Update _utils.py

This commit is contained in:
Daniel Han 2024-12-26 23:35:15 -08:00
commit 9d389b1c2e

View file

@ -1003,25 +1003,30 @@ pass
def _unsloth_get_batch_samples(self, epoch_iterator, num_batches):
batch_samples = []
num_items_in_batch = None
# Check if model allows **kwargs
model = self.model
f = model.base_model.model.forward if hasattr(model, "base_model") else model.forward
has_kwargs = tuple(inspect.signature(f).parameters.values())[-1].kind == inspect._VAR_KEYWORD
for _ in range(num_batches):
try:
batch_samples += [next(epoch_iterator)]
except StopIteration:
break
if len(batch_samples) > 0 and "labels" in batch_samples[0]:
if has_kwargs and len(batch_samples) > 0 and "labels" in batch_samples[0]:
try:
num_items_in_batch = sum([(batch["labels"].ne(-100)).sum() for batch in batch_samples])
if self.args.average_tokens_across_devices:
num_items_in_batch = self.accelerator.gather(num_items_in_batch).sum().item()
if torch.is_tensor(num_items_in_batch):
num_items_in_batch = num_items_in_batch.item()
except Exception as exception:
logger.warning_once(exception)
pass
if self.args.average_tokens_across_devices:
num_items_in_batch = self.accelerator.gather(num_items_in_batch).sum().item()
if torch.is_tensor(num_items_in_batch):
num_items_in_batch = num_items_in_batch.item()
print("NUM_ITMES = ", num_items_in_batch, type(batch_samples), self.model)
pass
return batch_samples, num_items_in_batch