Datasets:
Add balanced 600-example subsets
Browse filesAdd binary_600 and mcq_600 configs with 100 seeded examples per subtask, plus the reproducible generation script.
- README.md +61 -0
- binary_600/train-00000-of-00001.parquet +3 -0
- mcq_600/train-00000-of-00001.parquet +3 -0
- scripts/create_600_subsets.py +53 -0
README.md
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@@ -44,6 +44,50 @@ dataset_info:
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num_examples: 2600
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download_size: 4880581
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dataset_size: 6130755
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configs:
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- config_name: binary
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data_files:
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data_files:
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- split: train
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path: mcq/eukaryote_cls_mcq.parquet
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---
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num_examples: 2600
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download_size: 4880581
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dataset_size: 6130755
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- config_name: binary_600
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features:
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- name: id
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dtype: int64
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- name: subtask
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dtype: string
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- name: question
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dtype: string
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- name: options
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list: string
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- name: answer_index
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dtype: int64
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- name: answer_text
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dtype: string
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- name: metadata
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dtype: string
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splits:
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- name: train
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num_bytes: 440655
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num_examples: 600
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download_size: 186982
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dataset_size: 440655
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- config_name: mcq_600
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features:
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- name: id
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dtype: int64
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- name: subtask
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dtype: string
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- name: question
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dtype: string
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- name: options
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list: string
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- name: answer_index
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dtype: int64
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- name: answer_text
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dtype: string
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- name: metadata
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dtype: string
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splits:
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- name: train
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num_bytes: 1243475
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num_examples: 600
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download_size: 996782
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dataset_size: 1243475
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configs:
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- config_name: binary
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data_files:
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data_files:
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- split: train
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path: mcq/eukaryote_cls_mcq.parquet
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- config_name: binary_600
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data_files:
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- split: train
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path: binary_600/train-*
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- config_name: mcq_600
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data_files:
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- split: train
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path: mcq_600/train-*
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---
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# Balanced 600-example subsets
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The `binary_600` and `mcq_600` configurations each contain 100 examples sampled without replacement from each of
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GenomeQA's six subtasks. The combined rows are shuffled so the configurations are not stored in subtask blocks.
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The subsets were generated with seed 42 from source revision
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`a71ab7e0e72b8eca7acd4475744dccd0159b20be`. See
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[`scripts/create_600_subsets.py`](scripts/create_600_subsets.py) for the reproducible generation script.
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binary_600/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:90670a01b3f4764c46b0c661cec8c804df62a66933b6b0f8f749b9f403c5426c
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size 186982
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mcq_600/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:41b9fbf4880e31ebb2747f3899f5157a46169f717c39ee7adf698c44418a07e8
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size 996782
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scripts/create_600_subsets.py
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"""Create deterministic 600-example GenomeQA subsets balanced by subtask."""
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import argparse
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import random
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from collections import Counter
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from pathlib import Path
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from datasets import load_dataset
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DATASET_ID = "HuggingFaceBio/genomeqa"
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SOURCE_REVISION = "a71ab7e0e72b8eca7acd4475744dccd0159b20be"
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SOURCE_CONFIGS = ("binary", "mcq")
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SAMPLES_PER_SUBTASK = 100
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SEED = 42
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def create_subset(config: str, output_dir: Path, seed: int) -> None:
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dataset = load_dataset(DATASET_ID, config, split="train", revision=SOURCE_REVISION)
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subtasks = sorted(set(dataset["subtask"]))
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rng = random.Random(f"{seed}:{config}")
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selected_indices = []
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for subtask in subtasks:
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candidate_indices = [index for index, value in enumerate(dataset["subtask"]) if value == subtask]
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if len(candidate_indices) < SAMPLES_PER_SUBTASK:
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raise ValueError(f"{subtask} has only {len(candidate_indices)} examples")
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selected_indices.extend(rng.sample(candidate_indices, SAMPLES_PER_SUBTASK))
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rng.shuffle(selected_indices)
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subset = dataset.select(selected_indices)
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expected_counts = dict.fromkeys(subtasks, SAMPLES_PER_SUBTASK)
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if Counter(subset["subtask"]) != expected_counts:
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raise RuntimeError("Generated subset is not balanced by subtask")
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config_dir = output_dir / f"{config}_600"
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config_dir.mkdir(parents=True, exist_ok=True)
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output_path = config_dir / "train-00000-of-00001.parquet"
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subset.to_parquet(output_path)
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def main() -> None:
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parser = argparse.ArgumentParser()
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parser.add_argument("--output-dir", type=Path, default=Path.cwd())
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parser.add_argument("--seed", type=int, default=SEED)
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args = parser.parse_args()
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for config in SOURCE_CONFIGS:
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create_subset(config, args.output_dir, args.seed)
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if __name__ == "__main__":
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main()
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