num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/5W10D-0.5000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/5W10D-0.5000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/5W10D-0.5000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/5W10D-0.5000r/shuffled_datasets {'num_shuffle': 100, 'embed_dim': 10, 'context_len': 5, 'nworkers': 6, 'save_freq': -1, 'save_dir': '/scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/5W10D-0.5000r', 'resume': '', 'train_alg': 'cbow', 'min_count': 5, 'neg_samples': 5, 'init_lr': 0.5, 'min_lr': 0.0001, 'lr_mode': 'linear', 'milestones': [], 'hier_softmax': False, 'update_vocab': 'once', 'seed': 0} Using cbow, negative sampling with 5 negative samples [03/12/24-18:48:57] Start training [03/12/24-18:48:57] Building vocabulary [03/12/24-18:49:12] Vocabulary size is 100053 [Shuffling 1] loss 2128204.0000 lr 0.5000 vocab_size 100053 (5.76s/9.85m) [Shuffling 2] loss 35857.2852 lr 0.4950 vocab_size 100053 (6.00s/10.06m) [Shuffling 3] loss 13133.0371 lr 0.4900 vocab_size 100053 (6.09s/10.18m) [Shuffling 4] loss 8074.4521 lr 0.4850 vocab_size 100053 (6.09s/10.24m) [Shuffling 5] loss 6358.1650 lr 0.4800 vocab_size 100053 (6.09s/10.27m) [Shuffling 6] loss 4638.1812 lr 0.4750 vocab_size 100053 (6.11s/10.30m) [Shuffling 7] loss 3747.9424 lr 0.4700 vocab_size 100053 (6.13s/10.32m) [Shuffling 8] loss 3131.7070 lr 0.4650 vocab_size 100053 (6.11s/10.34m) [Shuffling 9] loss 3089.7451 lr 0.4600 vocab_size 100053 (6.12s/10.35m) [Shuffling 10] loss 1938.1234 lr 0.4550 vocab_size 100053 (6.14s/10.37m) [Shuffling 11] loss 2420.6614 lr 0.4500 vocab_size 100053 (6.05s/10.36m) [Shuffling 12] loss 2135.4612 lr 0.4450 vocab_size 100053 (6.09s/10.37m) [Shuffling 13] loss 1702.3441 lr 0.4400 vocab_size 100053 (6.14s/10.38m) [Shuffling 14] loss 1293.7123 lr 0.4350 vocab_size 100053 (6.15s/10.39m) [Shuffling 15] loss 1673.1195 lr 0.4300 vocab_size 100053 (6.13s/10.39m) [Shuffling 16] loss 1366.8409 lr 0.4250 vocab_size 100053 (6.10s/10.40m) [Shuffling 17] loss 1357.6984 lr 0.4200 vocab_size 100053 (6.11s/10.40m) [Shuffling 18] loss 1216.3610 lr 0.4150 vocab_size 100053 (6.15s/10.40m) [Shuffling 19] loss 1272.0044 lr 0.4100 vocab_size 100053 (6.07s/10.40m) [Shuffling 20] loss 909.6182 lr 0.4050 vocab_size 100053 (6.16s/10.41m) [Shuffling 21] loss 874.8538 lr 0.4000 vocab_size 100053 (6.14s/10.41m) [Shuffling 22] loss 810.6409 lr 0.3950 vocab_size 100053 (6.13s/10.42m) [Shuffling 23] loss 825.2188 lr 0.3900 vocab_size 100053 (6.12s/10.42m) [Shuffling 24] loss 683.8121 lr 0.3850 vocab_size 100053 (6.14s/10.42m) [Shuffling 25] loss 760.1222 lr 0.3800 vocab_size 100053 (6.07s/10.42m) [Shuffling 26] loss 832.4964 lr 0.3750 vocab_size 100053 (6.22s/10.43m) [Shuffling 27] loss 752.7416 lr 0.3700 vocab_size 100053 (6.22s/10.44m) [Shuffling 28] loss 770.3929 lr 0.3650 vocab_size 100053 (6.17s/10.44m) [Shuffling 29] loss 636.8893 lr 0.3600 vocab_size 100053 (6.26s/10.45m) [Shuffling 30] loss 542.8624 lr 0.3550 vocab_size 100053 (6.26s/10.46m) [Shuffling 31] loss 661.4869 lr 0.3500 vocab_size 100053 (6.17s/10.46m) [Shuffling 32] loss 453.0111 lr 0.3450 vocab_size 100053 (6.22s/10.46m) [Shuffling 33] loss 476.4456 lr 0.3400 vocab_size 100053 (6.13s/10.46m) [Shuffling 34] loss 516.2133 lr 0.3350 vocab_size 100053 (6.16s/10.47m) [Shuffling 35] loss 516.8775 lr 0.3300 vocab_size 100053 (6.15s/10.47m) [Shuffling 36] loss 525.9994 lr 0.3250 vocab_size 100053 (6.12s/10.47m) [Shuffling 37] loss 432.7057 lr 0.3200 vocab_size 100053 (6.15s/10.47m) [Shuffling 38] loss 413.8678 lr 0.3150 vocab_size 100053 (6.18s/10.47m) [Shuffling 39] loss 476.6418 lr 0.3100 vocab_size 100053 (6.12s/10.47m) [Shuffling 40] loss 397.1426 lr 0.3050 vocab_size 100053 (6.15s/10.47m) [Shuffling 41] loss 485.8299 lr 0.3000 vocab_size 100053 (6.10s/10.47m) [Shuffling 42] loss 431.2830 lr 0.2950 vocab_size 100053 (6.14s/10.47m) [Shuffling 43] loss 518.6107 lr 0.2900 vocab_size 100053 (6.12s/10.47m) [Shuffling 44] loss 321.7772 lr 0.2850 vocab_size 100053 (6.15s/10.47m) [Shuffling 45] loss 425.1902 lr 0.2800 vocab_size 100053 (6.11s/10.47m) [Shuffling 46] loss 276.2007 lr 0.2750 vocab_size 100053 (6.14s/10.47m) [Shuffling 47] loss 397.3899 lr 0.2700 vocab_size 100053 (6.14s/10.47m) [Shuffling 48] loss 315.0690 lr 0.2650 vocab_size 100053 (6.12s/10.47m) [Shuffling 49] loss 302.7554 lr 0.2600 vocab_size 100053 (6.10s/10.47m) [Shuffling 50] loss 240.4359 lr 0.2550 vocab_size 100053 (6.17s/10.47m) [Shuffling 51] loss 365.5791 lr 0.2500 vocab_size 100053 (6.13s/10.47m) [Shuffling 52] loss 291.0959 lr 0.2451 vocab_size 100053 (6.12s/10.47m) [Shuffling 53] loss 312.4538 lr 0.2401 vocab_size 100053 (6.16s/10.47m) [Shuffling 54] loss 265.6782 lr 0.2351 vocab_size 100053 (6.13s/10.47m) [Shuffling 55] loss 236.8603 lr 0.2301 vocab_size 100053 (6.18s/10.48m) [Shuffling 56] loss 250.2291 lr 0.2251 vocab_size 100053 (6.13s/10.47m) [Shuffling 57] loss 364.1218 lr 0.2201 vocab_size 100053 (6.11s/10.47m) [Shuffling 58] loss 251.0564 lr 0.2151 vocab_size 100053 (6.09s/10.47m) [Shuffling 59] loss 254.3826 lr 0.2101 vocab_size 100053 (6.11s/10.47m) [Shuffling 60] loss 200.6578 lr 0.2051 vocab_size 100053 (6.16s/10.47m) [Shuffling 61] loss 199.3733 lr 0.2001 vocab_size 100053 (6.18s/10.48m) [Shuffling 62] loss 304.8840 lr 0.1951 vocab_size 100053 (6.12s/10.47m) [Shuffling 63] loss 244.2884 lr 0.1901 vocab_size 100053 (6.14s/10.48m) [Shuffling 64] loss 276.4248 lr 0.1851 vocab_size 100053 (6.11s/10.47m) [Shuffling 65] loss 203.3331 lr 0.1801 vocab_size 100053 (6.12s/10.47m) [Shuffling 66] loss 257.6948 lr 0.1751 vocab_size 100053 (6.12s/10.47m) [Shuffling 67] loss 240.0694 lr 0.1701 vocab_size 100053 (6.13s/10.47m) [Shuffling 68] loss 286.3475 lr 0.1651 vocab_size 100053 (6.12s/10.47m) [Shuffling 69] loss 228.8372 lr 0.1601 vocab_size 100053 (6.09s/10.47m) [Shuffling 70] loss 207.6122 lr 0.1551 vocab_size 100053 (6.12s/10.47m) [Shuffling 71] loss 207.4470 lr 0.1501 vocab_size 100053 (6.10s/10.47m) [Shuffling 72] loss 197.3912 lr 0.1451 vocab_size 100053 (6.22s/10.47m) [Shuffling 73] loss 249.8425 lr 0.1401 vocab_size 100053 (6.13s/10.47m) [Shuffling 74] loss 260.6804 lr 0.1351 vocab_size 100053 (6.14s/10.47m) [Shuffling 75] loss 258.4201 lr 0.1301 vocab_size 100053 (6.14s/10.47m) [Shuffling 76] loss 178.9015 lr 0.1251 vocab_size 100053 (6.18s/10.48m) [Shuffling 77] loss 292.1503 lr 0.1201 vocab_size 100053 (6.11s/10.48m) [Shuffling 78] loss 213.4538 lr 0.1151 vocab_size 100053 (6.16s/10.48m) [Shuffling 79] loss 212.0025 lr 0.1101 vocab_size 100053 (6.15s/10.48m) [Shuffling 80] loss 205.6175 lr 0.1051 vocab_size 100053 (6.14s/10.48m) [Shuffling 81] loss 175.7849 lr 0.1001 vocab_size 100053 (6.21s/10.48m) [Shuffling 82] loss 227.3269 lr 0.0951 vocab_size 100053 (6.14s/10.48m) [Shuffling 83] loss 157.4256 lr 0.0901 vocab_size 100053 (6.19s/10.48m) [Shuffling 84] loss 235.4111 lr 0.0851 vocab_size 100053 (6.15s/10.48m) [Shuffling 85] loss 200.6272 lr 0.0801 vocab_size 100053 (6.15s/10.48m) [Shuffling 86] loss 171.3956 lr 0.0751 vocab_size 100053 (6.15s/10.48m) [Shuffling 87] loss 196.1274 lr 0.0701 vocab_size 100053 (6.12s/10.48m) [Shuffling 88] loss 165.1177 lr 0.0651 vocab_size 100053 (6.17s/10.48m) [Shuffling 89] loss 167.1142 lr 0.0601 vocab_size 100053 (6.13s/10.48m) [Shuffling 90] loss 174.0006 lr 0.0551 vocab_size 100053 (6.15s/10.48m) [Shuffling 91] loss 194.3417 lr 0.0501 vocab_size 100053 (6.17s/10.48m) [Shuffling 92] loss 145.8638 lr 0.0451 vocab_size 100053 (6.21s/10.48m) [Shuffling 93] loss 243.8085 lr 0.0401 vocab_size 100053 (6.14s/10.48m) [Shuffling 94] loss 231.5422 lr 0.0351 vocab_size 100053 (6.02s/10.48m) [Shuffling 95] loss 147.1326 lr 0.0301 vocab_size 100053 (6.07s/10.48m) [Shuffling 96] loss 154.6961 lr 0.0251 vocab_size 100053 (6.15s/10.48m) [Shuffling 97] loss 171.3833 lr 0.0201 vocab_size 100053 (6.14s/10.48m) [Shuffling 98] loss 164.7964 lr 0.0151 vocab_size 100053 (6.02s/10.48m) [Shuffling 99] loss 140.2158 lr 0.0101 vocab_size 100053 (5.93s/10.48m) [Shuffling 100] loss 196.7098 lr 0.0051 vocab_size 100053 (16.99s/10.66m) [03/12/24-18:59:36] Training finished, training Time 10.66m