from dspy.teleprompt import LabeledFewShot, BootstrapFewShot

metric = dspy.evaluate.metrics.answer_exact_match

modules = {
    'vanilla': vanilla,
    'cot': cot,
    'react': react,
    'multihop': multihop,
}

optimizers = {
    'none': None,
    'labeled_few_shot': LabeledFewShot(),
    'bootstrap_few_shot': BootstrapFewShot(metric=metric, max_errors=20),
}