In [1]:
import numpy as np
import librosa
import cPickle as pickle
import numba
import os
from joblib import Parallel, delayed
In [2]:
%matplotlib inline
import matplotlib.pyplot as plt
In [3]:
def symstack(X, n_steps=3, delay=1, **kwargs):
'''Symmetric history stacking.
like librosa.feature.stack_memory, but IN THE FUTURE!!!
'''
rpad = n_steps * delay
Xpad = np.pad(X,
[(0, 0), (0, rpad)],
**kwargs)
Xstack = librosa.feature.stack_memory(Xpad,
n_steps=2 * n_steps + 1,
delay=delay,
**kwargs)
return Xstack[:, rpad:]
In [4]:
def load_feature_data(file_name, n_steps=5):
fname = '../data/features/{}.pk'.format(file_name)
data = pickle.load(open(fname, 'r'))
return symstack(data['cqgram'].astype(np.float32),
n_steps=n_steps,
mode='edge'), data['intframes']
In [5]:
@numba.jit
def make_training_data(max_samples=4,
paths=None,
file_name=None,
thresholds=None,
labels=None,
intervals=None,
fmeasures=None,
scores=None):
# intframes gives the section->cqt frame alignments
X_raw, intframes = load_feature_data(file_name)
# add observations for each (i, i+1)
# set the label to +1 unless i+1 is in intervals[:, 0]
ex_x = np.abs(X_raw[:, :-1] - X_raw[:, 1:]).T
ex_y = np.ones(len(ex_x), dtype=np.int32)
negatives = intframes[:-1, 1] - 1
ex_y[negatives] = 0
return ex_x, ex_y
In [6]:
import os
def process_file(file_scores, max_samples=8):
if file_scores['paths']:
X, Y = make_training_data(max_samples=max_samples,
**file_scores)
outfile = '../data/labeled_features_local/{}_beats.npz'.format(os.path.basename(file_scores['file_name']))
np.savez(outfile, X=X, Y=Y)
In [10]:
all_data = pickle.load(open('../data/scores_datasetESALAMI_levelEfunction_distEL2.pk'))
#all_data = pickle.load(open('../data/scores_datasetEIsophonics_levelEfunction_distEL2.pk'))
In [11]:
[(x, y['file_name']) for (x,y) in enumerate(all_data['file_scores'])]
Out[11]:
[(0, 'SALAMI_396.mp3'),
(1, 'SALAMI_822.mp3'),
(2, 'SALAMI_748.mp3'),
(3, 'SALAMI_564.mp3'),
(4, 'SALAMI_584.mp3'),
(5, 'SALAMI_550.mp3'),
(6, 'SALAMI_1028.mp3'),
(7, 'SALAMI_1300.mp3'),
(8, 'SALAMI_248.mp3'),
(9, 'SALAMI_960.mp3'),
(10, 'SALAMI_1562.mp3'),
(11, 'SALAMI_486.mp3'),
(12, 'SALAMI_1180.mp3'),
(13, 'SALAMI_990.mp3'),
(14, 'SALAMI_1462.mp3'),
(15, 'SALAMI_304.mp3'),
(16, 'SALAMI_40.mp3'),
(17, 'SALAMI_356.mp3'),
(18, 'SALAMI_540.mp3'),
(19, 'SALAMI_634.mp3'),
(20, 'SALAMI_970.mp3'),
(21, 'SALAMI_362.mp3'),
(22, 'SALAMI_1394.mp3'),
(23, 'SALAMI_772.mp3'),
(24, 'SALAMI_842.mp3'),
(25, 'SALAMI_866.mp3'),
(26, 'SALAMI_12.mp3'),
(27, 'SALAMI_1390.mp3'),
(28, 'SALAMI_892.mp3'),
(29, 'SALAMI_1258.mp3'),
(30, 'SALAMI_1314.mp3'),
(31, 'SALAMI_1338.mp3'),
(32, 'SALAMI_986.mp3'),
(33, 'SALAMI_1216.mp3'),
(34, 'SALAMI_1012.mp3'),
(35, 'SALAMI_264.mp3'),
(36, 'SALAMI_1406.mp3'),
(37, 'SALAMI_18.mp3'),
(38, 'SALAMI_1092.mp3'),
(39, 'SALAMI_1426.mp3'),
(40, 'SALAMI_1156.mp3'),
(41, 'SALAMI_458.mp3'),
(42, 'SALAMI_732.mp3'),
(43, 'SALAMI_1418.mp3'),
(44, 'SALAMI_834.mp3'),
(45, 'SALAMI_798.mp3'),
(46, 'SALAMI_856.mp3'),
(47, 'SALAMI_1566.mp3'),
(48, 'SALAMI_838.mp3'),
(49, 'SALAMI_176.mp3'),
(50, 'SALAMI_1366.mp3'),
(51, 'SALAMI_542.mp3'),
(52, 'SALAMI_414.mp3'),
(53, 'SALAMI_1414.mp3'),
(54, 'SALAMI_518.mp3'),
(55, 'SALAMI_1540.mp3'),
(56, 'SALAMI_316.mp3'),
(57, 'SALAMI_592.mp3'),
(58, 'SALAMI_920.mp3'),
(59, 'SALAMI_528.mp3'),
(60, 'SALAMI_656.mp3'),
(61, 'SALAMI_446.mp3'),
(62, 'SALAMI_678.mp3'),
(63, 'SALAMI_768.mp3'),
(64, 'SALAMI_1024.mp3'),
(65, 'SALAMI_554.mp3'),
(66, 'SALAMI_1438.mp3'),
(67, 'SALAMI_1212.mp3'),
(68, 'SALAMI_156.mp3'),
(69, 'SALAMI_198.mp3'),
(70, 'SALAMI_556.mp3'),
(71, 'SALAMI_372.mp3'),
(72, 'SALAMI_628.mp3'),
(73, 'SALAMI_390.mp3'),
(74, 'SALAMI_6.mp3'),
(75, 'SALAMI_326.mp3'),
(76, 'SALAMI_192.mp3'),
(77, 'SALAMI_110.mp3'),
(78, 'SALAMI_216.mp3'),
(79, 'SALAMI_1266.mp3'),
(80, 'SALAMI_802.mp3'),
(81, 'SALAMI_1242.mp3'),
(82, 'SALAMI_200.mp3'),
(83, 'SALAMI_210.mp3'),
(84, 'SALAMI_566.mp3'),
(85, 'SALAMI_956.mp3'),
(86, 'SALAMI_1230.mp3'),
(87, 'SALAMI_876.mp3'),
(88, 'SALAMI_306.mp3'),
(89, 'SALAMI_344.mp3'),
(90, 'SALAMI_420.mp3'),
(91, 'SALAMI_846.mp3'),
(92, 'SALAMI_334.mp3'),
(93, 'SALAMI_250.mp3'),
(94, 'SALAMI_1542.mp3'),
(95, 'SALAMI_568.mp3'),
(96, 'SALAMI_812.mp3'),
(97, 'SALAMI_1206.mp3'),
(98, 'SALAMI_1336.mp3'),
(99, 'SALAMI_734.mp3'),
(100, 'SALAMI_904.mp3'),
(101, 'SALAMI_1244.mp3'),
(102, 'SALAMI_600.mp3'),
(103, 'SALAMI_570.mp3'),
(104, 'SALAMI_1416.mp3'),
(105, 'SALAMI_872.mp3'),
(106, 'SALAMI_408.mp3'),
(107, 'SALAMI_882.mp3'),
(108, 'SALAMI_496.mp3'),
(109, 'SALAMI_668.mp3'),
(110, 'SALAMI_738.mp3'),
(111, 'SALAMI_454.mp3'),
(112, 'SALAMI_770.mp3'),
(113, 'SALAMI_830.mp3'),
(114, 'SALAMI_1288.mp3'),
(115, 'SALAMI_168.mp3'),
(116, 'SALAMI_1166.mp3'),
(117, 'SALAMI_1484.mp3'),
(118, 'SALAMI_1160.mp3'),
(119, 'SALAMI_1506.mp3'),
(120, 'SALAMI_346.mp3'),
(121, 'SALAMI_1158.mp3'),
(122, 'SALAMI_608.mp3'),
(123, 'SALAMI_188.mp3'),
(124, 'SALAMI_636.mp3'),
(125, 'SALAMI_270.mp3'),
(126, 'SALAMI_120.mp3'),
(127, 'SALAMI_916.mp3'),
(128, 'SALAMI_966.mp3'),
(129, 'SALAMI_674.mp3'),
(130, 'SALAMI_704.mp3'),
(131, 'SALAMI_1178.mp3'),
(132, 'SALAMI_436.mp3'),
(133, 'SALAMI_1082.mp3'),
(134, 'SALAMI_336.mp3'),
(135, 'SALAMI_1432.mp3'),
(136, 'SALAMI_932.mp3'),
(137, 'SALAMI_938.mp3'),
(138, 'SALAMI_1498.mp3'),
(139, 'SALAMI_108.mp3'),
(140, 'SALAMI_1032.mp3'),
(141, 'SALAMI_1060.mp3'),
(142, 'SALAMI_806.mp3'),
(143, 'SALAMI_1344.mp3'),
(144, 'SALAMI_816.mp3'),
(145, 'SALAMI_520.mp3'),
(146, 'SALAMI_578.mp3'),
(147, 'SALAMI_1002.mp3'),
(148, 'SALAMI_1530.mp3'),
(149, 'SALAMI_380.mp3'),
(150, 'SALAMI_1310.mp3'),
(151, 'SALAMI_1342.mp3'),
(152, 'SALAMI_516.mp3'),
(153, 'SALAMI_482.mp3'),
(154, 'SALAMI_1358.mp3'),
(155, 'SALAMI_1010.mp3'),
(156, 'SALAMI_562.mp3'),
(157, 'SALAMI_72.mp3'),
(158, 'SALAMI_1308.mp3'),
(159, 'SALAMI_1452.mp3'),
(160, 'SALAMI_386.mp3'),
(161, 'SALAMI_1038.mp3'),
(162, 'SALAMI_1202.mp3'),
(163, 'SALAMI_886.mp3'),
(164, 'SALAMI_690.mp3'),
(165, 'SALAMI_360.mp3'),
(166, 'SALAMI_1208.mp3'),
(167, 'SALAMI_1186.mp3'),
(168, 'SALAMI_376.mp3'),
(169, 'SALAMI_456.mp3'),
(170, 'SALAMI_536.mp3'),
(171, 'SALAMI_88.mp3'),
(172, 'SALAMI_132.mp3'),
(173, 'SALAMI_728.mp3'),
(174, 'SALAMI_1104.mp3'),
(175, 'SALAMI_676.mp3'),
(176, 'SALAMI_1124.mp3'),
(177, 'SALAMI_1232.mp3'),
(178, 'SALAMI_1514.mp3'),
(179, 'SALAMI_42.mp3'),
(180, 'SALAMI_294.mp3'),
(181, 'SALAMI_122.mp3'),
(182, 'SALAMI_4.mp3'),
(183, 'SALAMI_544.mp3'),
(184, 'SALAMI_780.mp3'),
(185, 'SALAMI_44.mp3'),
(186, 'SALAMI_612.mp3'),
(187, 'SALAMI_338.mp3'),
(188, 'SALAMI_1058.mp3'),
(189, 'SALAMI_52.mp3'),
(190, 'SALAMI_688.mp3'),
(191, 'SALAMI_666.mp3'),
(192, 'SALAMI_92.mp3'),
(193, 'SALAMI_788.mp3'),
(194, 'SALAMI_166.mp3'),
(195, 'SALAMI_46.mp3'),
(196, 'SALAMI_8.mp3'),
(197, 'SALAMI_1408.mp3'),
(198, 'SALAMI_1582.mp3'),
(199, 'SALAMI_526.mp3'),
(200, 'SALAMI_1492.mp3'),
(201, 'SALAMI_586.mp3'),
(202, 'SALAMI_928.mp3'),
(203, 'SALAMI_152.mp3'),
(204, 'SALAMI_640.mp3'),
(205, 'SALAMI_778.mp3'),
(206, 'SALAMI_1410.mp3'),
(207, 'SALAMI_854.mp3'),
(208, 'SALAMI_1302.mp3'),
(209, 'SALAMI_1356.mp3'),
(210, 'SALAMI_242.mp3'),
(211, 'SALAMI_1422.mp3'),
(212, 'SALAMI_1030.mp3'),
(213, 'SALAMI_1368.mp3'),
(214, 'SALAMI_1436.mp3'),
(215, 'SALAMI_1486.mp3'),
(216, 'SALAMI_1450.mp3'),
(217, 'SALAMI_240.mp3'),
(218, 'SALAMI_936.mp3'),
(219, 'SALAMI_1320.mp3'),
(220, 'SALAMI_480.mp3'),
(221, 'SALAMI_1596.mp3'),
(222, 'SALAMI_902.mp3'),
(223, 'SALAMI_850.mp3'),
(224, 'SALAMI_1440.mp3'),
(225, 'SALAMI_148.mp3'),
(226, 'SALAMI_944.mp3'),
(227, 'SALAMI_350.mp3'),
(228, 'SALAMI_1424.mp3'),
(229, 'SALAMI_100.mp3'),
(230, 'SALAMI_922.mp3'),
(231, 'SALAMI_1228.mp3'),
(232, 'SALAMI_1088.mp3'),
(233, 'SALAMI_1474.mp3'),
(234, 'SALAMI_90.mp3'),
(235, 'SALAMI_1260.mp3'),
(236, 'SALAMI_994.mp3'),
(237, 'SALAMI_1490.mp3'),
(238, 'SALAMI_724.mp3'),
(239, 'SALAMI_370.mp3'),
(240, 'SALAMI_1568.mp3'),
(241, 'SALAMI_1384.mp3'),
(242, 'SALAMI_368.mp3'),
(243, 'SALAMI_808.mp3'),
(244, 'SALAMI_124.mp3'),
(245, 'SALAMI_1550.mp3'),
(246, 'SALAMI_394.mp3'),
(247, 'SALAMI_1296.mp3'),
(248, 'SALAMI_1312.mp3'),
(249, 'SALAMI_848.mp3'),
(250, 'SALAMI_328.mp3'),
(251, 'SALAMI_1210.mp3'),
(252, 'SALAMI_332.mp3'),
(253, 'SALAMI_1008.mp3'),
(254, 'SALAMI_758.mp3'),
(255, 'SALAMI_460.mp3'),
(256, 'SALAMI_1248.mp3'),
(257, 'SALAMI_604.mp3'),
(258, 'SALAMI_364.mp3'),
(259, 'SALAMI_1014.mp3'),
(260, 'SALAMI_82.mp3'),
(261, 'SALAMI_686.mp3'),
(262, 'SALAMI_1246.mp3'),
(263, 'SALAMI_274.mp3'),
(264, 'SALAMI_894.mp3'),
(265, 'SALAMI_1072.mp3'),
(266, 'SALAMI_228.mp3'),
(267, 'SALAMI_852.mp3'),
(268, 'SALAMI_1364.mp3'),
(269, 'SALAMI_648.mp3'),
(270, 'SALAMI_410.mp3'),
(271, 'SALAMI_1374.mp3'),
(272, 'SALAMI_398.mp3'),
(273, 'SALAMI_652.mp3'),
(274, 'SALAMI_1168.mp3'),
(275, 'SALAMI_828.mp3'),
(276, 'SALAMI_950.mp3'),
(277, 'SALAMI_930.mp3'),
(278, 'SALAMI_712.mp3'),
(279, 'SALAMI_1270.mp3'),
(280, 'SALAMI_340.mp3'),
(281, 'SALAMI_696.mp3'),
(282, 'SALAMI_86.mp3'),
(283, 'SALAMI_888.mp3'),
(284, 'SALAMI_1192.mp3'),
(285, 'SALAMI_1106.mp3'),
(286, 'SALAMI_794.mp3'),
(287, 'SALAMI_94.mp3'),
(288, 'SALAMI_1164.mp3'),
(289, 'SALAMI_1434.mp3'),
(290, 'SALAMI_700.mp3'),
(291, 'SALAMI_1214.mp3'),
(292, 'SALAMI_214.mp3'),
(293, 'SALAMI_800.mp3'),
(294, 'SALAMI_470.mp3'),
(295, 'SALAMI_1252.mp3'),
(296, 'SALAMI_260.mp3'),
(297, 'SALAMI_1532.mp3'),
(298, 'SALAMI_1262.mp3'),
(299, 'SALAMI_348.mp3'),
(300, 'SALAMI_1554.mp3'),
(301, 'SALAMI_1592.mp3'),
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(303, 'SALAMI_1456.mp3'),
(304, 'SALAMI_1278.mp3'),
(305, 'SALAMI_860.mp3'),
(306, 'SALAMI_58.mp3'),
(307, 'SALAMI_670.mp3'),
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(310, 'SALAMI_1250.mp3'),
(311, 'SALAMI_388.mp3'),
(312, 'SALAMI_864.mp3'),
(313, 'SALAMI_1386.mp3'),
(314, 'SALAMI_1558.mp3'),
(315, 'SALAMI_1524.mp3'),
(316, 'SALAMI_128.mp3'),
(317, 'SALAMI_1504.mp3'),
(318, 'SALAMI_422.mp3'),
(319, 'SALAMI_874.mp3'),
(320, 'SALAMI_514.mp3'),
(321, 'SALAMI_832.mp3'),
(322, 'SALAMI_558.mp3'),
(323, 'SALAMI_680.mp3'),
(324, 'SALAMI_1348.mp3'),
(325, 'SALAMI_718.mp3'),
(326, 'SALAMI_1102.mp3'),
(327, 'SALAMI_1268.mp3'),
(328, 'SALAMI_1598.mp3'),
(329, 'SALAMI_1522.mp3'),
(330, 'SALAMI_1404.mp3'),
(331, 'SALAMI_954.mp3'),
(332, 'SALAMI_170.mp3'),
(333, 'SALAMI_320.mp3'),
(334, 'SALAMI_1510.mp3'),
(335, 'SALAMI_1588.mp3'),
(336, 'SALAMI_1118.mp3'),
(337, 'SALAMI_1520.mp3'),
(338, 'SALAMI_1306.mp3'),
(339, 'SALAMI_610.mp3'),
(340, 'SALAMI_532.mp3'),
(341, 'SALAMI_382.mp3'),
(342, 'SALAMI_160.mp3'),
(343, 'SALAMI_1020.mp3'),
(344, 'SALAMI_400.mp3'),
(345, 'SALAMI_616.mp3'),
(346, 'SALAMI_622.mp3'),
(347, 'SALAMI_896.mp3'),
(348, 'SALAMI_776.mp3'),
(349, 'SALAMI_78.mp3'),
(350, 'SALAMI_746.mp3'),
(351, 'SALAMI_1224.mp3'),
(352, 'SALAMI_548.mp3'),
(353, 'SALAMI_1352.mp3'),
(354, 'SALAMI_1240.mp3'),
(355, 'SALAMI_1324.mp3'),
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(357, 'SALAMI_504.mp3'),
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(365, 'SALAMI_934.mp3'),
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(386, 'SALAMI_212.mp3'),
(387, 'SALAMI_1146.mp3'),
(388, 'SALAMI_968.mp3'),
(389, 'SALAMI_1234.mp3'),
(390, 'SALAMI_48.mp3'),
(391, 'SALAMI_180.mp3'),
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(395, 'SALAMI_116.mp3'),
(396, 'SALAMI_1034.mp3'),
(397, 'SALAMI_1460.mp3'),
(398, 'SALAMI_1478.mp3'),
(399, 'SALAMI_1346.mp3'),
(400, 'SALAMI_618.mp3'),
(401, 'SALAMI_942.mp3'),
(402, 'SALAMI_1446.mp3'),
(403, 'SALAMI_140.mp3'),
(404, 'SALAMI_1190.mp3'),
(405, 'SALAMI_1074.mp3'),
(406, 'SALAMI_1360.mp3'),
(407, 'SALAMI_630.mp3'),
(408, 'SALAMI_736.mp3'),
(409, 'SALAMI_28.mp3'),
(410, 'SALAMI_254.mp3'),
(411, 'SALAMI_972.mp3'),
(412, 'SALAMI_142.mp3'),
(413, 'SALAMI_1292.mp3'),
(414, 'SALAMI_1328.mp3'),
(415, 'SALAMI_1580.mp3'),
(416, 'SALAMI_1264.mp3'),
(417, 'SALAMI_1194.mp3'),
(418, 'SALAMI_964.mp3'),
(419, 'SALAMI_158.mp3'),
(420, 'SALAMI_1134.mp3'),
(421, 'SALAMI_60.mp3'),
(422, 'SALAMI_416.mp3'),
(423, 'SALAMI_1466.mp3'),
(424, 'SALAMI_272.mp3'),
(425, 'SALAMI_1184.mp3'),
(426, 'SALAMI_914.mp3'),
(427, 'SALAMI_136.mp3'),
(428, 'SALAMI_154.mp3'),
(429, 'SALAMI_378.mp3'),
(430, 'SALAMI_1472.mp3'),
(431, 'SALAMI_1026.mp3'),
(432, 'SALAMI_782.mp3'),
(433, 'SALAMI_810.mp3'),
(434, 'SALAMI_726.mp3'),
(435, 'SALAMI_1526.mp3'),
(436, 'SALAMI_594.mp3'),
(437, 'SALAMI_574.mp3'),
(438, 'SALAMI_786.mp3'),
(439, 'SALAMI_498.mp3'),
(440, 'SALAMI_1454.mp3'),
(441, 'SALAMI_1388.mp3'),
(442, 'SALAMI_1464.mp3'),
(443, 'SALAMI_1080.mp3'),
(444, 'SALAMI_318.mp3'),
(445, 'SALAMI_530.mp3'),
(446, 'SALAMI_1138.mp3'),
(447, 'SALAMI_1174.mp3'),
(448, 'SALAMI_476.mp3'),
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(589, 'SALAMI_282.mp3'),
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(592, 'SALAMI_1132.mp3'),
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(603, 'SALAMI_996.mp3'),
(604, 'SALAMI_404.mp3'),
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(606, 'SALAMI_1046.mp3'),
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(609, 'SALAMI_596.mp3'),
(610, 'SALAMI_1332.mp3'),
(611, 'SALAMI_236.mp3'),
(612, 'SALAMI_598.mp3'),
(613, 'SALAMI_836.mp3'),
(614, 'SALAMI_980.mp3'),
(615, 'SALAMI_418.mp3'),
(616, 'SALAMI_774.mp3'),
(617, 'SALAMI_1016.mp3'),
(618, 'SALAMI_1442.mp3'),
(619, 'SALAMI_952.mp3'),
(620, 'SALAMI_506.mp3'),
(621, 'SALAMI_1122.mp3'),
(622, 'SALAMI_948.mp3'),
(623, 'SALAMI_766.mp3'),
(624, 'SALAMI_452.mp3'),
(625, 'SALAMI_322.mp3'),
(626, 'SALAMI_722.mp3'),
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(632, 'SALAMI_1282.mp3'),
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(635, 'SALAMI_1094.mp3'),
(636, 'SALAMI_442.mp3'),
(637, 'SALAMI_510.mp3'),
(638, 'SALAMI_946.mp3'),
(639, 'SALAMI_692.mp3'),
(640, 'SALAMI_286.mp3'),
(641, 'SALAMI_112.mp3'),
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(645, 'SALAMI_820.mp3'),
(646, 'SALAMI_1584.mp3'),
(647, 'SALAMI_880.mp3'),
(648, 'SALAMI_784.mp3'),
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(653, 'SALAMI_890.mp3'),
(654, 'SALAMI_900.mp3'),
(655, 'SALAMI_426.mp3'),
(656, 'SALAMI_984.mp3'),
(657, 'SALAMI_730.mp3'),
(658, 'SALAMI_1330.mp3'),
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(701, 'SALAMI_752.mp3'),
(702, 'SALAMI_1004.mp3'),
(703, 'SALAMI_428.mp3'),
(704, 'SALAMI_982.mp3'),
(705, 'SALAMI_1326.mp3'),
(706, 'SALAMI_1586.mp3'),
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(713, 'SALAMI_706.mp3'),
(714, 'SALAMI_298.mp3'),
(715, 'SALAMI_624.mp3'),
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(717, 'SALAMI_1372.mp3'),
(718, 'SALAMI_1076.mp3'),
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(720, 'SALAMI_1322.mp3'),
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(723, 'SALAMI_926.mp3'),
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(725, 'SALAMI_716.mp3'),
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(735, 'SALAMI_1470.mp3'),
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(745, 'SALAMI_818.mp3'),
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(755, 'SALAMI_1172.mp3'),
(756, 'SALAMI_1290.mp3'),
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In [12]:
Parallel(n_jobs=4, verbose=20)(delayed(process_file)(data) for data in all_data['file_scores']);
[Parallel(n_jobs=4)]: Done 1 out of 769 | elapsed: 0.4s remaining: 4.6min
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[Parallel(n_jobs=4)]: Done 732 out of 769 | elapsed: 20.9s remaining: 1.1s
[Parallel(n_jobs=4)]: Done 769 out of 769 | elapsed: 21.6s finished
In [ ]:
Content source: urinieto/similarity_classification
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