DR Configuration#

Information on how configuration classes can be used in drx can be found here

Overall#

Context(**kwargs)

Interface for initializing, accessing, and setting drx context variables

DRConfig([Data, Target, Featurization, ...])

DataRobot configuration

Configurator(base)

Synthesize and apply common DR configuration patterns

MetadataConfig([project_name, ...])

DataRobot metadata and worker configuration

Data#

DataConfig([smart_downsampled, ...])

Row and column selection configuration

Target#

TargetConfig([AutoML, AutoTS, target, ...])

Target configuration

TargetAutoMLConfig([positive_class, ...])

AutoML additional target options

TargetAutoTSConfig([forecast_window_start, ...])

Time series target(s) configuration

TargetAggregationConfig([...])

Target aggregation configuration

Partitioning#

PartitioningConfig([User, Group, DateTime, ...])

Partitioning configuration

PartitioningDateTimeConfig([...])

Date-time partitioning configuration

PartitioningDTBacktestConfig([index, ...])

Date-time backtest configuration

PartitioningGroupConfig([partition_key_cols])

Group partitioning configuration

PartitioningUserConfig([user_partition_col, ...])

User partitioning configuration

Features#

FeaturesConfig([AutoTS, SAFER, ...])

Featurization configuration

FeaturesAutoTSConfig([...])

Time series featurization configuration

FeaturesTSFeatureSettingConfig([...])

Time series feature settings

FeaturesSAFERConfig([...])

SAFER configuration

Modeling#

ModelingConfig([Mode, AutoML, AutoTS, ...])

Modeling configuration

ModelingModeConfig([metric, mode, ...])

Autopilot modes and metric(s)

ModelingAutoMLConfig([...])

AutoML additional modeling options

ModelingAutoTSConfig([model_splits, ...])

Time series modeling options

ModelingBiasFairnessConfig([...])

Bias and Fairness modeling options

A-Z#

Context(**kwargs)

Interface for initializing, accessing, and setting drx context variables

Configurator(base)

Synthesize and apply common DR configuration patterns

DataConfig([smart_downsampled, ...])

Row and column selection configuration

DRConfig([Data, Target, Featurization, ...])

DataRobot configuration

FeaturesAutoTSConfig([...])

Time series featurization configuration

FeaturesConfig([AutoTS, SAFER, ...])

Featurization configuration

FeaturesSAFERConfig([...])

SAFER configuration

FeaturesTSFeatureSettingConfig([...])

Time series feature settings

FeaturesTSPeriodicityConfig([time_steps, ...])

Time series periodicity configuration

MetadataConfig([project_name, ...])

DataRobot metadata and worker configuration

ModelingAutoMLConfig([...])

AutoML additional modeling options

ModelingAutoTSConfig([model_splits, ...])

Time series modeling options

ModelingBiasFairnessConfig([...])

Bias and Fairness modeling options

ModelingConfig([Mode, AutoML, AutoTS, ...])

Modeling configuration

ModelingModeConfig([metric, mode, ...])

Autopilot modes and metric(s)

PartitioningConfig([User, Group, DateTime, ...])

Partitioning configuration

PartitioningDTBacktestConfig([index, ...])

Date-time backtest configuration

PartitioningDateTimeConfig([...])

Date-time partitioning configuration

PartitioningGroupConfig([partition_key_cols])

Group partitioning configuration

PartitioningUserConfig([user_partition_col, ...])

User partitioning configuration

TargetAggregationConfig([...])

Target aggregation configuration

TargetAutoMLConfig([positive_class, ...])

AutoML additional target options

TargetAutoTSConfig([forecast_window_start, ...])

Time series target(s) configuration

TargetConfig([AutoML, AutoTS, target, ...])

Target configuration