionConfig

  • Type:
  • Required: Yes

PredictorExecutionDetails

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

IsAutoPredictor

  • Type:
  • Required: Yes

DatasetImportJobArns

  • Type: typing.List[str]
  • Required: Yes

Status

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

OptimizationMetric

  • Type: typing.Literal['AverageWeightedQuantileLoss', 'MAPE', 'MASE', 'RMSE', 'WAPE']
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeWhatIfAnalysisRequestRequestTypeDef

WhatIfAnalysisArn

  • Type:
  • Required: Yes

DescribeWhatIfAnalysisResponseTypeDef

WhatIfAnalysisName

  • Type:
  • Required: Yes

WhatIfAnalysisArn

  • Type:
  • Required: Yes

ForecastArn

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

TimeSeriesSelector

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeWhatIfForecastExportRequestRequestTypeDef

WhatIfForecastExportArn

  • Type:
  • Required: Yes

DescribeWhatIfForecastExportResponseTypeDef

WhatIfForecastExportArn

  • Type:
  • Required: Yes

WhatIfForecastExportName

  • Type:
  • Required: Yes

WhatIfForecastArns

  • Type: typing.List[str]
  • Required: Yes

Destination

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

Format

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

DescribeWhatIfForecastRequestRequestTypeDef

WhatIfForecastArn

  • Type:
  • Required: Yes

DescribeWhatIfForecastResponseTypeDef

WhatIfForecastName

  • Type:
  • Required: Yes

WhatIfForecastArn

  • Type:
  • Required: Yes

WhatIfAnalysisArn

  • Type:
  • Required: Yes

EstimatedTimeRemainingInMinutes

  • Type:
  • Required: Yes

Status

  • Type:
  • Required: Yes

Message

  • Type:
  • Required: Yes

CreationTime

  • Type:
  • Required: Yes

LastModificationTime

  • Type:
  • Required: Yes

TimeSeriesTransformations

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.TimeSeriesTransformationTypeDef]
  • Required: Yes

TimeSeriesReplacementsDataSource

  • Type:
  • Required: Yes

ForecastTypes

  • Type: typing.List[str]
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

EmptyResponseMetadataTypeDef

ResponseMetadata

  • Type:
  • Required: Yes

EncryptionConfigTypeDef

RoleArn

  • Type:
  • Required: Yes

KMSKeyArn

  • Type:
  • Required: Yes

ErrorMetricTypeDef

ForecastType

  • Type: typing.Optional[str]

WAPE

  • Type: typing.Optional[float]

RMSE

  • Type: typing.Optional[float]

MASE

  • Type: typing.Optional[float]

MAPE

  • Type: typing.Optional[float]

EvaluationParametersTypeDef

NumberOfBacktestWindows

  • Type: typing.Optional[int]

BackTestWindowOffset

  • Type: typing.Optional[int]

EvaluationResultTypeDef

AlgorithmArn

  • Type: typing.Optional[str]

TestWindows

  • Type: typing.Optional[typing.List[aws_resource_validator.pydantic_models.forecast_classes.WindowSummaryTypeDef]]

ExplainabilityConfigTypeDef

TimeSeriesGranularity

  • Type: typing.Literal['ALL', 'SPECIFIC']
  • Required: Yes

TimePointGranularity

  • Type: typing.Literal['ALL', 'SPECIFIC']
  • Required: Yes

ExplainabilityExportSummaryTypeDef

ExplainabilityExportArn

  • Type: typing.Optional[str]

ExplainabilityExportName

  • Type: typing.Optional[str]

Destination

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataDestinationTypeDef]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

ExplainabilityInfoTypeDef

ExplainabilityArn

  • Type: typing.Optional[str]

Status

  • Type: typing.Optional[str]

ExplainabilitySummaryTypeDef

ExplainabilityArn

  • Type: typing.Optional[str]

ExplainabilityName

  • Type: typing.Optional[str]

ResourceArn

  • Type: typing.Optional[str]

ExplainabilityConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.ExplainabilityConfigTypeDef]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

FeaturizationConfigTypeDef

ForecastFrequency

  • Type:
  • Required: Yes

ForecastDimensions

  • Type: typing.Optional[typing.Sequence[str]]

Featurizations

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FeaturizationTypeDef]]

FeaturizationMethodTypeDef

FeaturizationMethodName

  • Type: typing.Literal['filling']
  • Required: Yes

FeaturizationMethodParameters

  • Type: typing.Optional[typing.Mapping[str, str]]

FeaturizationTypeDef

AttributeName

  • Type:
  • Required: Yes

FeaturizationPipeline

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FeaturizationMethodTypeDef]]

FilterTypeDef

Key

  • Type:
  • Required: Yes

Value

  • Type:
  • Required: Yes

Condition

  • Type: typing.Literal['IS', 'IS_NOT']
  • Required: Yes

ForecastExportJobSummaryTypeDef

ForecastExportJobArn

  • Type: typing.Optional[str]

ForecastExportJobName

  • Type: typing.Optional[str]

Destination

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataDestinationTypeDef]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

ForecastSummaryTypeDef

ForecastArn

  • Type: typing.Optional[str]

ForecastName

  • Type: typing.Optional[str]

PredictorArn

  • Type: typing.Optional[str]

CreatedUsingAutoPredictor

  • Type: typing.Optional[bool]

DatasetGroupArn

  • Type: typing.Optional[str]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

GetAccuracyMetricsRequestRequestTypeDef

PredictorArn

  • Type:
  • Required: Yes

GetAccuracyMetricsResponseTypeDef

PredictorEvaluationResults

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.EvaluationResultTypeDef]
  • Required: Yes

IsAutoPredictor

  • Type:
  • Required: Yes

AutoMLOverrideStrategy

  • Type: typing.Literal['AccuracyOptimized', 'LatencyOptimized']
  • Required: Yes

OptimizationMetric

  • Type: typing.Literal['AverageWeightedQuantileLoss', 'MAPE', 'MASE', 'RMSE', 'WAPE']
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

HyperParameterTuningJobConfigTypeDef

ParameterRanges

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.ParameterRangesTypeDef]

InputDataConfigTypeDef

DatasetGroupArn

  • Type:
  • Required: Yes

SupplementaryFeatures

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.SupplementaryFeatureTypeDef]]

IntegerParameterRangeTypeDef

Name

  • Type:
  • Required: Yes

MaxValue

  • Type:
  • Required: Yes

MinValue

  • Type:
  • Required: Yes

ScalingType

  • Type: typing.Optional[typing.Literal['Auto', 'Linear', 'Logarithmic', 'ReverseLogarithmic']]

ListDatasetGroupsRequestListDatasetGroupsPaginateTypeDef

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListDatasetGroupsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

ListDatasetGroupsResponseTypeDef

DatasetGroups

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.DatasetGroupSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListDatasetImportJobsRequestListDatasetImportJobsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListDatasetImportJobsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListDatasetImportJobsResponseTypeDef

DatasetImportJobs

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.DatasetImportJobSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListDatasetsRequestListDatasetsPaginateTypeDef

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListDatasetsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

ListDatasetsResponseTypeDef

Datasets

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.DatasetSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListExplainabilitiesRequestListExplainabilitiesPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListExplainabilitiesRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListExplainabilitiesResponseTypeDef

Explainabilities

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.ExplainabilitySummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListExplainabilityExportsRequestListExplainabilityExportsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListExplainabilityExportsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListExplainabilityExportsResponseTypeDef

ExplainabilityExports

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.ExplainabilityExportSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListForecastExportJobsRequestListForecastExportJobsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListForecastExportJobsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListForecastExportJobsResponseTypeDef

ForecastExportJobs

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.ForecastExportJobSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListForecastsRequestListForecastsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListForecastsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListForecastsResponseTypeDef

Forecasts

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.ForecastSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListMonitorEvaluationsRequestListMonitorEvaluationsPaginateTypeDef

MonitorArn

  • Type:
  • Required: Yes

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListMonitorEvaluationsRequestRequestTypeDef

MonitorArn

  • Type:
  • Required: Yes

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListMonitorEvaluationsResponseTypeDef

NextToken

  • Type:
  • Required: Yes

PredictorMonitorEvaluations

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.PredictorMonitorEvaluationTypeDef]
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListMonitorsRequestListMonitorsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListMonitorsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListMonitorsResponseTypeDef

Monitors

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.MonitorSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListPredictorBacktestExportJobsRequestListPredictorBacktestExportJobsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListPredictorBacktestExportJobsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListPredictorBacktestExportJobsResponseTypeDef

PredictorBacktestExportJobs

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.PredictorBacktestExportJobSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListPredictorsRequestListPredictorsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListPredictorsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListPredictorsResponseTypeDef

Predictors

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.PredictorSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListTagsForResourceRequestRequestTypeDef

ResourceArn

  • Type:
  • Required: Yes

ListTagsForResourceResponseTypeDef

Tags

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListWhatIfAnalysesRequestListWhatIfAnalysesPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListWhatIfAnalysesRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListWhatIfAnalysesResponseTypeDef

WhatIfAnalyses

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.WhatIfAnalysisSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListWhatIfForecastExportsRequestListWhatIfForecastExportsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListWhatIfForecastExportsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListWhatIfForecastExportsResponseTypeDef

WhatIfForecastExports

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.WhatIfForecastExportSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

ListWhatIfForecastsRequestListWhatIfForecastsPaginateTypeDef

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

PaginationConfig

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PaginatorConfigTypeDef]

ListWhatIfForecastsRequestRequestTypeDef

NextToken

  • Type: typing.Optional[str]

MaxResults

  • Type: typing.Optional[int]

Filters

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.FilterTypeDef]]

ListWhatIfForecastsResponseTypeDef

WhatIfForecasts

  • Type: typing.List[aws_resource_validator.pydantic_models.forecast_classes.WhatIfForecastSummaryTypeDef]
  • Required: Yes

NextToken

  • Type:
  • Required: Yes

ResponseMetadata

  • Type:
  • Required: Yes

MetricResultTypeDef

MetricName

  • Type: typing.Optional[str]

MetricValue

  • Type: typing.Optional[float]

MetricsTypeDef

RMSE

  • Type: typing.Optional[float]

WeightedQuantileLosses

  • Type: typing.Optional[typing.List[aws_resource_validator.pydantic_models.forecast_classes.WeightedQuantileLossTypeDef]]

ErrorMetrics

  • Type: typing.Optional[typing.List[aws_resource_validator.pydantic_models.forecast_classes.ErrorMetricTypeDef]]

AverageWeightedQuantileLoss

  • Type: typing.Optional[float]

MonitorConfigTypeDef

MonitorName

  • Type:
  • Required: Yes

MonitorDataSourceTypeDef

DatasetImportJobArn

  • Type: typing.Optional[str]

ForecastArn

  • Type: typing.Optional[str]

PredictorArn

  • Type: typing.Optional[str]

MonitorInfoTypeDef

MonitorArn

  • Type: typing.Optional[str]

Status

  • Type: typing.Optional[str]

MonitorSummaryTypeDef

MonitorArn

  • Type: typing.Optional[str]

MonitorName

  • Type: typing.Optional[str]

ResourceArn

  • Type: typing.Optional[str]

Status

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

PaginatorConfigTypeDef

MaxItems

  • Type: typing.Optional[int]

PageSize

  • Type: typing.Optional[int]

StartingToken

  • Type: typing.Optional[str]

ParameterRangesTypeDef

CategoricalParameterRanges

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.CategoricalParameterRangeTypeDef]]

ContinuousParameterRanges

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.ContinuousParameterRangeTypeDef]]

IntegerParameterRanges

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.IntegerParameterRangeTypeDef]]

PredictorBacktestExportJobSummaryTypeDef

PredictorBacktestExportJobArn

  • Type: typing.Optional[str]

PredictorBacktestExportJobName

  • Type: typing.Optional[str]

Destination

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataDestinationTypeDef]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

PredictorBaselineTypeDef

BaselineMetrics

  • Type: typing.Optional[typing.List[aws_resource_validator.pydantic_models.forecast_classes.BaselineMetricTypeDef]]

PredictorEventTypeDef

Detail

  • Type: typing.Optional[str]

Datetime

  • Type: typing.Optional[datetime.datetime]

PredictorExecutionDetailsTypeDef

PredictorExecutions

  • Type: typing.Optional[typing.List[aws_resource_validator.pydantic_models.forecast_classes.PredictorExecutionTypeDef]]

PredictorExecutionTypeDef

AlgorithmArn

  • Type: typing.Optional[str]

TestWindows

  • Type: typing.Optional[typing.List[aws_resource_validator.pydantic_models.forecast_classes.TestWindowSummaryTypeDef]]

PredictorMonitorEvaluationTypeDef

ResourceArn

  • Type: typing.Optional[str]

MonitorArn

  • Type: typing.Optional[str]

EvaluationTime

  • Type: typing.Optional[datetime.datetime]

EvaluationState

  • Type: typing.Optional[str]

WindowStartDatetime

  • Type: typing.Optional[datetime.datetime]

WindowEndDatetime

  • Type: typing.Optional[datetime.datetime]

PredictorEvent

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.PredictorEventTypeDef]

MonitorDataSource

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.MonitorDataSourceTypeDef]

MetricResults

  • Type: typing.Optional[typing.List[aws_resource_validator.pydantic_models.forecast_classes.MetricResultTypeDef]]

NumItemsEvaluated

  • Type: typing.Optional[int]

Message

  • Type: typing.Optional[str]

PredictorSummaryTypeDef

PredictorArn

  • Type: typing.Optional[str]

PredictorName

  • Type: typing.Optional[str]

DatasetGroupArn

  • Type: typing.Optional[str]

IsAutoPredictor

  • Type: typing.Optional[bool]

ReferencePredictorSummary

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.ReferencePredictorSummaryTypeDef]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

ReferencePredictorSummaryTypeDef

Arn

  • Type: typing.Optional[str]

State

  • Type: typing.Optional[typing.Literal['Active', 'Deleted']]

ResponseMetadataTypeDef

RequestId

  • Type:
  • Required: Yes

HostId

  • Type:
  • Required: Yes

HTTPStatusCode

  • Type:
  • Required: Yes

HTTPHeaders

  • Type: typing.Dict[str, str]
  • Required: Yes

RetryAttempts

  • Type:
  • Required: Yes

ResumeResourceRequestRequestTypeDef

ResourceArn

  • Type:
  • Required: Yes

S3ConfigTypeDef

Path

  • Type:
  • Required: Yes

RoleArn

  • Type:
  • Required: Yes

KMSKeyArn

  • Type: typing.Optional[str]

SchemaAttributeTypeDef

AttributeName

  • Type: typing.Optional[str]

AttributeType

  • Type: typing.Optional[typing.Literal['float', 'geolocation', 'integer', 'string', 'timestamp']]

SchemaTypeDef

Attributes

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.SchemaAttributeTypeDef]]

StatisticsTypeDef

Count

  • Type: typing.Optional[int]

CountDistinct

  • Type: typing.Optional[int]

CountNull

  • Type: typing.Optional[int]

CountNan

  • Type: typing.Optional[int]

Min

  • Type: typing.Optional[str]

Max

  • Type: typing.Optional[str]

Avg

  • Type: typing.Optional[float]

Stddev

  • Type: typing.Optional[float]

CountLong

  • Type: typing.Optional[int]

CountDistinctLong

  • Type: typing.Optional[int]

CountNullLong

  • Type: typing.Optional[int]

CountNanLong

  • Type: typing.Optional[int]

StopResourceRequestRequestTypeDef

ResourceArn

  • Type:
  • Required: Yes

SupplementaryFeatureTypeDef

Name

  • Type:
  • Required: Yes

Value

  • Type:
  • Required: Yes

TagResourceRequestRequestTypeDef

ResourceArn

  • Type:
  • Required: Yes

Tags

  • Type: typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TagTypeDef]
  • Required: Yes

TagTypeDef

Key

  • Type:
  • Required: Yes

Value

  • Type:
  • Required: Yes

TestWindowSummaryTypeDef

TestWindowStart

  • Type: typing.Optional[datetime.datetime]

TestWindowEnd

  • Type: typing.Optional[datetime.datetime]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

TimeAlignmentBoundaryTypeDef

Month

  • Type: typing.Optional[typing.Literal['APRIL', 'AUGUST', 'DECEMBER', 'FEBRUARY', 'JANUARY', 'JULY', 'JUNE', 'MARCH', 'MAY', 'NOVEMBER', 'OCTOBER', 'SEPTEMBER']]

DayOfMonth

  • Type: typing.Optional[int]

DayOfWeek

  • Type: typing.Optional[typing.Literal['FRIDAY', 'MONDAY', 'SATURDAY', 'SUNDAY', 'THURSDAY', 'TUESDAY', 'WEDNESDAY']]

Hour

  • Type: typing.Optional[int]

TimeSeriesConditionTypeDef

AttributeName

  • Type:
  • Required: Yes

AttributeValue

  • Type:
  • Required: Yes

Condition

  • Type: typing.Literal['EQUALS', 'GREATER_THAN', 'LESS_THAN', 'NOT_EQUALS']
  • Required: Yes

TimeSeriesIdentifiersTypeDef

DataSource

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataSourceTypeDef]

Schema

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.SchemaTypeDef]

Format

  • Type: typing.Optional[str]

TimeSeriesReplacementsDataSourceTypeDef

S3Config

  • Type:
  • Required: Yes

Schema

  • Type:
  • Required: Yes

Format

  • Type: typing.Optional[str]

TimestampFormat

  • Type: typing.Optional[str]

TimeSeriesSelectorTypeDef

TimeSeriesIdentifiers

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.TimeSeriesIdentifiersTypeDef]

TimeSeriesTransformationTypeDef

Action

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.ActionTypeDef]

TimeSeriesConditions

  • Type: typing.Optional[typing.Sequence[aws_resource_validator.pydantic_models.forecast_classes.TimeSeriesConditionTypeDef]]

UntagResourceRequestRequestTypeDef

ResourceArn

  • Type:
  • Required: Yes

TagKeys

  • Type: typing.Sequence[str]
  • Required: Yes

UpdateDatasetGroupRequestRequestTypeDef

DatasetGroupArn

  • Type:
  • Required: Yes

DatasetArns

  • Type: typing.Sequence[str]
  • Required: Yes

WeightedQuantileLossTypeDef

Quantile

  • Type: typing.Optional[float]

LossValue

  • Type: typing.Optional[float]

WhatIfAnalysisSummaryTypeDef

WhatIfAnalysisArn

  • Type: typing.Optional[str]

WhatIfAnalysisName

  • Type: typing.Optional[str]

ForecastArn

  • Type: typing.Optional[str]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

WhatIfForecastExportSummaryTypeDef

WhatIfForecastExportArn

  • Type: typing.Optional[str]

WhatIfForecastArns

  • Type: typing.Optional[typing.List[str]]

WhatIfForecastExportName

  • Type: typing.Optional[str]

Destination

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.DataDestinationTypeDef]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

WhatIfForecastSummaryTypeDef

WhatIfForecastArn

  • Type: typing.Optional[str]

WhatIfForecastName

  • Type: typing.Optional[str]

WhatIfAnalysisArn

  • Type: typing.Optional[str]

Status

  • Type: typing.Optional[str]

Message

  • Type: typing.Optional[str]

CreationTime

  • Type: typing.Optional[datetime.datetime]

LastModificationTime

  • Type: typing.Optional[datetime.datetime]

WindowSummaryTypeDef

TestWindowStart

  • Type: typing.Optional[datetime.datetime]

TestWindowEnd

  • Type: typing.Optional[datetime.datetime]

ItemCount

  • Type: typing.Optional[int]

EvaluationType

  • Type: typing.Optional[typing.Literal['COMPUTED', 'SUMMARY']]

Metrics

  • Type: typing.Optional[aws_resource_validator.pydantic_models.forecast_classes.MetricsTypeDef]