num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W10D-0.1000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W10D-0.1000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W10D-0.1000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W10D-0.1000r/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_dhs/50W10D-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 [03/29/24-13:20:39] Start training [03/29/24-13:20:39] Building vocabulary [03/29/24-13:21:17] Vocabulary size is 561580 [Shuffling 1] loss 8020307.5000 lr 0.1000 vocab_size 561580 (18.54s/31.53m) [Shuffling 2] loss 6905619.5000 lr 0.0990 vocab_size 561580 (18.96s/31.88m) [Shuffling 3] loss 6486028.0000 lr 0.0980 vocab_size 561580 (18.91s/31.97m) [Shuffling 4] loss 6388852.0000 lr 0.0970 vocab_size 561580 (18.89s/32.01m) [Shuffling 5] loss 6176989.0000 lr 0.0960 vocab_size 561580 (18.97s/32.06m) [Shuffling 6] loss 6339625.5000 lr 0.0950 vocab_size 561580 (18.66s/32.00m) [Shuffling 7] loss 6465571.5000 lr 0.0940 vocab_size 561580 (18.80s/32.00m) [Shuffling 8] loss 6209223.0000 lr 0.0930 vocab_size 561580 (18.70s/31.97m) [Shuffling 9] loss 6347778.0000 lr 0.0920 vocab_size 561580 (17.90s/31.81m) [Shuffling 10] loss 6255881.5000 lr 0.0910 vocab_size 561580 (17.73s/31.65m) [Shuffling 11] loss 6040197.0000 lr 0.0900 vocab_size 561580 (18.09s/31.57m) [Shuffling 12] loss 6118280.5000 lr 0.0890 vocab_size 561580 (17.43s/31.41m) [Shuffling 13] loss 6092210.0000 lr 0.0880 vocab_size 561580 (17.48s/31.29m) [Shuffling 14] loss 6038014.0000 lr 0.0870 vocab_size 561580 (17.64s/31.20m) [Shuffling 15] loss 6201856.0000 lr 0.0860 vocab_size 561580 (17.74s/31.13m) [Shuffling 16] loss 6139207.5000 lr 0.0850 vocab_size 561580 (17.86s/31.09m) [Shuffling 17] loss 6066640.0000 lr 0.0840 vocab_size 561580 (17.86s/31.05m) [Shuffling 18] loss 6168162.0000 lr 0.0830 vocab_size 561580 (17.75s/31.00m) [Shuffling 19] loss 6087233.5000 lr 0.0820 vocab_size 561580 (17.71s/30.96m) [Shuffling 20] loss 6088661.0000 lr 0.0810 vocab_size 561580 (17.76s/30.92m) [Shuffling 21] loss 6064647.5000 lr 0.0800 vocab_size 561580 (17.82s/30.89m) [Shuffling 22] loss 5998038.0000 lr 0.0790 vocab_size 561580 (18.43s/30.91m) [Shuffling 23] loss 6131662.0000 lr 0.0780 vocab_size 561580 (17.80s/30.89m) [Shuffling 24] loss 6008184.5000 lr 0.0770 vocab_size 561580 (17.98s/30.88m) [Shuffling 25] loss 6107322.0000 lr 0.0760 vocab_size 561580 (17.92s/30.86m) [Shuffling 26] loss 6063924.5000 lr 0.0750 vocab_size 561580 (18.14s/30.86m) [Shuffling 27] loss 6037018.0000 lr 0.0740 vocab_size 561580 (18.07s/30.86m) [Shuffling 28] loss 5965525.0000 lr 0.0730 vocab_size 561580 (18.24s/30.86m) [Shuffling 29] loss 6134322.5000 lr 0.0720 vocab_size 561580 (18.11s/30.86m) [Shuffling 30] loss 5933702.0000 lr 0.0710 vocab_size 561580 (18.30s/30.87m) [Shuffling 31] loss 6064132.5000 lr 0.0700 vocab_size 561580 (18.23s/30.88m) [Shuffling 32] loss 6038131.0000 lr 0.0690 vocab_size 561580 (17.94s/30.87m) [Shuffling 33] loss 6065972.5000 lr 0.0680 vocab_size 561580 (17.62s/30.84m) [Shuffling 34] loss 6068135.5000 lr 0.0670 vocab_size 561580 (17.52s/30.81m) [Shuffling 35] loss 5994365.0000 lr 0.0660 vocab_size 561580 (17.58s/30.79m) [Shuffling 36] loss 5739828.5000 lr 0.0650 vocab_size 561580 (17.84s/30.78m) [Shuffling 37] loss 5987680.0000 lr 0.0640 vocab_size 561580 (17.33s/30.74m) [Shuffling 38] loss 6010666.0000 lr 0.0630 vocab_size 561580 (17.43s/30.71m) [Shuffling 39] loss 5965265.0000 lr 0.0620 vocab_size 561580 (17.28s/30.68m) [Shuffling 40] loss 5726554.0000 lr 0.0610 vocab_size 561580 (17.85s/30.67m) [Shuffling 41] loss 5779984.0000 lr 0.0600 vocab_size 561580 (17.49s/30.65m) [Shuffling 42] loss 5998684.5000 lr 0.0590 vocab_size 561580 (17.35s/30.63m) [Shuffling 43] loss 5935742.5000 lr 0.0580 vocab_size 561580 (17.30s/30.60m) [Shuffling 44] loss 5867192.5000 lr 0.0570 vocab_size 561580 (17.54s/30.58m) [Shuffling 45] loss 5917726.5000 lr 0.0560 vocab_size 561580 (17.49s/30.57m) [Shuffling 46] loss 5748713.5000 lr 0.0550 vocab_size 561580 (17.50s/30.55m) [Shuffling 47] loss 5883365.0000 lr 0.0540 vocab_size 561580 (17.58s/30.54m) [Shuffling 48] loss 5829850.5000 lr 0.0530 vocab_size 561580 (17.41s/30.52m) [Shuffling 49] loss 5882978.0000 lr 0.0520 vocab_size 561580 (17.60s/30.51m) [Shuffling 50] loss 5837316.0000 lr 0.0510 vocab_size 561580 (17.32s/30.49m) [Shuffling 51] loss 5965369.5000 lr 0.0500 vocab_size 561580 (17.41s/30.47m) [Shuffling 52] loss 5954378.0000 lr 0.0491 vocab_size 561580 (17.59s/30.46m) [Shuffling 53] loss 5947928.0000 lr 0.0481 vocab_size 561580 (17.61s/30.45m) [Shuffling 54] loss 5800944.0000 lr 0.0471 vocab_size 561580 (17.52s/30.44m) [Shuffling 55] loss 5677588.0000 lr 0.0461 vocab_size 561580 (17.97s/30.44m) [Shuffling 56] loss 5805157.0000 lr 0.0451 vocab_size 561580 (17.53s/30.43m) [Shuffling 57] loss 5644046.5000 lr 0.0441 vocab_size 561580 (17.77s/30.43m) [Shuffling 58] loss 5780824.0000 lr 0.0431 vocab_size 561580 (17.54s/30.42m) [Shuffling 59] loss 5599796.0000 lr 0.0421 vocab_size 561580 (17.85s/30.42m) [Shuffling 60] loss 5807843.0000 lr 0.0411 vocab_size 561580 (17.49s/30.41m) [Shuffling 61] loss 5610093.5000 lr 0.0401 vocab_size 561580 (17.35s/30.40m) [Shuffling 62] loss 5718886.0000 lr 0.0391 vocab_size 561580 (17.34s/30.38m) [Shuffling 63] loss 5784714.5000 lr 0.0381 vocab_size 561580 (17.17s/30.36m) [Shuffling 64] loss 5731546.5000 lr 0.0371 vocab_size 561580 (17.33s/30.35m) [Shuffling 65] loss 5743362.5000 lr 0.0361 vocab_size 561580 (17.07s/30.33m) [Shuffling 66] loss 5699457.0000 lr 0.0351 vocab_size 561580 (16.98s/30.31m) [Shuffling 67] loss 5632240.0000 lr 0.0341 vocab_size 561580 (17.27s/30.30m) [Shuffling 68] loss 5697725.5000 lr 0.0331 vocab_size 561580 (17.26s/30.28m) [Shuffling 69] loss 5882703.0000 lr 0.0321 vocab_size 561580 (17.33s/30.27m) [Shuffling 70] loss 5610694.5000 lr 0.0311 vocab_size 561580 (17.20s/30.26m) [Shuffling 71] loss 5704283.5000 lr 0.0301 vocab_size 561580 (17.21s/30.25m) [Shuffling 72] loss 5679513.5000 lr 0.0291 vocab_size 561580 (17.31s/30.24m) [Shuffling 73] loss 5691867.0000 lr 0.0281 vocab_size 561580 (17.58s/30.23m) [Shuffling 74] loss 5494545.5000 lr 0.0271 vocab_size 561580 (17.83s/30.23m) [Shuffling 75] loss 5529304.0000 lr 0.0261 vocab_size 561580 (17.40s/30.23m) [Shuffling 76] loss 5659070.0000 lr 0.0251 vocab_size 561580 (17.27s/30.21m) [Shuffling 77] loss 5661090.0000 lr 0.0241 vocab_size 561580 (17.31s/30.21m) [Shuffling 78] loss 5663347.5000 lr 0.0231 vocab_size 561580 (17.26s/30.20m) [Shuffling 79] loss 5585080.0000 lr 0.0221 vocab_size 561580 (17.42s/30.19m) [Shuffling 80] loss 5626916.0000 lr 0.0211 vocab_size 561580 (17.17s/30.18m) [Shuffling 81] loss 5588515.5000 lr 0.0201 vocab_size 561580 (17.37s/30.17m) [Shuffling 82] loss 5526652.0000 lr 0.0191 vocab_size 561580 (17.20s/30.16m) [Shuffling 83] loss 5631145.5000 lr 0.0181 vocab_size 561580 (17.35s/30.15m) [Shuffling 84] loss 5588357.0000 lr 0.0171 vocab_size 561580 (17.13s/30.14m) [Shuffling 85] loss 5565098.0000 lr 0.0161 vocab_size 561580 (17.71s/30.14m) [Shuffling 86] loss 5531144.5000 lr 0.0151 vocab_size 561580 (17.92s/30.14m) [Shuffling 87] loss 5537843.0000 lr 0.0141 vocab_size 561580 (17.81s/30.15m) [Shuffling 88] loss 5518153.0000 lr 0.0131 vocab_size 561580 (17.99s/30.15m) [Shuffling 89] loss 5507859.5000 lr 0.0121 vocab_size 561580 (18.05s/30.16m) [Shuffling 90] loss 5465104.0000 lr 0.0111 vocab_size 561580 (18.03s/30.16m) [Shuffling 91] loss 5252121.5000 lr 0.0101 vocab_size 561580 (18.12s/30.17m) [Shuffling 92] loss 5504524.5000 lr 0.0091 vocab_size 561580 (17.97s/30.18m) [Shuffling 93] loss 5406197.5000 lr 0.0081 vocab_size 561580 (17.95s/30.18m) [Shuffling 94] loss 5453953.5000 lr 0.0071 vocab_size 561580 (18.00s/30.19m) [Shuffling 95] loss 5327626.5000 lr 0.0061 vocab_size 561580 (18.03s/30.19m) [Shuffling 96] loss 5336319.5000 lr 0.0051 vocab_size 561580 (18.02s/30.20m) [Shuffling 97] loss 5338043.0000 lr 0.0041 vocab_size 561580 (17.79s/30.20m) [Shuffling 98] loss 5481817.0000 lr 0.0031 vocab_size 561580 (17.87s/30.20m) [Shuffling 99] loss 5454066.0000 lr 0.0021 vocab_size 561580 (20.71s/30.25m) [Shuffling 100] loss 5262453.0000 lr 0.0011 vocab_size 561580 (38.13s/30.59m) [03/29/24-13:51:15] Training finished, training Time 30.59m