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Add tests and data for key detection
This data is synthetic; there are relatively few cases to test so I think this is ok for now. It would be better to get real data though.
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C major |
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G minor |
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Ab minor |
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D major |
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F# minor |
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A major |
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Gb minor |
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G major |
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C major |
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C minor |
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{"Weighted Score": 1.0} |
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{"Weighted Score": 1.0} |
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{"Weighted Score": 0.5} |
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{"Weighted Score": 0.0} |
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{"Weighted Score": 0.3} |
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{"Weighted Score": 0.3} |
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{"Weighted Score": 0.2} |
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{"Weighted Score": 0.2} |
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{"Weighted Score": 0.0} |
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{"Weighted Score": 0.0} |
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C major |
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G minor |
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Db minor |
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A minor |
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F# minor |
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''' | ||
Tests for mir_eval.key | ||
''' | ||
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import mir_eval | ||
import nose.tools | ||
import glob | ||
import json | ||
import numpy as np | ||
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A_TOL = 1e-12 | ||
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# Path to the fixture files | ||
REF_GLOB = 'tests/data/key/ref*.txt' | ||
EST_GLOB = 'tests/data/key/est*.txt' | ||
SCORES_GLOB = 'tests/data/key/output*.json' | ||
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def __unit_test_key_function(metric): | ||
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good_keys = ['C major', 'c major', 'C# major', 'Bb minor', 'db minor'] | ||
# All of these are invalid key strings | ||
bad_keys = ['C maj', 'Cb major', 'C', 'K major', 'F## minor'] | ||
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for good_key in good_keys: | ||
for bad_key in bad_keys: | ||
# Should raise an error whether we pass a bad key as ref or est | ||
nose.tools.assert_raises(ValueError, metric, good_key, bad_key) | ||
nose.tools.assert_raises(ValueError, metric, bad_key, good_key) | ||
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for good_key in good_keys: | ||
# When the same key is passed for est and ref, score should be 1 | ||
assert mir_eval.key.weighted_score(good_key, good_key) == 1. | ||
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def __check_score(sco_f, metric, score, expected_score): | ||
assert np.allclose(score, expected_score, atol=A_TOL) | ||
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def test_key_functions(): | ||
# Load in all files in the same order | ||
ref_files = sorted(glob.glob(REF_GLOB)) | ||
est_files = sorted(glob.glob(EST_GLOB)) | ||
sco_files = sorted(glob.glob(SCORES_GLOB)) | ||
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assert len(ref_files) == len(est_files) == len(sco_files) > 0 | ||
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# Unit test all metrics (one for now) | ||
for metric in [mir_eval.key.weighted_score]: | ||
yield __unit_test_key_function, metric | ||
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# Regression tests | ||
for ref_f, est_f, sco_f in zip(ref_files, est_files, sco_files): | ||
with open(sco_f, 'r') as f: | ||
expected_scores = json.load(f) | ||
# Load in an example key annotation | ||
reference_key = mir_eval.io.load_key(ref_f) | ||
# Load in an example key detector output | ||
estimated_key = mir_eval.io.load_key(est_f) | ||
# Compute scores | ||
scores = mir_eval.key.evaluate(reference_key, estimated_key) | ||
# Compare them | ||
for metric in scores: | ||
# This is a simple hack to make nosetest's messages more useful | ||
yield (__check_score, sco_f, metric, scores[metric], | ||
expected_scores[metric]) |