num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/5W100D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/5W100D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/5W100D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/5W100D-0.0250r/shuffled_datasets {'num_shuffle': 100, 'embed_dim': 100, 'context_len': 5, 'nworkers': 6, 'save_freq': -1, 'save_dir': '/scratch/gz5hp/tfbs_region2vec_models/expr_universe_Medium/5W100D-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 [03/12/24-17:28:07] Start training [03/12/24-17:28:07] Building vocabulary [03/12/24-17:28:27] Vocabulary size is 232626 [Shuffling 1] loss 6949072.5000 lr 0.0250 vocab_size 232626 (9.56s/16.26m) [Shuffling 2] loss 5046062.5000 lr 0.0248 vocab_size 232626 (9.69s/16.37m) [Shuffling 3] loss 4857701.0000 lr 0.0245 vocab_size 232626 (9.76s/16.44m) [Shuffling 4] loss 4636531.0000 lr 0.0243 vocab_size 232626 (9.74s/16.47m) [Shuffling 5] loss 4561056.0000 lr 0.0240 vocab_size 232626 (9.69s/16.47m) [Shuffling 6] loss 4615164.5000 lr 0.0238 vocab_size 232626 (9.56s/16.44m) [Shuffling 7] loss 4461959.0000 lr 0.0235 vocab_size 232626 (9.72s/16.45m) [Shuffling 8] loss 4483299.0000 lr 0.0233 vocab_size 232626 (9.52s/16.42m) [Shuffling 9] loss 4396086.5000 lr 0.0230 vocab_size 232626 (9.75s/16.44m) [Shuffling 10] loss 4338833.0000 lr 0.0228 vocab_size 232626 (9.65s/16.43m) [Shuffling 11] loss 4437153.0000 lr 0.0225 vocab_size 232626 (9.37s/16.39m) [Shuffling 12] loss 4347580.0000 lr 0.0223 vocab_size 232626 (9.34s/16.35m) [Shuffling 13] loss 4372861.0000 lr 0.0220 vocab_size 232626 (9.46s/16.33m) [Shuffling 14] loss 4246160.0000 lr 0.0218 vocab_size 232626 (9.61s/16.33m) [Shuffling 15] loss 4337279.0000 lr 0.0215 vocab_size 232626 (9.37s/16.30m) [Shuffling 16] loss 4215285.0000 lr 0.0213 vocab_size 232626 (9.63s/16.31m) [Shuffling 17] loss 4271910.0000 lr 0.0210 vocab_size 232626 (9.48s/16.30m) [Shuffling 18] loss 4173059.5000 lr 0.0208 vocab_size 232626 (9.68s/16.31m) [Shuffling 19] loss 4209588.5000 lr 0.0205 vocab_size 232626 (9.42s/16.29m) [Shuffling 20] loss 4153385.5000 lr 0.0203 vocab_size 232626 (9.53s/16.29m) [Shuffling 21] loss 4227974.5000 lr 0.0200 vocab_size 232626 (9.42s/16.27m) [Shuffling 22] loss 4255368.0000 lr 0.0198 vocab_size 232626 (9.44s/16.26m) [Shuffling 23] loss 4152763.0000 lr 0.0195 vocab_size 232626 (9.65s/16.27m) [Shuffling 24] loss 4266455.5000 lr 0.0193 vocab_size 232626 (9.38s/16.26m) [Shuffling 25] loss 4180877.7500 lr 0.0190 vocab_size 232626 (9.41s/16.25m) [Shuffling 26] loss 4168806.0000 lr 0.0188 vocab_size 232626 (9.43s/16.24m) [Shuffling 27] loss 4189039.0000 lr 0.0185 vocab_size 232626 (9.43s/16.23m) [Shuffling 28] loss 4039432.7500 lr 0.0183 vocab_size 232626 (9.66s/16.24m) [Shuffling 29] loss 4148321.2500 lr 0.0180 vocab_size 232626 (9.40s/16.23m) [Shuffling 30] loss 4203998.0000 lr 0.0178 vocab_size 232626 (9.33s/16.22m) [Shuffling 31] loss 4144255.5000 lr 0.0175 vocab_size 232626 (9.46s/16.22m) [Shuffling 32] loss 3945616.5000 lr 0.0173 vocab_size 232626 (9.59s/16.22m) [Shuffling 33] loss 4104361.2500 lr 0.0170 vocab_size 232626 (9.39s/16.21m) [Shuffling 34] loss 4110388.5000 lr 0.0168 vocab_size 232626 (9.46s/16.21m) [Shuffling 35] loss 4061535.0000 lr 0.0165 vocab_size 232626 (9.42s/16.20m) [Shuffling 36] loss 4102923.2500 lr 0.0163 vocab_size 232626 (9.39s/16.20m) [Shuffling 37] loss 4089001.7500 lr 0.0160 vocab_size 232626 (9.45s/16.19m) [Shuffling 38] loss 4059362.2500 lr 0.0158 vocab_size 232626 (9.35s/16.19m) [Shuffling 39] loss 4112627.7500 lr 0.0155 vocab_size 232626 (9.43s/16.18m) [Shuffling 40] loss 4095231.2500 lr 0.0153 vocab_size 232626 (9.32s/16.18m) [Shuffling 41] loss 4109939.2500 lr 0.0150 vocab_size 232626 (9.42s/16.17m) [Shuffling 42] loss 3989602.0000 lr 0.0148 vocab_size 232626 (9.44s/16.17m) [Shuffling 43] loss 4090739.0000 lr 0.0145 vocab_size 232626 (9.41s/16.17m) [Shuffling 44] loss 4088549.2500 lr 0.0143 vocab_size 232626 (9.35s/16.16m) [Shuffling 45] loss 4163214.2500 lr 0.0140 vocab_size 232626 (9.44s/16.16m) [Shuffling 46] loss 4107633.7500 lr 0.0138 vocab_size 232626 (9.43s/16.16m) [Shuffling 47] loss 3985063.7500 lr 0.0135 vocab_size 232626 (9.35s/16.15m) [Shuffling 48] loss 3931915.0000 lr 0.0133 vocab_size 232626 (9.61s/16.15m) [Shuffling 49] loss 4141348.0000 lr 0.0130 vocab_size 232626 (9.52s/16.16m) [Shuffling 50] loss 3968294.5000 lr 0.0128 vocab_size 232626 (9.28s/16.15m) [Shuffling 51] loss 4010938.5000 lr 0.0126 vocab_size 232626 (9.35s/16.14m) [Shuffling 52] loss 4170569.0000 lr 0.0123 vocab_size 232626 (9.31s/16.14m) [Shuffling 53] loss 4077697.7500 lr 0.0121 vocab_size 232626 (9.36s/16.13m) [Shuffling 54] loss 4014521.0000 lr 0.0118 vocab_size 232626 (9.52s/16.14m) [Shuffling 55] loss 4009051.0000 lr 0.0116 vocab_size 232626 (9.39s/16.13m) [Shuffling 56] loss 4137606.7500 lr 0.0113 vocab_size 232626 (9.35s/16.13m) [Shuffling 57] loss 4024877.7500 lr 0.0111 vocab_size 232626 (9.37s/16.13m) [Shuffling 58] loss 4002985.5000 lr 0.0108 vocab_size 232626 (9.38s/16.12m) [Shuffling 59] loss 3951957.0000 lr 0.0106 vocab_size 232626 (9.37s/16.12m) [Shuffling 60] loss 3963359.0000 lr 0.0103 vocab_size 232626 (9.48s/16.12m) [Shuffling 61] loss 4091805.7500 lr 0.0101 vocab_size 232626 (9.35s/16.12m) [Shuffling 62] loss 4020286.7500 lr 0.0098 vocab_size 232626 (9.29s/16.11m) [Shuffling 63] loss 4010587.0000 lr 0.0096 vocab_size 232626 (9.37s/16.11m) [Shuffling 64] loss 4093222.0000 lr 0.0093 vocab_size 232626 (9.40s/16.11m) [Shuffling 65] loss 4051076.2500 lr 0.0091 vocab_size 232626 (9.33s/16.10m) [Shuffling 66] loss 4067427.0000 lr 0.0088 vocab_size 232626 (9.39s/16.10m) [Shuffling 67] loss 3930166.5000 lr 0.0086 vocab_size 232626 (9.48s/16.10m) [Shuffling 68] loss 4032467.7500 lr 0.0083 vocab_size 232626 (9.35s/16.10m) [Shuffling 69] loss 3978709.2500 lr 0.0081 vocab_size 232626 (9.32s/16.10m) [Shuffling 70] loss 4023915.7500 lr 0.0078 vocab_size 232626 (9.35s/16.09m) [Shuffling 71] loss 3927170.0000 lr 0.0076 vocab_size 232626 (9.60s/16.10m) [Shuffling 72] loss 3981990.2500 lr 0.0073 vocab_size 232626 (9.31s/16.09m) [Shuffling 73] loss 3905710.2500 lr 0.0071 vocab_size 232626 (9.66s/16.10m) [Shuffling 74] loss 4015406.5000 lr 0.0068 vocab_size 232626 (9.47s/16.10m) [Shuffling 75] loss 3958015.7500 lr 0.0066 vocab_size 232626 (9.37s/16.10m) [Shuffling 76] loss 4005451.5000 lr 0.0063 vocab_size 232626 (9.39s/16.09m) [Shuffling 77] loss 4073289.5000 lr 0.0061 vocab_size 232626 (9.30s/16.09m) [Shuffling 78] loss 4011138.0000 lr 0.0058 vocab_size 232626 (9.27s/16.09m) [Shuffling 79] loss 3961304.7500 lr 0.0056 vocab_size 232626 (9.39s/16.08m) [Shuffling 80] loss 3903950.7500 lr 0.0053 vocab_size 232626 (9.58s/16.09m) [Shuffling 81] loss 3962245.2500 lr 0.0051 vocab_size 232626 (9.48s/16.09m) [Shuffling 82] loss 3981143.7500 lr 0.0048 vocab_size 232626 (9.45s/16.09m) [Shuffling 83] loss 3968608.0000 lr 0.0046 vocab_size 232626 (9.30s/16.08m) [Shuffling 84] loss 3981893.2500 lr 0.0043 vocab_size 232626 (9.29s/16.08m) [Shuffling 85] loss 4024622.7500 lr 0.0041 vocab_size 232626 (9.33s/16.08m) [Shuffling 86] loss 3988172.7500 lr 0.0038 vocab_size 232626 (9.37s/16.08m) [Shuffling 87] loss 4022169.0000 lr 0.0036 vocab_size 232626 (9.38s/16.08m) [Shuffling 88] loss 3831848.2500 lr 0.0033 vocab_size 232626 (9.56s/16.08m) [Shuffling 89] loss 3922641.0000 lr 0.0031 vocab_size 232626 (9.36s/16.08m) [Shuffling 90] loss 4051453.0000 lr 0.0028 vocab_size 232626 (9.32s/16.07m) [Shuffling 91] loss 3887647.5000 lr 0.0026 vocab_size 232626 (9.39s/16.07m) [Shuffling 92] loss 3979411.2500 lr 0.0023 vocab_size 232626 (9.34s/16.07m) [Shuffling 93] loss 3872094.5000 lr 0.0021 vocab_size 232626 (9.41s/16.07m) [Shuffling 94] loss 3923113.7500 lr 0.0018 vocab_size 232626 (9.24s/16.07m) [Shuffling 95] loss 4011173.7500 lr 0.0016 vocab_size 232626 (9.20s/16.06m) [Shuffling 96] loss 4071784.5000 lr 0.0013 vocab_size 232626 (9.39s/16.06m) [Shuffling 97] loss 3939912.7500 lr 0.0011 vocab_size 232626 (9.19s/16.06m) [Shuffling 98] loss 3980523.2500 lr 0.0008 vocab_size 232626 (9.38s/16.06m) [Shuffling 99] loss 4056974.2500 lr 0.0006 vocab_size 232626 (13.33s/16.12m) [Shuffling 100] loss 3828526.0000 lr 0.0003 vocab_size 232626 (9.32s/16.12m) [03/12/24-17:44:14] Training finished, training Time 16.12m