num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W10D-0.0250r/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-0.0250r', 'resume': '', 'train_alg': 'cbow', 'min_count': 5, 'neg_samples': 5, 'init_lr': 0.025, 'min_lr': 0.0001, 'lr_mode': 'linear', 'milestones': [], 'hier_softmax': False, 'update_vocab': 'once', 'seed': 0} Using cbow, negative sampling with 5 negative samples [03/12/24-17:19:45] Start training [03/12/24-17:19:45] Building vocabulary [03/12/24-17:20:01] Vocabulary size is 100053 [Shuffling 1] loss 4699507.5000 lr 0.0250 vocab_size 100053 (5.95s/10.18m) [Shuffling 2] loss 4102270.5000 lr 0.0248 vocab_size 100053 (6.16s/10.35m) [Shuffling 3] loss 3957219.7500 lr 0.0245 vocab_size 100053 (6.30s/10.49m) [Shuffling 4] loss 4003063.2500 lr 0.0243 vocab_size 100053 (6.25s/10.54m) [Shuffling 5] loss 3986743.0000 lr 0.0240 vocab_size 100053 (6.35s/10.60m) [Shuffling 6] loss 3876319.2500 lr 0.0238 vocab_size 100053 (6.31s/10.63m) [Shuffling 7] loss 3682586.7500 lr 0.0235 vocab_size 100053 (6.23s/10.63m) [Shuffling 8] loss 3838492.0000 lr 0.0233 vocab_size 100053 (6.06s/10.60m) [Shuffling 9] loss 3840633.2500 lr 0.0230 vocab_size 100053 (6.08s/10.58m) [Shuffling 10] loss 3897504.5000 lr 0.0228 vocab_size 100053 (6.03s/10.55m) [Shuffling 11] loss 3848297.7500 lr 0.0225 vocab_size 100053 (6.10s/10.54m) [Shuffling 12] loss 3741070.0000 lr 0.0223 vocab_size 100053 (6.10s/10.53m) [Shuffling 13] loss 3804527.5000 lr 0.0220 vocab_size 100053 (6.26s/10.54m) [Shuffling 14] loss 3831260.5000 lr 0.0218 vocab_size 100053 (6.31s/10.56m) [Shuffling 15] loss 3806619.7500 lr 0.0215 vocab_size 100053 (6.27s/10.57m) [Shuffling 16] loss 3720429.5000 lr 0.0213 vocab_size 100053 (6.28s/10.58m) [Shuffling 17] loss 3822776.5000 lr 0.0210 vocab_size 100053 (6.34s/10.59m) [Shuffling 18] loss 3760949.7500 lr 0.0208 vocab_size 100053 (6.21s/10.59m) [Shuffling 19] loss 3910602.2500 lr 0.0205 vocab_size 100053 (6.32s/10.61m) [Shuffling 20] loss 3724727.5000 lr 0.0203 vocab_size 100053 (6.24s/10.61m) [Shuffling 21] loss 3799245.7500 lr 0.0200 vocab_size 100053 (6.27s/10.61m) [Shuffling 22] loss 3797025.2500 lr 0.0198 vocab_size 100053 (6.23s/10.61m) [Shuffling 23] loss 3815850.0000 lr 0.0195 vocab_size 100053 (6.26s/10.62m) [Shuffling 24] loss 3812522.2500 lr 0.0193 vocab_size 100053 (6.25s/10.62m) [Shuffling 25] loss 3875113.0000 lr 0.0190 vocab_size 100053 (6.28s/10.63m) [Shuffling 26] loss 3729101.2500 lr 0.0188 vocab_size 100053 (6.27s/10.63m) [Shuffling 27] loss 3680911.5000 lr 0.0185 vocab_size 100053 (6.30s/10.63m) [Shuffling 28] loss 3594278.0000 lr 0.0183 vocab_size 100053 (6.37s/10.64m) [Shuffling 29] loss 3778388.5000 lr 0.0180 vocab_size 100053 (6.31s/10.65m) [Shuffling 30] loss 3761284.2500 lr 0.0178 vocab_size 100053 (6.33s/10.65m) [Shuffling 31] loss 3573622.2500 lr 0.0175 vocab_size 100053 (6.33s/10.66m) [Shuffling 32] loss 3759300.2500 lr 0.0173 vocab_size 100053 (6.36s/10.66m) [Shuffling 33] loss 3683042.7500 lr 0.0170 vocab_size 100053 (6.31s/10.67m) [Shuffling 34] loss 3736450.2500 lr 0.0168 vocab_size 100053 (6.28s/10.67m) [Shuffling 35] loss 3730750.7500 lr 0.0165 vocab_size 100053 (6.29s/10.67m) [Shuffling 36] loss 3816659.0000 lr 0.0163 vocab_size 100053 (6.27s/10.67m) [Shuffling 37] loss 3758899.0000 lr 0.0160 vocab_size 100053 (6.34s/10.68m) [Shuffling 38] loss 3644363.7500 lr 0.0158 vocab_size 100053 (6.28s/10.68m) [Shuffling 39] loss 3743404.2500 lr 0.0155 vocab_size 100053 (6.31s/10.68m) [Shuffling 40] loss 3679685.7500 lr 0.0153 vocab_size 100053 (6.26s/10.68m) [Shuffling 41] loss 3735417.7500 lr 0.0150 vocab_size 100053 (6.23s/10.68m) [Shuffling 42] loss 3636336.0000 lr 0.0148 vocab_size 100053 (6.29s/10.68m) [Shuffling 43] loss 3653367.7500 lr 0.0145 vocab_size 100053 (6.28s/10.68m) [Shuffling 44] loss 3728505.7500 lr 0.0143 vocab_size 100053 (6.27s/10.68m) [Shuffling 45] loss 3758455.0000 lr 0.0140 vocab_size 100053 (6.27s/10.68m) [Shuffling 46] loss 3739767.0000 lr 0.0138 vocab_size 100053 (6.27s/10.69m) [Shuffling 47] loss 3696787.7500 lr 0.0135 vocab_size 100053 (6.26s/10.69m) [Shuffling 48] loss 3811726.5000 lr 0.0133 vocab_size 100053 (6.29s/10.69m) [Shuffling 49] loss 3732341.5000 lr 0.0130 vocab_size 100053 (6.31s/10.69m) [Shuffling 50] loss 3735405.5000 lr 0.0128 vocab_size 100053 (6.27s/10.69m) [Shuffling 51] loss 3656886.5000 lr 0.0126 vocab_size 100053 (6.23s/10.69m) [Shuffling 52] loss 3780358.0000 lr 0.0123 vocab_size 100053 (6.26s/10.69m) [Shuffling 53] loss 3708980.0000 lr 0.0121 vocab_size 100053 (6.26s/10.69m) [Shuffling 54] loss 3749471.5000 lr 0.0118 vocab_size 100053 (6.29s/10.69m) [Shuffling 55] loss 3588335.5000 lr 0.0116 vocab_size 100053 (6.32s/10.69m) [Shuffling 56] loss 3788742.7500 lr 0.0113 vocab_size 100053 (6.29s/10.69m) [Shuffling 57] loss 3692928.7500 lr 0.0111 vocab_size 100053 (6.28s/10.69m) [Shuffling 58] loss 3571676.7500 lr 0.0108 vocab_size 100053 (6.34s/10.70m) [Shuffling 59] loss 3811917.2500 lr 0.0106 vocab_size 100053 (6.22s/10.69m) [Shuffling 60] loss 3631887.0000 lr 0.0103 vocab_size 100053 (6.24s/10.69m) [Shuffling 61] loss 3779406.7500 lr 0.0101 vocab_size 100053 (6.36s/10.70m) [Shuffling 62] loss 3781381.2500 lr 0.0098 vocab_size 100053 (6.24s/10.70m) [Shuffling 63] loss 3613460.2500 lr 0.0096 vocab_size 100053 (6.30s/10.70m) [Shuffling 64] loss 3605602.2500 lr 0.0093 vocab_size 100053 (6.32s/10.70m) [Shuffling 65] loss 3601776.0000 lr 0.0091 vocab_size 100053 (6.28s/10.70m) [Shuffling 66] loss 3695419.2500 lr 0.0088 vocab_size 100053 (6.30s/10.70m) [Shuffling 67] loss 3610557.7500 lr 0.0086 vocab_size 100053 (6.25s/10.70m) [Shuffling 68] loss 3667002.0000 lr 0.0083 vocab_size 100053 (6.31s/10.70m) [Shuffling 69] loss 3708652.5000 lr 0.0081 vocab_size 100053 (6.29s/10.70m) [Shuffling 70] loss 3643951.0000 lr 0.0078 vocab_size 100053 (6.30s/10.70m) [Shuffling 71] loss 3705569.7500 lr 0.0076 vocab_size 100053 (6.31s/10.70m) [Shuffling 72] loss 3629972.0000 lr 0.0073 vocab_size 100053 (6.29s/10.70m) [Shuffling 73] loss 3731426.7500 lr 0.0071 vocab_size 100053 (6.28s/10.70m) [Shuffling 74] loss 3658831.7500 lr 0.0068 vocab_size 100053 (6.22s/10.70m) [Shuffling 75] loss 3697900.7500 lr 0.0066 vocab_size 100053 (6.26s/10.70m) [Shuffling 76] loss 3633648.2500 lr 0.0063 vocab_size 100053 (6.32s/10.70m) [Shuffling 77] loss 3642992.5000 lr 0.0061 vocab_size 100053 (6.30s/10.70m) [Shuffling 78] loss 3637173.5000 lr 0.0058 vocab_size 100053 (6.25s/10.70m) [Shuffling 79] loss 3722320.5000 lr 0.0056 vocab_size 100053 (6.29s/10.70m) [Shuffling 80] loss 3722985.7500 lr 0.0053 vocab_size 100053 (6.24s/10.70m) [Shuffling 81] loss 3760114.7500 lr 0.0051 vocab_size 100053 (6.39s/10.71m) [Shuffling 82] loss 3753164.5000 lr 0.0048 vocab_size 100053 (6.28s/10.71m) [Shuffling 83] loss 3624215.5000 lr 0.0046 vocab_size 100053 (6.37s/10.71m) [Shuffling 84] loss 3669465.5000 lr 0.0043 vocab_size 100053 (6.30s/10.71m) [Shuffling 85] loss 3677454.7500 lr 0.0041 vocab_size 100053 (6.28s/10.71m) [Shuffling 86] loss 3660726.5000 lr 0.0038 vocab_size 100053 (6.37s/10.71m) [Shuffling 87] loss 3524904.2500 lr 0.0036 vocab_size 100053 (6.22s/10.71m) [Shuffling 88] loss 3693816.0000 lr 0.0033 vocab_size 100053 (6.18s/10.71m) [Shuffling 89] loss 3739220.0000 lr 0.0031 vocab_size 100053 (6.30s/10.71m) [Shuffling 90] loss 3621409.2500 lr 0.0028 vocab_size 100053 (6.39s/10.71m) [Shuffling 91] loss 3608681.7500 lr 0.0026 vocab_size 100053 (6.35s/10.71m) [Shuffling 92] loss 3665507.5000 lr 0.0023 vocab_size 100053 (6.17s/10.71m) [Shuffling 93] loss 3652470.5000 lr 0.0021 vocab_size 100053 (6.12s/10.71m) [Shuffling 94] loss 3623953.0000 lr 0.0018 vocab_size 100053 (10.15s/10.78m) [Shuffling 95] loss 3694992.5000 lr 0.0016 vocab_size 100053 (7.00s/10.79m) [Shuffling 96] loss 3650449.5000 lr 0.0013 vocab_size 100053 (15.96s/10.96m) [Shuffling 97] loss 3646834.5000 lr 0.0011 vocab_size 100053 (15.99s/11.12m) [Shuffling 98] loss 3702492.0000 lr 0.0008 vocab_size 100053 (16.01s/11.28m) [Shuffling 99] loss 3621701.2500 lr 0.0006 vocab_size 100053 (16.03s/11.44m) [Shuffling 100] loss 3678983.7500 lr 0.0003 vocab_size 100053 (16.07s/11.60m) [03/12/24-17:31:21] Training finished, training Time 11.60m