num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/5W10D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/5W10D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/5W10D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/5W10D-0.0250r/shuffled_datasets {'num_shuffle': 100, 'embed_dim': 10, 'context_len': 5, 'nworkers': 6, 'save_freq': -1, 'save_dir': '/scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/5W10D-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 [03/12/24-16:47:57] Start training [03/12/24-16:47:57] Building vocabulary [03/12/24-16:48:31] Vocabulary size is 426964 [Shuffling 1] loss 9278664.0000 lr 0.0250 vocab_size 426964 (14.59s/24.88m) [Shuffling 2] loss 7367260.5000 lr 0.0248 vocab_size 426964 (14.93s/25.17m) [Shuffling 3] loss 6676742.5000 lr 0.0245 vocab_size 426964 (14.58s/25.07m) [Shuffling 4] loss 6232531.0000 lr 0.0243 vocab_size 426964 (14.53s/25.00m) [Shuffling 5] loss 6026392.5000 lr 0.0240 vocab_size 426964 (15.02s/25.12m) [Shuffling 6] loss 6055095.0000 lr 0.0238 vocab_size 426964 (14.44s/25.04m) [Shuffling 7] loss 6074860.5000 lr 0.0235 vocab_size 426964 (14.73s/25.05m) [Shuffling 8] loss 5986804.5000 lr 0.0233 vocab_size 426964 (15.12s/25.14m) [Shuffling 9] loss 5997619.5000 lr 0.0230 vocab_size 426964 (16.57s/25.48m) [Shuffling 10] loss 5996414.5000 lr 0.0228 vocab_size 426964 (15.34s/25.55m) [Shuffling 11] loss 5963749.0000 lr 0.0225 vocab_size 426964 (15.61s/25.64m) [Shuffling 12] loss 5745042.0000 lr 0.0223 vocab_size 426964 (14.55s/25.57m) [Shuffling 13] loss 5743062.5000 lr 0.0220 vocab_size 426964 (16.69s/25.79m) [Shuffling 14] loss 5760050.0000 lr 0.0218 vocab_size 426964 (15.73s/25.86m) [Shuffling 15] loss 5589578.0000 lr 0.0215 vocab_size 426964 (14.69s/25.81m) [Shuffling 16] loss 5654230.0000 lr 0.0213 vocab_size 426964 (16.24s/25.92m) [Shuffling 17] loss 5596241.5000 lr 0.0210 vocab_size 426964 (14.64s/25.87m) [Shuffling 18] loss 5583962.0000 lr 0.0208 vocab_size 426964 (14.84s/25.84m) [Shuffling 19] loss 5578611.5000 lr 0.0205 vocab_size 426964 (14.54s/25.78m) [Shuffling 20] loss 5508783.5000 lr 0.0203 vocab_size 426964 (14.68s/25.74m) [Shuffling 21] loss 5653253.5000 lr 0.0200 vocab_size 426964 (14.11s/25.67m) [Shuffling 22] loss 5455738.0000 lr 0.0198 vocab_size 426964 (16.19s/25.75m) [Shuffling 23] loss 5537739.5000 lr 0.0195 vocab_size 426964 (14.92s/25.74m) [Shuffling 24] loss 5518954.0000 lr 0.0193 vocab_size 426964 (15.23s/25.75m) [Shuffling 25] loss 5413195.0000 lr 0.0190 vocab_size 426964 (14.95s/25.74m) [Shuffling 26] loss 5495335.0000 lr 0.0188 vocab_size 426964 (15.14s/25.74m) [Shuffling 27] loss 5588123.0000 lr 0.0185 vocab_size 426964 (14.74s/25.72m) [Shuffling 28] loss 5105315.5000 lr 0.0183 vocab_size 426964 (15.36s/25.73m) [Shuffling 29] loss 5444634.0000 lr 0.0180 vocab_size 426964 (14.82s/25.72m) [Shuffling 30] loss 5458095.5000 lr 0.0178 vocab_size 426964 (14.87s/25.71m) [Shuffling 31] loss 5436771.5000 lr 0.0175 vocab_size 426964 (14.27s/25.66m) [Shuffling 32] loss 5461532.5000 lr 0.0173 vocab_size 426964 (14.50s/25.63m) [Shuffling 33] loss 5350292.5000 lr 0.0170 vocab_size 426964 (14.56s/25.61m) [Shuffling 34] loss 5237844.5000 lr 0.0168 vocab_size 426964 (14.51s/25.59m) [Shuffling 35] loss 5460611.0000 lr 0.0165 vocab_size 426964 (14.30s/25.55m) [Shuffling 36] loss 5481727.5000 lr 0.0163 vocab_size 426964 (14.22s/25.52m) [Shuffling 37] loss 5453291.0000 lr 0.0160 vocab_size 426964 (14.07s/25.48m) [Shuffling 38] loss 5413348.5000 lr 0.0158 vocab_size 426964 (15.45s/25.50m) [Shuffling 39] loss 5319381.5000 lr 0.0155 vocab_size 426964 (14.12s/25.46m) [Shuffling 40] loss 5419006.0000 lr 0.0153 vocab_size 426964 (16.34s/25.52m) [Shuffling 41] loss 5378374.5000 lr 0.0150 vocab_size 426964 (14.86s/25.52m) [Shuffling 42] loss 5272149.0000 lr 0.0148 vocab_size 426964 (14.79s/25.51m) [Shuffling 43] loss 5317635.0000 lr 0.0145 vocab_size 426964 (15.13s/25.52m) [Shuffling 44] loss 5203023.0000 lr 0.0143 vocab_size 426964 (16.62s/25.58m) [Shuffling 45] loss 5386267.5000 lr 0.0140 vocab_size 426964 (16.33s/25.63m) [Shuffling 46] loss 5275437.5000 lr 0.0138 vocab_size 426964 (15.84s/25.66m) [Shuffling 47] loss 5308071.0000 lr 0.0135 vocab_size 426964 (14.65s/25.64m) [Shuffling 48] loss 5159830.0000 lr 0.0133 vocab_size 426964 (14.89s/25.64m) [Shuffling 49] loss 5209482.0000 lr 0.0130 vocab_size 426964 (15.59s/25.66m) [Shuffling 50] loss 5288779.5000 lr 0.0128 vocab_size 426964 (15.18s/25.66m) [Shuffling 51] loss 5342280.5000 lr 0.0126 vocab_size 426964 (14.62s/25.65m) [Shuffling 52] loss 5295059.0000 lr 0.0123 vocab_size 426964 (14.53s/25.63m) [Shuffling 53] loss 5210116.0000 lr 0.0121 vocab_size 426964 (14.37s/25.61m) [Shuffling 54] loss 5250822.0000 lr 0.0118 vocab_size 426964 (14.24s/25.59m) [Shuffling 55] loss 5125569.5000 lr 0.0116 vocab_size 426964 (15.96s/25.62m) [Shuffling 56] loss 5131608.5000 lr 0.0113 vocab_size 426964 (15.00s/25.62m) [Shuffling 57] loss 5123171.0000 lr 0.0111 vocab_size 426964 (14.13s/25.59m) [Shuffling 58] loss 5298097.5000 lr 0.0108 vocab_size 426964 (13.98s/25.56m) [Shuffling 59] loss 5079308.5000 lr 0.0106 vocab_size 426964 (15.24s/25.57m) [Shuffling 60] loss 5025686.0000 lr 0.0103 vocab_size 426964 (14.51s/25.55m) [Shuffling 61] loss 5311683.0000 lr 0.0101 vocab_size 426964 (14.51s/25.54m) [Shuffling 62] loss 5326364.0000 lr 0.0098 vocab_size 426964 (15.23s/25.55m) [Shuffling 63] loss 5153844.0000 lr 0.0096 vocab_size 426964 (15.22s/25.55m) [Shuffling 64] loss 5263082.0000 lr 0.0093 vocab_size 426964 (15.62s/25.57m) [Shuffling 65] loss 5244119.5000 lr 0.0091 vocab_size 426964 (15.35s/25.58m) [Shuffling 66] loss 5377887.5000 lr 0.0088 vocab_size 426964 (14.78s/25.57m) [Shuffling 67] loss 5226008.5000 lr 0.0086 vocab_size 426964 (14.55s/25.56m) [Shuffling 68] loss 5031835.5000 lr 0.0083 vocab_size 426964 (14.31s/25.55m) [Shuffling 69] loss 5219038.5000 lr 0.0081 vocab_size 426964 (13.99s/25.52m) [Shuffling 70] loss 5228373.5000 lr 0.0078 vocab_size 426964 (14.34s/25.51m) [Shuffling 71] loss 5324661.5000 lr 0.0076 vocab_size 426964 (14.91s/25.51m) [Shuffling 72] loss 5242574.0000 lr 0.0073 vocab_size 426964 (15.04s/25.51m) [Shuffling 73] loss 5319642.0000 lr 0.0071 vocab_size 426964 (14.27s/25.49m) [Shuffling 74] loss 5126693.5000 lr 0.0068 vocab_size 426964 (14.75s/25.49m) [Shuffling 75] loss 5199418.0000 lr 0.0066 vocab_size 426964 (14.26s/25.47m) [Shuffling 76] loss 5276006.0000 lr 0.0063 vocab_size 426964 (14.16s/25.45m) [Shuffling 77] loss 5119203.5000 lr 0.0061 vocab_size 426964 (13.91s/25.43m) [Shuffling 78] loss 4939456.0000 lr 0.0058 vocab_size 426964 (15.68s/25.45m) [Shuffling 79] loss 5108005.5000 lr 0.0056 vocab_size 426964 (13.85s/25.43m) [Shuffling 80] loss 5370944.0000 lr 0.0053 vocab_size 426964 (15.25s/25.43m) [Shuffling 81] loss 5072906.0000 lr 0.0051 vocab_size 426964 (14.09s/25.42m) [Shuffling 82] loss 5123650.5000 lr 0.0048 vocab_size 426964 (15.15s/25.42m) [Shuffling 83] loss 5028137.0000 lr 0.0046 vocab_size 426964 (15.24s/25.43m) [Shuffling 84] loss 5231209.0000 lr 0.0043 vocab_size 426964 (13.99s/25.41m) [Shuffling 85] loss 5067238.5000 lr 0.0041 vocab_size 426964 (13.92s/25.39m) [Shuffling 86] loss 5263943.0000 lr 0.0038 vocab_size 426964 (13.97s/25.37m) [Shuffling 87] loss 5185118.5000 lr 0.0036 vocab_size 426964 (13.80s/25.35m) [Shuffling 88] loss 5206059.5000 lr 0.0033 vocab_size 426964 (14.64s/25.35m) [Shuffling 89] loss 5200377.5000 lr 0.0031 vocab_size 426964 (14.22s/25.34m) [Shuffling 90] loss 4996031.5000 lr 0.0028 vocab_size 426964 (14.40s/25.33m) [Shuffling 91] loss 5003980.5000 lr 0.0026 vocab_size 426964 (13.61s/25.30m) [Shuffling 92] loss 5083220.0000 lr 0.0023 vocab_size 426964 (13.70s/25.28m) [Shuffling 93] loss 4999332.0000 lr 0.0021 vocab_size 426964 (13.97s/25.27m) [Shuffling 94] loss 5063806.5000 lr 0.0018 vocab_size 426964 (13.89s/25.25m) [Shuffling 95] loss 4974071.5000 lr 0.0016 vocab_size 426964 (13.57s/25.23m) [Shuffling 96] loss 5163759.0000 lr 0.0013 vocab_size 426964 (13.58s/25.21m) [Shuffling 97] loss 5092982.5000 lr 0.0011 vocab_size 426964 (13.42s/25.19m) [Shuffling 98] loss 4941518.0000 lr 0.0008 vocab_size 426964 (13.52s/25.17m) [Shuffling 99] loss 5069603.5000 lr 0.0006 vocab_size 426964 (20.11s/25.26m) [Shuffling 100] loss 5162537.0000 lr 0.0003 vocab_size 426964 (14.07s/25.24m) [03/12/24-17:13:11] Training finished, training Time 25.24m