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21 changes: 18 additions & 3 deletions nemo_skills/dataset/mmlu-pro/prepare.py
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,9 @@
from datasets import load_dataset
from tqdm import tqdm

from nemo_skills.dataset.utils import get_mcq_fields
from nemo_skills.dataset.utils import filter_by_subset, get_mcq_fields, load_subset_ids

SUBSETS_DIR = Path(__file__).absolute().parent / "subsets"


def format_entry(entry):
Expand All @@ -41,7 +43,18 @@ def write_data_to_file(output_file, data):


def main(args):
dataset = load_dataset("TIGER-Lab/MMLU-Pro")[args.split]
if args.split in ("validation", "test"):
dataset = load_dataset("TIGER-Lab/MMLU-Pro")[args.split]
else:
subset_file = SUBSETS_DIR / f"{args.split}.txt"
if not subset_file.exists():
raise ValueError(
f"Unknown split '{args.split}'. Expected 'validation', 'test', or a subset file at subsets/{args.split}.txt"
)
dataset = load_dataset("TIGER-Lab/MMLU-Pro")["test"]
subset_ids = load_subset_ids(subset_file)
dataset = filter_by_subset(dataset, subset_ids, question_key="question", options_key="options")

data_dir = Path(__file__).absolute().parent
data_dir.mkdir(exist_ok=True)
output_file = data_dir / f"{args.split}.jsonl"
Expand All @@ -50,6 +63,8 @@ def main(args):

if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--split", default="test", choices=("validation", "test"), help="Dataset split to process.")
parser.add_argument(
"--split", default="test", choices=("validation", "test", "10pct_opt_v1"), help="Dataset split to process."
)
args = parser.parse_args()
main(args)
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