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1 Parent(s): 8bec343

Add the build script; card says how to rebuild

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Files changed (2) hide show
  1. README.md +2 -1
  2. build_jevbench.py +54 -0
README.md CHANGED
@@ -32,4 +32,5 @@ loaded as one dataset directly.
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  Licenses are those of the underlying datasets; see the source dataset's
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  [manifest](https://github.com/uspraveen/Jevify/blob/main/docs/DATASETS.md). Rows are sampled with a fixed
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- seed by `task_diagnostics/build_jevbench.py`.
 
 
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  Licenses are those of the underlying datasets; see the source dataset's
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  [manifest](https://github.com/uspraveen/Jevify/blob/main/docs/DATASETS.md). Rows are sampled with a fixed
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+ seed by `build_jevbench.py` in this repo:
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+ `python build_jevbench.py --out DIR [--push tasksource/jevbench]` rebuilds it exactly.
build_jevbench.py ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ """Recast Praveenrajus/jev-bench into one flat dataset: N rows per data config (model-prediction dumps excluded),
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+ merged, the config as a `task` column, every field a string (soft_label "" when absent). The per-config files
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+ disagree on soft_label's type, so the raw configs cannot be loaded as one dataset.
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+
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+ python build_jevbench.py --out DIR [--push tasksource/jevbench] (or python -m task_diagnostics.build_jevbench)
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+ """
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+ import argparse, json, random
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+ from pathlib import Path
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+
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+ SRC, REV = "Praveenrajus/jev-bench", "c37b0f6ab1687376ec9ae8dbd9f343163a68252b"
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+ CONFIGS = ("arc_challenge banking77 boolq chaosnli civil_comments clinc150 fever_evidence go_emotions "
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+ "helpsteer2_helpfulness helpsteer2_verbosity ledgar massive measuring_hate_speech mmlu mnli paws "
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+ "sms_spam sst5 strategyqa_closed strategyqa_grounded stsb yelp5").split()
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+
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+
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+ def build(n, seed, splits):
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+ from huggingface_hub import hf_hub_download
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+ out = {}
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+ for split in splits:
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+ rows = []
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+ for c in CONFIGS:
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+ try:
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+ p = hf_hub_download(SRC, f"data/{c}/{split}.jsonl", repo_type="dataset", revision=REV)
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+ except Exception:
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+ continue # chaosnli has a test split only
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+ src = sorted((json.loads(l) for l in open(p)), key=lambda r: r["id"])
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+ random.Random(f"{seed}/{c}/{split}").shuffle(src)
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+ rows += [{"task": c, **{k: "" if r.get(k) is None else str(r[k]) for k in
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+ ("id", "primitive", "state", "question", "label", "soft_label", "meta")}} for r in src[:n]]
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+ out[split] = rows
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+ print(f"[jevbench] {split}: {len(rows)} rows over {len({r['task'] for r in rows})} tasks", flush=True)
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+ return out
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+
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+
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+ def main():
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+ ap = argparse.ArgumentParser(description=__doc__.splitlines()[0])
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+ ap.add_argument("--out", required=True)
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+ ap.add_argument("--n", type=int, default=200, help="rows per config and split")
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+ ap.add_argument("--splits", default="test,validation")
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+ ap.add_argument("--seed", type=int, default=0)
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+ ap.add_argument("--push", help="hub repo id to push to")
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+ a = ap.parse_args()
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+ data = build(a.n, a.seed, a.splits.split(","))
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+ Path(a.out).mkdir(parents=True, exist_ok=True)
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+ for split, rows in data.items():
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+ (Path(a.out) / f"{split}.jsonl").write_text("".join(json.dumps(r) + "\n" for r in rows))
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+ if a.push:
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+ import datasets
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+ dd = datasets.DatasetDict({s: datasets.Dataset.from_list(r) for s, r in data.items()})
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+ dd.push_to_hub(a.push, commit_message=f"{a.n}/config sample of {SRC}@{REV[:7]}, seed {a.seed}")
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+
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+
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+ if __name__ == "__main__":
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+ main()