num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W10D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W10D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W10D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/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_dhs/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 [03/29/24-10:42:45] Start training [03/29/24-10:42:45] Building vocabulary [03/29/24-10:43:23] Vocabulary size is 561580 [Shuffling 1] loss 12569223.0000 lr 0.0250 vocab_size 561580 (17.28s/29.44m) [Shuffling 2] loss 8754889.0000 lr 0.0248 vocab_size 561580 (17.61s/29.72m) [Shuffling 3] loss 7878788.0000 lr 0.0245 vocab_size 561580 (17.68s/29.85m) [Shuffling 4] loss 7410848.5000 lr 0.0243 vocab_size 561580 (17.65s/29.90m) [Shuffling 5] loss 7006186.0000 lr 0.0240 vocab_size 561580 (17.68s/29.94m) [Shuffling 6] loss 7057123.0000 lr 0.0238 vocab_size 561580 (17.40s/29.89m) [Shuffling 7] loss 7144200.0000 lr 0.0235 vocab_size 561580 (17.37s/29.85m) [Shuffling 8] loss 7090102.0000 lr 0.0233 vocab_size 561580 (17.34s/29.81m) [Shuffling 9] loss 7050912.5000 lr 0.0230 vocab_size 561580 (17.41s/29.80m) [Shuffling 10] loss 6972725.5000 lr 0.0228 vocab_size 561580 (17.73s/29.84m) [Shuffling 11] loss 6764139.0000 lr 0.0225 vocab_size 561580 (17.66s/29.86m) [Shuffling 12] loss 6748289.5000 lr 0.0223 vocab_size 561580 (17.73s/29.89m) [Shuffling 13] loss 6891587.5000 lr 0.0220 vocab_size 561580 (17.51s/29.88m) [Shuffling 14] loss 6666149.0000 lr 0.0218 vocab_size 561580 (17.81s/29.91m) [Shuffling 15] loss 6532302.5000 lr 0.0215 vocab_size 561580 (17.88s/29.95m) [Shuffling 16] loss 6592611.0000 lr 0.0213 vocab_size 561580 (17.55s/29.95m) [Shuffling 17] loss 6468209.5000 lr 0.0210 vocab_size 561580 (17.69s/29.96m) [Shuffling 18] loss 6467407.5000 lr 0.0208 vocab_size 561580 (17.75s/29.97m) [Shuffling 19] loss 6521204.5000 lr 0.0205 vocab_size 561580 (17.50s/29.96m) [Shuffling 20] loss 6421833.5000 lr 0.0203 vocab_size 561580 (17.73s/29.98m) [Shuffling 21] loss 6583329.5000 lr 0.0200 vocab_size 561580 (17.35s/29.96m) [Shuffling 22] loss 6261036.0000 lr 0.0198 vocab_size 561580 (17.63s/29.96m) [Shuffling 23] loss 6299935.0000 lr 0.0195 vocab_size 561580 (17.35s/29.94m) [Shuffling 24] loss 6336739.5000 lr 0.0193 vocab_size 561580 (17.32s/29.92m) [Shuffling 25] loss 6216869.5000 lr 0.0190 vocab_size 561580 (17.64s/29.93m) [Shuffling 26] loss 6297028.5000 lr 0.0188 vocab_size 561580 (17.30s/29.91m) [Shuffling 27] loss 6357372.5000 lr 0.0185 vocab_size 561580 (17.40s/29.90m) [Shuffling 28] loss 6303063.5000 lr 0.0183 vocab_size 561580 (17.37s/29.89m) [Shuffling 29] loss 6346060.5000 lr 0.0180 vocab_size 561580 (17.38s/29.88m) [Shuffling 30] loss 5993251.5000 lr 0.0178 vocab_size 561580 (17.56s/29.88m) [Shuffling 31] loss 6300756.5000 lr 0.0175 vocab_size 561580 (17.40s/29.87m) [Shuffling 32] loss 6158529.0000 lr 0.0173 vocab_size 561580 (17.44s/29.87m) [Shuffling 33] loss 6233932.5000 lr 0.0170 vocab_size 561580 (17.29s/29.86m) [Shuffling 34] loss 6188132.5000 lr 0.0168 vocab_size 561580 (17.38s/29.85m) [Shuffling 35] loss 6282518.5000 lr 0.0165 vocab_size 561580 (17.37s/29.84m) [Shuffling 36] loss 6029029.5000 lr 0.0163 vocab_size 561580 (17.25s/29.83m) [Shuffling 37] loss 6155816.0000 lr 0.0160 vocab_size 561580 (17.24s/29.82m) [Shuffling 38] loss 5990956.5000 lr 0.0158 vocab_size 561580 (17.61s/29.82m) [Shuffling 39] loss 6004286.0000 lr 0.0155 vocab_size 561580 (17.23s/29.81m) [Shuffling 40] loss 6266180.0000 lr 0.0153 vocab_size 561580 (17.25s/29.80m) [Shuffling 41] loss 6178581.5000 lr 0.0150 vocab_size 561580 (17.34s/29.80m) [Shuffling 42] loss 6153458.5000 lr 0.0148 vocab_size 561580 (17.20s/29.78m) [Shuffling 43] loss 6052403.5000 lr 0.0145 vocab_size 561580 (17.24s/29.77m) [Shuffling 44] loss 5973847.5000 lr 0.0143 vocab_size 561580 (17.55s/29.78m) [Shuffling 45] loss 6216980.0000 lr 0.0140 vocab_size 561580 (17.33s/29.77m) [Shuffling 46] loss 6028560.5000 lr 0.0138 vocab_size 561580 (17.27s/29.77m) [Shuffling 47] loss 6099506.0000 lr 0.0135 vocab_size 561580 (17.36s/29.76m) [Shuffling 48] loss 6199542.0000 lr 0.0133 vocab_size 561580 (17.22s/29.75m) [Shuffling 49] loss 5856461.5000 lr 0.0130 vocab_size 561580 (17.61s/29.76m) [Shuffling 50] loss 6289649.0000 lr 0.0128 vocab_size 561580 (17.25s/29.75m) [Shuffling 51] loss 6045608.5000 lr 0.0126 vocab_size 561580 (17.38s/29.75m) [Shuffling 52] loss 6201532.0000 lr 0.0123 vocab_size 561580 (17.25s/29.74m) [Shuffling 53] loss 6016703.5000 lr 0.0121 vocab_size 561580 (17.27s/29.74m) [Shuffling 54] loss 5839027.0000 lr 0.0118 vocab_size 561580 (17.67s/29.74m) [Shuffling 55] loss 5942299.5000 lr 0.0116 vocab_size 561580 (17.39s/29.74m) [Shuffling 56] loss 5972630.0000 lr 0.0113 vocab_size 561580 (17.29s/29.74m) [Shuffling 57] loss 6061100.5000 lr 0.0111 vocab_size 561580 (17.31s/29.73m) [Shuffling 58] loss 6042244.5000 lr 0.0108 vocab_size 561580 (17.32s/29.73m) [Shuffling 59] loss 5978511.0000 lr 0.0106 vocab_size 561580 (17.39s/29.73m) [Shuffling 60] loss 6103790.5000 lr 0.0103 vocab_size 561580 (17.21s/29.72m) [Shuffling 61] loss 5997949.5000 lr 0.0101 vocab_size 561580 (17.36s/29.72m) [Shuffling 62] loss 6002266.5000 lr 0.0098 vocab_size 561580 (17.29s/29.71m) [Shuffling 63] loss 6009852.0000 lr 0.0096 vocab_size 561580 (17.45s/29.71m) [Shuffling 64] loss 6057487.5000 lr 0.0093 vocab_size 561580 (17.30s/29.71m) [Shuffling 65] loss 6009710.5000 lr 0.0091 vocab_size 561580 (17.50s/29.71m) [Shuffling 66] loss 5971855.5000 lr 0.0088 vocab_size 561580 (17.72s/29.72m) [Shuffling 67] loss 5981169.0000 lr 0.0086 vocab_size 561580 (17.66s/29.72m) [Shuffling 68] loss 5944974.5000 lr 0.0083 vocab_size 561580 (17.64s/29.73m) [Shuffling 69] loss 6110169.0000 lr 0.0081 vocab_size 561580 (17.68s/29.73m) [Shuffling 70] loss 5931994.5000 lr 0.0078 vocab_size 561580 (17.66s/29.74m) [Shuffling 71] loss 5973035.5000 lr 0.0076 vocab_size 561580 (17.73s/29.75m) [Shuffling 72] loss 5992084.5000 lr 0.0073 vocab_size 561580 (17.68s/29.75m) [Shuffling 73] loss 6003593.5000 lr 0.0071 vocab_size 561580 (17.72s/29.76m) [Shuffling 74] loss 5823908.0000 lr 0.0068 vocab_size 561580 (18.09s/29.77m) [Shuffling 75] loss 5787440.5000 lr 0.0066 vocab_size 561580 (18.13s/29.78m) [Shuffling 76] loss 6022850.0000 lr 0.0063 vocab_size 561580 (17.59s/29.79m) [Shuffling 77] loss 6023518.0000 lr 0.0061 vocab_size 561580 (17.74s/29.79m) [Shuffling 78] loss 5868836.5000 lr 0.0058 vocab_size 561580 (17.61s/29.80m) [Shuffling 79] loss 6071556.0000 lr 0.0056 vocab_size 561580 (17.75s/29.80m) [Shuffling 80] loss 5859022.5000 lr 0.0053 vocab_size 561580 (17.71s/29.81m) [Shuffling 81] loss 5973276.5000 lr 0.0051 vocab_size 561580 (17.66s/29.81m) [Shuffling 82] loss 5955678.0000 lr 0.0048 vocab_size 561580 (17.69s/29.81m) [Shuffling 83] loss 5973755.5000 lr 0.0046 vocab_size 561580 (17.77s/29.82m) [Shuffling 84] loss 5967849.5000 lr 0.0043 vocab_size 561580 (18.01s/29.83m) [Shuffling 85] loss 5953509.5000 lr 0.0041 vocab_size 561580 (17.95s/29.84m) [Shuffling 86] loss 5991493.0000 lr 0.0038 vocab_size 561580 (17.88s/29.84m) [Shuffling 87] loss 5926349.5000 lr 0.0036 vocab_size 561580 (17.78s/29.85m) [Shuffling 88] loss 5844816.0000 lr 0.0033 vocab_size 561580 (17.93s/29.86m) [Shuffling 89] loss 5996978.5000 lr 0.0031 vocab_size 561580 (17.75s/29.86m) [Shuffling 90] loss 5802354.5000 lr 0.0028 vocab_size 561580 (17.62s/29.86m) [Shuffling 91] loss 5695579.0000 lr 0.0026 vocab_size 561580 (17.88s/29.87m) [Shuffling 92] loss 5819845.0000 lr 0.0023 vocab_size 561580 (17.77s/29.87m) [Shuffling 93] loss 5882824.0000 lr 0.0021 vocab_size 561580 (17.98s/29.88m) [Shuffling 94] loss 5973643.5000 lr 0.0018 vocab_size 561580 (17.87s/29.89m) [Shuffling 95] loss 5887805.0000 lr 0.0016 vocab_size 561580 (17.88s/29.89m) [Shuffling 96] loss 5737509.0000 lr 0.0013 vocab_size 561580 (17.99s/29.90m) [Shuffling 97] loss 5864245.5000 lr 0.0011 vocab_size 561580 (17.99s/29.91m) [Shuffling 98] loss 5741065.5000 lr 0.0008 vocab_size 561580 (18.00s/29.92m) [Shuffling 99] loss 5844088.5000 lr 0.0006 vocab_size 561580 (17.66s/29.92m) [Shuffling 100] loss 5755298.5000 lr 0.0003 vocab_size 561580 (17.68s/29.92m) [03/29/24-11:12:40] Training finished, training Time 29.92m