num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W10D-0.5000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W10D-0.5000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W10D-0.5000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_dhs/5W10D-0.5000r/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-0.5000r', '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 [03/29/24-14:58:59] Start training [03/29/24-14:58:59] Building vocabulary [03/29/24-14:59:36] Vocabulary size is 561580 [Shuffling 1] loss 7956201.5000 lr 0.5000 vocab_size 561580 (16.63s/28.32m) [Shuffling 2] loss 543142.6250 lr 0.4950 vocab_size 561580 (16.47s/28.19m) [Shuffling 3] loss 150701.6875 lr 0.4900 vocab_size 561580 (16.47s/28.15m) [Shuffling 4] loss 86732.5391 lr 0.4850 vocab_size 561580 (16.22s/28.03m) [Shuffling 5] loss 55140.4336 lr 0.4800 vocab_size 561580 (16.23s/27.96m) [Shuffling 6] loss 39996.6797 lr 0.4750 vocab_size 561580 (16.28s/27.93m) [Shuffling 7] loss 31152.8301 lr 0.4700 vocab_size 561580 (16.24s/27.89m) [Shuffling 8] loss 27155.6074 lr 0.4650 vocab_size 561580 (16.28s/27.88m) [Shuffling 9] loss 21627.2188 lr 0.4600 vocab_size 561580 (16.23s/27.85m) [Shuffling 10] loss 18332.2344 lr 0.4550 vocab_size 561580 (16.14s/27.82m) [Shuffling 11] loss 16565.1250 lr 0.4500 vocab_size 561580 (16.19s/27.80m) [Shuffling 12] loss 14204.3506 lr 0.4450 vocab_size 561580 (16.21s/27.79m) [Shuffling 13] loss 12504.5303 lr 0.4400 vocab_size 561580 (16.16s/27.77m) [Shuffling 14] loss 12299.0322 lr 0.4350 vocab_size 561580 (16.29s/27.77m) [Shuffling 15] loss 11270.4033 lr 0.4300 vocab_size 561580 (16.15s/27.75m) [Shuffling 16] loss 10684.8613 lr 0.4250 vocab_size 561580 (16.18s/27.74m) [Shuffling 17] loss 9837.8164 lr 0.4200 vocab_size 561580 (16.20s/27.73m) [Shuffling 18] loss 8792.8428 lr 0.4150 vocab_size 561580 (16.27s/27.73m) [Shuffling 19] loss 8300.3848 lr 0.4100 vocab_size 561580 (16.33s/27.74m) [Shuffling 20] loss 7089.6670 lr 0.4050 vocab_size 561580 (16.30s/27.74m) [Shuffling 21] loss 7216.7505 lr 0.4000 vocab_size 561580 (15.92s/27.72m) [Shuffling 22] loss 6872.7070 lr 0.3950 vocab_size 561580 (16.26s/27.72m) [Shuffling 23] loss 6440.9253 lr 0.3900 vocab_size 561580 (16.24s/27.71m) [Shuffling 24] loss 6686.5952 lr 0.3850 vocab_size 561580 (15.93s/27.69m) [Shuffling 25] loss 5600.3252 lr 0.3800 vocab_size 561580 (16.22s/27.69m) [Shuffling 26] loss 5301.0806 lr 0.3750 vocab_size 561580 (16.30s/27.69m) [Shuffling 27] loss 5559.5249 lr 0.3700 vocab_size 561580 (15.99s/27.68m) [Shuffling 28] loss 5034.1104 lr 0.3650 vocab_size 561580 (16.28s/27.68m) [Shuffling 29] loss 5374.3481 lr 0.3600 vocab_size 561580 (16.00s/27.67m) [Shuffling 30] loss 4297.0918 lr 0.3550 vocab_size 561580 (16.20s/27.67m) [Shuffling 31] loss 4271.3579 lr 0.3500 vocab_size 561580 (16.29s/27.67m) [Shuffling 32] loss 4288.5918 lr 0.3450 vocab_size 561580 (15.99s/27.66m) [Shuffling 33] loss 4253.4565 lr 0.3400 vocab_size 561580 (16.30s/27.66m) [Shuffling 34] loss 4195.3936 lr 0.3350 vocab_size 561580 (16.32s/27.67m) [Shuffling 35] loss 3408.1438 lr 0.3300 vocab_size 561580 (16.29s/27.67m) [Shuffling 36] loss 3905.9753 lr 0.3250 vocab_size 561580 (16.08s/27.66m) [Shuffling 37] loss 3446.7097 lr 0.3200 vocab_size 561580 (16.16s/27.66m) [Shuffling 38] loss 3510.4370 lr 0.3150 vocab_size 561580 (16.10s/27.65m) [Shuffling 39] loss 3359.2246 lr 0.3100 vocab_size 561580 (16.40s/27.66m) [Shuffling 40] loss 3346.2563 lr 0.3050 vocab_size 561580 (16.36s/27.67m) [Shuffling 41] loss 3216.6282 lr 0.3000 vocab_size 561580 (16.46s/27.68m) [Shuffling 42] loss 2981.5857 lr 0.2950 vocab_size 561580 (16.41s/27.68m) [Shuffling 43] loss 3048.5615 lr 0.2900 vocab_size 561580 (16.20s/27.68m) [Shuffling 44] loss 2875.1238 lr 0.2850 vocab_size 561580 (16.45s/27.69m) [Shuffling 45] loss 2826.8484 lr 0.2800 vocab_size 561580 (16.39s/27.70m) [Shuffling 46] loss 2552.0605 lr 0.2750 vocab_size 561580 (16.46s/27.70m) [Shuffling 47] loss 3038.8235 lr 0.2700 vocab_size 561580 (16.13s/27.70m) [Shuffling 48] loss 2598.7651 lr 0.2650 vocab_size 561580 (16.22s/27.70m) [Shuffling 49] loss 2616.4067 lr 0.2600 vocab_size 561580 (16.20s/27.70m) [Shuffling 50] loss 2332.8882 lr 0.2550 vocab_size 561580 (16.56s/27.71m) [Shuffling 51] loss 2577.7759 lr 0.2500 vocab_size 561580 (16.28s/27.71m) [Shuffling 52] loss 2526.5574 lr 0.2451 vocab_size 561580 (16.30s/27.71m) [Shuffling 53] loss 2350.0691 lr 0.2401 vocab_size 561580 (16.25s/27.71m) [Shuffling 54] loss 2517.9373 lr 0.2351 vocab_size 561580 (16.24s/27.71m) [Shuffling 55] loss 2166.0872 lr 0.2301 vocab_size 561580 (16.50s/27.72m) [Shuffling 56] loss 2194.3193 lr 0.2251 vocab_size 561580 (16.22s/27.72m) [Shuffling 57] loss 2033.2329 lr 0.2201 vocab_size 561580 (16.52s/27.72m) [Shuffling 58] loss 2143.5962 lr 0.2151 vocab_size 561580 (16.29s/27.72m) [Shuffling 59] loss 2069.9905 lr 0.2101 vocab_size 561580 (16.26s/27.72m) [Shuffling 60] loss 2086.8052 lr 0.2051 vocab_size 561580 (16.31s/27.73m) [Shuffling 61] loss 2014.4926 lr 0.2001 vocab_size 561580 (16.58s/27.73m) [Shuffling 62] loss 2047.6100 lr 0.1951 vocab_size 561580 (16.31s/27.74m) [Shuffling 63] loss 1765.4561 lr 0.1901 vocab_size 561580 (16.50s/27.74m) [Shuffling 64] loss 1896.9039 lr 0.1851 vocab_size 561580 (16.28s/27.74m) [Shuffling 65] loss 2023.2427 lr 0.1801 vocab_size 561580 (16.28s/27.74m) [Shuffling 66] loss 1883.8374 lr 0.1751 vocab_size 561580 (16.29s/27.74m) [Shuffling 67] loss 1885.0070 lr 0.1701 vocab_size 561580 (16.31s/27.74m) [Shuffling 68] loss 1649.4780 lr 0.1651 vocab_size 561580 (16.61s/27.75m) [Shuffling 69] loss 1627.0232 lr 0.1601 vocab_size 561580 (16.60s/27.76m) [Shuffling 70] loss 1895.2927 lr 0.1551 vocab_size 561580 (16.25s/27.76m) [Shuffling 71] loss 1734.1066 lr 0.1501 vocab_size 561580 (16.28s/27.76m) [Shuffling 72] loss 1789.5891 lr 0.1451 vocab_size 561580 (16.32s/27.76m) [Shuffling 73] loss 1836.3895 lr 0.1401 vocab_size 561580 (16.25s/27.76m) [Shuffling 74] loss 1545.6368 lr 0.1351 vocab_size 561580 (16.64s/27.77m) [Shuffling 75] loss 1569.6886 lr 0.1301 vocab_size 561580 (16.53s/27.77m) [Shuffling 76] loss 1540.8716 lr 0.1251 vocab_size 561580 (16.71s/27.78m) [Shuffling 77] loss 1405.0823 lr 0.1201 vocab_size 561580 (16.71s/27.79m) [Shuffling 78] loss 1335.5320 lr 0.1151 vocab_size 561580 (16.63s/27.80m) [Shuffling 79] loss 1502.7178 lr 0.1101 vocab_size 561580 (16.31s/27.80m) [Shuffling 80] loss 1480.0601 lr 0.1051 vocab_size 561580 (16.39s/27.80m) [Shuffling 81] loss 1711.2295 lr 0.1001 vocab_size 561580 (16.92s/27.81m) [Shuffling 82] loss 1620.8308 lr 0.0951 vocab_size 561580 (16.72s/27.82m) [Shuffling 83] loss 1681.8823 lr 0.0901 vocab_size 561580 (16.61s/27.83m) [Shuffling 84] loss 1596.7419 lr 0.0851 vocab_size 561580 (16.53s/27.83m) [Shuffling 85] loss 1524.9875 lr 0.0801 vocab_size 561580 (16.71s/27.84m) [Shuffling 86] loss 1514.7272 lr 0.0751 vocab_size 561580 (16.52s/27.84m) [Shuffling 87] loss 1466.5778 lr 0.0701 vocab_size 561580 (16.64s/27.85m) [Shuffling 88] loss 1552.0022 lr 0.0651 vocab_size 561580 (16.57s/27.85m) [Shuffling 89] loss 1522.3162 lr 0.0601 vocab_size 561580 (16.45s/27.85m) [Shuffling 90] loss 1286.1764 lr 0.0551 vocab_size 561580 (16.79s/27.86m) [Shuffling 91] loss 1437.2896 lr 0.0501 vocab_size 561580 (16.61s/27.87m) [Shuffling 92] loss 1493.0767 lr 0.0451 vocab_size 561580 (16.62s/27.87m) [Shuffling 93] loss 1326.5239 lr 0.0401 vocab_size 561580 (16.59s/27.88m) [Shuffling 94] loss 1372.9340 lr 0.0351 vocab_size 561580 (16.62s/27.88m) [Shuffling 95] loss 1458.1493 lr 0.0301 vocab_size 561580 (16.62s/27.89m) [Shuffling 96] loss 1579.3414 lr 0.0251 vocab_size 561580 (16.56s/27.89m) [Shuffling 97] loss 1399.5548 lr 0.0201 vocab_size 561580 (16.62s/27.89m) [Shuffling 98] loss 1286.1685 lr 0.0151 vocab_size 561580 (16.82s/27.90m) [Shuffling 99] loss 1160.7965 lr 0.0101 vocab_size 561580 (16.72s/27.91m) [Shuffling 100] loss 1429.1665 lr 0.0051 vocab_size 561580 (38.53s/28.28m) [03/29/24-15:27:16] Training finished, training Time 28.28m