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[NeMo-UX] Match nemo 1's default behavior for drop_last and pad_samples_to_global_batch_size #9753

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This PR updates the default behavior of NeMo-UX's dataloader to match NeMo 1's. See

def build_pretraining_data_loader(
self, dataset, consumed_samples, dataset_type=None, drop_last=True, pad_samples_to_global_batch_size=False
):
"""Buld dataloader given an input dataset."""
logging.info(f'Building dataloader with consumed samples: {consumed_samples}')
# Megatron sampler
if hasattr(self.cfg.data, 'dataloader_type') and self.cfg.data.dataloader_type is not None:
if self.cfg.data.dataloader_type == 'single':
batch_sampler = MegatronPretrainingSampler(
total_samples=len(dataset),
consumed_samples=consumed_samples,
micro_batch_size=self.cfg.micro_batch_size,
data_parallel_rank=parallel_state.get_data_parallel_rank(),
data_parallel_size=parallel_state.get_data_parallel_world_size(),
drop_last=drop_last,
global_batch_size=self.cfg.global_batch_size,
rampup_batch_size=self.cfg.get('rampup_batch_size', None),
pad_samples_to_global_batch_size=pad_samples_to_global_batch_size,
)
elif self.cfg.data.dataloader_type == 'cyclic':
batch_sampler = MegatronPretrainingRandomSampler(
total_samples=len(dataset),
consumed_samples=consumed_samples,
micro_batch_size=self.cfg.micro_batch_size,
data_parallel_rank=parallel_state.get_data_parallel_rank(),
data_parallel_size=parallel_state.get_data_parallel_world_size(),
drop_last=self.cfg.get('drop_last', True),
.

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Additional Information

  • Related to # (issue)

…al_batch_size (#9707)

Signed-off-by: ashors1 <ashors@nvidia.com>
Co-authored-by: Marc Romeyn <mromeijn@nvidia.com>
@ashors1 ashors1 merged commit 4696e64 into main Jul 17, 2024
200 checks passed
@ashors1 ashors1 deleted the cherry-pick-main-de67787ed74236b4d0f3cc18f9cb41ba7b77144b branch July 17, 2024 16:30
ertkonuk pushed a commit that referenced this pull request Jul 19, 2024
…al_batch_size (#9707) (#9753)

Signed-off-by: ashors1 <ashors@nvidia.com>
Co-authored-by: Anna Shors <71393111+ashors1@users.noreply.github.com>
Co-authored-by: Marc Romeyn <mromeijn@nvidia.com>
Signed-off-by: Tugrul Konuk <ertkonuk@gmail.com>
tonyjie pushed a commit to tonyjie/NeMo that referenced this pull request Jul 24, 2024
…al_batch_size (NVIDIA#9707) (NVIDIA#9753)

Signed-off-by: ashors1 <ashors@nvidia.com>
Co-authored-by: Anna Shors <71393111+ashors1@users.noreply.github.com>
Co-authored-by: Marc Romeyn <mromeijn@nvidia.com>
akoumpa pushed a commit that referenced this pull request Jul 25, 2024
…al_batch_size (#9707) (#9753)

Signed-off-by: ashors1 <ashors@nvidia.com>
Co-authored-by: Anna Shors <71393111+ashors1@users.noreply.github.com>
Co-authored-by: Marc Romeyn <mromeijn@nvidia.com>
Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>
malay-nagda pushed a commit to malay-nagda/NeMo that referenced this pull request Jul 26, 2024
…al_batch_size (NVIDIA#9707) (NVIDIA#9753)

Signed-off-by: ashors1 <ashors@nvidia.com>
Co-authored-by: Anna Shors <71393111+ashors1@users.noreply.github.com>
Co-authored-by: Marc Romeyn <mromeijn@nvidia.com>
Signed-off-by: Malay Nagda <malayn@malayn-mlt.client.nvidia.com>
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