Skip to content
Open
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
13 changes: 7 additions & 6 deletions src/genesys/utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -205,26 +205,27 @@ def download_model(name_model: str, pre_download_retry: int):
raise e


def load_dataset_ft(path: str, retry): # -> Dataset | List | Any | None:
def load_dataset_ft(path: str, retry: int, reverse: bool = False): # -> Dataset | List | Any | None:
"""Load a dataset from HuggingFace Hub with retries with exponential backoff.

Args:
path (str): HuggingFace dataset path/name
retry (int): Number of retry attempts.
reverse (bool, optional): Whether to reverse the dataset order. Defaults to False.
"""
console = Console()

for i in range(retry):
try:
return load_dataset(path)["train"]
dataset = load_dataset(path)["train"]
if reverse:
return dataset.select(range(len(dataset)-1, -1, -1))
return dataset
except Exception as e:
wait_times = [2, 10, 60]
t = wait_times[min(i, len(wait_times) - 1)]

console.print(f"[red]Failed to pre-download model, retrying in {t} seconds [/]")
console.print(f"[red]Error: {e}[/]")
time.sleep(t)

if i == retry - 1:
raise e

Expand Down