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parallel_joblib.py
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parallel_joblib.py
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from keras.preprocessing import sequence
from keras.models import model_from_json
models_dir = '.'
clf = model_from_json(open('%s/classifier_arc.json' % models_dir).read())
clf.load_weights('%s/classifier_weights.h5' % models_dir)
from joblib import Parallel, delayed, cpu_count
n_jobs = cpu_count()
def generator(vectors):
for idx, vector in enumerate(vectors):
print idx
yield vector
def processing(vector):
maxlen=40
vector = sequence.pad_sequences([vector,], maxlen=maxlen)
predicted_label = clf.predict_classes(vector, verbose=0)[0][0]
return predicted_label
vectors = [[96, 838, 766, 246, 246, 29, 319, 2, 150, 1, 369, 304, 3684, 33, 1324, 1, 213, 51, 12, 35, 192, 1140, 17, 9903, 1, 506, 835, 266, 141, 19, 7384, 8689, 81536, 180, 291, 4, 33, 18, 1100, 1, 1565, 464, 506, 180, 1604, 7, 835, 17, 2, 599, 6, 38, 14, 7, 277, 1220, 191, 33, 133, 1604, 14, 1513, 24, 1111, 33, 115, 5984, 95, 18, 2, 1081, 822, 6, 5, 1397, 33, 39, 863, 0, 308, 0, 17, 2421, 6, 7822, 0, 418, 0, 37, 6, 4455, 36737, 0, 418, 0, 487, 12427, 33, 36, 7, 11090, 2666, 11, 2, 1165, 4, 115, 7254, 58, 38437, 3809, 34, 31029, 141, 16, 399, 835, 438, 160, 0, 418, 0, 17, 2421, 6, 7822, 25, 1711, 6, 99, 1051, 17, 634, 6, 5, 1397, 29, 212, 2161, 4, 2714, 136, 2704, 4, 229, 117, 23, 1745, 29, 319, 141, 2, 150, 4, 29, 314, 2, 441, 231, 261, 346, 2034, 3, 8, 14, 7, 4279, 606, 8, 14, 7, 642, 1775, 9, 1222, 24026, 606, 206, 2099, 1, 15, 141, 2, 835, 675, 12, 418, 403, 1211, 19, 4429, 81, 344, 564, 168, 3, 23248, 7, 443, 833, 386, 3, 3, 8, 14, 7, 642, 1775, 9, 52, 24026, 606, 287, 5, 29, 319, 2, 585, 1, 369, 1979, 2021], [96, 838, 766, 506, 835, 55, 304, 3684, 33, 1324, 1, 213, 51, 12, 35, 192, 1140, 17, 9903, 1, 506, 835, 180, 4, 33, 18, 1100, 1, 57103, 1604, 7, 835, 17, 2, 599, 6, 38, 14, 7, 277, 1220, 191, 33, 133, 1604, 14, 1513, 24, 1111, 33, 115, 5984, 95, 18, 2, 1081, 822, 6, 5, 1397, 33, 39, 863, 588, 418, 965, 17, 2421, 6, 7822, 346, 418, 2121, 37, 6, 4455, 36737, 513, 418, 2446, 487, 12427, 33, 36, 7, 11090, 2666, 11, 2, 1165, 4, 115, 7254, 58, 38437, 3809, 34, 31029, 141, 16, 399, 835, 438, 160, 612, 418, 2587, 17, 2421, 6, 7822, 25, 1711, 6, 99, 1051, 17, 634, 6, 5, 1397, 29, 212, 2161, 4, 2714, 136, 2704, 4, 229, 117, 23, 1745, 1979, 2021],[96, 766, 246, 246, 120, 15785, 30, 92, 3, 133, 31, 39, 19331, 1054, 2438, 457, 460, 27, 1688, 12, 2, 794, 1338, 221, 0, 3, 2, 1113, 7, 4209, 6, 822, 8, 45, 2286, 82, 7, 1635, 2312, 5376, 77, 1215, 86, 1764, 25, 31, 623, 708, 1113, 427, 222, 8617, 40, 68, 3599, 1, 2, 633, 139, 787, 7, 1764, 25355, 1308, 82, 478, 116, 7, 794, 1, 708, 68, 427, 1646, 227, 3, 8, 1707, 19, 7, 1391, 327, 2872, 9, 3647, 65, 0, 3, 7, 36, 347, 15, 1642, 159, 2, 4539, 65, 445, 209, 3028, 15, 450, 1, 1113, 3, 8, 1502, 1982, 38, 3047, 2, 248, 1930, 57613, 1057, 135, 6169, 459, 1, 2, 380, 25, 1136, 54, 292, 31, 39, 576, 7, 5582, 794, 538, 24, 2361, 38, 1, 281, 1822, 6, 42913, 2525, 819, 1257, 1046, 7, 0, 347, 674, 209, 8, 14, 70, 4709, 2551, 979, 7822, 630, 138, 380, 589, 3868, 8114, 3, 134, 1113, 1707, 15, 450, 16, 569, 4539, 105, 0, 35957, 8, 782, 1308, 460, 23408, 4, 27, 23832, 1, 20002, 4, 794, 1081, 692, 11, 199, 6, 2653, 2, 5317, 589, 938, 31, 597, 116, 1, 2892, 83, 106, 80, 3437, 2, 1642, 850, 159, 7, 794, 4200, 34, 20, 56908, 11, 199, 6, 1046, 33, 287, 0, 881, 794, 4706, 6, 0, 15533, 25, 179, 1882, 1845, 13, 5159, 13, 27, 24, 14, 1050, 29678, 3, 133, 11, 8, 12252, 25, 1113, 39, 65, 86, 529, 1054, 500, 445, 4, 524, 0, 3, 3002, 209, 155, 14, 24289, 1050, 116, 9, 7, 0, 1827, 2, 5679, 6, 604, 197, 36, 3647, 1189, 12, 1454, 1156, 1, 4249, 51, 4, 2199, 51, 2, 19879, 25, 419, 1189, 3647, 12, 70, 860, 860, 3626, 4, 338, 2, 1113, 287, 0, 8, 8199, 14963, 51, 2, 19879, 1998, 12, 191, 1156, 36, 2, 248, 2558, 178, 248, 96819, 4084, 178, 1016, 548, 20, 27, 1024, 221, 86, 1263, 548, 1755, 7, 794, 1, 8017, 3, 25, 23, 14, 7, 4232, 24, 604, 56, 3647, 6269, 1118, 1156, 209, 6819, 116, 7, 794, 672, 8, 14, 7, 4232, 3, 2488, 25, 380, 14, 1189, 2, 3647, 1113, 12, 1104, 694, 4259, 23, 133, 3204, 2, 0, 3, 6269, 24, 147, 342, 51, 12, 2123, 694, 3047, 33, 63383, 8, 4232, 632, 4, 2, 1113, 287, 2495, 25, 1454, 1784, 12, 91, 1156, 18, 1189, 4, 5042, 502, 91, 1784, 9, 0, 0, 58, 394, 94, 124, 325, 2188, 2112, 743, 607, 17, 425, 1817, 4196, 4858, 1453, 540, 3989, 4385, 1619, 5101, 396, 602, 467, 24582, 552, 4336, 560, 8, 15, 555, 45, 503, 452, 4, 410, 64, 4, 14, 107, 9, 2, 392, 87, 6, 2, 437, 13, 476, 1, 523, 23, 14, 527, 25, 5, 18, 22, 2, 107, 177, 13, 444, 453, 1, 433, 8, 32, 1, 2, 107, 177, 13, 76, 8, 32, 159, 574, 391, 29, 52, 1, 8, 32, 1, 479, 2, 429, 24, 2, 32, 46, 581, 76, 21, 5, 4, 209, 539, 384, 2, 32, 16, 30, 426, 278, 222, 402, 13, 578, 7, 333, 6, 2, 32, 12, 571, 418, 403, 1211, 19, 4429, 81, 344, 564, 168, 3, 3, 23248, 7, 443, 833, 386, 3, 3, 12, 571, 418, 403, 1211, 19, 24789, 115, 10276, 41126, 168, 3, 3, 3, 25, 383, 826, 14, 2677, 33, 2772, 2, 794, 147, 36, 2, 1734, 6, 16590, 2, 15, 459, 6, 7, 39338, 6, 15, 1249, 135, 7, 50211, 6, 604, 1009, 856, 2, 445, 12, 2, 694, 147, 1098, 2, 101, 9, 6806, 2388, 1, 106, 71, 380, 17, 2243, 15, 1249, 151, 36, 1009, 206, 164, 25, 24, 147, 20, 7, 2005, 13, 7, 0, 3, 3, 3, 3, 277, 340, 180, 34, 36, 1, 12692, 11, 12, 80, 356, 88, 1989, 2, 15785, 2438, 4, 0, 23, 1792, 16, 1454, 15, 1249, 9, 2, 383, 826, 3692, 133, 31, 39, 19331, 1054, 2438, 457, 460, 27, 1688, 12, 2, 794, 1338, 221, 157, 2, 1113, 7, 4209, 6, 822, 3, 3, 659, 794, 3204, 500, 9, 347, 15, 287, 1755, 1736, 794, 1470, 31, 1390, 20, 610, 1, 164, 752, 31, 43, 1054, 149, 51, 4, 1189, 136, 2399, 0, 3, 3, 697, 340, 71, 2075, 3133, 6, 1054, 3972, 556, 1113, 4, 794, 8462, 16, 1811, 191, 18, 12493, 14, 1, 36, 1113, 6505, 7, 277, 409, 6, 2, 524, 385, 16, 15, 459, 266, 141, 2691, 835, 19, 0, 1016, 25, 102, 2, 1113, 287, 2005, 16, 136, 6, 2, 1054, 149, 1189, 8624, 9, 2, 27, 3662, 2065, 24, 212, 1527, 2491, 3166, 3585, 568, 2, 27, 8195, 31, 43, 2, 27, 2075, 116, 1, 1698, 3082, 4500, 1, 27, 1113, 427, 3, 3, 1009, 3, 3, 3, 31, 39, 1288, 50, 18175, 3039, 1, 7, 7963, 1609, 0, 15417, 23, 5449, 82, 8, 3, 3, 7963, 1609, 5935, 37, 50, 2411, 1609, 7, 626, 1338, 221, 22660, 2, 1609, 1289, 105, 11, 2, 367, 149, 0, 4086, 2, 1609, 16369, 4517, 4, 1638, 1, 3441, 46770, 1609, 147, 503, 71, 18175, 985, 626, 191, 14, 2, 3039, 1, 367, 55049, 147, 521, 848, 1942, 24, 234, 0, 9, 2085, 4, 876, 657, 4, 266, 7963, 5939, 24, 234, 1117, 8208, 0, 147, 20, 71, 3406, 626, 2947, 2796, 17, 2, 1609, 24, 147, 5019, 2, 7640, 1117, 997, 9, 367, 3, 3, 1291, 2007, 5548, 3, 3, 1009, 3, 3, 3, 3, 1031, 10, 833, 12, 10450, 7, 794, 3, 3, 21338, 51, 35957, 445, 0, 2772, 11, 7, 1778, 0, 2, 380, 88, 1454, 1249, 2, 338, 147, 36, 1, 293, 311, 437, 49, 4492, 11881, 17, 7, 794, 2, 338, 287, 36, 7, 1221, 35957, 3039, 1, 2, 794, 4, 2, 794, 147, 2524, 2, 19485, 6, 8420, 92, 16, 2, 2598, 1249, 7, 380, 45, 36, 3, 3, 3, 8, 1707, 19, 7, 1391, 327, 2872, 9, 3647, 65, 0, 3, 7, 36, 347, 15, 1642, 159, 2, 4539, 65, 445, 209, 3028, 15, 450, 1, 1113, 764, 17, 1054, 1811, 4, 91, 7286, 0, 385, 9, 2085, 464, 35957, 0, 37, 0, 3, 3, 3, 8, 1502, 1982, 38, 3047, 2, 248, 1930, 57613, 1057, 135, 6169, 459, 1, 2, 380, 77, 133, 1754, 27, 794, 0, 3, 3, 134, 1113, 1707, 15, 450, 16, 569, 4539, 105, 0, 35957, 1113, 39, 2000, 556, 569, 1249, 628, 2, 10291, 209, 1707, 1054, 252, 7286, 9, 99, 92, 16, 3647, 4539, 464, 0, 3647, 4539, 14813, 10227, 15, 450, 16, 569, 4539, 4, 4010, 236, 3, 3, 3, 8, 1502, 1754, 1113, 1, 8017, 15, 32, 2728, 17, 2, 3647, 7286, 2728, 77, 1754, 24289, 1050, 8402, 16, 4539, 133, 11, 8, 12252, 25, 1113, 39, 65, 86, 529, 1054, 500, 445, 4, 524, 187, 3002, 209, 155, 14, 24289, 1050, 116, 9, 7, 0, 3, 3, 3, 3, 3, 3, 3, 4959, 144, 4712, 1720, 4010, 0, 13, 1113, 287, 2524, 8, 0, 206, 56, 7, 2005, 1332, 292, 3, 3, 0, 3, 3, 3, 3, 3, 1727, 708, 389, 0, 1302, 1, 20, 700, 21, 7, 794, 2488, 2, 338, 39, 3204, 86, 529, 30233, 708, 389, 1407, 666, 389, 3, 3, 6819, 39, 20, 700, 1332, 292, 1113, 287, 3204, 666, 389, 421, 12, 2, 7286, 23, 7542, 13, 9614, 0, 3, 3, 3, 3, 3, 4959, 144, 4712, 6269, 46770, 794, 147, 116, 1, 139, 2, 6269, 102, 24, 151, 342, 51, 67, 2, 380, 3445, 153, 91, 694, 3, 3, 25, 23, 14, 7, 4232, 24, 604, 56, 3647, 6269, 1118, 1156, 209, 6819, 116, 7, 794, 2488, 25, 380, 14, 1189, 2, 3647, 1113, 12, 1104, 694, 4259, 23, 133, 3204, 2, 438, 6269, 24, 147, 342, 51, 12, 2123, 694, 3047, 33, 63383, 8, 4232, 3, 3, 134, 3, 3, 3, 1009, 3, 3, 3, 3, 3, 4, 672, 25, 2, 380, 6035, 153, 694, 11, 7, 9912, 2244, 4, 2, 852, 14, 84, 3707, 12, 2, 694, 30, 24, 852, 14, 36579, 3, 3, 10276, 3, 3, 3, 3, 3, 12, 418, 562, 1211, 19, 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3, 560, 8, 15, 555, 45, 503, 452, 4, 410, 64, 4, 14, 107, 9, 2, 392, 87, 6, 2, 437, 13, 476, 1, 523, 23, 14, 527, 25, 5, 18, 22, 2, 107, 177, 13, 444, 453, 1, 433, 8, 32, 1, 2, 107, 177, 13, 76, 8, 32, 159, 574, 391, 29, 52, 1, 8, 32, 1, 479, 2, 429, 24, 2, 32, 46, 581, 76, 21, 5, 4, 209, 539, 384, 2, 32, 16, 30, 426, 278, 222, 402, 13, 578, 7, 333, 6, 2, 32, 3, 3, 3, 3, 3, 3, 3, 3]]
output = Parallel(n_jobs=n_jobs, verbose=0, pre_dispatch='1.5*n_jobs')(delayed(processing)(vector) for vector in generator(vectors))
print output