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relentless / get_statistics.py
asahi417's picture
fix the logit overflow caused by pad_token https://github.com/asahi417/lmppl/issues/5
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import pandas as pd
from datasets import load_dataset
data = load_dataset("cardiffnlp/relentless")
relation_types = [i['relation_type'] for i in data['test']]
full_stats = []
for r in relation_types:
size = [len([i for i in data[s] if i['relation_type'] == r][0]['pairs']) for s in ['validation', 'test']]
x = [i for i in data['validation'] if i['relation_type'] == r][0]
pairs = sorted(zip(x['pairs'], x['ranks']), key=lambda _x: _x[1])
top_pairs = [" / ".join(a) for a, _ in pairs[:2]]
bottom_pairs = [" / ".join(a) for a, _ in pairs[:2]]
middle_pairs = [" / ".join(a) for a, _ in pairs[int(len(pairs)/2)-1:int(len(pairs)/2) + 1]]
full_stats += [{
"relation_type": r,
"val.": size[0],
"test": size[1],
"top_pairs": t,
"middle_pairs": m,
"bottom_pairs": b} for t, m, b in zip(top_pairs, middle_pairs, bottom_pairs)]
df = pd.DataFrame(full_stats)
print(df[["relation_type", "val.", "test"]].to_markdown(index=False))
print(df.to_latex(index=False))