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Raahul Singh
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Jun 10, 2020
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,image_id_0,image_id_1,image0_more_complex_image1 | ||
0,1,6,1 | ||
1,2,7,0 | ||
2,3,8,0 | ||
3,4,9,1 | ||
4,5,10,1 |
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import pytest | ||
from pythia.seo.elo import ELO | ||
from pathlib import Path | ||
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path = Path(__file__).parent | ||
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@pytest.fixture | ||
def elo(): | ||
return ELO(classifications=path / "test_classifications.csv", delimiter=',') | ||
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@pytest.mark.parametrize('rating_0,rating_1,expected_score', | ||
[(1400, 1400.0, 0.5), | ||
(1450, 1450.5, 0.49928044265518673), | ||
(1500, 1602.0, 0.3572869311673796), | ||
(1550, 1854.5, 0.14768898365874825), | ||
(1600, 2208.0, 0.029314241270450396)]) | ||
def test_expected_score(elo, rating_0, rating_1, expected_score): | ||
assert elo.expected_score(rating_0, rating_1) == expected_score | ||
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@pytest.mark.parametrize('rating_for_image,k_value,score_for_image,image_expected_score,new_rating', | ||
[(1400.0, 32, 1, 0.5, 1416.0), | ||
(1450.0, 32, 0, 0.49928044265518673, 1434.023025835034), | ||
(1500.0, 32, 0, 0.3572869311673796, 1488.5668182026438), | ||
(1550.0, 32, 1, 0.14768898365874825, 1577.2739525229201), | ||
(1600.0, 32, 1, 0.029314241270450396, 1631.0619442793457), | ||
(1400.0, 32, 0, 0.5, 1384.0), | ||
(1450.5, 32, 1, 0.5007195573448133, 1466.476974164966), | ||
(1602.0, 32, 1, 0.6427130688326204, 1613.4331817973562), | ||
(1854.5, 32, 0, 0.8523110163412517, 1827.2260474770799), | ||
(2208.0, 32, 0, 0.9706857587295497, 2176.9380557206546)]) | ||
def test_new_rating(elo, rating_for_image, k_value, score_for_image, image_expected_score, new_rating): | ||
assert elo.new_rating(rating_for_image, k_value, score_for_image, image_expected_score) == new_rating |
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,image_id,score,k_value,count,std_dev | ||
0,1,1400.0,32,0,32 | ||
1,2,1450.0,32,0,32 | ||
2,3,1500.0,32,0,32 | ||
3,4,1550.0,32,0,32 | ||
4,5,1600.0,32,0,32 | ||
5,6,1400.0,32,0,32 | ||
6,7,1450.5,32,0,32 | ||
7,8,1602.0,32,0,32 | ||
8,9,1854.5,32,0,32 | ||
9,10,2208.0,32,0,32 |