Module: DSPy::Teleprompt

Defined in:

lib/dspy/teleprompt/mipro_v2.rb

Defined Under Namespace

Classes: AutoPreset, CandidateType, MIPROv2, OptimizationStrategy

Constant Summary

AUTO_PRESET_SETTINGS =

{
  AutoPreset::None => {},
  AutoPreset::Light => {
    candidate_budget: 6,
    instruction_candidates: 3,
    instruction_candidates_when_fewshot: 3,
    bootstrap_sets: 3,
    max_bootstrapped_examples: 2,
    max_labeled_examples: 8,
    optimization_strategy: OptimizationStrategy::Greedy,
    early_stopping_patience: 2,
    valset_target_size: 100,
    minibatch_size: nil
  },
  AutoPreset::Medium => {
    candidate_budget: 12,
    instruction_candidates: 5,
    instruction_candidates_when_fewshot: 5,
    bootstrap_sets: 5,
    max_bootstrapped_examples: 4,
    max_labeled_examples: 16,
    optimization_strategy: OptimizationStrategy::Adaptive,
    early_stopping_patience: 3,
    valset_target_size: 300,
    minibatch_size: nil
  },
  AutoPreset::Heavy => {
    candidate_budget: 18,
    instruction_candidates: 8,
    instruction_candidates_when_fewshot: 8,
    bootstrap_sets: 8,
    max_bootstrapped_examples: 6,
    max_labeled_examples: 24,
    optimization_strategy: OptimizationStrategy::Bayesian,
    early_stopping_patience: 5,
    valset_target_size: 1000,
    minibatch_size: nil
  }
}.freeze

DEFAULT_AUTO_SEED =

42