num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W10D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W10D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/50W10D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/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_dhs/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 [03/29/24-11:12:47] Start training [03/29/24-11:12:47] Building vocabulary [03/29/24-11:13:27] Vocabulary size is 561580 [Shuffling 1] loss 9534721.0000 lr 0.0250 vocab_size 561580 (18.93s/32.21m) [Shuffling 2] loss 7349858.0000 lr 0.0248 vocab_size 561580 (18.87s/32.16m) [Shuffling 3] loss 7071594.0000 lr 0.0245 vocab_size 561580 (18.95s/32.18m) [Shuffling 4] loss 6949858.5000 lr 0.0243 vocab_size 561580 (19.07s/32.25m) [Shuffling 5] loss 6713170.5000 lr 0.0240 vocab_size 561580 (18.89s/32.23m) [Shuffling 6] loss 6459587.5000 lr 0.0238 vocab_size 561580 (18.85s/32.20m) [Shuffling 7] loss 6356615.0000 lr 0.0235 vocab_size 561580 (18.55s/32.12m) [Shuffling 8] loss 6302110.5000 lr 0.0233 vocab_size 561580 (18.22s/31.98m) [Shuffling 9] loss 6244557.5000 lr 0.0230 vocab_size 561580 (17.90s/31.81m) [Shuffling 10] loss 6221272.5000 lr 0.0228 vocab_size 561580 (18.15s/31.72m) [Shuffling 11] loss 6029108.5000 lr 0.0225 vocab_size 561580 (17.97s/31.62m) [Shuffling 12] loss 6079702.0000 lr 0.0223 vocab_size 561580 (17.64s/31.49m) [Shuffling 13] loss 5992985.5000 lr 0.0220 vocab_size 561580 (17.81s/31.40m) [Shuffling 14] loss 6057819.5000 lr 0.0218 vocab_size 561580 (17.68s/31.31m) [Shuffling 15] loss 5809366.5000 lr 0.0215 vocab_size 561580 (17.92s/31.26m) [Shuffling 16] loss 5832540.0000 lr 0.0213 vocab_size 561580 (17.77s/31.20m) [Shuffling 17] loss 5963355.5000 lr 0.0210 vocab_size 561580 (17.76s/31.14m) [Shuffling 18] loss 5828219.5000 lr 0.0208 vocab_size 561580 (17.73s/31.09m) [Shuffling 19] loss 5753289.0000 lr 0.0205 vocab_size 561580 (18.13s/31.08m) [Shuffling 20] loss 5741185.0000 lr 0.0203 vocab_size 561580 (18.29s/31.08m) [Shuffling 21] loss 5831006.5000 lr 0.0200 vocab_size 561580 (17.93s/31.06m) [Shuffling 22] loss 5720688.5000 lr 0.0198 vocab_size 561580 (18.15s/31.05m) [Shuffling 23] loss 5771873.5000 lr 0.0195 vocab_size 561580 (17.68s/31.01m) [Shuffling 24] loss 5841382.0000 lr 0.0193 vocab_size 561580 (17.90s/30.99m) [Shuffling 25] loss 5732900.0000 lr 0.0190 vocab_size 561580 (18.00s/30.98m) [Shuffling 26] loss 5665964.5000 lr 0.0188 vocab_size 561580 (18.27s/30.98m) [Shuffling 27] loss 5767090.0000 lr 0.0185 vocab_size 561580 (18.00s/30.97m) [Shuffling 28] loss 5694370.5000 lr 0.0183 vocab_size 561580 (17.91s/30.95m) [Shuffling 29] loss 5672302.5000 lr 0.0180 vocab_size 561580 (17.83s/30.93m) [Shuffling 30] loss 5660150.5000 lr 0.0178 vocab_size 561580 (18.31s/30.94m) [Shuffling 31] loss 5734034.5000 lr 0.0175 vocab_size 561580 (18.02s/30.93m) [Shuffling 32] loss 5671504.5000 lr 0.0173 vocab_size 561580 (18.04s/30.93m) [Shuffling 33] loss 5786770.5000 lr 0.0170 vocab_size 561580 (18.03s/30.92m) [Shuffling 34] loss 5585759.5000 lr 0.0168 vocab_size 561580 (18.36s/30.93m) [Shuffling 35] loss 5650695.0000 lr 0.0165 vocab_size 561580 (18.22s/30.93m) [Shuffling 36] loss 5717957.0000 lr 0.0163 vocab_size 561580 (17.91s/30.92m) [Shuffling 37] loss 5678283.0000 lr 0.0160 vocab_size 561580 (17.96s/30.91m) [Shuffling 38] loss 5609475.0000 lr 0.0158 vocab_size 561580 (18.03s/30.91m) [Shuffling 39] loss 5612988.5000 lr 0.0155 vocab_size 561580 (18.04s/30.90m) [Shuffling 40] loss 5601159.5000 lr 0.0153 vocab_size 561580 (17.96s/30.90m) [Shuffling 41] loss 5499818.0000 lr 0.0150 vocab_size 561580 (18.16s/30.90m) [Shuffling 42] loss 5530463.5000 lr 0.0148 vocab_size 561580 (17.85s/30.88m) [Shuffling 43] loss 5571103.5000 lr 0.0145 vocab_size 561580 (18.23s/30.89m) [Shuffling 44] loss 5714558.5000 lr 0.0143 vocab_size 561580 (18.08s/30.89m) [Shuffling 45] loss 5585792.0000 lr 0.0140 vocab_size 561580 (17.85s/30.88m) [Shuffling 46] loss 5599855.5000 lr 0.0138 vocab_size 561580 (18.10s/30.87m) [Shuffling 47] loss 5721160.0000 lr 0.0135 vocab_size 561580 (18.13s/30.88m) [Shuffling 48] loss 5496311.0000 lr 0.0133 vocab_size 561580 (18.42s/30.89m) [Shuffling 49] loss 5661783.0000 lr 0.0130 vocab_size 561580 (18.01s/30.88m) [Shuffling 50] loss 5567106.0000 lr 0.0128 vocab_size 561580 (17.95s/30.88m) [Shuffling 51] loss 5637632.0000 lr 0.0126 vocab_size 561580 (17.92s/30.87m) [Shuffling 52] loss 5564592.0000 lr 0.0123 vocab_size 561580 (18.13s/30.87m) [Shuffling 53] loss 5541783.0000 lr 0.0121 vocab_size 561580 (18.01s/30.87m) [Shuffling 54] loss 5529932.5000 lr 0.0118 vocab_size 561580 (18.15s/30.87m) [Shuffling 55] loss 5560600.5000 lr 0.0116 vocab_size 561580 (18.45s/30.88m) [Shuffling 56] loss 5567547.5000 lr 0.0113 vocab_size 561580 (18.04s/30.87m) [Shuffling 57] loss 5609184.5000 lr 0.0111 vocab_size 561580 (17.97s/30.87m) [Shuffling 58] loss 5568772.5000 lr 0.0108 vocab_size 561580 (17.94s/30.86m) [Shuffling 59] loss 5506585.0000 lr 0.0106 vocab_size 561580 (17.98s/30.86m) [Shuffling 60] loss 5465876.5000 lr 0.0103 vocab_size 561580 (18.22s/30.86m) [Shuffling 61] loss 5583699.5000 lr 0.0101 vocab_size 561580 (18.02s/30.86m) [Shuffling 62] loss 5527504.0000 lr 0.0098 vocab_size 561580 (17.81s/30.85m) [Shuffling 63] loss 5545248.0000 lr 0.0096 vocab_size 561580 (17.97s/30.85m) [Shuffling 64] loss 5536641.0000 lr 0.0093 vocab_size 561580 (17.89s/30.84m) [Shuffling 65] loss 5518650.0000 lr 0.0091 vocab_size 561580 (17.97s/30.84m) [Shuffling 66] loss 5484458.0000 lr 0.0088 vocab_size 561580 (17.83s/30.83m) [Shuffling 67] loss 5518989.5000 lr 0.0086 vocab_size 561580 (17.95s/30.83m) [Shuffling 68] loss 5559048.5000 lr 0.0083 vocab_size 561580 (17.87s/30.82m) [Shuffling 69] loss 5530849.0000 lr 0.0081 vocab_size 561580 (17.87s/30.82m) [Shuffling 70] loss 5501440.5000 lr 0.0078 vocab_size 561580 (17.97s/30.81m) [Shuffling 71] loss 5592244.0000 lr 0.0076 vocab_size 561580 (17.85s/30.81m) [Shuffling 72] loss 5532198.5000 lr 0.0073 vocab_size 561580 (17.95s/30.80m) [Shuffling 73] loss 5540152.0000 lr 0.0071 vocab_size 561580 (17.85s/30.80m) [Shuffling 74] loss 5411343.5000 lr 0.0068 vocab_size 561580 (18.04s/30.80m) [Shuffling 75] loss 5489295.5000 lr 0.0066 vocab_size 561580 (17.76s/30.79m) [Shuffling 76] loss 5431137.0000 lr 0.0063 vocab_size 561580 (17.95s/30.79m) [Shuffling 77] loss 5486396.0000 lr 0.0061 vocab_size 561580 (17.85s/30.78m) [Shuffling 78] loss 5490914.5000 lr 0.0058 vocab_size 561580 (17.98s/30.78m) [Shuffling 79] loss 5527251.5000 lr 0.0056 vocab_size 561580 (17.99s/30.78m) [Shuffling 80] loss 5446389.0000 lr 0.0053 vocab_size 561580 (17.64s/30.77m) [Shuffling 81] loss 5543133.0000 lr 0.0051 vocab_size 561580 (17.80s/30.77m) [Shuffling 82] loss 5331880.0000 lr 0.0048 vocab_size 561580 (17.96s/30.76m) [Shuffling 83] loss 5511988.5000 lr 0.0046 vocab_size 561580 (17.72s/30.76m) [Shuffling 84] loss 5458511.0000 lr 0.0043 vocab_size 561580 (17.65s/30.75m) [Shuffling 85] loss 5430166.5000 lr 0.0041 vocab_size 561580 (17.73s/30.74m) [Shuffling 86] loss 5471248.5000 lr 0.0038 vocab_size 561580 (17.76s/30.74m) [Shuffling 87] loss 5365688.5000 lr 0.0036 vocab_size 561580 (17.43s/30.72m) [Shuffling 88] loss 5491830.0000 lr 0.0033 vocab_size 561580 (17.80s/30.72m) [Shuffling 89] loss 5392224.5000 lr 0.0031 vocab_size 561580 (17.54s/30.71m) [Shuffling 90] loss 5429677.0000 lr 0.0028 vocab_size 561580 (17.88s/30.71m) [Shuffling 91] loss 5488541.5000 lr 0.0026 vocab_size 561580 (17.72s/30.70m) [Shuffling 92] loss 5510477.0000 lr 0.0023 vocab_size 561580 (17.47s/30.69m) [Shuffling 93] loss 5460644.0000 lr 0.0021 vocab_size 561580 (17.76s/30.69m) [Shuffling 94] loss 5378441.0000 lr 0.0018 vocab_size 561580 (17.70s/30.68m) [Shuffling 95] loss 5360347.0000 lr 0.0016 vocab_size 561580 (17.74s/30.68m) [Shuffling 96] loss 5536316.0000 lr 0.0013 vocab_size 561580 (17.55s/30.67m) [Shuffling 97] loss 5474403.0000 lr 0.0011 vocab_size 561580 (17.66s/30.66m) [Shuffling 98] loss 5360014.0000 lr 0.0008 vocab_size 561580 (17.61s/30.66m) [Shuffling 99] loss 5476244.5000 lr 0.0006 vocab_size 561580 (21.60s/30.72m) [Shuffling 100] loss 5438572.5000 lr 0.0003 vocab_size 561580 (17.47s/30.71m) [03/29/24-11:43:30] Training finished, training Time 30.71m