num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W10D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W10D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W10D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W10D-0.0250r/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_tile1k/50W10D-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 [03/12/24-17:13:17] Start training [03/12/24-17:13:17] Building vocabulary [03/12/24-17:13:49] Vocabulary size is 426964 [Shuffling 1] loss 8217619.0000 lr 0.0250 vocab_size 426964 (14.56s/24.81m) [Shuffling 2] loss 6248707.5000 lr 0.0248 vocab_size 426964 (14.32s/24.61m) [Shuffling 3] loss 6099230.0000 lr 0.0245 vocab_size 426964 (14.75s/24.78m) [Shuffling 4] loss 5807893.5000 lr 0.0243 vocab_size 426964 (14.48s/24.75m) [Shuffling 5] loss 5592553.0000 lr 0.0240 vocab_size 426964 (14.25s/24.66m) [Shuffling 6] loss 5605108.5000 lr 0.0238 vocab_size 426964 (14.25s/24.60m) [Shuffling 7] loss 5371279.5000 lr 0.0235 vocab_size 426964 (14.36s/24.58m) [Shuffling 8] loss 5427528.0000 lr 0.0233 vocab_size 426964 (14.30s/24.56m) [Shuffling 9] loss 5322459.0000 lr 0.0230 vocab_size 426964 (15.36s/24.73m) [Shuffling 10] loss 5222588.0000 lr 0.0228 vocab_size 426964 (14.39s/24.71m) [Shuffling 11] loss 5297004.0000 lr 0.0225 vocab_size 426964 (14.13s/24.65m) [Shuffling 12] loss 5240928.0000 lr 0.0223 vocab_size 426964 (14.47s/24.65m) [Shuffling 13] loss 5192014.0000 lr 0.0220 vocab_size 426964 (14.68s/24.68m) [Shuffling 14] loss 5144268.0000 lr 0.0218 vocab_size 426964 (14.51s/24.69m) [Shuffling 15] loss 4938356.5000 lr 0.0215 vocab_size 426964 (14.60s/24.70m) [Shuffling 16] loss 5093701.0000 lr 0.0213 vocab_size 426964 (14.91s/24.74m) [Shuffling 17] loss 5008210.5000 lr 0.0210 vocab_size 426964 (14.97s/24.79m) [Shuffling 18] loss 5013538.0000 lr 0.0208 vocab_size 426964 (14.18s/24.75m) [Shuffling 19] loss 5087694.0000 lr 0.0205 vocab_size 426964 (16.41s/24.92m) [Shuffling 20] loss 5031667.5000 lr 0.0203 vocab_size 426964 (14.20s/24.88m) [Shuffling 21] loss 5055098.5000 lr 0.0200 vocab_size 426964 (14.17s/24.85m) [Shuffling 22] loss 4942794.0000 lr 0.0198 vocab_size 426964 (14.40s/24.83m) [Shuffling 23] loss 4884997.5000 lr 0.0195 vocab_size 426964 (14.52s/24.83m) [Shuffling 24] loss 4948099.5000 lr 0.0193 vocab_size 426964 (14.49s/24.82m) [Shuffling 25] loss 4957603.5000 lr 0.0190 vocab_size 426964 (15.08s/24.86m) [Shuffling 26] loss 4928316.0000 lr 0.0188 vocab_size 426964 (15.20s/24.90m) [Shuffling 27] loss 5056454.0000 lr 0.0185 vocab_size 426964 (14.83s/24.91m) [Shuffling 28] loss 4976904.5000 lr 0.0183 vocab_size 426964 (14.87s/24.92m) [Shuffling 29] loss 4891027.5000 lr 0.0180 vocab_size 426964 (14.65s/24.93m) [Shuffling 30] loss 5137215.0000 lr 0.0178 vocab_size 426964 (14.96s/24.94m) [Shuffling 31] loss 4838590.5000 lr 0.0175 vocab_size 426964 (15.03s/24.96m) [Shuffling 32] loss 4899553.5000 lr 0.0173 vocab_size 426964 (14.91s/24.98m) [Shuffling 33] loss 4771525.5000 lr 0.0170 vocab_size 426964 (14.58s/24.97m) [Shuffling 34] loss 4782334.5000 lr 0.0168 vocab_size 426964 (15.08s/24.99m) [Shuffling 35] loss 5038784.0000 lr 0.0165 vocab_size 426964 (15.74s/25.04m) [Shuffling 36] loss 4822407.0000 lr 0.0163 vocab_size 426964 (14.34s/25.03m) [Shuffling 37] loss 4932880.5000 lr 0.0160 vocab_size 426964 (15.04s/25.04m) [Shuffling 38] loss 4868601.5000 lr 0.0158 vocab_size 426964 (15.22s/25.07m) [Shuffling 39] loss 4864111.5000 lr 0.0155 vocab_size 426964 (15.38s/25.09m) [Shuffling 40] loss 5036591.0000 lr 0.0153 vocab_size 426964 (14.72s/25.09m) [Shuffling 41] loss 4921871.5000 lr 0.0150 vocab_size 426964 (15.42s/25.12m) [Shuffling 42] loss 4952582.0000 lr 0.0148 vocab_size 426964 (15.53s/25.15m) [Shuffling 43] loss 4945815.0000 lr 0.0145 vocab_size 426964 (15.00s/25.16m) [Shuffling 44] loss 4887657.0000 lr 0.0143 vocab_size 426964 (14.73s/25.16m) [Shuffling 45] loss 4872234.5000 lr 0.0140 vocab_size 426964 (14.82s/25.16m) [Shuffling 46] loss 4878116.0000 lr 0.0138 vocab_size 426964 (14.90s/25.17m) [Shuffling 47] loss 4939147.0000 lr 0.0135 vocab_size 426964 (14.86s/25.17m) [Shuffling 48] loss 4875230.5000 lr 0.0133 vocab_size 426964 (14.57s/25.16m) [Shuffling 49] loss 4924077.5000 lr 0.0130 vocab_size 426964 (16.92s/25.24m) [Shuffling 50] loss 4945357.5000 lr 0.0128 vocab_size 426964 (14.85s/25.24m) [Shuffling 51] loss 4859082.5000 lr 0.0126 vocab_size 426964 (14.70s/25.23m) [Shuffling 52] loss 5021511.5000 lr 0.0123 vocab_size 426964 (17.33s/25.31m) [Shuffling 53] loss 4799037.0000 lr 0.0121 vocab_size 426964 (15.88s/25.35m) [Shuffling 54] loss 4950831.0000 lr 0.0118 vocab_size 426964 (14.47s/25.33m) [Shuffling 55] loss 4971768.0000 lr 0.0116 vocab_size 426964 (15.96s/25.37m) [Shuffling 56] loss 4674798.5000 lr 0.0113 vocab_size 426964 (17.03s/25.43m) [Shuffling 57] loss 4882671.5000 lr 0.0111 vocab_size 426964 (15.29s/25.44m) [Shuffling 58] loss 4725687.0000 lr 0.0108 vocab_size 426964 (14.95s/25.44m) [Shuffling 59] loss 4890023.0000 lr 0.0106 vocab_size 426964 (17.35s/25.51m) [Shuffling 60] loss 4789565.0000 lr 0.0103 vocab_size 426964 (16.81s/25.56m) [Shuffling 61] loss 4927345.0000 lr 0.0101 vocab_size 426964 (14.86s/25.56m) [Shuffling 62] loss 4655482.0000 lr 0.0098 vocab_size 426964 (17.02s/25.61m) [Shuffling 63] loss 4900214.0000 lr 0.0096 vocab_size 426964 (14.88s/25.61m) [Shuffling 64] loss 4924950.5000 lr 0.0093 vocab_size 426964 (15.50s/25.62m) [Shuffling 65] loss 4815915.0000 lr 0.0091 vocab_size 426964 (16.12s/25.64m) [Shuffling 66] loss 4829003.5000 lr 0.0088 vocab_size 426964 (14.47s/25.63m) [Shuffling 67] loss 4856865.0000 lr 0.0086 vocab_size 426964 (15.25s/25.63m) [Shuffling 68] loss 4780704.5000 lr 0.0083 vocab_size 426964 (15.50s/25.65m) [Shuffling 69] loss 4773666.5000 lr 0.0081 vocab_size 426964 (14.38s/25.63m) [Shuffling 70] loss 4951912.5000 lr 0.0078 vocab_size 426964 (16.17s/25.66m) [Shuffling 71] loss 4805987.5000 lr 0.0076 vocab_size 426964 (14.85s/25.65m) [Shuffling 72] loss 4777756.5000 lr 0.0073 vocab_size 426964 (15.19s/25.65m) [Shuffling 73] loss 4870521.5000 lr 0.0071 vocab_size 426964 (14.99s/25.65m) [Shuffling 74] loss 4825939.5000 lr 0.0068 vocab_size 426964 (14.74s/25.64m) [Shuffling 75] loss 4827809.0000 lr 0.0066 vocab_size 426964 (14.52s/25.63m) [Shuffling 76] loss 4737534.0000 lr 0.0063 vocab_size 426964 (14.34s/25.62m) [Shuffling 77] loss 4960336.5000 lr 0.0061 vocab_size 426964 (15.73s/25.63m) [Shuffling 78] loss 4817339.0000 lr 0.0058 vocab_size 426964 (15.03s/25.63m) [Shuffling 79] loss 4752710.0000 lr 0.0056 vocab_size 426964 (14.48s/25.62m) [Shuffling 80] loss 4792944.0000 lr 0.0053 vocab_size 426964 (14.84s/25.61m) [Shuffling 81] loss 4834679.0000 lr 0.0051 vocab_size 426964 (15.24s/25.62m) [Shuffling 82] loss 4619320.0000 lr 0.0048 vocab_size 426964 (15.49s/25.63m) [Shuffling 83] loss 4748431.5000 lr 0.0046 vocab_size 426964 (14.71s/25.62m) [Shuffling 84] loss 4558771.5000 lr 0.0043 vocab_size 426964 (14.45s/25.61m) [Shuffling 85] loss 4749871.0000 lr 0.0041 vocab_size 426964 (14.19s/25.59m) [Shuffling 86] loss 4808436.0000 lr 0.0038 vocab_size 426964 (15.61s/25.60m) [Shuffling 87] loss 4835400.0000 lr 0.0036 vocab_size 426964 (14.94s/25.60m) [Shuffling 88] loss 4771724.5000 lr 0.0033 vocab_size 426964 (14.21s/25.58m) [Shuffling 89] loss 4695179.5000 lr 0.0031 vocab_size 426964 (16.81s/25.62m) [Shuffling 90] loss 4787193.0000 lr 0.0028 vocab_size 426964 (14.67s/25.61m) [Shuffling 91] loss 4720572.0000 lr 0.0026 vocab_size 426964 (14.74s/25.61m) [Shuffling 92] loss 4693236.5000 lr 0.0023 vocab_size 426964 (15.12s/25.61m) [Shuffling 93] loss 4653102.5000 lr 0.0021 vocab_size 426964 (15.07s/25.61m) [Shuffling 94] loss 4661585.0000 lr 0.0018 vocab_size 426964 (14.01s/25.59m) [Shuffling 95] loss 4690053.0000 lr 0.0016 vocab_size 426964 (14.10s/25.57m) [Shuffling 96] loss 4741240.5000 lr 0.0013 vocab_size 426964 (14.00s/25.56m) [Shuffling 97] loss 4667757.0000 lr 0.0011 vocab_size 426964 (14.65s/25.55m) [Shuffling 98] loss 4812507.5000 lr 0.0008 vocab_size 426964 (18.42s/25.61m) [Shuffling 99] loss 4688832.5000 lr 0.0006 vocab_size 426964 (14.48s/25.60m) [Shuffling 100] loss 4682099.5000 lr 0.0003 vocab_size 426964 (31.89s/25.88m) [03/12/24-17:39:09] Training finished, training Time 25.88m