num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/50W100D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/50W100D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/50W100D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/50W100D-0.0250r/shuffled_datasets {'num_shuffle': 100, 'embed_dim': 100, 'context_len': 50, 'nworkers': 6, 'save_freq': -1, 'save_dir': '/scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/50W100D-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 [03/12/24-17:44:21] Start training [03/12/24-17:44:21] Building vocabulary [03/12/24-17:44:40] Vocabulary size is 232626 [Shuffling 1] loss 5527759.0000 lr 0.0250 vocab_size 232626 (12.12s/20.53m) [Shuffling 2] loss 4505531.5000 lr 0.0248 vocab_size 232626 (12.13s/20.53m) [Shuffling 3] loss 4409772.5000 lr 0.0245 vocab_size 232626 (12.23s/20.59m) [Shuffling 4] loss 4131758.5000 lr 0.0243 vocab_size 232626 (12.39s/20.69m) [Shuffling 5] loss 4161269.2500 lr 0.0240 vocab_size 232626 (11.97s/20.60m) [Shuffling 6] loss 4206710.5000 lr 0.0238 vocab_size 232626 (12.00s/20.56m) [Shuffling 7] loss 4100966.5000 lr 0.0235 vocab_size 232626 (12.17s/20.56m) [Shuffling 8] loss 4020944.7500 lr 0.0233 vocab_size 232626 (12.11s/20.56m) [Shuffling 9] loss 3889528.5000 lr 0.0230 vocab_size 232626 (12.26s/20.58m) [Shuffling 10] loss 3936124.5000 lr 0.0228 vocab_size 232626 (11.90s/20.54m) [Shuffling 11] loss 3930153.2500 lr 0.0225 vocab_size 232626 (12.00s/20.52m) [Shuffling 12] loss 3981002.2500 lr 0.0223 vocab_size 232626 (12.05s/20.51m) [Shuffling 13] loss 3996308.5000 lr 0.0220 vocab_size 232626 (11.84s/20.48m) [Shuffling 14] loss 3783096.0000 lr 0.0218 vocab_size 232626 (12.20s/20.49m) [Shuffling 15] loss 3877801.7500 lr 0.0215 vocab_size 232626 (11.85s/20.46m) [Shuffling 16] loss 3794369.2500 lr 0.0213 vocab_size 232626 (11.86s/20.44m) [Shuffling 17] loss 3982056.2500 lr 0.0210 vocab_size 232626 (11.96s/20.43m) [Shuffling 18] loss 3862889.0000 lr 0.0208 vocab_size 232626 (11.98s/20.42m) [Shuffling 19] loss 3807524.5000 lr 0.0205 vocab_size 232626 (11.94s/20.41m) [Shuffling 20] loss 3854662.2500 lr 0.0203 vocab_size 232626 (11.80s/20.39m) [Shuffling 21] loss 3895421.2500 lr 0.0200 vocab_size 232626 (12.00s/20.39m) [Shuffling 22] loss 3761019.7500 lr 0.0198 vocab_size 232626 (12.09s/20.39m) [Shuffling 23] loss 3832860.7500 lr 0.0195 vocab_size 232626 (11.91s/20.38m) [Shuffling 24] loss 3739087.5000 lr 0.0193 vocab_size 232626 (12.13s/20.39m) [Shuffling 25] loss 3708908.2500 lr 0.0190 vocab_size 232626 (12.00s/20.39m) [Shuffling 26] loss 3680071.7500 lr 0.0188 vocab_size 232626 (12.13s/20.39m) [Shuffling 27] loss 3823795.2500 lr 0.0185 vocab_size 232626 (11.77s/20.38m) [Shuffling 28] loss 3799551.0000 lr 0.0183 vocab_size 232626 (11.70s/20.36m) [Shuffling 29] loss 3776172.0000 lr 0.0180 vocab_size 232626 (11.68s/20.34m) [Shuffling 30] loss 3718980.0000 lr 0.0178 vocab_size 232626 (11.72s/20.32m) [Shuffling 31] loss 3610192.7500 lr 0.0175 vocab_size 232626 (12.00s/20.32m) [Shuffling 32] loss 3709654.7500 lr 0.0173 vocab_size 232626 (11.75s/20.31m) [Shuffling 33] loss 3591489.0000 lr 0.0170 vocab_size 232626 (12.11s/20.32m) [Shuffling 34] loss 3487925.2500 lr 0.0168 vocab_size 232626 (12.03s/20.32m) [Shuffling 35] loss 3558398.0000 lr 0.0165 vocab_size 232626 (11.80s/20.31m) [Shuffling 36] loss 3644489.0000 lr 0.0163 vocab_size 232626 (11.78s/20.30m) [Shuffling 37] loss 3687793.7500 lr 0.0160 vocab_size 232626 (11.75s/20.29m) [Shuffling 38] loss 3541959.0000 lr 0.0158 vocab_size 232626 (11.76s/20.28m) [Shuffling 39] loss 3784832.2500 lr 0.0155 vocab_size 232626 (11.79s/20.27m) [Shuffling 40] loss 3667864.2500 lr 0.0153 vocab_size 232626 (11.92s/20.27m) [Shuffling 41] loss 3621506.2500 lr 0.0150 vocab_size 232626 (11.83s/20.26m) [Shuffling 42] loss 3590660.5000 lr 0.0148 vocab_size 232626 (11.95s/20.26m) [Shuffling 43] loss 3763735.2500 lr 0.0145 vocab_size 232626 (12.23s/20.27m) [Shuffling 44] loss 3772004.2500 lr 0.0143 vocab_size 232626 (11.99s/20.27m) [Shuffling 45] loss 3820253.5000 lr 0.0140 vocab_size 232626 (12.25s/20.28m) [Shuffling 46] loss 3532280.2500 lr 0.0138 vocab_size 232626 (11.84s/20.28m) [Shuffling 47] loss 3708731.5000 lr 0.0135 vocab_size 232626 (11.78s/20.27m) [Shuffling 48] loss 3624954.2500 lr 0.0133 vocab_size 232626 (11.93s/20.27m) [Shuffling 49] loss 3508919.7500 lr 0.0130 vocab_size 232626 (11.81s/20.27m) [Shuffling 50] loss 3663181.0000 lr 0.0128 vocab_size 232626 (11.76s/20.26m) [Shuffling 51] loss 3723939.0000 lr 0.0126 vocab_size 232626 (11.77s/20.25m) [Shuffling 52] loss 3676287.7500 lr 0.0123 vocab_size 232626 (11.76s/20.25m) [Shuffling 53] loss 3616842.7500 lr 0.0121 vocab_size 232626 (11.89s/20.24m) [Shuffling 54] loss 3652140.2500 lr 0.0118 vocab_size 232626 (11.81s/20.24m) [Shuffling 55] loss 3780618.2500 lr 0.0116 vocab_size 232626 (11.91s/20.24m) [Shuffling 56] loss 3717265.5000 lr 0.0113 vocab_size 232626 (11.95s/20.24m) [Shuffling 57] loss 3488487.7500 lr 0.0111 vocab_size 232626 (11.78s/20.23m) [Shuffling 58] loss 3607494.2500 lr 0.0108 vocab_size 232626 (11.67s/20.23m) [Shuffling 59] loss 3622296.7500 lr 0.0106 vocab_size 232626 (11.87s/20.22m) [Shuffling 60] loss 3667545.5000 lr 0.0103 vocab_size 232626 (11.80s/20.22m) [Shuffling 61] loss 3607222.0000 lr 0.0101 vocab_size 232626 (11.77s/20.22m) [Shuffling 62] loss 3679022.2500 lr 0.0098 vocab_size 232626 (11.77s/20.21m) [Shuffling 63] loss 3670086.5000 lr 0.0096 vocab_size 232626 (11.86s/20.21m) [Shuffling 64] loss 3367206.7500 lr 0.0093 vocab_size 232626 (12.17s/20.22m) [Shuffling 65] loss 3598198.5000 lr 0.0091 vocab_size 232626 (11.84s/20.21m) [Shuffling 66] loss 3554591.0000 lr 0.0088 vocab_size 232626 (11.89s/20.21m) [Shuffling 67] loss 3683196.7500 lr 0.0086 vocab_size 232626 (11.79s/20.21m) [Shuffling 68] loss 3543998.2500 lr 0.0083 vocab_size 232626 (11.85s/20.21m) [Shuffling 69] loss 3698352.2500 lr 0.0081 vocab_size 232626 (11.95s/20.21m) [Shuffling 70] loss 3498045.2500 lr 0.0078 vocab_size 232626 (11.94s/20.21m) [Shuffling 71] loss 3420537.5000 lr 0.0076 vocab_size 232626 (11.65s/20.20m) [Shuffling 72] loss 3543463.2500 lr 0.0073 vocab_size 232626 (11.71s/20.20m) [Shuffling 73] loss 3565669.0000 lr 0.0071 vocab_size 232626 (11.78s/20.19m) [Shuffling 74] loss 3649765.7500 lr 0.0068 vocab_size 232626 (11.87s/20.19m) [Shuffling 75] loss 3538553.5000 lr 0.0066 vocab_size 232626 (11.95s/20.19m) [Shuffling 76] loss 3602624.2500 lr 0.0063 vocab_size 232626 (11.93s/20.19m) [Shuffling 77] loss 3487948.5000 lr 0.0061 vocab_size 232626 (11.91s/20.19m) [Shuffling 78] loss 3472499.2500 lr 0.0058 vocab_size 232626 (11.96s/20.19m) [Shuffling 79] loss 3502932.2500 lr 0.0056 vocab_size 232626 (11.74s/20.19m) [Shuffling 80] loss 3518022.0000 lr 0.0053 vocab_size 232626 (11.91s/20.19m) [Shuffling 81] loss 3608841.7500 lr 0.0051 vocab_size 232626 (11.80s/20.19m) [Shuffling 82] loss 3570065.5000 lr 0.0048 vocab_size 232626 (11.75s/20.18m) [Shuffling 83] loss 3515619.5000 lr 0.0046 vocab_size 232626 (11.98s/20.19m) [Shuffling 84] loss 3480445.7500 lr 0.0043 vocab_size 232626 (11.87s/20.18m) [Shuffling 85] loss 3584450.5000 lr 0.0041 vocab_size 232626 (11.97s/20.19m) [Shuffling 86] loss 3635523.0000 lr 0.0038 vocab_size 232626 (11.83s/20.18m) [Shuffling 87] loss 3594872.0000 lr 0.0036 vocab_size 232626 (11.86s/20.18m) [Shuffling 88] loss 3495188.7500 lr 0.0033 vocab_size 232626 (11.80s/20.18m) [Shuffling 89] loss 3528911.7500 lr 0.0031 vocab_size 232626 (11.77s/20.18m) [Shuffling 90] loss 3390094.2500 lr 0.0028 vocab_size 232626 (12.07s/20.18m) [Shuffling 91] loss 3454582.2500 lr 0.0026 vocab_size 232626 (11.79s/20.18m) [Shuffling 92] loss 3516421.2500 lr 0.0023 vocab_size 232626 (11.91s/20.18m) [Shuffling 93] loss 3475482.0000 lr 0.0021 vocab_size 232626 (11.98s/20.18m) [Shuffling 94] loss 3438363.5000 lr 0.0018 vocab_size 232626 (11.65s/20.18m) [Shuffling 95] loss 3510414.7500 lr 0.0016 vocab_size 232626 (11.70s/20.17m) [Shuffling 96] loss 3530040.2500 lr 0.0013 vocab_size 232626 (12.67s/20.19m) [Shuffling 97] loss 3535786.0000 lr 0.0011 vocab_size 232626 (11.75s/20.18m) [Shuffling 98] loss 3505837.7500 lr 0.0008 vocab_size 232626 (13.79s/20.21m) [Shuffling 99] loss 3636277.5000 lr 0.0006 vocab_size 232626 (12.01s/20.22m) [Shuffling 100] loss 3621797.5000 lr 0.0003 vocab_size 232626 (23.87s/20.41m) [03/12/24-18:04:46] Training finished, training Time 20.41m