def _update_params(self, constants):
        """Update params and return new influence."""
        for k, v in constants.items():
            self.params[k]['value'] *= v

        influence = self._calculate_influence(self.params['infl']['value'])
        return influence * self.params['lr']['value']
Update params and return new influence.