Datasets:
File size: 2,497 Bytes
a248dc8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 | import pytest
from geoflip.core import score, overall_ranking, inside
def row(sid, task, label, pair=None):
return {'id': sid, 'task': task, 'reference_label': label, 'pair_id': pair}
def test_task_macro_class_balance_and_missing_denominator():
truth = [row('a', 'x', 'still', 'p'), row('b', 'x', 'fall', 'p'),
row('c', 'x', 'still'), row('d', 'y', 'left')]
pred = [{'id': 'a', 'label': 'still', 'violation': 'clear'},
{'id': 'b', 'label': 'other', 'violation': 'flagged'},
{'id': 'd', 'label': 'left', 'violation': 'uncertain'}]
result = score(truth, pred)
assert result['event_percent'] == pytest.approx(62.5)
assert result['structure_percent'] == pytest.approx(100 / 6)
assert result['missing'] == 1
assert result['complete_pairs'] == 1
assert result['pair_complete_accuracy'] == 0
def test_error_and_uncertainty_cannot_improve_score():
truth = [row('a', 'x', 'still'), row('b', 'x', 'fall')]
result = score(truth, [{'id': 'a', 'label': 'still', 'violation': 'clear', 'error_type': 'DecodeError'},
{'id': 'b', 'label': 'uncertain', 'violation': 'uncertain'}])
assert result['event_percent'] == result['structure_percent'] == 0
assert result['failed'] == 1
assert result['prediction_coverage'] == .5
def test_reject_duplicate_and_wrong_scope():
truth = [row('a', 'x', 'still')]
with pytest.raises(ValueError, match='duplicate'):
score(truth, [{'id': 'a'}, {'id': 'a'}])
with pytest.raises(ValueError, match='outside'):
score(truth, [{'id': 'b'}])
with pytest.raises(ValueError, match='Empty'):
score([], [])
def test_rank_similarity_is_one_of_three_equal_dimensions():
rows = [{'model': 'a', 'event': 10, 'structure': 20, 'psnr': 30, 'ssim': .8},
{'model': 'b', 'event': 20, 'structure': 10, 'psnr': 10, 'ssim': .9},
{'model': 'c', 'event': 10, 'structure': 20, 'psnr': 30, 'ssim': .8}]
result = overall_ranking(rows)
a = next(r for r in result if r['model'] == 'a')
c = next(r for r in result if r['model'] == 'c')
assert a['mean_rank'] == pytest.approx((2.5 + 1.5 + (1.5 + 2.5) / 2) / 3)
assert a['rank'] == c['rank']
def test_dataset_cannot_escape_root(tmp_path):
with pytest.raises(ValueError, match='leaves'):
inside(tmp_path, '../private-file')
with pytest.raises(ValueError, match='relative'):
inside(tmp_path, str(tmp_path / 'absolute-file'))
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