Package ai.djl.modality.nlp.generate

Class StepGeneration

java.lang.Object

ai.djl.modality.nlp.generate.StepGeneration

public final class StepGeneration
extends java.lang.Object

StepGeneration is a utility class containing the step generation utility functions used in autoregressive search.

Method Summary

Modifier and Type	Method	Description
static NDList	beamStepGeneration(NDArray lastProbs, NDArray logits, long numBatch, long numBeam)	Generates the output token id and selecting indices used in beam search.
static NDList	constrastiveStepGeneration(NDArray topKIds, NDArray logits, NDArray contextHiddenStates, NDArray topkHiddenStates, NDArray offSets, float alpha)	Generate the output token id and selecting indices used in contrastive search.
static NDArray	greedyStepGen(NDArray logits)	Generates the output token id for greedy search.

Methods inherited from class java.lang.Object

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

Method Detail

constrastiveStepGeneration

public static NDList constrastiveStepGeneration(NDArray topKIds,
                                                NDArray logits,
                                                NDArray contextHiddenStates,
                                                NDArray topkHiddenStates,
                                                NDArray offSets,
                                                float alpha)

Generate the output token id and selecting indices used in contrastive search.

Parameters:

topKIds - the topk candidate token ids

logits - the logits from the language model

contextHiddenStates - the embedding of the past generated token ids

topkHiddenStates - the embedding of the topk candidate token ids

offSets - the offsets

alpha - the repetition penalty

Returns:

the output token ids and selecting indices

greedyStepGen

public static NDArray greedyStepGen(NDArray logits)

Generates the output token id for greedy search.

Parameters:

logits - the logits from the language model

Returns:

the output token ids

beamStepGeneration

public static NDList beamStepGeneration(NDArray lastProbs,
                                        NDArray logits,
                                        long numBatch,
                                        long numBeam)

Generates the output token id and selecting indices used in beam search.

Parameters:

lastProbs - the probabilities of the past prefix sequences

logits - the logits

numBatch - number of batch

numBeam - number of beam

Returns:

the output token ids and selecting indices