""" Tests for utils.py """ import unittest import medleydb from medleydb import utils from medleydb import multitrack class TestLoadTrackList(unittest.TestCase): def setUp(self): self.track_list = medleydb.TRACK_LIST_V1 def test_length(self): self.assertEqual(len(self.track_list), 122) def test_inclusion(self): self.assertTrue('MusicDelta_SwingJazz' in set(self.track_list)) def test_inclusion2(self): self.assertTrue('Grants_PunchDrunk' in set(self.track_list)) class TestLoadMelodyMultitracks(unittest.TestCase): def setUp(self): self.melody_mtracks = utils.load_melody_multitracks() self.first_track = next(self.melody_mtracks) def test_object_type(self): self.assertTrue(isinstance(self.first_track, multitrack.MultiTrack)) def test_id(self): self.assertEqual( self.first_track.track_id, 'AClassicEducation_NightOwl' ) class TestLoadAllMultitracks(unittest.TestCase): def test_object_type(self): mtracks = utils.load_all_multitracks() first_track = next(mtracks) self.assertTrue(isinstance(first_track, multitrack.MultiTrack)) def test_id(self): mtracks = utils.load_all_multitracks() first_track = next(mtracks) self.assertEqual( first_track.track_id, 'AClassicEducation_NightOwl' ) def test_load_version2(self): mtracks = utils.load_all_multitracks(dataset_version=['V2']) first_track = next(mtracks) self.assertEqual( first_track.track_id, 'Allegria_MendelssohnMovement1' ) def test_load_version_extra(self): mtracks = utils.load_all_multitracks(dataset_version=['EXTRA']) first_track = next(mtracks) self.assertEqual( first_track.track_id, 'AHa_TakeOnMe' ) def test_load_bach10(self): mtracks = utils.load_all_multitracks(dataset_version=['BACH10']) first_track = next(mtracks) self.assertEqual( first_track.track_id, 'Bach10_01AchGottundHerr' ) class TestLoadMultitracks(unittest.TestCase): def test_single_track(self): res = utils.load_multitracks(['MusicDelta_SwingJazz']) track = next(res) self.assertEqual(track.track_id, 'MusicDelta_SwingJazz') def test_two_tracks(self): res = utils.load_multitracks(['AmarLal_Rest', 'AmarLal_SpringDay1']) res_list = list(res) self.assertEqual(len(res_list), 2) def test_bad_id(self): res = utils.load_multitracks( ['MusicDelta_Reggae', 'RickAstley_NeverGonnaGiveYouUp'] ) with self.assertRaises(IOError): list(res) class TestGetFilesForInstrument(unittest.TestCase): def setUp(self): self.files = ['AimeeNorwich_Flying', 'MusicDelta_Reggae'] self.mtrack_list = utils.load_multitracks(self.files) def test_defaults(self): erhu_files = utils.get_files_for_instrument('erhu') self.assertEqual(len(list(erhu_files)), 6) def test_subset(self): trombone_files = utils.get_files_for_instrument( 'trombone', self.mtrack_list ) self.assertEqual(len(list(trombone_files)), 2) def test_subset2(self): male_singer_files = utils.get_files_for_instrument( 'male singer', self.mtrack_list ) self.assertEqual(len(list(male_singer_files)), 1) def test_invalid_inst(self): with self.assertRaises(ValueError): list(utils.get_files_for_instrument('mayonnaise')) class TestTrainTestSplit(unittest.TestCase): def test_defaults(self): splits = utils.artist_conditional_split() expected_len = 5 actual_len = len(splits) self.assertEqual(expected_len, actual_len) expected_keys = ['test', 'train'] actual_keys = sorted(splits[0].keys()) self.assertEqual(expected_keys, actual_keys) def test_trackid_list(self): trackid_list = [ 'EthanHein_BluesForNofi', 'EthanHein_GirlOnABridge', 'CroqueMadame_Oil', 'CroqueMadame_Pilot', 'Meaxic_TakeAStep', 'Meaxic_YouListen' ] splits = utils.artist_conditional_split( trackid_list=trackid_list, num_splits=1 ) # Verify that the number of splits is correct self.assertEqual(1, len(splits)) # Verify that the splits span the entire track list self.assertEqual( sorted(trackid_list), sorted(splits[0]['train'] + splits[0]['test']) ) # Verify that sets don't intersect, and that neither is empty self.assertEqual(set(splits[0]['train']) & set(splits[0]['test']), set()) self.assertNotEqual(len(splits[0]['train']), 0) self.assertNotEqual(len(splits[0]['test']), 0) def test_artist_index(self): trackid_list = [ 'EthanHein_BluesForNofi', 'EthanHein_GirlOnABridge', 'CroqueMadame_Oil', 'CroqueMadame_Pilot', 'Meaxic_TakeAStep', 'Meaxic_YouListen' ] artist_index = { 'EthanHein_BluesForNofi': 'E', 'EthanHein_GirlOnABridge': 'E', 'CroqueMadame_Oil': 'C1', 'CroqueMadame_Pilot': 'C2', 'Meaxic_TakeAStep': 'M', 'Meaxic_YouListen': 'M' } splits = utils.artist_conditional_split( trackid_list=trackid_list, artist_index=artist_index, num_splits=1 ) self.assertEqual(1, len(splits)) self.assertEqual( sorted(trackid_list), sorted(splits[0]['train'] + splits[0]['test']) ) # Same tests as above self.assertEqual(set(splits[0]['train']) & set(splits[0]['test']), set()) self.assertNotEqual(len(splits[0]['train']), 0) self.assertNotEqual(len(splits[0]['test']), 0) # Also make sure that artists are partitioned properly train_artists = set([artist_index[t] for t in splits[0]['train']]) test_artists = set([artist_index[t] for t in splits[0]['test']]) self.assertEqual(train_artists & test_artists, set())