View a markdown version of this page

OperationConfig - Amazon SageMaker
Services or capabilities described in Amazon Web Services documentation might vary by Region. To see the differences applicable to the China Regions, see Getting Started with Amazon Web Services in China (PDF).

OperationConfig

The configuration for a training operation. Exactly one member must be set to specify the operation type and its parameters.

Contents

Important

This data type is a UNION, so only one of the following members can be specified when used or returned.

forward

The configuration for a forward-only pass through the model without gradient computation.

Type: ForwardConfig object

Required: No

forwardBackward

The configuration for a forward and backward pass that computes gradients.

Type: ForwardBackwardConfig object

Required: No

loadState

The configuration for loading training state from a previously saved checkpoint.

Type: LoadStateConfig object

Required: No

optimizerStep

The configuration for an optimizer step that updates model weights using accumulated gradients.

Type: OptimizerStepConfig object

Required: No

saveState

The configuration for saving full training state, including model weights and optimizer state.

Type: SaveStateConfig object

Required: No

saveWeights

The configuration for saving model weights as a checkpoint.

Type: SaveWeightsConfig object

Required: No

See Also

For more information about using this API in one of the language-specific Amazon SDKs, see the following: