num_sent_processes: 4 [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/50W10D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/50W10D-0.0250r/shuffled_datasets [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/50W10D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/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_tile5k/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 [03/12/24-17:31:20] Start training [03/12/24-17:31:20] Building vocabulary [03/12/24-17:32:10] Vocabulary size is 251084 [Shuffling 1] loss 6077960.0000 lr 0.0250 vocab_size 251084 (14.43s/24.88m) [Shuffling 2] loss 5017408.0000 lr 0.0248 vocab_size 251084 (13.66s/24.26m) [Shuffling 3] loss 4905835.5000 lr 0.0245 vocab_size 251084 (13.01s/23.69m) [Shuffling 4] loss 4702958.5000 lr 0.0243 vocab_size 251084 (12.16s/23.05m) [Shuffling 5] loss 4714420.5000 lr 0.0240 vocab_size 251084 (11.96s/22.60m) [Shuffling 6] loss 4430552.5000 lr 0.0238 vocab_size 251084 (11.14s/22.07m) [Shuffling 7] loss 4425828.5000 lr 0.0235 vocab_size 251084 (11.85s/21.86m) [Shuffling 8] loss 4252046.5000 lr 0.0233 vocab_size 251084 (13.57s/22.06m) [Shuffling 9] loss 4286959.0000 lr 0.0230 vocab_size 251084 (11.31s/21.80m) [Shuffling 10] loss 4301807.0000 lr 0.0228 vocab_size 251084 (11.44s/21.62m) [Shuffling 11] loss 4312647.5000 lr 0.0225 vocab_size 251084 (11.75s/21.51m) [Shuffling 12] loss 4180550.2500 lr 0.0223 vocab_size 251084 (13.46s/21.66m) [Shuffling 13] loss 4230475.5000 lr 0.0220 vocab_size 251084 (11.05s/21.48m) [Shuffling 14] loss 4345402.5000 lr 0.0218 vocab_size 251084 (11.71s/21.40m) [Shuffling 15] loss 4310367.0000 lr 0.0215 vocab_size 251084 (10.55s/21.20m) [Shuffling 16] loss 4286399.0000 lr 0.0213 vocab_size 251084 (13.71s/21.36m) [Shuffling 17] loss 4229486.0000 lr 0.0210 vocab_size 251084 (12.45s/21.38m) [Shuffling 18] loss 4228989.0000 lr 0.0208 vocab_size 251084 (11.10s/21.26m) [Shuffling 19] loss 4075758.5000 lr 0.0205 vocab_size 251084 (11.43s/21.19m) [Shuffling 20] loss 4298694.0000 lr 0.0203 vocab_size 251084 (11.07s/21.10m) [Shuffling 21] loss 4319803.0000 lr 0.0200 vocab_size 251084 (13.89s/21.24m) [Shuffling 22] loss 4293441.0000 lr 0.0198 vocab_size 251084 (11.24s/21.16m) [Shuffling 23] loss 3905852.0000 lr 0.0195 vocab_size 251084 (11.65s/21.12m) [Shuffling 24] loss 4289138.0000 lr 0.0193 vocab_size 251084 (11.24s/21.06m) [Shuffling 25] loss 4383108.5000 lr 0.0190 vocab_size 251084 (13.38s/21.14m) [Shuffling 26] loss 4269744.5000 lr 0.0188 vocab_size 251084 (11.40s/21.09m) [Shuffling 27] loss 4172615.7500 lr 0.0185 vocab_size 251084 (10.71s/21.01m) [Shuffling 28] loss 4256623.5000 lr 0.0183 vocab_size 251084 (12.16s/21.01m) [Shuffling 29] loss 4088725.2500 lr 0.0180 vocab_size 251084 (13.47s/21.09m) [Shuffling 30] loss 4342417.0000 lr 0.0178 vocab_size 251084 (10.88s/21.02m) [Shuffling 31] loss 4277367.0000 lr 0.0175 vocab_size 251084 (11.57s/20.99m) [Shuffling 32] loss 4222794.0000 lr 0.0173 vocab_size 251084 (11.33s/20.95m) [Shuffling 33] loss 4199726.5000 lr 0.0170 vocab_size 251084 (13.31s/21.02m) [Shuffling 34] loss 3617854.7500 lr 0.0168 vocab_size 251084 (12.07s/21.01m) [Shuffling 35] loss 4155226.2500 lr 0.0165 vocab_size 251084 (11.79s/21.00m) [Shuffling 36] loss 4152344.7500 lr 0.0163 vocab_size 251084 (10.72s/20.94m) [Shuffling 37] loss 4133321.5000 lr 0.0160 vocab_size 251084 (13.31s/20.99m) [Shuffling 38] loss 4208954.0000 lr 0.0158 vocab_size 251084 (11.93s/20.99m) [Shuffling 39] loss 4057400.0000 lr 0.0155 vocab_size 251084 (11.21s/20.95m) [Shuffling 40] loss 4204641.0000 lr 0.0153 vocab_size 251084 (11.63s/20.93m) [Shuffling 41] loss 4253416.0000 lr 0.0150 vocab_size 251084 (13.12s/20.98m) [Shuffling 42] loss 4282595.0000 lr 0.0148 vocab_size 251084 (12.19s/20.98m) [Shuffling 43] loss 4031028.7500 lr 0.0145 vocab_size 251084 (11.04s/20.94m) [Shuffling 44] loss 4115225.7500 lr 0.0143 vocab_size 251084 (11.31s/20.91m) [Shuffling 45] loss 4214571.0000 lr 0.0140 vocab_size 251084 (12.72s/20.94m) [Shuffling 46] loss 4173381.5000 lr 0.0138 vocab_size 251084 (12.88s/20.97m) [Shuffling 47] loss 4213041.5000 lr 0.0135 vocab_size 251084 (12.17s/20.97m) [Shuffling 48] loss 4130876.7500 lr 0.0133 vocab_size 251084 (11.48s/20.95m) [Shuffling 49] loss 4176142.2500 lr 0.0130 vocab_size 251084 (11.41s/20.93m) [Shuffling 50] loss 4068574.7500 lr 0.0128 vocab_size 251084 (12.12s/20.93m) [Shuffling 51] loss 4181151.0000 lr 0.0126 vocab_size 251084 (12.70s/20.95m) [Shuffling 52] loss 4173872.7500 lr 0.0123 vocab_size 251084 (11.66s/20.94m) [Shuffling 53] loss 4021184.7500 lr 0.0121 vocab_size 251084 (11.44s/20.92m) [Shuffling 54] loss 4088059.7500 lr 0.0118 vocab_size 251084 (10.81s/20.88m) [Shuffling 55] loss 4042695.5000 lr 0.0116 vocab_size 251084 (13.09s/20.92m) [Shuffling 56] loss 4177586.5000 lr 0.0113 vocab_size 251084 (10.77s/20.88m) [Shuffling 57] loss 4123898.7500 lr 0.0111 vocab_size 251084 (12.37s/20.89m) [Shuffling 58] loss 4174978.7500 lr 0.0108 vocab_size 251084 (11.83s/20.89m) [Shuffling 59] loss 4047603.5000 lr 0.0106 vocab_size 251084 (12.74s/20.91m) [Shuffling 60] loss 3995956.2500 lr 0.0103 vocab_size 251084 (10.92s/20.88m) [Shuffling 61] loss 4055894.0000 lr 0.0101 vocab_size 251084 (11.76s/20.87m) [Shuffling 62] loss 4277230.5000 lr 0.0098 vocab_size 251084 (12.10s/20.87m) [Shuffling 63] loss 4183056.5000 lr 0.0096 vocab_size 251084 (11.11s/20.85m) [Shuffling 64] loss 4169434.5000 lr 0.0093 vocab_size 251084 (12.20s/20.85m) [Shuffling 65] loss 4187141.5000 lr 0.0091 vocab_size 251084 (12.30s/20.86m) [Shuffling 66] loss 4172766.5000 lr 0.0088 vocab_size 251084 (10.90s/20.83m) [Shuffling 67] loss 4248963.5000 lr 0.0086 vocab_size 251084 (11.17s/20.81m) [Shuffling 68] loss 4152938.0000 lr 0.0083 vocab_size 251084 (13.00s/20.84m) [Shuffling 69] loss 4180331.5000 lr 0.0081 vocab_size 251084 (12.91s/20.86m) [Shuffling 70] loss 4107959.5000 lr 0.0078 vocab_size 251084 (12.13s/20.86m) [Shuffling 71] loss 4156088.5000 lr 0.0076 vocab_size 251084 (12.85s/20.88m) [Shuffling 72] loss 4118218.5000 lr 0.0073 vocab_size 251084 (10.91s/20.86m) [Shuffling 73] loss 4031826.7500 lr 0.0071 vocab_size 251084 (10.70s/20.83m) [Shuffling 74] loss 4122988.5000 lr 0.0068 vocab_size 251084 (13.41s/20.86m) [Shuffling 75] loss 4110739.0000 lr 0.0066 vocab_size 251084 (12.62s/20.88m) [Shuffling 76] loss 4199121.5000 lr 0.0063 vocab_size 251084 (11.95s/20.87m) [Shuffling 77] loss 4181946.0000 lr 0.0061 vocab_size 251084 (11.35s/20.86m) [Shuffling 78] loss 4113340.2500 lr 0.0058 vocab_size 251084 (11.71s/20.85m) [Shuffling 79] loss 4259176.0000 lr 0.0056 vocab_size 251084 (14.00s/20.90m) [Shuffling 80] loss 4057008.0000 lr 0.0053 vocab_size 251084 (11.69s/20.89m) [Shuffling 81] loss 4116947.5000 lr 0.0051 vocab_size 251084 (11.83s/20.89m) [Shuffling 82] loss 4152276.0000 lr 0.0048 vocab_size 251084 (11.69s/20.88m) [Shuffling 83] loss 4072758.0000 lr 0.0046 vocab_size 251084 (13.18s/20.90m) [Shuffling 84] loss 3892995.0000 lr 0.0043 vocab_size 251084 (11.61s/20.89m) [Shuffling 85] loss 4062791.2500 lr 0.0041 vocab_size 251084 (11.76s/20.89m) [Shuffling 86] loss 4011515.0000 lr 0.0038 vocab_size 251084 (12.37s/20.90m) [Shuffling 87] loss 4198884.0000 lr 0.0036 vocab_size 251084 (11.79s/20.89m) [Shuffling 88] loss 4114473.5000 lr 0.0033 vocab_size 251084 (11.74s/20.89m) [Shuffling 89] loss 4217414.0000 lr 0.0031 vocab_size 251084 (12.80s/20.90m) [Shuffling 90] loss 4127956.0000 lr 0.0028 vocab_size 251084 (12.61s/20.91m) [Shuffling 91] loss 4063323.7500 lr 0.0026 vocab_size 251084 (11.92s/20.91m) [Shuffling 92] loss 4071753.5000 lr 0.0023 vocab_size 251084 (12.51s/20.92m) [Shuffling 93] loss 4006953.7500 lr 0.0021 vocab_size 251084 (10.96s/20.90m) [Shuffling 94] loss 4080340.0000 lr 0.0018 vocab_size 251084 (12.44s/20.91m) [Shuffling 95] loss 3945547.5000 lr 0.0016 vocab_size 251084 (11.33s/20.90m) [Shuffling 96] loss 4045490.2500 lr 0.0013 vocab_size 251084 (13.60s/20.92m) [Shuffling 97] loss 4068356.5000 lr 0.0011 vocab_size 251084 (12.12s/20.92m) [Shuffling 98] loss 4021728.2500 lr 0.0008 vocab_size 251084 (10.97s/20.91m) [Shuffling 99] loss 4005543.2500 lr 0.0006 vocab_size 251084 (11.39s/20.90m) [Shuffling 100] loss 4063146.5000 lr 0.0003 vocab_size 251084 (14.44s/20.94m) [03/12/24-17:52:16] Training finished, training Time 20.94m