num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W100D-0.0250r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W100D-0.0250r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W100D-0.0250r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile1k/50W100D-0.0250r/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_tile1k/50W100D-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 [03/12/24-18:06:30] Start training [03/12/24-18:06:30] Building vocabulary [03/12/24-18:07:02] Vocabulary size is 426964 [Shuffling 1] loss 8540221.0000 lr 0.0250 vocab_size 426964 (18.89s/32.03m) [Shuffling 2] loss 6484555.5000 lr 0.0248 vocab_size 426964 (18.39s/31.61m) [Shuffling 3] loss 5931317.0000 lr 0.0245 vocab_size 426964 (17.24s/30.84m) [Shuffling 4] loss 5825987.5000 lr 0.0243 vocab_size 426964 (17.81s/30.69m) [Shuffling 5] loss 5696359.0000 lr 0.0240 vocab_size 426964 (17.86s/30.61m) [Shuffling 6] loss 5544381.0000 lr 0.0238 vocab_size 426964 (18.38s/30.71m) [Shuffling 7] loss 5283820.0000 lr 0.0235 vocab_size 426964 (18.71s/30.85m) [Shuffling 8] loss 5337214.0000 lr 0.0233 vocab_size 426964 (17.82s/30.78m) [Shuffling 9] loss 5054447.0000 lr 0.0230 vocab_size 426964 (18.38s/30.82m) [Shuffling 10] loss 5282484.5000 lr 0.0228 vocab_size 426964 (18.31s/30.85m) [Shuffling 11] loss 5322562.0000 lr 0.0225 vocab_size 426964 (18.01s/30.82m) [Shuffling 12] loss 4993802.5000 lr 0.0223 vocab_size 426964 (18.60s/30.89m) [Shuffling 13] loss 5137494.0000 lr 0.0220 vocab_size 426964 (17.34s/30.78m) [Shuffling 14] loss 5227460.5000 lr 0.0218 vocab_size 426964 (17.98s/30.76m) [Shuffling 15] loss 5050810.5000 lr 0.0215 vocab_size 426964 (17.01s/30.63m) [Shuffling 16] loss 4929594.5000 lr 0.0213 vocab_size 426964 (18.30s/30.66m) [Shuffling 17] loss 5175290.0000 lr 0.0210 vocab_size 426964 (18.40s/30.69m) [Shuffling 18] loss 4832103.5000 lr 0.0208 vocab_size 426964 (18.71s/30.75m) [Shuffling 19] loss 5087415.5000 lr 0.0205 vocab_size 426964 (17.82s/30.73m) [Shuffling 20] loss 5028937.5000 lr 0.0203 vocab_size 426964 (17.62s/30.69m) [Shuffling 21] loss 5011740.5000 lr 0.0200 vocab_size 426964 (18.41s/30.71m) [Shuffling 22] loss 5097176.5000 lr 0.0198 vocab_size 426964 (17.88s/30.70m) [Shuffling 23] loss 4934289.5000 lr 0.0195 vocab_size 426964 (18.14s/30.70m) [Shuffling 24] loss 5093311.0000 lr 0.0193 vocab_size 426964 (17.57s/30.66m) [Shuffling 25] loss 4425872.5000 lr 0.0190 vocab_size 426964 (18.90s/30.72m) [Shuffling 26] loss 4906205.5000 lr 0.0188 vocab_size 426964 (17.99s/30.71m) [Shuffling 27] loss 4615868.0000 lr 0.0185 vocab_size 426964 (17.81s/30.70m) [Shuffling 28] loss 4888829.0000 lr 0.0183 vocab_size 426964 (17.91s/30.69m) [Shuffling 29] loss 4889054.5000 lr 0.0180 vocab_size 426964 (17.74s/30.67m) [Shuffling 30] loss 4964650.5000 lr 0.0178 vocab_size 426964 (17.85s/30.65m) [Shuffling 31] loss 5038295.0000 lr 0.0175 vocab_size 426964 (18.62s/30.68m) [Shuffling 32] loss 4963204.0000 lr 0.0173 vocab_size 426964 (18.47s/30.71m) [Shuffling 33] loss 4955390.0000 lr 0.0170 vocab_size 426964 (18.21s/30.71m) [Shuffling 34] loss 4783648.0000 lr 0.0168 vocab_size 426964 (17.56s/30.69m) [Shuffling 35] loss 4772548.0000 lr 0.0165 vocab_size 426964 (18.03s/30.68m) [Shuffling 36] loss 4667751.5000 lr 0.0163 vocab_size 426964 (18.15s/30.69m) [Shuffling 37] loss 4742459.0000 lr 0.0160 vocab_size 426964 (18.27s/30.70m) [Shuffling 38] loss 4912219.5000 lr 0.0158 vocab_size 426964 (17.96s/30.69m) [Shuffling 39] loss 4834693.5000 lr 0.0155 vocab_size 426964 (17.77s/30.68m) [Shuffling 40] loss 4924368.5000 lr 0.0153 vocab_size 426964 (18.13s/30.68m) [Shuffling 41] loss 4052095.2500 lr 0.0150 vocab_size 426964 (19.32s/30.73m) [Shuffling 42] loss 4833603.0000 lr 0.0148 vocab_size 426964 (17.72s/30.71m) [Shuffling 43] loss 4668988.0000 lr 0.0145 vocab_size 426964 (17.01s/30.67m) [Shuffling 44] loss 4719861.0000 lr 0.0143 vocab_size 426964 (17.37s/30.65m) [Shuffling 45] loss 4786875.0000 lr 0.0140 vocab_size 426964 (17.41s/30.62m) [Shuffling 46] loss 4745868.0000 lr 0.0138 vocab_size 426964 (17.27s/30.59m) [Shuffling 47] loss 4741801.0000 lr 0.0135 vocab_size 426964 (18.02s/30.59m) [Shuffling 48] loss 4411384.5000 lr 0.0133 vocab_size 426964 (18.32s/30.60m) [Shuffling 49] loss 4017051.0000 lr 0.0130 vocab_size 426964 (19.07s/30.64m) [Shuffling 50] loss 4656188.0000 lr 0.0128 vocab_size 426964 (17.16s/30.61m) [Shuffling 51] loss 4712429.5000 lr 0.0126 vocab_size 426964 (16.98s/30.57m) [Shuffling 52] loss 4772728.0000 lr 0.0123 vocab_size 426964 (18.24s/30.58m) [Shuffling 53] loss 4721319.5000 lr 0.0121 vocab_size 426964 (17.47s/30.56m) [Shuffling 54] loss 4852355.0000 lr 0.0118 vocab_size 426964 (18.19s/30.57m) [Shuffling 55] loss 4832359.0000 lr 0.0116 vocab_size 426964 (18.50s/30.58m) [Shuffling 56] loss 4572030.0000 lr 0.0113 vocab_size 426964 (17.62s/30.57m) [Shuffling 57] loss 4526617.0000 lr 0.0111 vocab_size 426964 (18.25s/30.58m) [Shuffling 58] loss 4677624.0000 lr 0.0108 vocab_size 426964 (18.01s/30.58m) [Shuffling 59] loss 4891805.0000 lr 0.0106 vocab_size 426964 (18.61s/30.60m) [Shuffling 60] loss 4658384.0000 lr 0.0103 vocab_size 426964 (18.74s/30.62m) [Shuffling 61] loss 4620244.5000 lr 0.0101 vocab_size 426964 (18.18s/30.62m) [Shuffling 62] loss 4593309.5000 lr 0.0098 vocab_size 426964 (17.43s/30.60m) [Shuffling 63] loss 4739873.5000 lr 0.0096 vocab_size 426964 (17.86s/30.60m) [Shuffling 64] loss 4569750.0000 lr 0.0093 vocab_size 426964 (17.65s/30.59m) [Shuffling 65] loss 4589595.5000 lr 0.0091 vocab_size 426964 (17.56s/30.58m) [Shuffling 66] loss 4548555.0000 lr 0.0088 vocab_size 426964 (17.38s/30.56m) [Shuffling 67] loss 4630722.5000 lr 0.0086 vocab_size 426964 (17.98s/30.56m) [Shuffling 68] loss 4651922.0000 lr 0.0083 vocab_size 426964 (18.71s/30.58m) [Shuffling 69] loss 4731404.5000 lr 0.0081 vocab_size 426964 (18.80s/30.60m) [Shuffling 70] loss 4605005.5000 lr 0.0078 vocab_size 426964 (19.07s/30.62m) [Shuffling 71] loss 4470876.0000 lr 0.0076 vocab_size 426964 (18.83s/30.64m) [Shuffling 72] loss 4555937.5000 lr 0.0073 vocab_size 426964 (18.46s/30.65m) [Shuffling 73] loss 4130618.0000 lr 0.0071 vocab_size 426964 (18.93s/30.67m) [Shuffling 74] loss 4478374.5000 lr 0.0068 vocab_size 426964 (17.55s/30.66m) [Shuffling 75] loss 4782373.5000 lr 0.0066 vocab_size 426964 (18.28s/30.66m) [Shuffling 76] loss 4672670.5000 lr 0.0063 vocab_size 426964 (18.23s/30.67m) [Shuffling 77] loss 4491524.5000 lr 0.0061 vocab_size 426964 (17.37s/30.65m) [Shuffling 78] loss 4582512.0000 lr 0.0058 vocab_size 426964 (17.88s/30.65m) [Shuffling 79] loss 4545966.0000 lr 0.0056 vocab_size 426964 (18.08s/30.65m) [Shuffling 80] loss 4732357.5000 lr 0.0053 vocab_size 426964 (18.52s/30.66m) [Shuffling 81] loss 4703757.5000 lr 0.0051 vocab_size 426964 (18.68s/30.67m) [Shuffling 82] loss 4516957.5000 lr 0.0048 vocab_size 426964 (17.38s/30.66m) [Shuffling 83] loss 4395116.0000 lr 0.0046 vocab_size 426964 (17.22s/30.64m) [Shuffling 84] loss 4529742.5000 lr 0.0043 vocab_size 426964 (18.71s/30.65m) [Shuffling 85] loss 4475398.5000 lr 0.0041 vocab_size 426964 (17.69s/30.65m) [Shuffling 86] loss 4693243.5000 lr 0.0038 vocab_size 426964 (17.77s/30.64m) [Shuffling 87] loss 4436096.5000 lr 0.0036 vocab_size 426964 (17.84s/30.64m) [Shuffling 88] loss 4630561.0000 lr 0.0033 vocab_size 426964 (18.12s/30.64m) [Shuffling 89] loss 4230919.5000 lr 0.0031 vocab_size 426964 (18.07s/30.64m) [Shuffling 90] loss 4645230.0000 lr 0.0028 vocab_size 426964 (17.26s/30.62m) [Shuffling 91] loss 4549524.0000 lr 0.0026 vocab_size 426964 (16.50s/30.60m) [Shuffling 92] loss 4287021.0000 lr 0.0023 vocab_size 426964 (17.79s/30.59m) [Shuffling 93] loss 4490344.0000 lr 0.0021 vocab_size 426964 (16.67s/30.57m) [Shuffling 94] loss 4521311.5000 lr 0.0018 vocab_size 426964 (17.07s/30.55m) [Shuffling 95] loss 4471053.5000 lr 0.0016 vocab_size 426964 (19.86s/30.58m) [Shuffling 96] loss 4576058.5000 lr 0.0013 vocab_size 426964 (17.56s/30.58m) [Shuffling 97] loss 4443053.0000 lr 0.0011 vocab_size 426964 (34.27s/30.86m) [Shuffling 98] loss 4241339.0000 lr 0.0008 vocab_size 426964 (37.73s/31.19m) [Shuffling 99] loss 4723746.0000 lr 0.0006 vocab_size 426964 (34.02s/31.45m) [Shuffling 100] loss 4395484.5000 lr 0.0003 vocab_size 426964 (34.25s/31.71m) [03/12/24-18:38:12] Training finished, training Time 31.71m