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5 changes: 4 additions & 1 deletion src/templates/template-text-classification/data.py
Original file line number Diff line number Diff line change
Expand Up @@ -42,10 +42,12 @@ def __len__(self):


def setup_data(config):
#::: if (it.use_dist) { :::#
local_rank = idist.get_local_rank()

if local_rank > 0:
idist.barrier()
#::: } :::#

dataset_train, dataset_eval = load_dataset(
"imdb", split=["train", "test"], cache_dir=config.data_path
Expand All @@ -61,9 +63,10 @@ def setup_data(config):
dataset_eval = TransformerDataset(
test_texts, test_labels, tokenizer, config.max_length
)

#::: if (it.use_dist) { :::#
if local_rank == 0:
idist.barrier()
#::: } :::#

dataloader_train = idist.auto_dataloader(
dataset_train,
Expand Down
7 changes: 6 additions & 1 deletion src/templates/template-vision-dcgan/data.py
Original file line number Diff line number Diff line change
Expand Up @@ -12,18 +12,21 @@ def setup_data(config: Any):
----------
config: needs to contain `data_path`, `train_batch_size`, `eval_batch_size`, and `num_workers`
"""
#::: if (it.use_dist) { :::#
local_rank = idist.get_local_rank()
#::: } :::#
transform = T.Compose(
[
T.Resize(64),
T.ToTensor(),
T.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)),
]
)

#::: if (it.use_dist) { :::#
if local_rank > 0:
# Ensure that only rank 0 download the dataset
idist.barrier()
#::: } :::#

dataset_train = torchvision.datasets.CIFAR10(
root=config.data_path,
Expand All @@ -38,9 +41,11 @@ def setup_data(config: Any):
transform=transform,
)
nc = 3
#::: if (it.use_dist) { :::#
if local_rank == 0:
# Ensure that only rank 0 download the dataset
idist.barrier()
#::: } :::#

dataloader_train = idist.auto_dataloader(
dataset_train,
Expand Down
5 changes: 4 additions & 1 deletion src/templates/template-vision-segmentation/data.py
Original file line number Diff line number Diff line change
Expand Up @@ -177,14 +177,17 @@ def prepare_image_mask(batch, device, non_blocking):


def download_datasets(data_path):
#::: if (it.use_dist) { :::#
local_rank = idist.get_local_rank()
if local_rank > 0:
# Ensure that only rank 0 download the dataset
idist.barrier()
#::: } :::#

VOCSegmentation(data_path, image_set="train", download=True)
VOCSegmentation(data_path, image_set="val", download=True)

#::: if (it.use_dist) { :::#
if local_rank == 0:
# Ensure that only rank 0 download the dataset
idist.barrier()
#::: } :::#