import dsp from .predict import Predict # TODO: FIXME: Insert this right before the *first* output field. Also rewrite this to use the new signature system. class ChainOfThoughtWithHint(Predict): def __init__(self, signature, rationale_type=None, activated=True, **config): super().__init__(signature, **config) self.activated = activated signature = self.signature *keys, last_key = signature.kwargs.keys() DEFAULT_HINT_TYPE = dsp.Type(prefix="Hint:", desc="${hint}") DEFAULT_RATIONALE_TYPE = dsp.Type(prefix="Reasoning: Let's think step by step in order to", desc="${produce the " + last_key + "}. We ...") rationale_type = rationale_type or DEFAULT_RATIONALE_TYPE extended_kwargs1 = {key: signature.kwargs[key] for key in keys} extended_kwargs1.update({'rationale': rationale_type, last_key: signature.kwargs[last_key]}) extended_kwargs2 = {key: signature.kwargs[key] for key in keys} extended_kwargs2.update({'hint': DEFAULT_HINT_TYPE, 'rationale': rationale_type, last_key: signature.kwargs[last_key]}) self.extended_signature1 = dsp.Template(signature.instructions, **extended_kwargs1) self.extended_signature2 = dsp.Template(signature.instructions, **extended_kwargs2) def forward(self, **kwargs): signature = self.signature if self.activated is True or (self.activated is None and isinstance(dsp.settings.lm, dsp.GPT3)): if 'hint' in kwargs and kwargs['hint']: signature = self.extended_signature2 else: signature = self.extended_signature1 return super().forward(signature=signature, **kwargs) """ TODO: In principle, we can update the field's prefix during forward too to fill any thing based on the input args. IF the user didn't overwrite our default rationale_type. """