num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W100D-0.1000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W100D-0.1000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W100D-0.1000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/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_dhs/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 [03/29/24-14:23:07] Start training [03/29/24-14:23:07] Building vocabulary [03/29/24-14:23:46] Vocabulary size is 561580 [Shuffling 1] loss 7992697.5000 lr 0.1000 vocab_size 561580 (21.57s/36.60m) [Shuffling 2] loss 6918547.5000 lr 0.0990 vocab_size 561580 (22.02s/36.98m) [Shuffling 3] loss 6598102.5000 lr 0.0980 vocab_size 561580 (22.42s/37.33m) [Shuffling 4] loss 6475499.5000 lr 0.0970 vocab_size 561580 (22.20s/37.41m) [Shuffling 5] loss 6368763.5000 lr 0.0960 vocab_size 561580 (21.92s/37.37m) [Shuffling 6] loss 6256512.0000 lr 0.0950 vocab_size 561580 (22.31s/37.45m) [Shuffling 7] loss 6293290.0000 lr 0.0940 vocab_size 561580 (21.30s/37.27m) [Shuffling 8] loss 6146548.5000 lr 0.0930 vocab_size 561580 (22.29s/37.34m) [Shuffling 9] loss 6136625.5000 lr 0.0920 vocab_size 561580 (22.27s/37.40m) [Shuffling 10] loss 6239388.5000 lr 0.0910 vocab_size 561580 (21.22s/37.26m) [Shuffling 11] loss 6244254.0000 lr 0.0900 vocab_size 561580 (21.66s/37.22m) [Shuffling 12] loss 6266048.5000 lr 0.0890 vocab_size 561580 (20.68s/37.05m) [Shuffling 13] loss 6293389.0000 lr 0.0880 vocab_size 561580 (20.53s/36.88m) [Shuffling 14] loss 6316654.5000 lr 0.0870 vocab_size 561580 (20.69s/36.76m) [Shuffling 15] loss 6221929.0000 lr 0.0860 vocab_size 561580 (20.52s/36.63m) [Shuffling 16] loss 6460154.5000 lr 0.0850 vocab_size 561580 (20.31s/36.50m) [Shuffling 17] loss 6519061.0000 lr 0.0840 vocab_size 561580 (20.65s/36.42m) [Shuffling 18] loss 6456085.0000 lr 0.0830 vocab_size 561580 (20.50s/36.33m) [Shuffling 19] loss 6211465.5000 lr 0.0820 vocab_size 561580 (20.40s/36.24m) [Shuffling 20] loss 6593871.0000 lr 0.0810 vocab_size 561580 (20.84s/36.20m) [Shuffling 21] loss 6443263.0000 lr 0.0800 vocab_size 561580 (20.28s/36.12m) [Shuffling 22] loss 6187867.5000 lr 0.0790 vocab_size 561580 (20.40s/36.05m) [Shuffling 23] loss 6536807.0000 lr 0.0780 vocab_size 561580 (20.39s/35.99m) [Shuffling 24] loss 6240903.0000 lr 0.0770 vocab_size 561580 (20.73s/35.96m) [Shuffling 25] loss 6352274.0000 lr 0.0760 vocab_size 561580 (20.71s/35.93m) [Shuffling 26] loss 6434671.5000 lr 0.0750 vocab_size 561580 (20.42s/35.89m) [Shuffling 27] loss 6343061.5000 lr 0.0740 vocab_size 561580 (20.36s/35.84m) [Shuffling 28] loss 6243631.5000 lr 0.0730 vocab_size 561580 (20.47s/35.80m) [Shuffling 29] loss 6137591.0000 lr 0.0720 vocab_size 561580 (20.17s/35.75m) [Shuffling 30] loss 6122372.5000 lr 0.0710 vocab_size 561580 (20.91s/35.74m) [Shuffling 31] loss 5962319.0000 lr 0.0700 vocab_size 561580 (21.16s/35.75m) [Shuffling 32] loss 6364113.0000 lr 0.0690 vocab_size 561580 (20.64s/35.73m) [Shuffling 33] loss 6290261.5000 lr 0.0680 vocab_size 561580 (20.95s/35.72m) [Shuffling 34] loss 6171461.5000 lr 0.0670 vocab_size 561580 (20.40s/35.69m) [Shuffling 35] loss 6182379.5000 lr 0.0660 vocab_size 561580 (20.52s/35.67m) [Shuffling 36] loss 6190993.0000 lr 0.0650 vocab_size 561580 (20.68s/35.65m) [Shuffling 37] loss 6231282.0000 lr 0.0640 vocab_size 561580 (20.58s/35.63m) [Shuffling 38] loss 6076134.5000 lr 0.0630 vocab_size 561580 (20.92s/35.63m) [Shuffling 39] loss 6128356.0000 lr 0.0620 vocab_size 561580 (20.79s/35.62m) [Shuffling 40] loss 6120736.0000 lr 0.0610 vocab_size 561580 (20.53s/35.60m) [Shuffling 41] loss 5909039.0000 lr 0.0600 vocab_size 561580 (21.63s/35.63m) [Shuffling 42] loss 6092898.5000 lr 0.0590 vocab_size 561580 (21.06s/35.63m) [Shuffling 43] loss 5995152.5000 lr 0.0580 vocab_size 561580 (21.00s/35.64m) [Shuffling 44] loss 5951906.0000 lr 0.0570 vocab_size 561580 (20.75s/35.63m) [Shuffling 45] loss 5915269.5000 lr 0.0560 vocab_size 561580 (21.04s/35.63m) [Shuffling 46] loss 5924830.0000 lr 0.0550 vocab_size 561580 (20.71s/35.62m) [Shuffling 47] loss 5867216.0000 lr 0.0540 vocab_size 561580 (21.33s/35.63m) [Shuffling 48] loss 6079534.0000 lr 0.0530 vocab_size 561580 (20.88s/35.63m) [Shuffling 49] loss 5880481.0000 lr 0.0520 vocab_size 561580 (20.88s/35.62m) [Shuffling 50] loss 5901264.5000 lr 0.0510 vocab_size 561580 (20.61s/35.61m) [Shuffling 51] loss 5849794.0000 lr 0.0500 vocab_size 561580 (21.35s/35.63m) [Shuffling 52] loss 5695026.0000 lr 0.0491 vocab_size 561580 (21.85s/35.65m) [Shuffling 53] loss 5762207.5000 lr 0.0481 vocab_size 561580 (21.11s/35.66m) [Shuffling 54] loss 5708964.0000 lr 0.0471 vocab_size 561580 (21.03s/35.66m) [Shuffling 55] loss 5669376.5000 lr 0.0461 vocab_size 561580 (21.66s/35.68m) [Shuffling 56] loss 5781263.0000 lr 0.0451 vocab_size 561580 (21.00s/35.68m) [Shuffling 57] loss 5664750.0000 lr 0.0441 vocab_size 561580 (21.90s/35.71m) [Shuffling 58] loss 5550588.5000 lr 0.0431 vocab_size 561580 (22.12s/35.74m) [Shuffling 59] loss 5603006.0000 lr 0.0421 vocab_size 561580 (21.03s/35.74m) [Shuffling 60] loss 5694556.0000 lr 0.0411 vocab_size 561580 (20.66s/35.73m) [Shuffling 61] loss 5627320.5000 lr 0.0401 vocab_size 561580 (21.37s/35.74m) [Shuffling 62] loss 5530759.0000 lr 0.0391 vocab_size 561580 (22.03s/35.76m) [Shuffling 63] loss 5600205.0000 lr 0.0381 vocab_size 561580 (20.87s/35.76m) [Shuffling 64] loss 5563310.0000 lr 0.0371 vocab_size 561580 (21.34s/35.76m) [Shuffling 65] loss 5586672.5000 lr 0.0361 vocab_size 561580 (20.70s/35.75m) [Shuffling 66] loss 5317461.5000 lr 0.0351 vocab_size 561580 (21.10s/35.76m) [Shuffling 67] loss 5422401.5000 lr 0.0341 vocab_size 561580 (20.59s/35.74m) [Shuffling 68] loss 5459817.0000 lr 0.0331 vocab_size 561580 (20.47s/35.73m) [Shuffling 69] loss 5533878.0000 lr 0.0321 vocab_size 561580 (20.38s/35.71m) [Shuffling 70] loss 5276280.5000 lr 0.0311 vocab_size 561580 (21.28s/35.72m) [Shuffling 71] loss 5345101.0000 lr 0.0301 vocab_size 561580 (20.99s/35.72m) [Shuffling 72] loss 5482592.0000 lr 0.0291 vocab_size 561580 (20.50s/35.71m) [Shuffling 73] loss 5159541.0000 lr 0.0281 vocab_size 561580 (21.06s/35.71m) [Shuffling 74] loss 5264509.5000 lr 0.0271 vocab_size 561580 (21.08s/35.71m) [Shuffling 75] loss 5326881.0000 lr 0.0261 vocab_size 561580 (20.77s/35.70m) [Shuffling 76] loss 5387701.5000 lr 0.0251 vocab_size 561580 (20.56s/35.69m) [Shuffling 77] loss 5203400.0000 lr 0.0241 vocab_size 561580 (20.71s/35.69m) [Shuffling 78] loss 5378364.0000 lr 0.0231 vocab_size 561580 (20.59s/35.68m) [Shuffling 79] loss 5120057.0000 lr 0.0221 vocab_size 561580 (21.24s/35.68m) [Shuffling 80] loss 5095481.5000 lr 0.0211 vocab_size 561580 (21.53s/35.69m) [Shuffling 81] loss 5295707.0000 lr 0.0201 vocab_size 561580 (20.31s/35.68m) [Shuffling 82] loss 5089434.0000 lr 0.0191 vocab_size 561580 (21.75s/35.69m) [Shuffling 83] loss 5179590.5000 lr 0.0181 vocab_size 561580 (20.19s/35.68m) [Shuffling 84] loss 5295690.0000 lr 0.0171 vocab_size 561580 (20.20s/35.66m) [Shuffling 85] loss 5267451.5000 lr 0.0161 vocab_size 561580 (20.71s/35.66m) [Shuffling 86] loss 5044007.0000 lr 0.0151 vocab_size 561580 (20.73s/35.65m) [Shuffling 87] loss 5210811.0000 lr 0.0141 vocab_size 561580 (20.70s/35.65m) [Shuffling 88] loss 5106078.5000 lr 0.0131 vocab_size 561580 (20.58s/35.64m) [Shuffling 89] loss 5062821.5000 lr 0.0121 vocab_size 561580 (21.55s/35.65m) [Shuffling 90] loss 5150957.0000 lr 0.0111 vocab_size 561580 (21.48s/35.66m) [Shuffling 91] loss 5144593.5000 lr 0.0101 vocab_size 561580 (21.67s/35.67m) [Shuffling 92] loss 5037482.5000 lr 0.0091 vocab_size 561580 (21.74s/35.68m) [Shuffling 93] loss 5093185.5000 lr 0.0081 vocab_size 561580 (20.40s/35.67m) [Shuffling 94] loss 4955159.5000 lr 0.0071 vocab_size 561580 (22.10s/35.69m) [Shuffling 95] loss 5059448.5000 lr 0.0061 vocab_size 561580 (20.59s/35.68m) [Shuffling 96] loss 5048264.0000 lr 0.0051 vocab_size 561580 (21.62s/35.70m) [Shuffling 97] loss 4972543.0000 lr 0.0041 vocab_size 561580 (20.38s/35.68m) [Shuffling 98] loss 5004541.5000 lr 0.0031 vocab_size 561580 (21.74s/35.70m) [Shuffling 99] loss 4913812.0000 lr 0.0021 vocab_size 561580 (20.71s/35.69m) [Shuffling 100] loss 4836027.0000 lr 0.0011 vocab_size 561580 (21.61s/35.70m) [03/29/24-14:58:49] Training finished, training Time 35.70m