AudioSep / callbacks /base.py
badayvedat's picture
Initial commit
ae29df4
import os
import lightning.pytorch as pl
from lightning.pytorch.utilities import rank_zero_only
class CheckpointEveryNSteps(pl.Callback):
def __init__(
self,
checkpoints_dir,
save_step_frequency,
) -> None:
r"""Save a checkpoint every N steps.
Args:
checkpoints_dir (str): directory to save checkpoints
save_step_frequency (int): save checkpoint every N step
"""
self.checkpoints_dir = checkpoints_dir
self.save_step_frequency = save_step_frequency
@rank_zero_only
def on_train_batch_end(self, *args, **kwargs) -> None:
r"""Save a checkpoint every N steps."""
trainer = args[0]
global_step = trainer.global_step
if global_step == 1 or global_step % self.save_step_frequency == 0:
ckpt_path = os.path.join(
self.checkpoints_dir,
"step={}.ckpt".format(global_step))
trainer.save_checkpoint(ckpt_path)
print("Save checkpoint to {}".format(ckpt_path))