medleydb_sample / tests /annotate /test_melody.py
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"""Tests for generate_melody_annotations script"""
from __future__ import print_function
import unittest
import os
import numpy as np
from medleydb import MultiTrack
from medleydb.annotate import melody as G
from medleydb.multitrack import _MELODY1_PATH, _MELODY2_PATH, _MELODY3_PATH
HOP = 256.0
FS = 44100.0
def array_almost_equal(array1, array2, tolerance=1e-7):
diff = np.abs(array1 - array2)
num_not_equal = diff > tolerance
print("number of unequal elements: %s" % np.sum(num_not_equal))
return np.sum(num_not_equal) == 0
class TestGetTimeStamps(unittest.TestCase):
def test_get_time_stamps(self):
dur = 0.02902494331 # seconds
actual = G.get_time_stamps(dur, FS, HOP)
expected = np.array([0.0, HOP/FS, 2.0*HOP/FS, 3.0*HOP/FS, 4.0*HOP/FS])
self.assertTrue(array_almost_equal(actual, expected))
class TestMakeBlankMelodySequence(unittest.TestCase):
def test_get_blank_melody_sequence(self):
dur = 0.02902494331 # seconds
actual = G.make_blank_melody_sequence(dur, FS, HOP)
times = [0.0, HOP/FS, 2.0*HOP/FS, 3.0*HOP/FS, 4.0*HOP/FS]
expected = np.array([
[times[0], 0.0],
[times[1], 0.0],
[times[2], 0.0],
[times[3], 0.0],
[times[4], 0.0]
])
self.assertTrue(array_almost_equal(actual, expected))
class TestSecToIdx(unittest.TestCase):
def test_defaults1(self):
actual = G.sec_to_idx(0.0, FS, HOP)
expected = 0
self.assertEqual(actual, expected)
def test_defaults2(self):
actual = G.sec_to_idx(2.0*256.0/44100.0, FS, HOP)
expected = 2
self.assertEqual(actual, expected)
def test_fs1(self):
actual = G.sec_to_idx(0.0, 1000, HOP)
expected = 0
self.assertEqual(actual, expected)
def test_fs2(self):
actual = G.sec_to_idx(2.0*256.0/1000.0, 1000, HOP)
expected = 2
self.assertEqual(actual, expected)
def test_hop1(self):
actual = G.sec_to_idx(0.0, FS, 2)
expected = 0
self.assertEqual(actual, expected)
def test_hop2(self):
actual = G.sec_to_idx(4.0*2.0/44100.0, FS, 2)
expected = 4
self.assertEqual(actual, expected)
class TestAddSequenceToMelody(unittest.TestCase):
def setUp(self):
self.times = [0.0, HOP/FS, 2.0*HOP/FS, 3.0*HOP/FS, 4.0*HOP/FS]
self.dur = 0.02902494331 # seconds
def test_add_sequence_to_melody1(self):
f0_sequence = [
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
]
melody_sequence = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
actual = G.add_sequence_to_melody(
self.dur, f0_sequence, melody_sequence, FS, HOP
)
expected = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
print(actual)
print(expected)
self.assertTrue(array_almost_equal(actual, expected))
def test_add_sequence_to_melody2(self):
f0_sequence = [
[self.times[0], 3.0],
[self.times[2], 1.7],
[self.times[3], 100.0],
]
melody_sequence = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
actual = G.add_sequence_to_melody(
self.dur, f0_sequence, melody_sequence, FS, HOP
)
expected = np.array([
[self.times[0], 3.0],
[self.times[1], 0.0],
[self.times[2], 1.7],
[self.times[3], 100.0],
[self.times[4], 0.0]
])
print(actual)
print(expected)
self.assertTrue(array_almost_equal(actual, expected))
def test_add_sequence_to_melody3(self):
f0_sequence = [
[self.times[0], 3.0],
[self.times[2], 1.7],
[self.times[3], 100.0],
]
melody_sequence = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
actual = G.add_sequence_to_melody(
self.dur, f0_sequence, melody_sequence, FS, HOP, start_t=0.0059
)
expected = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 1.7],
[self.times[3], 100.0],
[self.times[4], 0.0]
])
print(actual)
print(expected)
self.assertTrue(array_almost_equal(actual, expected))
def test_add_sequence_to_melody4(self):
f0_sequence = [
[self.times[0], 3.0],
[self.times[2], 1.7],
[self.times[3], 100.0],
]
melody_sequence = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
actual = G.add_sequence_to_melody(
self.dur, f0_sequence, melody_sequence, FS, HOP, end_t=0.0059
)
expected = np.array([
[self.times[0], 3.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
print(actual)
print(expected)
self.assertTrue(array_almost_equal(actual, expected))
def test_add_sequence_to_melody5(self):
f0_sequence = [
[self.times[0], 3.0],
[self.times[2], 1.7],
[self.times[3], 100.0],
]
melody_sequence = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 0.0],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
actual = G.add_sequence_to_melody(
self.dur, f0_sequence, melody_sequence, FS, HOP,
start_t=0.0059, end_t=0.017
)
expected = np.array([
[self.times[0], 0.0],
[self.times[1], 0.0],
[self.times[2], 1.7],
[self.times[3], 0.0],
[self.times[4], 0.0]
])
print(actual)
print(expected)
self.assertTrue(array_almost_equal(actual, expected))
def test_add_sequence_to_melody6(self):
f0_sequence = [
[self.times[0], 3.0],
[self.times[2], 1.7],
[self.times[3], 100.0],
]
melody_sequence = np.array([
[self.times[0], 0.0, 0.0],
[self.times[1], 2.3, 0.0],
[self.times[2], 0.0, 0.0],
[self.times[3], 0.0, 0.0],
[self.times[4], 8.1, 0.0]
])
actual = G.add_sequence_to_melody(
self.dur, f0_sequence, melody_sequence, FS, HOP, dim=2
)
expected = np.array([
[self.times[0], 0.0, 3.0],
[self.times[1], 2.3, 0.0],
[self.times[2], 0.0, 1.7],
[self.times[3], 0.0, 100.0],
[self.times[4], 8.1, 0.0]
])
print(actual)
print(expected)
self.assertTrue(array_almost_equal(actual, expected))
class TestCreateMelodyAnnotations(unittest.TestCase):
def setUp(self):
self.mtrack = MultiTrack("MusicDelta_Beethoven")
self.mtrack._duration = 27.371
self.mtrack_nomel = MultiTrack("TablaBreakbeatScience_Animoog")
def test_melody1(self):
actual = G.create_melody1_annotation(self.mtrack)
expected = self.mtrack.melody1_annotation
self.assertTrue(array_almost_equal(actual, expected))
def test_melody2(self):
actual = G.create_melody2_annotation(self.mtrack)
expected = self.mtrack.melody2_annotation
self.assertTrue(array_almost_equal(actual, expected))
def test_melody3(self):
actual = G.create_melody3_annotation(self.mtrack)
expected = self.mtrack.melody3_annotation
self.assertTrue(array_almost_equal(actual, expected))
def test_melody1none(self):
actual = G.create_melody1_annotation(self.mtrack_nomel)
expected = None
self.assertEqual(expected, actual)
def test_melody2none(self):
actual = G.create_melody2_annotation(self.mtrack_nomel)
expected = None
self.assertEqual(expected, actual)
def test_melody3none(self):
actual = G.create_melody3_annotation(self.mtrack_nomel)
expected = None
self.assertEqual(expected, actual)
class TestWriteMelodiesToCsv(unittest.TestCase):
def setUp(self):
self.mtrack = MultiTrack("TablaBreakbeatScience_Animoog")
self.melody1 = np.array([
[0.0, 0.0],
[1.0, 440.0],
[2.0, 450.0],
[3.0, 460.0],
[4.0, 0.0]
])
self.melody2 = np.array([
[0.0, 430.0],
[1.0, 440.0],
[2.0, 450.0],
[3.0, 460.0],
[4.0, 0.0]
])
self.melody3 = np.array([
[0.0, 0.0, 120.0],
[1.0, 440.0, 0.0],
[2.0, 450.0, 0.0],
[3.0, 460.0, 234.1],
[4.0, 0.0, 123.1]
])
def test_melody1(self):
expected_output_path = os.path.join(
_MELODY1_PATH,
'TablaBreakbeatScience_Animoog_MELODY1.csv'
)
G.write_melodies_to_csv(self.mtrack, self.melody1, None, None)
self.assertTrue(os.path.exists(expected_output_path))
os.remove(expected_output_path)
def test_melody2(self):
expected_output_path = os.path.join(
_MELODY2_PATH,
'TablaBreakbeatScience_Animoog_MELODY2.csv'
)
G.write_melodies_to_csv(self.mtrack, None, self.melody2, None)
self.assertTrue(os.path.exists(expected_output_path))
os.remove(expected_output_path)
def test_melody3(self):
expected_output_path = os.path.join(
_MELODY3_PATH,
'TablaBreakbeatScience_Animoog_MELODY3.csv'
)
G.write_melodies_to_csv(self.mtrack, None, None, self.melody3)
self.assertTrue(os.path.exists(expected_output_path))
os.remove(expected_output_path)