Package ai.djl.nn.transformer

Class BertPretrainingLoss

java.lang.Object

ai.djl.training.evaluator.Evaluator

ai.djl.training.loss.Loss

ai.djl.training.loss.AbstractCompositeLoss

ai.djl.nn.transformer.BertPretrainingLoss

public class BertPretrainingLoss
extends AbstractCompositeLoss

Loss that combines the next sentence and masked language losses of bert pretraining.

Field Summary

Fields inherited from class ai.djl.training.loss.AbstractCompositeLoss

components

Fields inherited from class ai.djl.training.evaluator.Evaluator

totalInstances

Constructor Summary

Constructors

Constructor	Description
BertPretrainingLoss()	Creates a loss combining the next sentence and masked language loss for bert pretraining.

Method Summary

Modifier and Type	Method	Description
BertMaskedLanguageModelLoss	getBertMaskedLanguageModelLoss()	gets BertMaskedLanguageModelLoss.
BertNextSentenceLoss	getBertNextSentenceLoss()	gets BertNextSentenceLoss.
protected ai.djl.util.Pair<NDList,NDList>	inputForComponent(int componentIndex, NDList labels, NDList predictions)	Returns the inputs to computing the loss for a component loss.

Methods inherited from class ai.djl.training.loss.AbstractCompositeLoss

addAccumulator, evaluate, getAccumulator, getComponents, resetAccumulator, updateAccumulator

Methods inherited from class ai.djl.training.loss.Loss

elasticNetWeightedDecay, elasticNetWeightedDecay, elasticNetWeightedDecay, elasticNetWeightedDecay, hingeLoss, hingeLoss, hingeLoss, l1Loss, l1Loss, l1Loss, l1WeightedDecay, l1WeightedDecay, l1WeightedDecay, l2Loss, l2Loss, l2Loss, l2WeightedDecay, l2WeightedDecay, l2WeightedDecay, maskedSoftmaxCrossEntropyLoss, maskedSoftmaxCrossEntropyLoss, maskedSoftmaxCrossEntropyLoss, quantileL1Loss, quantileL1Loss, sigmoidBinaryCrossEntropyLoss, sigmoidBinaryCrossEntropyLoss, sigmoidBinaryCrossEntropyLoss, softmaxCrossEntropyLoss, softmaxCrossEntropyLoss, softmaxCrossEntropyLoss

Methods inherited from class ai.djl.training.evaluator.Evaluator

checkLabelShapes, checkLabelShapes, getName

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Detail

BertPretrainingLoss

public BertPretrainingLoss()

Creates a loss combining the next sentence and masked language loss for bert pretraining.

Method Detail

inputForComponent

protected ai.djl.util.Pair<NDList,NDList> inputForComponent(int componentIndex,
                                                                  NDList labels,
                                                                  NDList predictions)

Description copied from class: AbstractCompositeLoss

Returns the inputs to computing the loss for a component loss.

Specified by:

inputForComponent in class AbstractCompositeLoss

Parameters:

componentIndex - the index of the component loss

labels - the label input to the composite loss

predictions - the predictions input to the composite loss

Returns:

a pair of the (labels, predictions) inputs to the component loss

getBertNextSentenceLoss

public BertNextSentenceLoss getBertNextSentenceLoss()

gets BertNextSentenceLoss.

Returns:

BertNextSentenceLoss

getBertMaskedLanguageModelLoss

public BertMaskedLanguageModelLoss getBertMaskedLanguageModelLoss()

gets BertMaskedLanguageModelLoss.

Returns:

BertMaskedLanguageModelLoss