num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Small/50W10D-0.5000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Small/50W10D-0.5000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Small/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_Small/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} [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Small/50W10D-0.5000r/shuffled_datasets Using cbow, negative sampling with 5 negative samples [03/12/24-17:48:07] Start training [03/12/24-17:48:07] Building vocabulary [03/12/24-17:48:14] Vocabulary size is 40498 [Shuffling 1] loss 326602.5312 lr 0.5000 vocab_size 40498 (2.67s/4.57m) [Shuffling 2] loss 6575.9204 lr 0.4950 vocab_size 40498 (2.77s/4.65m) [Shuffling 3] loss 3695.3594 lr 0.4900 vocab_size 40498 (2.88s/4.74m) [Shuffling 4] loss 2745.4885 lr 0.4850 vocab_size 40498 (2.73s/4.72m) [Shuffling 5] loss 2201.7688 lr 0.4800 vocab_size 40498 (2.81s/4.74m) [Shuffling 6] loss 1788.9502 lr 0.4750 vocab_size 40498 (2.81s/4.75m) [Shuffling 7] loss 1479.4569 lr 0.4700 vocab_size 40498 (2.76s/4.74m) [Shuffling 8] loss 1204.9227 lr 0.4650 vocab_size 40498 (2.85s/4.76m) [Shuffling 9] loss 1158.3853 lr 0.4600 vocab_size 40498 (2.88s/4.78m) [Shuffling 10] loss 945.7717 lr 0.4550 vocab_size 40498 (2.78s/4.78m) [Shuffling 11] loss 931.7421 lr 0.4500 vocab_size 40498 (2.80s/4.78m) [Shuffling 12] loss 819.6500 lr 0.4450 vocab_size 40498 (2.74s/4.77m) [Shuffling 13] loss 979.0443 lr 0.4400 vocab_size 40498 (2.76s/4.77m) [Shuffling 14] loss 618.6519 lr 0.4350 vocab_size 40498 (2.79s/4.77m) [Shuffling 15] loss 616.3539 lr 0.4300 vocab_size 40498 (2.70s/4.76m) [Shuffling 16] loss 511.9482 lr 0.4250 vocab_size 40498 (2.69s/4.75m) [Shuffling 17] loss 520.9370 lr 0.4200 vocab_size 40498 (2.67s/4.74m) [Shuffling 18] loss 593.0007 lr 0.4150 vocab_size 40498 (2.67s/4.73m) [Shuffling 19] loss 542.9921 lr 0.4100 vocab_size 40498 (2.77s/4.73m) [Shuffling 20] loss 540.6926 lr 0.4050 vocab_size 40498 (2.72s/4.72m) [Shuffling 21] loss 532.1945 lr 0.4000 vocab_size 40498 (2.68s/4.72m) [Shuffling 22] loss 473.9809 lr 0.3950 vocab_size 40498 (2.72s/4.72m) [Shuffling 23] loss 454.3962 lr 0.3900 vocab_size 40498 (2.71s/4.71m) [Shuffling 24] loss 391.4558 lr 0.3850 vocab_size 40498 (2.74s/4.71m) [Shuffling 25] loss 352.5928 lr 0.3800 vocab_size 40498 (2.77s/4.71m) [Shuffling 26] loss 380.7625 lr 0.3750 vocab_size 40498 (2.75s/4.71m) [Shuffling 27] loss 326.2117 lr 0.3700 vocab_size 40498 (2.81s/4.72m) [Shuffling 28] loss 399.4502 lr 0.3650 vocab_size 40498 (2.69s/4.71m) [Shuffling 29] loss 394.7265 lr 0.3600 vocab_size 40498 (2.71s/4.71m) [Shuffling 30] loss 266.8660 lr 0.3550 vocab_size 40498 (2.74s/4.71m) [Shuffling 31] loss 348.3302 lr 0.3500 vocab_size 40498 (2.71s/4.71m) [Shuffling 32] loss 208.1685 lr 0.3450 vocab_size 40498 (2.76s/4.71m) [Shuffling 33] loss 250.9765 lr 0.3400 vocab_size 40498 (2.71s/4.70m) [Shuffling 34] loss 310.0952 lr 0.3350 vocab_size 40498 (2.68s/4.70m) [Shuffling 35] loss 262.7391 lr 0.3300 vocab_size 40498 (2.77s/4.70m) [Shuffling 36] loss 280.8218 lr 0.3250 vocab_size 40498 (2.85s/4.71m) [Shuffling 37] loss 316.6073 lr 0.3200 vocab_size 40498 (2.74s/4.71m) [Shuffling 38] loss 200.2351 lr 0.3150 vocab_size 40498 (2.73s/4.71m) [Shuffling 39] loss 164.6032 lr 0.3100 vocab_size 40498 (2.72s/4.70m) [Shuffling 40] loss 233.3073 lr 0.3050 vocab_size 40498 (2.78s/4.71m) [Shuffling 41] loss 161.7900 lr 0.3000 vocab_size 40498 (2.83s/4.71m) [Shuffling 42] loss 134.3569 lr 0.2950 vocab_size 40498 (2.77s/4.71m) [Shuffling 43] loss 282.3877 lr 0.2900 vocab_size 40498 (2.65s/4.70m) [Shuffling 44] loss 220.5680 lr 0.2850 vocab_size 40498 (2.68s/4.70m) [Shuffling 45] loss 221.4208 lr 0.2800 vocab_size 40498 (2.67s/4.70m) [Shuffling 46] loss 149.3501 lr 0.2750 vocab_size 40498 (2.72s/4.70m) [Shuffling 47] loss 220.9834 lr 0.2700 vocab_size 40498 (2.75s/4.70m) [Shuffling 48] loss 165.8575 lr 0.2650 vocab_size 40498 (2.66s/4.70m) [Shuffling 49] loss 182.8049 lr 0.2600 vocab_size 40498 (2.69s/4.69m) [Shuffling 50] loss 166.0450 lr 0.2550 vocab_size 40498 (2.74s/4.69m) [Shuffling 51] loss 188.1048 lr 0.2500 vocab_size 40498 (2.69s/4.69m) [Shuffling 52] loss 155.5497 lr 0.2451 vocab_size 40498 (2.70s/4.69m) [Shuffling 53] loss 132.3325 lr 0.2401 vocab_size 40498 (2.73s/4.69m) [Shuffling 54] loss 142.5863 lr 0.2351 vocab_size 40498 (2.78s/4.69m) [Shuffling 55] loss 149.3693 lr 0.2301 vocab_size 40498 (2.73s/4.69m) [Shuffling 56] loss 177.6745 lr 0.2251 vocab_size 40498 (2.73s/4.69m) [Shuffling 57] loss 185.7830 lr 0.2201 vocab_size 40498 (2.81s/4.69m) [Shuffling 58] loss 142.3490 lr 0.2151 vocab_size 40498 (2.73s/4.69m) [Shuffling 59] loss 139.9193 lr 0.2101 vocab_size 40498 (2.67s/4.69m) [Shuffling 60] loss 144.5809 lr 0.2051 vocab_size 40498 (2.70s/4.69m) [Shuffling 61] loss 131.7127 lr 0.2001 vocab_size 40498 (2.72s/4.69m) [Shuffling 62] loss 148.7498 lr 0.1951 vocab_size 40498 (2.70s/4.69m) [Shuffling 63] loss 137.6219 lr 0.1901 vocab_size 40498 (2.74s/4.69m) [Shuffling 64] loss 133.9755 lr 0.1851 vocab_size 40498 (2.70s/4.69m) [Shuffling 65] loss 85.4143 lr 0.1801 vocab_size 40498 (2.72s/4.69m) [Shuffling 66] loss 101.5097 lr 0.1751 vocab_size 40498 (2.75s/4.69m) [Shuffling 67] loss 139.6459 lr 0.1701 vocab_size 40498 (2.64s/4.68m) [Shuffling 68] loss 115.6017 lr 0.1651 vocab_size 40498 (2.69s/4.68m) [Shuffling 69] loss 103.9802 lr 0.1601 vocab_size 40498 (2.72s/4.68m) [Shuffling 70] loss 68.6802 lr 0.1551 vocab_size 40498 (2.67s/4.68m) [Shuffling 71] loss 102.1283 lr 0.1501 vocab_size 40498 (2.68s/4.68m) [Shuffling 72] loss 159.3252 lr 0.1451 vocab_size 40498 (2.70s/4.68m) [Shuffling 73] loss 131.6047 lr 0.1401 vocab_size 40498 (2.65s/4.68m) [Shuffling 74] loss 93.5362 lr 0.1351 vocab_size 40498 (2.72s/4.68m) [Shuffling 75] loss 64.6724 lr 0.1301 vocab_size 40498 (2.77s/4.68m) [Shuffling 76] loss 74.9964 lr 0.1251 vocab_size 40498 (2.69s/4.68m) [Shuffling 77] loss 122.3259 lr 0.1201 vocab_size 40498 (2.65s/4.67m) [Shuffling 78] loss 133.7336 lr 0.1151 vocab_size 40498 (2.66s/4.67m) [Shuffling 79] loss 115.9843 lr 0.1101 vocab_size 40498 (2.77s/4.67m) [Shuffling 80] loss 103.7178 lr 0.1051 vocab_size 40498 (2.76s/4.67m) [Shuffling 81] loss 95.5808 lr 0.1001 vocab_size 40498 (2.68s/4.67m) [Shuffling 82] loss 63.4027 lr 0.0951 vocab_size 40498 (2.76s/4.67m) [Shuffling 83] loss 82.6001 lr 0.0901 vocab_size 40498 (2.80s/4.67m) [Shuffling 84] loss 125.8760 lr 0.0851 vocab_size 40498 (2.74s/4.67m) [Shuffling 85] loss 89.9634 lr 0.0801 vocab_size 40498 (2.75s/4.68m) [Shuffling 86] loss 112.6364 lr 0.0751 vocab_size 40498 (2.68s/4.67m) [Shuffling 87] loss 85.5695 lr 0.0701 vocab_size 40498 (2.67s/4.67m) [Shuffling 88] loss 84.3235 lr 0.0651 vocab_size 40498 (2.72s/4.67m) [Shuffling 89] loss 84.5204 lr 0.0601 vocab_size 40498 (2.71s/4.67m) [Shuffling 90] loss 62.7465 lr 0.0551 vocab_size 40498 (2.71s/4.67m) [Shuffling 91] loss 73.3719 lr 0.0501 vocab_size 40498 (2.76s/4.67m) [Shuffling 92] loss 95.9271 lr 0.0451 vocab_size 40498 (2.74s/4.67m) [Shuffling 93] loss 102.1284 lr 0.0401 vocab_size 40498 (2.74s/4.67m) [Shuffling 94] loss 134.9193 lr 0.0351 vocab_size 40498 (2.69s/4.67m) [Shuffling 95] loss 127.7102 lr 0.0301 vocab_size 40498 (2.69s/4.67m) [Shuffling 96] loss 95.2155 lr 0.0251 vocab_size 40498 (2.77s/4.67m) [Shuffling 97] loss 97.6815 lr 0.0201 vocab_size 40498 (2.67s/4.67m) [Shuffling 98] loss 99.9074 lr 0.0151 vocab_size 40498 (2.64s/4.67m) [Shuffling 99] loss 102.7669 lr 0.0101 vocab_size 40498 (2.72s/4.67m) [Shuffling 100] loss 86.5135 lr 0.0051 vocab_size 40498 (5.75s/4.72m) [03/12/24-17:52:50] Training finished, training Time 4.72m