def _get_closed_form_lr(self) -> List[float]:
        """Called when epoch is passed as a param to the `step` function of the scheduler."""
        if self.last_epoch < self.warmup_epochs:
            return [
                self.warmup_start_lr
                + self.last_epoch * (base_lr - self.warmup_start_lr) / max(1, self.warmup_epochs - 1)
                for base_lr in self.base_lrs
            ]

        return [
            self.eta_min
            + 0.5
            * (base_lr - self.eta_min)
            * (1 + math.cos(math.pi * (self.last_epoch - self.warmup_epochs) / (self.max_epochs - self.warmup_epochs)))
            for base_lr in self.base_lrs
        ]
Called when epoch is passed as a param to the `step` function of the scheduler.
src/flash/core/optimizers/lr_scheduler.py