num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W100D-0.5000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W100D-0.5000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W100D-0.5000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W100D-0.5000r/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_dhs/5W100D-0.5000r', 'resume': '', 'train_alg': 'cbow', 'min_count': 5, 'neg_samples': 5, 'init_lr': 0.5, 'min_lr': 0.0001, 'lr_mode': 'linear', 'milestones': [], 'hier_softmax': False, 'update_vocab': 'once', 'seed': 0} Using cbow, negative sampling with 5 negative samples [03/29/24-15:57:04] Start training [03/29/24-15:57:04] Building vocabulary [03/29/24-15:57:40] Vocabulary size is 561580 [Shuffling 1] loss 5201323.0000 lr 0.5000 vocab_size 561580 (17.89s/30.41m) [Shuffling 2] loss 275549.1875 lr 0.4950 vocab_size 561580 (17.44s/30.04m) [Shuffling 3] loss 113925.8203 lr 0.4900 vocab_size 561580 (17.51s/29.96m) [Shuffling 4] loss 67455.3906 lr 0.4850 vocab_size 561580 (17.74s/30.01m) [Shuffling 5] loss 47201.0000 lr 0.4800 vocab_size 561580 (17.66s/30.02m) [Shuffling 6] loss 34574.2578 lr 0.4750 vocab_size 561580 (17.97s/30.10m) [Shuffling 7] loss 26960.2930 lr 0.4700 vocab_size 561580 (17.84s/30.14m) [Shuffling 8] loss 24513.5293 lr 0.4650 vocab_size 561580 (17.67s/30.13m) [Shuffling 9] loss 20224.4785 lr 0.4600 vocab_size 561580 (17.59s/30.10m) [Shuffling 10] loss 17846.8301 lr 0.4550 vocab_size 561580 (17.59s/30.09m) [Shuffling 11] loss 15723.3906 lr 0.4500 vocab_size 561580 (17.69s/30.09m) [Shuffling 12] loss 13563.2988 lr 0.4450 vocab_size 561580 (17.59s/30.07m) [Shuffling 13] loss 12631.3545 lr 0.4400 vocab_size 561580 (17.48s/30.05m) [Shuffling 14] loss 11260.5068 lr 0.4350 vocab_size 561580 (17.58s/30.04m) [Shuffling 15] loss 10492.7627 lr 0.4300 vocab_size 561580 (17.82s/30.05m) [Shuffling 16] loss 9213.7100 lr 0.4250 vocab_size 561580 (17.62s/30.05m) [Shuffling 17] loss 8912.8301 lr 0.4200 vocab_size 561580 (17.70s/30.05m) [Shuffling 18] loss 8388.4639 lr 0.4150 vocab_size 561580 (17.55s/30.04m) [Shuffling 19] loss 7843.0093 lr 0.4100 vocab_size 561580 (17.78s/30.05m) [Shuffling 20] loss 6996.5376 lr 0.4050 vocab_size 561580 (17.80s/30.06m) [Shuffling 21] loss 7009.5005 lr 0.4000 vocab_size 561580 (17.38s/30.04m) [Shuffling 22] loss 6586.4307 lr 0.3950 vocab_size 561580 (17.85s/30.05m) [Shuffling 23] loss 5979.4492 lr 0.3900 vocab_size 561580 (17.75s/30.06m) [Shuffling 24] loss 5892.9067 lr 0.3850 vocab_size 561580 (17.57s/30.05m) [Shuffling 25] loss 5799.9224 lr 0.3800 vocab_size 561580 (17.80s/30.06m) [Shuffling 26] loss 5246.7271 lr 0.3750 vocab_size 561580 (17.83s/30.07m) [Shuffling 27] loss 4945.7329 lr 0.3700 vocab_size 561580 (17.67s/30.07m) [Shuffling 28] loss 4519.6934 lr 0.3650 vocab_size 561580 (17.65s/30.07m) [Shuffling 29] loss 4600.8096 lr 0.3600 vocab_size 561580 (16.95s/30.03m) [Shuffling 30] loss 4436.1509 lr 0.3550 vocab_size 561580 (17.41s/30.01m) [Shuffling 31] loss 4139.7905 lr 0.3500 vocab_size 561580 (17.59s/30.01m) [Shuffling 32] loss 4077.4670 lr 0.3450 vocab_size 561580 (17.62s/30.01m) [Shuffling 33] loss 3926.6462 lr 0.3400 vocab_size 561580 (17.85s/30.02m) [Shuffling 34] loss 3746.6069 lr 0.3350 vocab_size 561580 (17.55s/30.02m) [Shuffling 35] loss 3600.7800 lr 0.3300 vocab_size 561580 (17.68s/30.02m) [Shuffling 36] loss 3426.6067 lr 0.3250 vocab_size 561580 (17.88s/30.03m) [Shuffling 37] loss 3272.4075 lr 0.3200 vocab_size 561580 (17.73s/30.03m) [Shuffling 38] loss 3321.8738 lr 0.3150 vocab_size 561580 (16.98s/30.00m) [Shuffling 39] loss 2997.9648 lr 0.3100 vocab_size 561580 (17.41s/29.99m) [Shuffling 40] loss 2880.0286 lr 0.3050 vocab_size 561580 (17.54s/29.99m) [Shuffling 41] loss 2958.6890 lr 0.3000 vocab_size 561580 (17.17s/29.97m) [Shuffling 42] loss 3006.3789 lr 0.2950 vocab_size 561580 (17.14s/29.95m) [Shuffling 43] loss 2702.6033 lr 0.2900 vocab_size 561580 (17.76s/29.96m) [Shuffling 44] loss 2813.2959 lr 0.2850 vocab_size 561580 (17.19s/29.94m) [Shuffling 45] loss 2927.1006 lr 0.2800 vocab_size 561580 (17.21s/29.93m) [Shuffling 46] loss 2449.5664 lr 0.2750 vocab_size 561580 (17.60s/29.93m) [Shuffling 47] loss 2392.7312 lr 0.2700 vocab_size 561580 (17.69s/29.93m) [Shuffling 48] loss 2617.4177 lr 0.2650 vocab_size 561580 (17.16s/29.91m) [Shuffling 49] loss 2250.2627 lr 0.2600 vocab_size 561580 (17.94s/29.93m) [Shuffling 50] loss 2601.0813 lr 0.2550 vocab_size 561580 (17.11s/29.91m) [Shuffling 51] loss 2190.9949 lr 0.2500 vocab_size 561580 (17.73s/29.91m) [Shuffling 52] loss 2296.8037 lr 0.2451 vocab_size 561580 (17.02s/29.90m) [Shuffling 53] loss 2145.2397 lr 0.2401 vocab_size 561580 (17.46s/29.89m) [Shuffling 54] loss 2235.0635 lr 0.2351 vocab_size 561580 (17.06s/29.88m) [Shuffling 55] loss 2262.8806 lr 0.2301 vocab_size 561580 (16.88s/29.86m) [Shuffling 56] loss 2377.7222 lr 0.2251 vocab_size 561580 (16.91s/29.84m) [Shuffling 57] loss 1996.8489 lr 0.2201 vocab_size 561580 (17.35s/29.83m) [Shuffling 58] loss 1913.1729 lr 0.2151 vocab_size 561580 (17.52s/29.83m) [Shuffling 59] loss 2081.8274 lr 0.2101 vocab_size 561580 (16.96s/29.81m) [Shuffling 60] loss 1893.0991 lr 0.2051 vocab_size 561580 (17.63s/29.82m) [Shuffling 61] loss 2073.3264 lr 0.2001 vocab_size 561580 (16.86s/29.80m) [Shuffling 62] loss 2099.3132 lr 0.1951 vocab_size 561580 (17.05s/29.79m) [Shuffling 63] loss 1696.8259 lr 0.1901 vocab_size 561580 (17.69s/29.79m) [Shuffling 64] loss 1841.2169 lr 0.1851 vocab_size 561580 (17.06s/29.78m) [Shuffling 65] loss 1919.3491 lr 0.1801 vocab_size 561580 (17.15s/29.77m) [Shuffling 66] loss 1793.1595 lr 0.1751 vocab_size 561580 (17.11s/29.76m) [Shuffling 67] loss 1705.0088 lr 0.1701 vocab_size 561580 (17.34s/29.76m) [Shuffling 68] loss 1749.9021 lr 0.1651 vocab_size 561580 (17.21s/29.75m) [Shuffling 69] loss 2093.4270 lr 0.1601 vocab_size 561580 (17.21s/29.74m) [Shuffling 70] loss 1714.1610 lr 0.1551 vocab_size 561580 (17.02s/29.73m) [Shuffling 71] loss 1657.4413 lr 0.1501 vocab_size 561580 (17.71s/29.74m) [Shuffling 72] loss 1763.6917 lr 0.1451 vocab_size 561580 (17.08s/29.73m) [Shuffling 73] loss 1616.6525 lr 0.1401 vocab_size 561580 (17.63s/29.73m) [Shuffling 74] loss 2001.2521 lr 0.1351 vocab_size 561580 (17.03s/29.72m) [Shuffling 75] loss 1742.2627 lr 0.1301 vocab_size 561580 (17.25s/29.72m) [Shuffling 76] loss 1839.2736 lr 0.1251 vocab_size 561580 (17.19s/29.71m) [Shuffling 77] loss 1515.5680 lr 0.1201 vocab_size 561580 (17.63s/29.71m) [Shuffling 78] loss 1814.7864 lr 0.1151 vocab_size 561580 (17.09s/29.71m) [Shuffling 79] loss 1469.2793 lr 0.1101 vocab_size 561580 (17.69s/29.71m) [Shuffling 80] loss 1457.9736 lr 0.1051 vocab_size 561580 (18.15s/29.73m) [Shuffling 81] loss 1475.2330 lr 0.1001 vocab_size 561580 (17.20s/29.72m) [Shuffling 82] loss 1422.5308 lr 0.0951 vocab_size 561580 (17.76s/29.73m) [Shuffling 83] loss 1470.2247 lr 0.0901 vocab_size 561580 (17.33s/29.72m) [Shuffling 84] loss 1795.2869 lr 0.0851 vocab_size 561580 (17.05s/29.71m) [Shuffling 85] loss 1688.4656 lr 0.0801 vocab_size 561580 (16.98s/29.71m) [Shuffling 86] loss 1414.7256 lr 0.0751 vocab_size 561580 (17.59s/29.71m) [Shuffling 87] loss 1603.5621 lr 0.0701 vocab_size 561580 (17.00s/29.70m) [Shuffling 88] loss 1507.8127 lr 0.0651 vocab_size 561580 (16.95s/29.69m) [Shuffling 89] loss 1627.7374 lr 0.0601 vocab_size 561580 (16.98s/29.68m) [Shuffling 90] loss 1395.6831 lr 0.0551 vocab_size 561580 (17.48s/29.68m) [Shuffling 91] loss 1321.8761 lr 0.0501 vocab_size 561580 (17.21s/29.68m) [Shuffling 92] loss 1335.6674 lr 0.0451 vocab_size 561580 (16.50s/29.66m) [Shuffling 93] loss 1473.5880 lr 0.0401 vocab_size 561580 (16.66s/29.65m) [Shuffling 94] loss 1498.3424 lr 0.0351 vocab_size 561580 (16.67s/29.63m) [Shuffling 95] loss 1213.4426 lr 0.0301 vocab_size 561580 (17.11s/29.63m) [Shuffling 96] loss 1258.1167 lr 0.0251 vocab_size 561580 (21.80s/29.70m) [Shuffling 97] loss 1480.5159 lr 0.0201 vocab_size 561580 (17.54s/29.70m) [Shuffling 98] loss 1396.8119 lr 0.0151 vocab_size 561580 (21.43s/29.77m) [Shuffling 99] loss 1276.7397 lr 0.0101 vocab_size 561580 (17.47s/29.77m) [Shuffling 100] loss 1645.7820 lr 0.0051 vocab_size 561580 (19.41s/29.80m) [03/29/24-16:26:52] Training finished, training Time 29.80m