Package ai.djl.translate

Interface Ensembleable<T>

All Known Implementing Classes:
Classifications, DetectedObjects
public interface Ensembleable<T>
Represents a class that can be ensembled (or averaged).

Typically, ensembling is used for the output of models/translators. By averaging multiple models, it is often possible to get greater accuracy then running each model individually.

  • Method Summary

    Modifier and Type
    Method
    Description
    static <T extends Ensembleable<T>>
    T
    ensemble(List<T> outputs)
    Finds the ensemble of a list of outputs.
    T
    ensembleWith(Iterator<T> iterator)
    Creates an ensembled output with a list of outputs.

  • Method Details

    • ensembleWith

      T ensembleWith(Iterator<T> iterator)
      Creates an ensembled output with a list of outputs.
      Parameters:
      iterator - the outputs to ensemble with. It uses the caller class to determine how to ensemble.
      Returns:
      the ensembled (averaged) output

    • ensemble

      static <T extends Ensembleable<T>> T ensemble(List<T> outputs)
      Finds the ensemble of a list of outputs.
      Type Parameters:
      T - the type of object to ensemble. Usually also the type returned
      Parameters:
      outputs - the outputs to ensemble.
      Returns:
      the ensembled (averaged) output