EvoPrompt

Methods

__init__

It shares the same parameters as the Trainer class, with some additional unique parameters.

unique parameters:

  • evolution_method: Evolution method to use. para, ga, de are supported.
    • para: Paraphrasing
    • ga: Genetic Algorithms
    • de: Differential Evolution
  • popsize: Population size.
  • epoch: Number of generations.
  • parent_selection_mode: Parent selection mode. random, wheel, tour are supported. only used when evolution_method is ga.
    • random: Random selection
    • wheel: Wheel selection, where the probability of selection is proportional to the fitness.
    • tour: Tournament selection
  • child_selection_mode: Child selection mode. child, topk are supported.
    • child: always update the generation with the next generation children.
    • topk: Top-k selection. Select the top k prompts based on the fitness within parent and children generations.
DspyMiproTrainerTextGradientTrainer