num_sent_processes: 4 [0] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/50W10D-0.1000r/shuffled_datasets [3] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/50W10D-0.1000r/shuffled_datasets [1] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/50W10D-0.1000r/shuffled_datasets [2] Creating shuffled datasets in /scratch/gz5hp/tfbs_region2vec_models/expr_universe_tile5k/50W10D-0.1000r/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_tile5k/50W10D-0.1000r', 'resume': '', 'train_alg': 'cbow', 'min_count': 5, 'neg_samples': 5, 'init_lr': 0.1, 'min_lr': 0.0001, 'lr_mode': 'linear', 'milestones': [], 'hier_softmax': False, 'update_vocab': 'once', 'seed': 0} Using cbow, negative sampling with 5 negative samples [03/12/24-18:59:34] Start training [03/12/24-18:59:34] Building vocabulary [03/12/24-19:00:23] Vocabulary size is 251084 [Shuffling 1] loss 5259145.5000 lr 0.1000 vocab_size 251084 (14.30s/24.66m) [Shuffling 2] loss 4889189.5000 lr 0.0990 vocab_size 251084 (13.30s/23.84m) [Shuffling 3] loss 4424131.5000 lr 0.0980 vocab_size 251084 (12.17s/22.94m) [Shuffling 4] loss 4710405.5000 lr 0.0970 vocab_size 251084 (11.09s/22.03m) [Shuffling 5] loss 4408054.5000 lr 0.0960 vocab_size 251084 (11.31s/21.57m) [Shuffling 6] loss 4488380.5000 lr 0.0950 vocab_size 251084 (12.20s/21.51m) [Shuffling 7] loss 4568797.5000 lr 0.0940 vocab_size 251084 (12.29s/21.49m) [Shuffling 8] loss 4612094.0000 lr 0.0930 vocab_size 251084 (11.57s/21.32m) [Shuffling 9] loss 4546433.5000 lr 0.0920 vocab_size 251084 (11.15s/21.11m) [Shuffling 10] loss 4484547.0000 lr 0.0910 vocab_size 251084 (12.00s/21.09m) [Shuffling 11] loss 4399813.0000 lr 0.0900 vocab_size 251084 (13.31s/21.26m) [Shuffling 12] loss 4507852.0000 lr 0.0890 vocab_size 251084 (11.69s/21.19m) [Shuffling 13] loss 4418101.0000 lr 0.0880 vocab_size 251084 (10.90s/21.02m) [Shuffling 14] loss 4346522.5000 lr 0.0870 vocab_size 251084 (12.28s/21.05m) [Shuffling 15] loss 4522052.0000 lr 0.0860 vocab_size 251084 (13.15s/21.16m) [Shuffling 16] loss 4562384.5000 lr 0.0850 vocab_size 251084 (11.45s/21.08m) [Shuffling 17] loss 4487181.5000 lr 0.0840 vocab_size 251084 (11.00s/20.97m) [Shuffling 18] loss 4390882.5000 lr 0.0830 vocab_size 251084 (11.15s/20.89m) [Shuffling 19] loss 4512035.0000 lr 0.0820 vocab_size 251084 (13.83s/21.05m) [Shuffling 20] loss 4454144.5000 lr 0.0810 vocab_size 251084 (11.84s/21.03m) [Shuffling 21] loss 4510617.0000 lr 0.0800 vocab_size 251084 (10.93s/20.93m) [Shuffling 22] loss 4501032.5000 lr 0.0790 vocab_size 251084 (11.20s/20.87m) [Shuffling 23] loss 4596843.5000 lr 0.0780 vocab_size 251084 (14.54s/21.05m) [Shuffling 24] loss 4530070.5000 lr 0.0770 vocab_size 251084 (10.66s/20.95m) [Shuffling 25] loss 4332645.5000 lr 0.0760 vocab_size 251084 (11.40s/20.91m) [Shuffling 26] loss 4510077.0000 lr 0.0750 vocab_size 251084 (10.80s/20.83m) [Shuffling 27] loss 4421501.0000 lr 0.0740 vocab_size 251084 (12.81s/20.88m) [Shuffling 28] loss 4434599.0000 lr 0.0730 vocab_size 251084 (11.85s/20.87m) [Shuffling 29] loss 4412867.5000 lr 0.0720 vocab_size 251084 (10.77s/20.80m) [Shuffling 30] loss 4339279.5000 lr 0.0710 vocab_size 251084 (12.15s/20.81m) [Shuffling 31] loss 4435311.5000 lr 0.0700 vocab_size 251084 (12.20s/20.83m) [Shuffling 32] loss 4481940.5000 lr 0.0690 vocab_size 251084 (11.07s/20.78m) [Shuffling 33] loss 4338159.0000 lr 0.0680 vocab_size 251084 (12.13s/20.79m) [Shuffling 34] loss 4290781.0000 lr 0.0670 vocab_size 251084 (11.03s/20.74m) [Shuffling 35] loss 4259051.5000 lr 0.0660 vocab_size 251084 (13.71s/20.83m) [Shuffling 36] loss 4415839.5000 lr 0.0650 vocab_size 251084 (10.67s/20.77m) [Shuffling 37] loss 4455641.5000 lr 0.0640 vocab_size 251084 (11.36s/20.74m) [Shuffling 38] loss 4455837.0000 lr 0.0630 vocab_size 251084 (11.14s/20.71m) [Shuffling 39] loss 4300146.0000 lr 0.0620 vocab_size 251084 (12.96s/20.75m) [Shuffling 40] loss 4426892.5000 lr 0.0610 vocab_size 251084 (12.00s/20.75m) [Shuffling 41] loss 4388902.5000 lr 0.0600 vocab_size 251084 (11.43s/20.73m) [Shuffling 42] loss 4397317.0000 lr 0.0590 vocab_size 251084 (10.88s/20.69m) [Shuffling 43] loss 4253841.5000 lr 0.0580 vocab_size 251084 (13.39s/20.75m) [Shuffling 44] loss 4385273.0000 lr 0.0570 vocab_size 251084 (11.01s/20.72m) [Shuffling 45] loss 4354925.0000 lr 0.0560 vocab_size 251084 (10.48s/20.66m) [Shuffling 46] loss 4198322.0000 lr 0.0550 vocab_size 251084 (11.46s/20.65m) [Shuffling 47] loss 4338987.0000 lr 0.0540 vocab_size 251084 (14.85s/20.75m) [Shuffling 48] loss 4270049.5000 lr 0.0530 vocab_size 251084 (11.62s/20.74m) [Shuffling 49] loss 4308259.0000 lr 0.0520 vocab_size 251084 (11.26s/20.72m) [Shuffling 50] loss 4316722.0000 lr 0.0510 vocab_size 251084 (10.78s/20.68m) [Shuffling 51] loss 4394712.0000 lr 0.0500 vocab_size 251084 (12.07s/20.69m) [Shuffling 52] loss 4373500.0000 lr 0.0491 vocab_size 251084 (12.38s/20.70m) [Shuffling 53] loss 4372436.5000 lr 0.0481 vocab_size 251084 (11.32s/20.68m) [Shuffling 54] loss 4342463.5000 lr 0.0471 vocab_size 251084 (10.54s/20.64m) [Shuffling 55] loss 4346515.0000 lr 0.0461 vocab_size 251084 (12.19s/20.65m) [Shuffling 56] loss 4368197.0000 lr 0.0451 vocab_size 251084 (13.81s/20.71m) [Shuffling 57] loss 4317244.0000 lr 0.0441 vocab_size 251084 (11.42s/20.70m) [Shuffling 58] loss 4091301.5000 lr 0.0431 vocab_size 251084 (11.52s/20.69m) [Shuffling 59] loss 4337673.0000 lr 0.0421 vocab_size 251084 (11.94s/20.69m) [Shuffling 60] loss 4289288.0000 lr 0.0411 vocab_size 251084 (12.13s/20.69m) [Shuffling 61] loss 4351117.0000 lr 0.0401 vocab_size 251084 (11.79s/20.69m) [Shuffling 62] loss 4373046.5000 lr 0.0391 vocab_size 251084 (11.89s/20.69m) [Shuffling 63] loss 4159394.2500 lr 0.0381 vocab_size 251084 (11.64s/20.68m) [Shuffling 64] loss 4240790.5000 lr 0.0371 vocab_size 251084 (12.15s/20.69m) [Shuffling 65] loss 4267618.5000 lr 0.0361 vocab_size 251084 (10.79s/20.66m) [Shuffling 66] loss 4039128.2500 lr 0.0351 vocab_size 251084 (12.86s/20.69m) [Shuffling 67] loss 4203747.5000 lr 0.0341 vocab_size 251084 (11.31s/20.67m) [Shuffling 68] loss 4178668.0000 lr 0.0331 vocab_size 251084 (10.66s/20.64m) [Shuffling 69] loss 4203269.0000 lr 0.0321 vocab_size 251084 (11.20s/20.63m) [Shuffling 70] loss 4285442.5000 lr 0.0311 vocab_size 251084 (12.99s/20.65m) [Shuffling 71] loss 4080937.5000 lr 0.0301 vocab_size 251084 (12.55s/20.67m) [Shuffling 72] loss 4015135.5000 lr 0.0291 vocab_size 251084 (11.71s/20.67m) [Shuffling 73] loss 4218213.0000 lr 0.0281 vocab_size 251084 (11.78s/20.66m) [Shuffling 74] loss 4089993.0000 lr 0.0271 vocab_size 251084 (11.83s/20.66m) [Shuffling 75] loss 4252199.5000 lr 0.0261 vocab_size 251084 (11.40s/20.65m) [Shuffling 76] loss 4217206.5000 lr 0.0251 vocab_size 251084 (11.07s/20.63m) [Shuffling 77] loss 4229917.5000 lr 0.0241 vocab_size 251084 (13.36s/20.67m) [Shuffling 78] loss 4299781.0000 lr 0.0231 vocab_size 251084 (11.62s/20.66m) [Shuffling 79] loss 4053808.7500 lr 0.0221 vocab_size 251084 (11.45s/20.65m) [Shuffling 80] loss 4150698.0000 lr 0.0211 vocab_size 251084 (11.95s/20.65m) [Shuffling 81] loss 4250220.0000 lr 0.0201 vocab_size 251084 (11.84s/20.65m) [Shuffling 82] loss 4297799.5000 lr 0.0191 vocab_size 251084 (11.88s/20.65m) [Shuffling 83] loss 4156386.0000 lr 0.0181 vocab_size 251084 (11.32s/20.64m) [Shuffling 84] loss 4317346.5000 lr 0.0171 vocab_size 251084 (11.64s/20.64m) [Shuffling 85] loss 4172481.5000 lr 0.0161 vocab_size 251084 (12.92s/20.66m) [Shuffling 86] loss 4137947.7500 lr 0.0151 vocab_size 251084 (10.93s/20.64m) [Shuffling 87] loss 3952558.2500 lr 0.0141 vocab_size 251084 (11.39s/20.63m) [Shuffling 88] loss 4040701.0000 lr 0.0131 vocab_size 251084 (12.25s/20.64m) [Shuffling 89] loss 4199824.0000 lr 0.0121 vocab_size 251084 (12.54s/20.65m) [Shuffling 90] loss 4171622.5000 lr 0.0111 vocab_size 251084 (11.34s/20.64m) [Shuffling 91] loss 4045423.2500 lr 0.0101 vocab_size 251084 (11.48s/20.63m) [Shuffling 92] loss 3934662.0000 lr 0.0091 vocab_size 251084 (10.93s/20.62m) [Shuffling 93] loss 4103958.7500 lr 0.0081 vocab_size 251084 (12.46s/20.63m) [Shuffling 94] loss 4157950.0000 lr 0.0071 vocab_size 251084 (12.27s/20.64m) [Shuffling 95] loss 4094486.5000 lr 0.0061 vocab_size 251084 (10.79s/20.62m) [Shuffling 96] loss 4076758.5000 lr 0.0051 vocab_size 251084 (11.02s/20.60m) [Shuffling 97] loss 4029011.2500 lr 0.0041 vocab_size 251084 (12.19s/20.61m) [Shuffling 98] loss 4093388.7500 lr 0.0031 vocab_size 251084 (12.33s/20.62m) [Shuffling 99] loss 4151677.5000 lr 0.0021 vocab_size 251084 (10.95s/20.60m) [Shuffling 100] loss 4101064.2500 lr 0.0011 vocab_size 251084 (13.81s/20.63m) [03/12/24-19:20:12] Training finished, training Time 20.63m