num_sent_processes: 4 [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.5000r/shuffled_datasets [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.5000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.5000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.5000r/shuffled_datasets {'num_shuffle': 100, 'embed_dim': 10, 'context_len': 50, 'nworkers': 6, 'save_freq': -1, 'save_dir': '/scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-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 [03/12/24-18:59:44] Start training [03/12/24-18:59:44] Building vocabulary [03/12/24-19:00:00] Vocabulary size is 100053 [Shuffling 1] loss 913628.5625 lr 0.5000 vocab_size 100053 (5.90s/10.09m) [Shuffling 2] loss 18688.2090 lr 0.4950 vocab_size 100053 (6.12s/10.28m) [Shuffling 3] loss 10341.7695 lr 0.4900 vocab_size 100053 (6.23s/10.40m) [Shuffling 4] loss 7897.7632 lr 0.4850 vocab_size 100053 (6.23s/10.46m) [Shuffling 5] loss 5222.2861 lr 0.4800 vocab_size 100053 (6.20s/10.49m) [Shuffling 6] loss 4349.0688 lr 0.4750 vocab_size 100053 (6.30s/10.54m) [Shuffling 7] loss 4098.1650 lr 0.4700 vocab_size 100053 (6.29s/10.56m) [Shuffling 8] loss 3377.4148 lr 0.4650 vocab_size 100053 (6.24s/10.58m) [Shuffling 9] loss 3196.1111 lr 0.4600 vocab_size 100053 (6.24s/10.59m) [Shuffling 10] loss 2647.6367 lr 0.4550 vocab_size 100053 (6.25s/10.60m) [Shuffling 11] loss 2485.8794 lr 0.4500 vocab_size 100053 (6.30s/10.61m) [Shuffling 12] loss 2434.3367 lr 0.4450 vocab_size 100053 (6.24s/10.62m) [Shuffling 13] loss 2256.6494 lr 0.4400 vocab_size 100053 (6.21s/10.62m) [Shuffling 14] loss 1826.9017 lr 0.4350 vocab_size 100053 (6.24s/10.62m) [Shuffling 15] loss 1768.7721 lr 0.4300 vocab_size 100053 (6.25s/10.62m) [Shuffling 16] loss 1565.2201 lr 0.4250 vocab_size 100053 (6.18s/10.62m) [Shuffling 17] loss 1488.7095 lr 0.4200 vocab_size 100053 (6.25s/10.63m) [Shuffling 18] loss 1289.5392 lr 0.4150 vocab_size 100053 (6.20s/10.62m) [Shuffling 19] loss 1333.1512 lr 0.4100 vocab_size 100053 (6.20s/10.62m) [Shuffling 20] loss 1395.9971 lr 0.4050 vocab_size 100053 (6.20s/10.62m) [Shuffling 21] loss 1174.7820 lr 0.4000 vocab_size 100053 (6.24s/10.62m) [Shuffling 22] loss 1151.4196 lr 0.3950 vocab_size 100053 (6.28s/10.63m) [Shuffling 23] loss 965.6605 lr 0.3900 vocab_size 100053 (6.29s/10.63m) [Shuffling 24] loss 916.1177 lr 0.3850 vocab_size 100053 (6.33s/10.64m) [Shuffling 25] loss 886.6190 lr 0.3800 vocab_size 100053 (6.30s/10.65m) [Shuffling 26] loss 916.7353 lr 0.3750 vocab_size 100053 (6.19s/10.64m) [Shuffling 27] loss 799.8310 lr 0.3700 vocab_size 100053 (6.20s/10.64m) [Shuffling 28] loss 969.6505 lr 0.3650 vocab_size 100053 (6.21s/10.64m) [Shuffling 29] loss 701.1506 lr 0.3600 vocab_size 100053 (6.28s/10.64m) [Shuffling 30] loss 837.0208 lr 0.3550 vocab_size 100053 (6.21s/10.64m) [Shuffling 31] loss 726.3399 lr 0.3500 vocab_size 100053 (6.21s/10.64m) [Shuffling 32] loss 715.0879 lr 0.3450 vocab_size 100053 (6.17s/10.64m) [Shuffling 33] loss 712.7599 lr 0.3400 vocab_size 100053 (6.19s/10.64m) [Shuffling 34] loss 613.3413 lr 0.3350 vocab_size 100053 (6.22s/10.64m) [Shuffling 35] loss 615.5555 lr 0.3300 vocab_size 100053 (6.23s/10.64m) [Shuffling 36] loss 559.6474 lr 0.3250 vocab_size 100053 (6.26s/10.64m) [Shuffling 37] loss 613.8464 lr 0.3200 vocab_size 100053 (6.20s/10.64m) [Shuffling 38] loss 579.5887 lr 0.3150 vocab_size 100053 (6.20s/10.64m) [Shuffling 39] loss 655.8456 lr 0.3100 vocab_size 100053 (6.22s/10.64m) [Shuffling 40] loss 516.3080 lr 0.3050 vocab_size 100053 (6.24s/10.64m) [Shuffling 41] loss 544.9293 lr 0.3000 vocab_size 100053 (6.16s/10.64m) [Shuffling 42] loss 500.9063 lr 0.2950 vocab_size 100053 (6.23s/10.64m) [Shuffling 43] loss 476.5342 lr 0.2900 vocab_size 100053 (6.24s/10.64m) [Shuffling 44] loss 461.9234 lr 0.2850 vocab_size 100053 (6.28s/10.64m) [Shuffling 45] loss 608.0119 lr 0.2800 vocab_size 100053 (6.20s/10.64m) [Shuffling 46] loss 489.7511 lr 0.2750 vocab_size 100053 (6.21s/10.64m) [Shuffling 47] loss 419.2933 lr 0.2700 vocab_size 100053 (6.24s/10.64m) [Shuffling 48] loss 430.6992 lr 0.2650 vocab_size 100053 (6.21s/10.64m) [Shuffling 49] loss 516.3528 lr 0.2600 vocab_size 100053 (6.20s/10.64m) [Shuffling 50] loss 356.3645 lr 0.2550 vocab_size 100053 (6.25s/10.64m) [Shuffling 51] loss 410.8267 lr 0.2500 vocab_size 100053 (6.21s/10.64m) [Shuffling 52] loss 375.2282 lr 0.2451 vocab_size 100053 (6.23s/10.64m) [Shuffling 53] loss 388.7203 lr 0.2401 vocab_size 100053 (6.23s/10.64m) [Shuffling 54] loss 385.2863 lr 0.2351 vocab_size 100053 (6.26s/10.64m) [Shuffling 55] loss 387.8733 lr 0.2301 vocab_size 100053 (6.19s/10.64m) [Shuffling 56] loss 353.6156 lr 0.2251 vocab_size 100053 (6.30s/10.64m) [Shuffling 57] loss 309.2902 lr 0.2201 vocab_size 100053 (6.22s/10.64m) [Shuffling 58] loss 359.5309 lr 0.2151 vocab_size 100053 (6.16s/10.64m) [Shuffling 59] loss 407.9248 lr 0.2101 vocab_size 100053 (6.20s/10.64m) [Shuffling 60] loss 338.4724 lr 0.2051 vocab_size 100053 (6.29s/10.64m) [Shuffling 61] loss 297.9174 lr 0.2001 vocab_size 100053 (6.21s/10.64m) [Shuffling 62] loss 379.2111 lr 0.1951 vocab_size 100053 (6.21s/10.64m) [Shuffling 63] loss 366.0576 lr 0.1901 vocab_size 100053 (6.17s/10.64m) [Shuffling 64] loss 330.4974 lr 0.1851 vocab_size 100053 (6.17s/10.64m) [Shuffling 65] loss 350.2733 lr 0.1801 vocab_size 100053 (6.23s/10.64m) [Shuffling 66] loss 315.0407 lr 0.1751 vocab_size 100053 (6.23s/10.64m) [Shuffling 67] loss 251.3881 lr 0.1701 vocab_size 100053 (6.30s/10.64m) [Shuffling 68] loss 280.7935 lr 0.1651 vocab_size 100053 (6.18s/10.64m) [Shuffling 69] loss 302.1276 lr 0.1601 vocab_size 100053 (6.20s/10.64m) [Shuffling 70] loss 268.0131 lr 0.1551 vocab_size 100053 (6.24s/10.64m) [Shuffling 71] loss 323.5629 lr 0.1501 vocab_size 100053 (6.27s/10.64m) [Shuffling 72] loss 283.5693 lr 0.1451 vocab_size 100053 (6.25s/10.64m) [Shuffling 73] loss 341.2066 lr 0.1401 vocab_size 100053 (6.25s/10.64m) [Shuffling 74] loss 244.9475 lr 0.1351 vocab_size 100053 (6.26s/10.64m) [Shuffling 75] loss 271.2945 lr 0.1301 vocab_size 100053 (6.23s/10.64m) [Shuffling 76] loss 278.6152 lr 0.1251 vocab_size 100053 (6.24s/10.64m) [Shuffling 77] loss 260.7406 lr 0.1201 vocab_size 100053 (6.22s/10.64m) [Shuffling 78] loss 247.8177 lr 0.1151 vocab_size 100053 (6.16s/10.64m) [Shuffling 79] loss 264.7181 lr 0.1101 vocab_size 100053 (6.26s/10.64m) [Shuffling 80] loss 336.6710 lr 0.1051 vocab_size 100053 (6.27s/10.64m) [Shuffling 81] loss 221.3966 lr 0.1001 vocab_size 100053 (6.26s/10.64m) [Shuffling 82] loss 274.6869 lr 0.0951 vocab_size 100053 (6.26s/10.64m) [Shuffling 83] loss 269.8176 lr 0.0901 vocab_size 100053 (6.26s/10.64m) [Shuffling 84] loss 285.0020 lr 0.0851 vocab_size 100053 (6.23s/10.64m) [Shuffling 85] loss 249.1638 lr 0.0801 vocab_size 100053 (6.25s/10.65m) [Shuffling 86] loss 282.1450 lr 0.0751 vocab_size 100053 (6.20s/10.64m) [Shuffling 87] loss 249.6120 lr 0.0701 vocab_size 100053 (6.24s/10.64m) [Shuffling 88] loss 249.1173 lr 0.0651 vocab_size 100053 (6.25s/10.65m) [Shuffling 89] loss 235.4216 lr 0.0601 vocab_size 100053 (6.24s/10.65m) [Shuffling 90] loss 216.7800 lr 0.0551 vocab_size 100053 (6.24s/10.65m) [Shuffling 91] loss 152.9893 lr 0.0501 vocab_size 100053 (6.34s/10.65m) [Shuffling 92] loss 253.8436 lr 0.0451 vocab_size 100053 (6.25s/10.65m) [Shuffling 93] loss 264.6682 lr 0.0401 vocab_size 100053 (6.31s/10.65m) [Shuffling 94] loss 200.7248 lr 0.0351 vocab_size 100053 (6.10s/10.65m) [Shuffling 95] loss 251.9144 lr 0.0301 vocab_size 100053 (6.14s/10.65m) [Shuffling 96] loss 218.2631 lr 0.0251 vocab_size 100053 (6.12s/10.64m) [Shuffling 97] loss 260.0063 lr 0.0201 vocab_size 100053 (6.18s/10.64m) [Shuffling 98] loss 279.7369 lr 0.0151 vocab_size 100053 (10.18s/10.71m) [Shuffling 99] loss 308.8727 lr 0.0101 vocab_size 100053 (6.11s/10.71m) [Shuffling 100] loss 233.8671 lr 0.0051 vocab_size 100053 (14.97s/10.85m) [03/12/24-19:10:36] Training finished, training Time 10.85m