num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.5000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.5000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.5000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-0.5000r/shuffled_datasets {'num_shuffle': 100, 'embed_dim': 100, 'context_len': 50, 'nworkers': 6, 'save_freq': -1, 'save_dir': '/scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile25k/50W100D-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 [03/12/24-19:22:54] Start training [03/12/24-19:22:54] Building vocabulary [03/12/24-19:23:09] Vocabulary size is 100053 [Shuffling 1] loss 555309.8750 lr 0.5000 vocab_size 100053 (8.01s/13.60m) [Shuffling 2] loss 18340.2383 lr 0.4950 vocab_size 100053 (8.06s/13.64m) [Shuffling 3] loss 10287.9961 lr 0.4900 vocab_size 100053 (8.06s/13.66m) [Shuffling 4] loss 7266.3438 lr 0.4850 vocab_size 100053 (8.08s/13.67m) [Shuffling 5] loss 6133.0488 lr 0.4800 vocab_size 100053 (8.10s/13.68m) [Shuffling 6] loss 4741.7065 lr 0.4750 vocab_size 100053 (8.14s/13.70m) [Shuffling 7] loss 3942.7415 lr 0.4700 vocab_size 100053 (8.03s/13.69m) [Shuffling 8] loss 3290.0288 lr 0.4650 vocab_size 100053 (8.11s/13.70m) [Shuffling 9] loss 3272.1843 lr 0.4600 vocab_size 100053 (7.99s/13.69m) [Shuffling 10] loss 2585.9124 lr 0.4550 vocab_size 100053 (8.09s/13.69m) [Shuffling 11] loss 2458.0825 lr 0.4500 vocab_size 100053 (8.05s/13.69m) [Shuffling 12] loss 2265.4946 lr 0.4450 vocab_size 100053 (8.03s/13.69m) [Shuffling 13] loss 2048.2705 lr 0.4400 vocab_size 100053 (8.16s/13.70m) [Shuffling 14] loss 1889.2577 lr 0.4350 vocab_size 100053 (7.98s/13.69m) [Shuffling 15] loss 1859.1952 lr 0.4300 vocab_size 100053 (8.10s/13.69m) [Shuffling 16] loss 1659.6471 lr 0.4250 vocab_size 100053 (8.14s/13.70m) [Shuffling 17] loss 1396.4855 lr 0.4200 vocab_size 100053 (8.18s/13.71m) [Shuffling 18] loss 1428.8785 lr 0.4150 vocab_size 100053 (7.98s/13.70m) [Shuffling 19] loss 1338.6687 lr 0.4100 vocab_size 100053 (8.10s/13.70m) [Shuffling 20] loss 1345.9358 lr 0.4050 vocab_size 100053 (7.94s/13.69m) [Shuffling 21] loss 1183.7216 lr 0.4000 vocab_size 100053 (8.01s/13.69m) [Shuffling 22] loss 1324.3036 lr 0.3950 vocab_size 100053 (7.99s/13.68m) [Shuffling 23] loss 1092.6619 lr 0.3900 vocab_size 100053 (8.01s/13.68m) [Shuffling 24] loss 1261.1925 lr 0.3850 vocab_size 100053 (7.97s/13.67m) [Shuffling 25] loss 1164.6782 lr 0.3800 vocab_size 100053 (7.91s/13.66m) [Shuffling 26] loss 880.9584 lr 0.3750 vocab_size 100053 (8.10s/13.67m) [Shuffling 27] loss 997.0573 lr 0.3700 vocab_size 100053 (7.97s/13.66m) [Shuffling 28] loss 992.7206 lr 0.3650 vocab_size 100053 (7.92s/13.65m) [Shuffling 29] loss 908.8538 lr 0.3600 vocab_size 100053 (8.04s/13.65m) [Shuffling 30] loss 780.7762 lr 0.3550 vocab_size 100053 (8.12s/13.66m) [Shuffling 31] loss 758.3648 lr 0.3500 vocab_size 100053 (8.01s/13.65m) [Shuffling 32] loss 782.1579 lr 0.3450 vocab_size 100053 (7.99s/13.65m) [Shuffling 33] loss 759.9073 lr 0.3400 vocab_size 100053 (7.93s/13.65m) [Shuffling 34] loss 801.2203 lr 0.3350 vocab_size 100053 (7.95s/13.64m) [Shuffling 35] loss 679.9053 lr 0.3300 vocab_size 100053 (8.04s/13.64m) [Shuffling 36] loss 677.2109 lr 0.3250 vocab_size 100053 (8.03s/13.64m) [Shuffling 37] loss 715.4804 lr 0.3200 vocab_size 100053 (8.02s/13.64m) [Shuffling 38] loss 657.6401 lr 0.3150 vocab_size 100053 (7.99s/13.64m) [Shuffling 39] loss 502.6584 lr 0.3100 vocab_size 100053 (8.38s/13.65m) [Shuffling 40] loss 637.6042 lr 0.3050 vocab_size 100053 (8.00s/13.65m) [Shuffling 41] loss 582.1786 lr 0.3000 vocab_size 100053 (7.92s/13.65m) [Shuffling 42] loss 596.0991 lr 0.2950 vocab_size 100053 (8.07s/13.65m) [Shuffling 43] loss 617.8814 lr 0.2900 vocab_size 100053 (8.05s/13.65m) [Shuffling 44] loss 598.1014 lr 0.2850 vocab_size 100053 (7.98s/13.64m) [Shuffling 45] loss 558.4447 lr 0.2800 vocab_size 100053 (7.89s/13.64m) [Shuffling 46] loss 522.7251 lr 0.2750 vocab_size 100053 (7.95s/13.64m) [Shuffling 47] loss 470.3379 lr 0.2700 vocab_size 100053 (8.14s/13.64m) [Shuffling 48] loss 506.4409 lr 0.2650 vocab_size 100053 (7.97s/13.64m) [Shuffling 49] loss 473.8333 lr 0.2600 vocab_size 100053 (8.09s/13.64m) [Shuffling 50] loss 415.5294 lr 0.2550 vocab_size 100053 (7.98s/13.64m) [Shuffling 51] loss 501.4506 lr 0.2500 vocab_size 100053 (8.00s/13.64m) [Shuffling 52] loss 541.3317 lr 0.2451 vocab_size 100053 (7.92s/13.63m) [Shuffling 53] loss 504.9048 lr 0.2401 vocab_size 100053 (8.10s/13.64m) [Shuffling 54] loss 473.3098 lr 0.2351 vocab_size 100053 (7.97s/13.63m) [Shuffling 55] loss 464.3620 lr 0.2301 vocab_size 100053 (7.88s/13.63m) [Shuffling 56] loss 480.6156 lr 0.2251 vocab_size 100053 (8.05s/13.63m) [Shuffling 57] loss 389.1601 lr 0.2201 vocab_size 100053 (8.10s/13.63m) [Shuffling 58] loss 422.9944 lr 0.2151 vocab_size 100053 (8.13s/13.63m) [Shuffling 59] loss 454.6506 lr 0.2101 vocab_size 100053 (7.87s/13.63m) [Shuffling 60] loss 403.1281 lr 0.2051 vocab_size 100053 (8.02s/13.63m) [Shuffling 61] loss 457.3524 lr 0.2001 vocab_size 100053 (8.04s/13.63m) [Shuffling 62] loss 430.2066 lr 0.1951 vocab_size 100053 (8.06s/13.63m) [Shuffling 63] loss 384.5058 lr 0.1901 vocab_size 100053 (8.32s/13.64m) [Shuffling 64] loss 374.0753 lr 0.1851 vocab_size 100053 (8.13s/13.64m) [Shuffling 65] loss 405.1717 lr 0.1801 vocab_size 100053 (7.96s/13.64m) [Shuffling 66] loss 416.3077 lr 0.1751 vocab_size 100053 (7.91s/13.63m) [Shuffling 67] loss 397.8014 lr 0.1701 vocab_size 100053 (8.00s/13.63m) [Shuffling 68] loss 351.7796 lr 0.1651 vocab_size 100053 (7.97s/13.63m) [Shuffling 69] loss 356.8867 lr 0.1601 vocab_size 100053 (7.71s/13.62m) [Shuffling 70] loss 380.6627 lr 0.1551 vocab_size 100053 (7.85s/13.62m) [Shuffling 71] loss 347.0768 lr 0.1501 vocab_size 100053 (7.91s/13.62m) [Shuffling 72] loss 317.8545 lr 0.1451 vocab_size 100053 (7.89s/13.61m) [Shuffling 73] loss 303.4949 lr 0.1401 vocab_size 100053 (8.05s/13.61m) [Shuffling 74] loss 369.3423 lr 0.1351 vocab_size 100053 (7.84s/13.61m) [Shuffling 75] loss 344.4579 lr 0.1301 vocab_size 100053 (7.95s/13.61m) [Shuffling 76] loss 272.4467 lr 0.1251 vocab_size 100053 (8.12s/13.61m) [Shuffling 77] loss 337.9687 lr 0.1201 vocab_size 100053 (8.04s/13.61m) [Shuffling 78] loss 298.4680 lr 0.1151 vocab_size 100053 (7.91s/13.61m) [Shuffling 79] loss 347.9074 lr 0.1101 vocab_size 100053 (7.94s/13.61m) [Shuffling 80] loss 343.0027 lr 0.1051 vocab_size 100053 (7.93s/13.61m) [Shuffling 81] loss 390.3726 lr 0.1001 vocab_size 100053 (7.98s/13.61m) [Shuffling 82] loss 273.0088 lr 0.0951 vocab_size 100053 (7.97s/13.60m) [Shuffling 83] loss 327.9532 lr 0.0901 vocab_size 100053 (7.95s/13.60m) [Shuffling 84] loss 312.7727 lr 0.0851 vocab_size 100053 (7.96s/13.60m) [Shuffling 85] loss 337.5684 lr 0.0801 vocab_size 100053 (7.92s/13.60m) [Shuffling 86] loss 390.1892 lr 0.0751 vocab_size 100053 (7.93s/13.60m) [Shuffling 87] loss 281.2424 lr 0.0701 vocab_size 100053 (7.96s/13.60m) [Shuffling 88] loss 281.2896 lr 0.0651 vocab_size 100053 (7.91s/13.60m) [Shuffling 89] loss 345.5293 lr 0.0601 vocab_size 100053 (7.94s/13.59m) [Shuffling 90] loss 222.1853 lr 0.0551 vocab_size 100053 (8.14s/13.60m) [Shuffling 91] loss 288.5090 lr 0.0501 vocab_size 100053 (8.02s/13.60m) [Shuffling 92] loss 320.1060 lr 0.0451 vocab_size 100053 (8.03s/13.60m) [Shuffling 93] loss 291.5442 lr 0.0401 vocab_size 100053 (7.99s/13.60m) [Shuffling 94] loss 303.6370 lr 0.0351 vocab_size 100053 (8.10s/13.60m) [Shuffling 95] loss 326.2824 lr 0.0301 vocab_size 100053 (7.92s/13.60m) [Shuffling 96] loss 263.3616 lr 0.0251 vocab_size 100053 (8.02s/13.60m) [Shuffling 97] loss 263.5717 lr 0.0201 vocab_size 100053 (7.97s/13.60m) [Shuffling 98] loss 271.2149 lr 0.0151 vocab_size 100053 (7.96s/13.60m) [Shuffling 99] loss 275.4484 lr 0.0101 vocab_size 100053 (7.74s/13.59m) [Shuffling 100] loss 255.9995 lr 0.0051 vocab_size 100053 (7.81s/13.59m) [03/12/24-19:36:30] Training finished, training Time 13.59m