num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.1000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.1000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.1000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.1000r/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_tile25k/50W100D-0.1000r', 'resume': '', 'train_alg': 'cbow', 'min_count': 5, 'neg_samples': 5, 'init_lr': 0.1, 'min_lr': 0.0001, 'lr_mode': 'linear', 'milestones': [], 'hier_softmax': False, 'update_vocab': 'once', 'seed': 0} Using cbow, negative sampling with 5 negative samples [03/12/24-18:33:24] Start training [03/12/24-18:33:24] Building vocabulary [03/12/24-18:33:39] Vocabulary size is 100053 [Shuffling 1] loss 4305072.0000 lr 0.1000 vocab_size 100053 (8.82s/14.95m) [Shuffling 2] loss 3954821.0000 lr 0.0990 vocab_size 100053 (8.97s/15.07m) [Shuffling 3] loss 3722066.5000 lr 0.0980 vocab_size 100053 (9.06s/15.16m) [Shuffling 4] loss 3974422.7500 lr 0.0970 vocab_size 100053 (8.87s/15.13m) [Shuffling 5] loss 4013999.5000 lr 0.0960 vocab_size 100053 (8.81s/15.09m) [Shuffling 6] loss 4083455.0000 lr 0.0950 vocab_size 100053 (8.94s/15.10m) [Shuffling 7] loss 4302510.0000 lr 0.0940 vocab_size 100053 (8.82s/15.08m) [Shuffling 8] loss 4416147.5000 lr 0.0930 vocab_size 100053 (8.82s/15.06m) [Shuffling 9] loss 4391818.0000 lr 0.0920 vocab_size 100053 (8.89s/15.06m) [Shuffling 10] loss 4504295.5000 lr 0.0910 vocab_size 100053 (8.96s/15.08m) [Shuffling 11] loss 4520015.5000 lr 0.0900 vocab_size 100053 (8.77s/15.06m) [Shuffling 12] loss 4337864.0000 lr 0.0890 vocab_size 100053 (8.94s/15.07m) [Shuffling 13] loss 4430673.0000 lr 0.0880 vocab_size 100053 (8.80s/15.05m) [Shuffling 14] loss 4535716.5000 lr 0.0870 vocab_size 100053 (8.94s/15.06m) [Shuffling 15] loss 4397791.0000 lr 0.0860 vocab_size 100053 (8.76s/15.05m) [Shuffling 16] loss 4237473.0000 lr 0.0850 vocab_size 100053 (8.84s/15.04m) [Shuffling 17] loss 4436156.5000 lr 0.0840 vocab_size 100053 (8.86s/15.04m) [Shuffling 18] loss 4265424.0000 lr 0.0830 vocab_size 100053 (8.85s/15.04m) [Shuffling 19] loss 4351463.0000 lr 0.0820 vocab_size 100053 (8.87s/15.04m) [Shuffling 20] loss 4419471.0000 lr 0.0810 vocab_size 100053 (8.92s/15.04m) [Shuffling 21] loss 4409292.0000 lr 0.0800 vocab_size 100053 (8.89s/15.04m) [Shuffling 22] loss 4197189.5000 lr 0.0790 vocab_size 100053 (8.92s/15.05m) [Shuffling 23] loss 4265871.5000 lr 0.0780 vocab_size 100053 (8.83s/15.04m) [Shuffling 24] loss 4281435.0000 lr 0.0770 vocab_size 100053 (8.83s/15.04m) [Shuffling 25] loss 4152013.0000 lr 0.0760 vocab_size 100053 (8.83s/15.04m) [Shuffling 26] loss 4141016.7500 lr 0.0750 vocab_size 100053 (8.76s/15.03m) [Shuffling 27] loss 4247472.5000 lr 0.0740 vocab_size 100053 (8.88s/15.03m) [Shuffling 28] loss 4200084.5000 lr 0.0730 vocab_size 100053 (8.76s/15.03m) [Shuffling 29] loss 4224580.0000 lr 0.0720 vocab_size 100053 (8.93s/15.03m) [Shuffling 30] loss 4241396.0000 lr 0.0710 vocab_size 100053 (8.87s/15.03m) [Shuffling 31] loss 4195551.5000 lr 0.0700 vocab_size 100053 (8.84s/15.03m) [Shuffling 32] loss 4224536.0000 lr 0.0690 vocab_size 100053 (8.91s/15.03m) [Shuffling 33] loss 4158681.0000 lr 0.0680 vocab_size 100053 (8.77s/15.03m) [Shuffling 34] loss 4041116.7500 lr 0.0670 vocab_size 100053 (9.03s/15.03m) [Shuffling 35] loss 4138464.7500 lr 0.0660 vocab_size 100053 (8.82s/15.03m) [Shuffling 36] loss 3978100.7500 lr 0.0650 vocab_size 100053 (8.93s/15.03m) [Shuffling 37] loss 4148572.2500 lr 0.0640 vocab_size 100053 (8.80s/15.03m) [Shuffling 38] loss 3940390.2500 lr 0.0630 vocab_size 100053 (8.96s/15.04m) [Shuffling 39] loss 4104954.2500 lr 0.0620 vocab_size 100053 (8.87s/15.04m) [Shuffling 40] loss 3958113.2500 lr 0.0610 vocab_size 100053 (8.88s/15.04m) [Shuffling 41] loss 3956865.2500 lr 0.0600 vocab_size 100053 (8.95s/15.04m) [Shuffling 42] loss 4019769.5000 lr 0.0590 vocab_size 100053 (8.88s/15.04m) [Shuffling 43] loss 4088996.5000 lr 0.0580 vocab_size 100053 (8.92s/15.04m) [Shuffling 44] loss 3928813.0000 lr 0.0570 vocab_size 100053 (8.88s/15.04m) [Shuffling 45] loss 3969326.7500 lr 0.0560 vocab_size 100053 (8.86s/15.04m) [Shuffling 46] loss 3985565.7500 lr 0.0550 vocab_size 100053 (8.73s/15.04m) [Shuffling 47] loss 4001064.5000 lr 0.0540 vocab_size 100053 (8.82s/15.03m) [Shuffling 48] loss 4043489.0000 lr 0.0530 vocab_size 100053 (8.76s/15.03m) [Shuffling 49] loss 4106005.7500 lr 0.0520 vocab_size 100053 (8.82s/15.03m) [Shuffling 50] loss 3828663.5000 lr 0.0510 vocab_size 100053 (8.87s/15.03m) [Shuffling 51] loss 3944163.7500 lr 0.0500 vocab_size 100053 (9.00s/15.03m) [Shuffling 52] loss 3787660.0000 lr 0.0491 vocab_size 100053 (9.02s/15.04m) [Shuffling 53] loss 4005203.2500 lr 0.0481 vocab_size 100053 (8.94s/15.04m) [Shuffling 54] loss 3779161.2500 lr 0.0471 vocab_size 100053 (8.98s/15.04m) [Shuffling 55] loss 3921743.0000 lr 0.0461 vocab_size 100053 (8.81s/15.04m) [Shuffling 56] loss 3912628.7500 lr 0.0451 vocab_size 100053 (8.79s/15.04m) [Shuffling 57] loss 3929260.2500 lr 0.0441 vocab_size 100053 (8.89s/15.04m) [Shuffling 58] loss 3813703.0000 lr 0.0431 vocab_size 100053 (8.88s/15.04m) [Shuffling 59] loss 4055129.7500 lr 0.0421 vocab_size 100053 (9.00s/15.04m) [Shuffling 60] loss 3863043.7500 lr 0.0411 vocab_size 100053 (8.77s/15.04m) [Shuffling 61] loss 3889974.7500 lr 0.0401 vocab_size 100053 (8.92s/15.04m) [Shuffling 62] loss 3841821.2500 lr 0.0391 vocab_size 100053 (8.78s/15.04m) [Shuffling 63] loss 3678349.0000 lr 0.0381 vocab_size 100053 (8.98s/15.04m) [Shuffling 64] loss 3802813.2500 lr 0.0371 vocab_size 100053 (8.88s/15.04m) [Shuffling 65] loss 3651188.0000 lr 0.0361 vocab_size 100053 (8.98s/15.04m) [Shuffling 66] loss 3850628.7500 lr 0.0351 vocab_size 100053 (8.88s/15.04m) [Shuffling 67] loss 3772543.0000 lr 0.0341 vocab_size 100053 (8.89s/15.04m) [Shuffling 68] loss 3815981.7500 lr 0.0331 vocab_size 100053 (8.79s/15.04m) [Shuffling 69] loss 3839018.7500 lr 0.0321 vocab_size 100053 (9.08s/15.05m) [Shuffling 70] loss 3551219.5000 lr 0.0311 vocab_size 100053 (9.07s/15.05m) [Shuffling 71] loss 3721744.5000 lr 0.0301 vocab_size 100053 (8.90s/15.05m) [Shuffling 72] loss 3574835.5000 lr 0.0291 vocab_size 100053 (9.04s/15.06m) [Shuffling 73] loss 3843850.2500 lr 0.0281 vocab_size 100053 (8.96s/15.06m) [Shuffling 74] loss 3823152.0000 lr 0.0271 vocab_size 100053 (8.76s/15.06m) [Shuffling 75] loss 3759545.7500 lr 0.0261 vocab_size 100053 (8.85s/15.05m) [Shuffling 76] loss 3756630.7500 lr 0.0251 vocab_size 100053 (8.89s/15.05m) [Shuffling 77] loss 3617367.7500 lr 0.0241 vocab_size 100053 (8.94s/15.06m) [Shuffling 78] loss 3675059.5000 lr 0.0231 vocab_size 100053 (8.93s/15.06m) [Shuffling 79] loss 3810766.7500 lr 0.0221 vocab_size 100053 (8.97s/15.06m) [Shuffling 80] loss 3762170.0000 lr 0.0211 vocab_size 100053 (8.89s/15.06m) [Shuffling 81] loss 3541056.5000 lr 0.0201 vocab_size 100053 (8.97s/15.06m) [Shuffling 82] loss 3724052.7500 lr 0.0191 vocab_size 100053 (8.79s/15.06m) [Shuffling 83] loss 3685484.7500 lr 0.0181 vocab_size 100053 (8.69s/15.05m) [Shuffling 84] loss 3735366.7500 lr 0.0171 vocab_size 100053 (8.83s/15.05m) [Shuffling 85] loss 3745956.7500 lr 0.0161 vocab_size 100053 (8.90s/15.05m) [Shuffling 86] loss 3672040.2500 lr 0.0151 vocab_size 100053 (8.92s/15.06m) [Shuffling 87] loss 3677120.2500 lr 0.0141 vocab_size 100053 (8.81s/15.05m) [Shuffling 88] loss 3799555.0000 lr 0.0131 vocab_size 100053 (9.06s/15.06m) [Shuffling 89] loss 3610453.7500 lr 0.0121 vocab_size 100053 (9.12s/15.06m) [Shuffling 90] loss 3693604.5000 lr 0.0111 vocab_size 100053 (8.87s/15.06m) [Shuffling 91] loss 3471166.0000 lr 0.0101 vocab_size 100053 (9.01s/15.06m) [Shuffling 92] loss 3681735.0000 lr 0.0091 vocab_size 100053 (8.92s/15.06m) [Shuffling 93] loss 3432366.0000 lr 0.0081 vocab_size 100053 (9.04s/15.07m) [Shuffling 94] loss 3564556.5000 lr 0.0071 vocab_size 100053 (8.91s/15.07m) [Shuffling 95] loss 3615826.5000 lr 0.0061 vocab_size 100053 (8.92s/15.07m) [Shuffling 96] loss 3374933.7500 lr 0.0051 vocab_size 100053 (9.09s/15.07m) [Shuffling 97] loss 3647951.2500 lr 0.0041 vocab_size 100053 (8.86s/15.07m) [Shuffling 98] loss 3639687.7500 lr 0.0031 vocab_size 100053 (8.70s/15.07m) [Shuffling 99] loss 3464228.0000 lr 0.0021 vocab_size 100053 (18.87s/15.24m) [Shuffling 100] loss 3598056.7500 lr 0.0011 vocab_size 100053 (19.84s/15.42m) [03/12/24-18:48:49] Training finished, training Time 15.42m