Read yelp2018 dataset done! u_num: 31668, i_num: 38048
Load a pre-trained model
 UL AUC before unlearning: 0.5051
ACC AUC before unlearning: 0.8838
NDCG@20 before unlearning: 0.0277
[LASER] START TRAINING. CURRENT TIME: 0.00min.
Start grouping!
Finish grouping!
[LASER] INFLUENCED GROUPS: {0, 1, 2}, current time: 0.09min.
[LASER] START training 3 SEQ_MODELS, current time: 0.09min.
[LASER] START training seq_model 0, current time: 0.09min.
LASER Seq-model 0, Epoch [1/2000], Runs: 849, Loss: 0.7507, UL AUC: 0.5232, ACC AUC: 0.4994, ACC NDCG@20: 0.0004, Seq_model training time: 0.18min
LASER Seq-model 0, Epoch [2/2000], Runs: 849, Loss: 0.6963, UL AUC: 0.5351, ACC AUC: 0.4996, ACC NDCG@20: 0.0004, Seq_model training time: 0.33min
LASER Seq-model 0, Epoch [3/2000], Runs: 849, Loss: 0.6687, UL AUC: 0.5433, ACC AUC: 0.4999, ACC NDCG@20: 0.0005, Seq_model training time: 0.49min
LASER Seq-model 0, Epoch [4/2000], Runs: 849, Loss: 0.6515, UL AUC: 0.5491, ACC AUC: 0.5003, ACC NDCG@20: 0.0004, Seq_model training time: 0.64min
LASER Seq-model 0, Epoch [5/2000], Runs: 849, Loss: 0.6395, UL AUC: 0.5545, ACC AUC: 0.5010, ACC NDCG@20: 0.0004, Seq_model training time: 0.80min
LASER Seq-model 0, Epoch [6/2000], Runs: 849, Loss: 0.6302, UL AUC: 0.5590, ACC AUC: 0.5016, ACC NDCG@20: 0.0005, Seq_model training time: 0.96min
LASER Seq-model 0, Epoch [7/2000], Runs: 849, Loss: 0.6211, UL AUC: 0.5628, ACC AUC: 0.5029, ACC NDCG@20: 0.0005, Seq_model training time: 1.11min
LASER Seq-model 0, Epoch [8/2000], Runs: 849, Loss: 0.6131, UL AUC: 0.5657, ACC AUC: 0.5043, ACC NDCG@20: 0.0004, Seq_model training time: 1.26min
LASER Seq-model 0, Epoch [9/2000], Runs: 849, Loss: 0.6041, UL AUC: 0.5680, ACC AUC: 0.5061, ACC NDCG@20: 0.0005, Seq_model training time: 1.42min
LASER Seq-model 0, Epoch [10/2000], Runs: 849, Loss: 0.5940, UL AUC: 0.5700, ACC AUC: 0.5088, ACC NDCG@20: 0.0005, Seq_model training time: 1.58min
LASER Seq-model 0, Epoch [11/2000], Runs: 849, Loss: 0.5829, UL AUC: 0.5719, ACC AUC: 0.5121, ACC NDCG@20: 0.0005, Seq_model training time: 1.73min
LASER Seq-model 0, Epoch [12/2000], Runs: 849, Loss: 0.5684, UL AUC: 0.5733, ACC AUC: 0.5166, ACC NDCG@20: 0.0006, Seq_model training time: 1.89min
LASER Seq-model 0, Epoch [13/2000], Runs: 849, Loss: 0.5503, UL AUC: 0.5745, ACC AUC: 0.5224, ACC NDCG@20: 0.0008, Seq_model training time: 2.04min
LASER Seq-model 0, Epoch [14/2000], Runs: 849, Loss: 0.5301, UL AUC: 0.5764, ACC AUC: 0.5298, ACC NDCG@20: 0.0011, Seq_model training time: 2.20min
LASER Seq-model 0, Epoch [15/2000], Runs: 849, Loss: 0.5076, UL AUC: 0.5776, ACC AUC: 0.5388, ACC NDCG@20: 0.0015, Seq_model training time: 2.36min
LASER Seq-model 0, Epoch [16/2000], Runs: 849, Loss: 0.4856, UL AUC: 0.5797, ACC AUC: 0.5481, ACC NDCG@20: 0.0019, Seq_model training time: 2.51min
LASER Seq-model 0, Epoch [17/2000], Runs: 849, Loss: 0.4664, UL AUC: 0.5808, ACC AUC: 0.5569, ACC NDCG@20: 0.0022, Seq_model training time: 2.67min
LASER Seq-model 0, Epoch [18/2000], Runs: 849, Loss: 0.4512, UL AUC: 0.5834, ACC AUC: 0.5645, ACC NDCG@20: 0.0024, Seq_model training time: 2.82min
LASER Seq-model 0, Epoch [19/2000], Runs: 849, Loss: 0.4385, UL AUC: 0.5861, ACC AUC: 0.5712, ACC NDCG@20: 0.0025, Seq_model training time: 2.98min
LASER Seq-model 0, Epoch [20/2000], Runs: 849, Loss: 0.4284, UL AUC: 0.5882, ACC AUC: 0.5769, ACC NDCG@20: 0.0025, Seq_model training time: 3.14min
LASER Seq-model 0, Epoch [21/2000], Runs: 849, Loss: 0.4201, UL AUC: 0.5898, ACC AUC: 0.5814, ACC NDCG@20: 0.0026, Seq_model training time: 3.29min
LASER Seq-model 0, Epoch [22/2000], Runs: 849, Loss: 0.4136, UL AUC: 0.5919, ACC AUC: 0.5855, ACC NDCG@20: 0.0025, Seq_model training time: 3.45min
LASER Seq-model 0, Epoch [23/2000], Runs: 849, Loss: 0.4084, UL AUC: 0.5936, ACC AUC: 0.5889, ACC NDCG@20: 0.0024, Seq_model training time: 3.61min
LASER Seq-model 0, Epoch [24/2000], Runs: 849, Loss: 0.4035, UL AUC: 0.5959, ACC AUC: 0.5917, ACC NDCG@20: 0.0023, Seq_model training time: 3.76min
LASER Seq-model 0, Epoch [25/2000], Runs: 849, Loss: 0.3994, UL AUC: 0.5970, ACC AUC: 0.5945, ACC NDCG@20: 0.0024, Seq_model training time: 3.92min
LASER Seq-model 0, Epoch [26/2000], Runs: 849, Loss: 0.3961, UL AUC: 0.5994, ACC AUC: 0.5968, ACC NDCG@20: 0.0025, Seq_model training time: 4.07min
LASER Seq-model 0, Epoch [27/2000], Runs: 849, Loss: 0.3927, UL AUC: 0.6015, ACC AUC: 0.5994, ACC NDCG@20: 0.0026, Seq_model training time: 4.23min
LASER Seq-model 0, Epoch [28/2000], Runs: 849, Loss: 0.3899, UL AUC: 0.6030, ACC AUC: 0.6017, ACC NDCG@20: 0.0027, Seq_model training time: 4.39min
LASER Seq-model 0, Epoch [29/2000], Runs: 849, Loss: 0.3872, UL AUC: 0.6044, ACC AUC: 0.6038, ACC NDCG@20: 0.0029, Seq_model training time: 4.54min
LASER Seq-model 0, Epoch [30/2000], Runs: 849, Loss: 0.3845, UL AUC: 0.6063, ACC AUC: 0.6060, ACC NDCG@20: 0.0030, Seq_model training time: 4.70min
LASER Seq-model 0, Epoch [31/2000], Runs: 849, Loss: 0.3823, UL AUC: 0.6082, ACC AUC: 0.6075, ACC NDCG@20: 0.0031, Seq_model training time: 4.85min
LASER Seq-model 0, Epoch [32/2000], Runs: 849, Loss: 0.3800, UL AUC: 0.6101, ACC AUC: 0.6095, ACC NDCG@20: 0.0035, Seq_model training time: 5.01min
LASER Seq-model 0, Epoch [33/2000], Runs: 849, Loss: 0.3780, UL AUC: 0.6124, ACC AUC: 0.6108, ACC NDCG@20: 0.0036, Seq_model training time: 5.16min
LASER Seq-model 0, Epoch [34/2000], Runs: 849, Loss: 0.3762, UL AUC: 0.6138, ACC AUC: 0.6122, ACC NDCG@20: 0.0037, Seq_model training time: 5.32min
LASER Seq-model 0, Epoch [35/2000], Runs: 849, Loss: 0.3744, UL AUC: 0.6156, ACC AUC: 0.6133, ACC NDCG@20: 0.0039, Seq_model training time: 5.48min
LASER Seq-model 0, Epoch [36/2000], Runs: 849, Loss: 0.3727, UL AUC: 0.6165, ACC AUC: 0.6144, ACC NDCG@20: 0.0040, Seq_model training time: 5.64min
LASER Seq-model 0, Epoch [37/2000], Runs: 849, Loss: 0.3713, UL AUC: 0.6172, ACC AUC: 0.6155, ACC NDCG@20: 0.0040, Seq_model training time: 5.79min
LASER Seq-model 0, Epoch [38/2000], Runs: 849, Loss: 0.3699, UL AUC: 0.6182, ACC AUC: 0.6167, ACC NDCG@20: 0.0042, Seq_model training time: 5.95min
LASER Seq-model 0, Epoch [39/2000], Runs: 849, Loss: 0.3683, UL AUC: 0.6196, ACC AUC: 0.6174, ACC NDCG@20: 0.0043, Seq_model training time: 6.10min
LASER Seq-model 0, Epoch [40/2000], Runs: 849, Loss: 0.3671, UL AUC: 0.6192, ACC AUC: 0.6182, ACC NDCG@20: 0.0044, Seq_model training time: 6.26min
LASER Seq-model 0, Epoch [41/2000], Runs: 849, Loss: 0.3659, UL AUC: 0.6186, ACC AUC: 0.6188, ACC NDCG@20: 0.0046, Seq_model training time: 6.42min
LASER Seq-model 0, Epoch [42/2000], Runs: 849, Loss: 0.3649, UL AUC: 0.6191, ACC AUC: 0.6197, ACC NDCG@20: 0.0047, Seq_model training time: 6.57min
LASER Seq-model 0, Epoch [43/2000], Runs: 849, Loss: 0.3637, UL AUC: 0.6194, ACC AUC: 0.6209, ACC NDCG@20: 0.0047, Seq_model training time: 6.72min
LASER Seq-model 0, Epoch [44/2000], Runs: 849, Loss: 0.3626, UL AUC: 0.6201, ACC AUC: 0.6218, ACC NDCG@20: 0.0048, Seq_model training time: 6.88min
LASER Seq-model 0, Epoch [45/2000], Runs: 849, Loss: 0.3617, UL AUC: 0.6205, ACC AUC: 0.6225, ACC NDCG@20: 0.0048, Seq_model training time: 7.03min
LASER Seq-model 0, Epoch [46/2000], Runs: 849, Loss: 0.3607, UL AUC: 0.6200, ACC AUC: 0.6237, ACC NDCG@20: 0.0048, Seq_model training time: 7.19min
LASER Seq-model 0, Epoch [47/2000], Runs: 849, Loss: 0.3598, UL AUC: 0.6194, ACC AUC: 0.6242, ACC NDCG@20: 0.0050, Seq_model training time: 7.35min
LASER Seq-model 0, Epoch [48/2000], Runs: 849, Loss: 0.3589, UL AUC: 0.6192, ACC AUC: 0.6250, ACC NDCG@20: 0.0052, Seq_model training time: 7.50min
LASER Seq-model 0, Epoch [49/2000], Runs: 849, Loss: 0.3581, UL AUC: 0.6188, ACC AUC: 0.6259, ACC NDCG@20: 0.0053, Seq_model training time: 7.65min
LASER Seq-model 0, Epoch [50/2000], Runs: 849, Loss: 0.3572, UL AUC: 0.6185, ACC AUC: 0.6268, ACC NDCG@20: 0.0052, Seq_model training time: 7.80min
LASER Seq-model 0, Epoch [51/2000], Runs: 849, Loss: 0.3565, UL AUC: 0.6183, ACC AUC: 0.6275, ACC NDCG@20: 0.0054, Seq_model training time: 7.96min
LASER Seq-model 0, Epoch [52/2000], Runs: 849, Loss: 0.3556, UL AUC: 0.6183, ACC AUC: 0.6280, ACC NDCG@20: 0.0054, Seq_model training time: 8.11min
LASER Seq-model 0, Epoch [53/2000], Runs: 849, Loss: 0.3550, UL AUC: 0.6177, ACC AUC: 0.6286, ACC NDCG@20: 0.0056, Seq_model training time: 8.27min
LASER Seq-model 0, Epoch [54/2000], Runs: 849, Loss: 0.3543, UL AUC: 0.6177, ACC AUC: 0.6295, ACC NDCG@20: 0.0056, Seq_model training time: 8.43min
LASER Seq-model 0, Epoch [55/2000], Runs: 849, Loss: 0.3537, UL AUC: 0.6168, ACC AUC: 0.6301, ACC NDCG@20: 0.0055, Seq_model training time: 8.58min
LASER Seq-model 0, Epoch [56/2000], Runs: 849, Loss: 0.3530, UL AUC: 0.6165, ACC AUC: 0.6305, ACC NDCG@20: 0.0056, Seq_model training time: 8.73min
LASER Seq-model 0, Epoch [57/2000], Runs: 849, Loss: 0.3524, UL AUC: 0.6157, ACC AUC: 0.6310, ACC NDCG@20: 0.0058, Seq_model training time: 8.89min
LASER Seq-model 0, Epoch [58/2000], Runs: 849, Loss: 0.3519, UL AUC: 0.6182, ACC AUC: 0.6316, ACC NDCG@20: 0.0059, Seq_model training time: 9.05min
LASER Seq-model 0, Epoch [59/2000], Runs: 849, Loss: 0.3514, UL AUC: 0.6172, ACC AUC: 0.6322, ACC NDCG@20: 0.0058, Seq_model training time: 9.21min
LASER Seq-model 0, Epoch [60/2000], Runs: 849, Loss: 0.3508, UL AUC: 0.6167, ACC AUC: 0.6325, ACC NDCG@20: 0.0059, Seq_model training time: 9.36min
LASER Seq-model 0, Epoch [61/2000], Runs: 849, Loss: 0.3503, UL AUC: 0.6168, ACC AUC: 0.6331, ACC NDCG@20: 0.0062, Seq_model training time: 9.52min
LASER Seq-model 0, Epoch [62/2000], Runs: 849, Loss: 0.3496, UL AUC: 0.6162, ACC AUC: 0.6332, ACC NDCG@20: 0.0062, Seq_model training time: 9.68min
LASER Seq-model 0, Epoch [63/2000], Runs: 849, Loss: 0.3494, UL AUC: 0.6163, ACC AUC: 0.6337, ACC NDCG@20: 0.0063, Seq_model training time: 9.83min
LASER Seq-model 0, Epoch [64/2000], Runs: 849, Loss: 0.3488, UL AUC: 0.6169, ACC AUC: 0.6341, ACC NDCG@20: 0.0064, Seq_model training time: 9.98min
LASER Seq-model 0, Epoch [65/2000], Runs: 849, Loss: 0.3483, UL AUC: 0.6170, ACC AUC: 0.6346, ACC NDCG@20: 0.0063, Seq_model training time: 10.14min
LASER Seq-model 0, Epoch [66/2000], Runs: 849, Loss: 0.3480, UL AUC: 0.6175, ACC AUC: 0.6346, ACC NDCG@20: 0.0065, Seq_model training time: 10.30min
LASER Seq-model 0, Epoch [67/2000], Runs: 849, Loss: 0.3474, UL AUC: 0.6169, ACC AUC: 0.6347, ACC NDCG@20: 0.0066, Seq_model training time: 10.45min
LASER Seq-model 0, Epoch [68/2000], Runs: 849, Loss: 0.3470, UL AUC: 0.6175, ACC AUC: 0.6352, ACC NDCG@20: 0.0067, Seq_model training time: 10.61min
LASER Seq-model 0, Epoch [69/2000], Runs: 849, Loss: 0.3466, UL AUC: 0.6181, ACC AUC: 0.6356, ACC NDCG@20: 0.0068, Seq_model training time: 10.77min
LASER Seq-model 0, Epoch [70/2000], Runs: 849, Loss: 0.3464, UL AUC: 0.6175, ACC AUC: 0.6357, ACC NDCG@20: 0.0069, Seq_model training time: 10.92min
LASER Seq-model 0, Epoch [71/2000], Runs: 849, Loss: 0.3458, UL AUC: 0.6168, ACC AUC: 0.6358, ACC NDCG@20: 0.0070, Seq_model training time: 11.08min
LASER Seq-model 0, Epoch [72/2000], Runs: 849, Loss: 0.3455, UL AUC: 0.6172, ACC AUC: 0.6364, ACC NDCG@20: 0.0071, Seq_model training time: 11.23min
LASER Seq-model 0, Epoch [73/2000], Runs: 849, Loss: 0.3452, UL AUC: 0.6171, ACC AUC: 0.6366, ACC NDCG@20: 0.0071, Seq_model training time: 11.39min
LASER Seq-model 0, Epoch [74/2000], Runs: 849, Loss: 0.3449, UL AUC: 0.6171, ACC AUC: 0.6369, ACC NDCG@20: 0.0072, Seq_model training time: 11.54min
LASER Seq-model 0, Epoch [75/2000], Runs: 849, Loss: 0.3446, UL AUC: 0.6161, ACC AUC: 0.6369, ACC NDCG@20: 0.0075, Seq_model training time: 11.70min
LASER Seq-model 0, Epoch [76/2000], Runs: 849, Loss: 0.3442, UL AUC: 0.6159, ACC AUC: 0.6373, ACC NDCG@20: 0.0073, Seq_model training time: 11.85min
LASER Seq-model 0, Epoch [77/2000], Runs: 849, Loss: 0.3439, UL AUC: 0.6155, ACC AUC: 0.6375, ACC NDCG@20: 0.0074, Seq_model training time: 12.00min
LASER Seq-model 0, Epoch [78/2000], Runs: 849, Loss: 0.3437, UL AUC: 0.6157, ACC AUC: 0.6377, ACC NDCG@20: 0.0075, Seq_model training time: 12.15min
LASER Seq-model 0, Epoch [79/2000], Runs: 849, Loss: 0.3433, UL AUC: 0.6161, ACC AUC: 0.6376, ACC NDCG@20: 0.0074, Seq_model training time: 12.31min
LASER Seq-model 0, Epoch [80/2000], Runs: 849, Loss: 0.3429, UL AUC: 0.6152, ACC AUC: 0.6382, ACC NDCG@20: 0.0077, Seq_model training time: 12.47min
LASER Seq-model 0, Epoch [81/2000], Runs: 849, Loss: 0.3428, UL AUC: 0.6154, ACC AUC: 0.6381, ACC NDCG@20: 0.0078, Seq_model training time: 12.63min
LASER Seq-model 0, Epoch [82/2000], Runs: 849, Loss: 0.3425, UL AUC: 0.6152, ACC AUC: 0.6381, ACC NDCG@20: 0.0077, Seq_model training time: 12.78min
LASER Seq-model 0, Epoch [83/2000], Runs: 849, Loss: 0.3420, UL AUC: 0.6160, ACC AUC: 0.6385, ACC NDCG@20: 0.0078, Seq_model training time: 12.94min
LASER Seq-model 0, Epoch [84/2000], Runs: 849, Loss: 0.3421, UL AUC: 0.6159, ACC AUC: 0.6391, ACC NDCG@20: 0.0079, Seq_model training time: 13.10min
LASER Seq-model 0, Epoch [85/2000], Runs: 849, Loss: 0.3417, UL AUC: 0.6157, ACC AUC: 0.6390, ACC NDCG@20: 0.0080, Seq_model training time: 13.25min
LASER Seq-model 0, Epoch [86/2000], Runs: 849, Loss: 0.3414, UL AUC: 0.6169, ACC AUC: 0.6391, ACC NDCG@20: 0.0080, Seq_model training time: 13.41min
LASER Seq-model 0, Epoch [87/2000], Runs: 849, Loss: 0.3412, UL AUC: 0.6164, ACC AUC: 0.6390, ACC NDCG@20: 0.0080, Seq_model training time: 13.56min
LASER Seq-model 0, Epoch [88/2000], Runs: 849, Loss: 0.3408, UL AUC: 0.6175, ACC AUC: 0.6397, ACC NDCG@20: 0.0079, Seq_model training time: 13.72min
LASER Seq-model 0, Epoch [89/2000], Runs: 849, Loss: 0.3408, UL AUC: 0.6163, ACC AUC: 0.6399, ACC NDCG@20: 0.0080, Seq_model training time: 13.87min
LASER Seq-model 0, Epoch [90/2000], Runs: 849, Loss: 0.3406, UL AUC: 0.6160, ACC AUC: 0.6401, ACC NDCG@20: 0.0082, Seq_model training time: 14.03min
LASER Seq-model 0, Epoch [91/2000], Runs: 849, Loss: 0.3404, UL AUC: 0.6158, ACC AUC: 0.6402, ACC NDCG@20: 0.0081, Seq_model training time: 14.19min
LASER Seq-model 0, Epoch [92/2000], Runs: 849, Loss: 0.3403, UL AUC: 0.6162, ACC AUC: 0.6401, ACC NDCG@20: 0.0082, Seq_model training time: 14.35min
LASER Seq-model 0, Epoch [93/2000], Runs: 849, Loss: 0.3400, UL AUC: 0.6151, ACC AUC: 0.6401, ACC NDCG@20: 0.0082, Seq_model training time: 14.50min
LASER Seq-model 0, Epoch [94/2000], Runs: 849, Loss: 0.3398, UL AUC: 0.6154, ACC AUC: 0.6404, ACC NDCG@20: 0.0083, Seq_model training time: 14.66min
LASER Seq-model 0, Epoch [95/2000], Runs: 849, Loss: 0.3396, UL AUC: 0.6160, ACC AUC: 0.6404, ACC NDCG@20: 0.0085, Seq_model training time: 14.82min
LASER Seq-model 0, Epoch [96/2000], Runs: 849, Loss: 0.3394, UL AUC: 0.6167, ACC AUC: 0.6403, ACC NDCG@20: 0.0085, Seq_model training time: 14.97min
LASER Seq-model 0, Epoch [97/2000], Runs: 849, Loss: 0.3391, UL AUC: 0.6157, ACC AUC: 0.6404, ACC NDCG@20: 0.0085, Seq_model training time: 15.13min
LASER Seq-model 0, Epoch [98/2000], Runs: 849, Loss: 0.3390, UL AUC: 0.6147, ACC AUC: 0.6403, ACC NDCG@20: 0.0085, Seq_model training time: 15.29min
LASER Seq-model 0, Epoch [99/2000], Runs: 849, Loss: 0.3389, UL AUC: 0.6146, ACC AUC: 0.6408, ACC NDCG@20: 0.0087, Seq_model training time: 15.45min
LASER Seq-model 0, Epoch [100/2000], Runs: 849, Loss: 0.3387, UL AUC: 0.6158, ACC AUC: 0.6408, ACC NDCG@20: 0.0088, Seq_model training time: 15.59min
LASER Seq-model 0, Epoch [101/2000], Runs: 849, Loss: 0.3386, UL AUC: 0.6155, ACC AUC: 0.6414, ACC NDCG@20: 0.0089, Seq_model training time: 15.75min
LASER Seq-model 0, Epoch [102/2000], Runs: 849, Loss: 0.3384, UL AUC: 0.6166, ACC AUC: 0.6413, ACC NDCG@20: 0.0089, Seq_model training time: 15.90min
LASER Seq-model 0, Epoch [103/2000], Runs: 849, Loss: 0.3383, UL AUC: 0.6165, ACC AUC: 0.6413, ACC NDCG@20: 0.0090, Seq_model training time: 16.06min
LASER Seq-model 0, Epoch [104/2000], Runs: 849, Loss: 0.3381, UL AUC: 0.6165, ACC AUC: 0.6413, ACC NDCG@20: 0.0090, Seq_model training time: 16.21min
LASER Seq-model 0, Epoch [105/2000], Runs: 849, Loss: 0.3380, UL AUC: 0.6177, ACC AUC: 0.6416, ACC NDCG@20: 0.0089, Seq_model training time: 16.36min
LASER Seq-model 0, Epoch [106/2000], Runs: 849, Loss: 0.3377, UL AUC: 0.6170, ACC AUC: 0.6416, ACC NDCG@20: 0.0091, Seq_model training time: 16.52min
LASER Seq-model 0, Epoch [107/2000], Runs: 849, Loss: 0.3377, UL AUC: 0.6159, ACC AUC: 0.6415, ACC NDCG@20: 0.0091, Seq_model training time: 16.68min
LASER Seq-model 0, Epoch [108/2000], Runs: 849, Loss: 0.3376, UL AUC: 0.6155, ACC AUC: 0.6416, ACC NDCG@20: 0.0091, Seq_model training time: 16.82min
LASER Seq-model 0, Epoch [109/2000], Runs: 849, Loss: 0.3375, UL AUC: 0.6150, ACC AUC: 0.6418, ACC NDCG@20: 0.0093, Seq_model training time: 16.98min
LASER Seq-model 0, Epoch [110/2000], Runs: 849, Loss: 0.3373, UL AUC: 0.6151, ACC AUC: 0.6419, ACC NDCG@20: 0.0093, Seq_model training time: 17.14min
LASER Seq-model 0, Epoch [111/2000], Runs: 849, Loss: 0.3371, UL AUC: 0.6157, ACC AUC: 0.6421, ACC NDCG@20: 0.0092, Seq_model training time: 17.29min
LASER Seq-model 0, Epoch [112/2000], Runs: 849, Loss: 0.3370, UL AUC: 0.6154, ACC AUC: 0.6422, ACC NDCG@20: 0.0093, Seq_model training time: 17.45min
LASER Seq-model 0, Epoch [113/2000], Runs: 849, Loss: 0.3367, UL AUC: 0.6158, ACC AUC: 0.6418, ACC NDCG@20: 0.0094, Seq_model training time: 17.60min
LASER Seq-model 0, Epoch [114/2000], Runs: 849, Loss: 0.3368, UL AUC: 0.6151, ACC AUC: 0.6421, ACC NDCG@20: 0.0094, Seq_model training time: 17.76min
LASER Seq-model 0, Epoch [115/2000], Runs: 849, Loss: 0.3366, UL AUC: 0.6159, ACC AUC: 0.6424, ACC NDCG@20: 0.0095, Seq_model training time: 17.91min
LASER Seq-model 0, Epoch [116/2000], Runs: 849, Loss: 0.3365, UL AUC: 0.6166, ACC AUC: 0.6425, ACC NDCG@20: 0.0095, Seq_model training time: 18.07min
LASER Seq-model 0, Epoch [117/2000], Runs: 849, Loss: 0.3364, UL AUC: 0.6166, ACC AUC: 0.6427, ACC NDCG@20: 0.0094, Seq_model training time: 18.23min
LASER Seq-model 0, Epoch [118/2000], Runs: 849, Loss: 0.3364, UL AUC: 0.6173, ACC AUC: 0.6424, ACC NDCG@20: 0.0093, Seq_model training time: 18.38min
LASER Seq-model 0, Epoch [119/2000], Runs: 849, Loss: 0.3361, UL AUC: 0.6163, ACC AUC: 0.6425, ACC NDCG@20: 0.0097, Seq_model training time: 18.54min
LASER Seq-model 0, Epoch [120/2000], Runs: 849, Loss: 0.3360, UL AUC: 0.6160, ACC AUC: 0.6424, ACC NDCG@20: 0.0096, Seq_model training time: 18.70min
LASER Seq-model 0, Epoch [121/2000], Runs: 849, Loss: 0.3359, UL AUC: 0.6156, ACC AUC: 0.6428, ACC NDCG@20: 0.0095, Seq_model training time: 18.85min
LASER Seq-model 0, Epoch [122/2000], Runs: 849, Loss: 0.3357, UL AUC: 0.6141, ACC AUC: 0.6427, ACC NDCG@20: 0.0097, Seq_model training time: 19.01min
LASER Seq-model 0, Epoch [123/2000], Runs: 849, Loss: 0.3357, UL AUC: 0.6148, ACC AUC: 0.6426, ACC NDCG@20: 0.0094, Seq_model training time: 19.17min
LASER Seq-model 0, Epoch [124/2000], Runs: 849, Loss: 0.3357, UL AUC: 0.6157, ACC AUC: 0.6429, ACC NDCG@20: 0.0096, Seq_model training time: 19.32min
LASER Seq-model 0, Epoch [125/2000], Runs: 849, Loss: 0.3354, UL AUC: 0.6146, ACC AUC: 0.6429, ACC NDCG@20: 0.0094, Seq_model training time: 19.48min
LASER Seq-model 0, Epoch [126/2000], Runs: 849, Loss: 0.3356, UL AUC: 0.6148, ACC AUC: 0.6430, ACC NDCG@20: 0.0096, Seq_model training time: 19.64min
LASER Seq-model 0, Epoch [127/2000], Runs: 849, Loss: 0.3355, UL AUC: 0.6147, ACC AUC: 0.6430, ACC NDCG@20: 0.0096, Seq_model training time: 19.80min
LASER Seq-model 0, Epoch [128/2000], Runs: 849, Loss: 0.3353, UL AUC: 0.6150, ACC AUC: 0.6429, ACC NDCG@20: 0.0097, Seq_model training time: 19.96min
LASER Seq-model 0, Epoch [129/2000], Runs: 849, Loss: 0.3350, UL AUC: 0.6151, ACC AUC: 0.6432, ACC NDCG@20: 0.0096, Seq_model training time: 20.11min
LASER Seq-model 0, Epoch [130/2000], Runs: 849, Loss: 0.3351, UL AUC: 0.6137, ACC AUC: 0.6431, ACC NDCG@20: 0.0095, Seq_model training time: 20.27min
LASER Seq-model 0, Epoch [131/2000], Runs: 849, Loss: 0.3350, UL AUC: 0.6141, ACC AUC: 0.6429, ACC NDCG@20: 0.0097, Seq_model training time: 20.42min
LASER Seq-model 0, Epoch [132/2000], Runs: 849, Loss: 0.3347, UL AUC: 0.6136, ACC AUC: 0.6432, ACC NDCG@20: 0.0098, Seq_model training time: 20.58min
LASER Seq-model 0, Epoch [133/2000], Runs: 849, Loss: 0.3348, UL AUC: 0.6146, ACC AUC: 0.6429, ACC NDCG@20: 0.0096, Seq_model training time: 20.73min
LASER Seq-model 0, Epoch [134/2000], Runs: 849, Loss: 0.3348, UL AUC: 0.6133, ACC AUC: 0.6431, ACC NDCG@20: 0.0098, Seq_model training time: 20.89min
LASER Seq-model 0, Epoch [135/2000], Runs: 849, Loss: 0.3346, UL AUC: 0.6139, ACC AUC: 0.6431, ACC NDCG@20: 0.0097, Seq_model training time: 21.04min
LASER Seq-model 0, Epoch [136/2000], Runs: 849, Loss: 0.3345, UL AUC: 0.6142, ACC AUC: 0.6431, ACC NDCG@20: 0.0100, Seq_model training time: 21.20min
LASER Seq-model 0, Epoch [137/2000], Runs: 849, Loss: 0.3346, UL AUC: 0.6140, ACC AUC: 0.6433, ACC NDCG@20: 0.0097, Seq_model training time: 21.36min
LASER Seq-model 0, Epoch [138/2000], Runs: 849, Loss: 0.3344, UL AUC: 0.6146, ACC AUC: 0.6433, ACC NDCG@20: 0.0097, Seq_model training time: 21.51min
LASER Seq-model 0, Epoch [139/2000], Runs: 849, Loss: 0.3344, UL AUC: 0.6142, ACC AUC: 0.6434, ACC NDCG@20: 0.0099, Seq_model training time: 21.67min
LASER Seq-model 0, Epoch [140/2000], Runs: 849, Loss: 0.3344, UL AUC: 0.6137, ACC AUC: 0.6434, ACC NDCG@20: 0.0096, Seq_model training time: 21.83min
LASER Seq-model 0, Epoch [141/2000], Runs: 849, Loss: 0.3344, UL AUC: 0.6136, ACC AUC: 0.6436, ACC NDCG@20: 0.0096, Seq_model training time: 21.98min
LASER Seq-model 0, Epoch [142/2000], Runs: 849, Loss: 0.3342, UL AUC: 0.6144, ACC AUC: 0.6435, ACC NDCG@20: 0.0099, Seq_model training time: 22.14min
LASER Seq-model 0, Epoch [143/2000], Runs: 849, Loss: 0.3341, UL AUC: 0.6151, ACC AUC: 0.6438, ACC NDCG@20: 0.0098, Seq_model training time: 22.29min
LASER Seq-model 0, Epoch [144/2000], Runs: 849, Loss: 0.3342, UL AUC: 0.6141, ACC AUC: 0.6436, ACC NDCG@20: 0.0100, Seq_model training time: 22.45min
LASER Seq-model 0, Epoch [145/2000], Runs: 849, Loss: 0.3340, UL AUC: 0.6134, ACC AUC: 0.6439, ACC NDCG@20: 0.0100, Seq_model training time: 22.60min
LASER Seq-model 0, Epoch [146/2000], Runs: 849, Loss: 0.3340, UL AUC: 0.6130, ACC AUC: 0.6436, ACC NDCG@20: 0.0100, Seq_model training time: 22.76min
LASER Seq-model 0, Epoch [147/2000], Runs: 849, Loss: 0.3338, UL AUC: 0.6132, ACC AUC: 0.6439, ACC NDCG@20: 0.0101, Seq_model training time: 22.91min
LASER Seq-model 0, Epoch [148/2000], Runs: 849, Loss: 0.3338, UL AUC: 0.6132, ACC AUC: 0.6441, ACC NDCG@20: 0.0102, Seq_model training time: 23.06min
LASER Seq-model 0, Epoch [149/2000], Runs: 849, Loss: 0.3337, UL AUC: 0.6127, ACC AUC: 0.6443, ACC NDCG@20: 0.0100, Seq_model training time: 23.22min
LASER Seq-model 0, Epoch [150/2000], Runs: 849, Loss: 0.3337, UL AUC: 0.6125, ACC AUC: 0.6441, ACC NDCG@20: 0.0101, Seq_model training time: 23.37min
LASER Seq-model 0, Epoch [151/2000], Runs: 849, Loss: 0.3337, UL AUC: 0.6132, ACC AUC: 0.6443, ACC NDCG@20: 0.0102, Seq_model training time: 23.53min
LASER Seq-model 0, Epoch [152/2000], Runs: 849, Loss: 0.3337, UL AUC: 0.6130, ACC AUC: 0.6443, ACC NDCG@20: 0.0100, Seq_model training time: 23.69min
LASER Seq-model 0, Epoch [153/2000], Runs: 849, Loss: 0.3334, UL AUC: 0.6136, ACC AUC: 0.6439, ACC NDCG@20: 0.0098, Seq_model training time: 23.84min
LASER Seq-model 0, Epoch [154/2000], Runs: 849, Loss: 0.3333, UL AUC: 0.6132, ACC AUC: 0.6441, ACC NDCG@20: 0.0100, Seq_model training time: 23.99min
LASER Seq-model 0, Epoch [155/2000], Runs: 849, Loss: 0.3334, UL AUC: 0.6131, ACC AUC: 0.6440, ACC NDCG@20: 0.0100, Seq_model training time: 24.15min
LASER Seq-model 0, Epoch [156/2000], Runs: 849, Loss: 0.3333, UL AUC: 0.6141, ACC AUC: 0.6442, ACC NDCG@20: 0.0101, Seq_model training time: 24.31min
LASER Seq-model 0, Epoch [157/2000], Runs: 849, Loss: 0.3333, UL AUC: 0.6138, ACC AUC: 0.6444, ACC NDCG@20: 0.0100, Seq_model training time: 24.46min
LASER Seq-model 0, Epoch [158/2000], Runs: 849, Loss: 0.3333, UL AUC: 0.6133, ACC AUC: 0.6445, ACC NDCG@20: 0.0101, Seq_model training time: 24.62min
LASER Seq-model 0, Epoch [159/2000], Runs: 849, Loss: 0.3332, UL AUC: 0.6141, ACC AUC: 0.6442, ACC NDCG@20: 0.0105, Seq_model training time: 24.77min
LASER Seq-model 0, Epoch [160/2000], Runs: 849, Loss: 0.3331, UL AUC: 0.6147, ACC AUC: 0.6445, ACC NDCG@20: 0.0105, Seq_model training time: 24.93min
LASER Seq-model 0, Epoch [161/2000], Runs: 849, Loss: 0.3330, UL AUC: 0.6154, ACC AUC: 0.6442, ACC NDCG@20: 0.0103, Seq_model training time: 25.08min
LASER Seq-model 0, Epoch [162/2000], Runs: 849, Loss: 0.3332, UL AUC: 0.6147, ACC AUC: 0.6444, ACC NDCG@20: 0.0103, Seq_model training time: 25.24min
LASER Seq-model 0, Epoch [163/2000], Runs: 849, Loss: 0.3332, UL AUC: 0.6153, ACC AUC: 0.6445, ACC NDCG@20: 0.0104, Seq_model training time: 25.39min
LASER Seq-model 0, Epoch [164/2000], Runs: 849, Loss: 0.3332, UL AUC: 0.6156, ACC AUC: 0.6442, ACC NDCG@20: 0.0105, Seq_model training time: 25.55min
LASER Seq-model 0, Epoch [165/2000], Runs: 849, Loss: 0.3330, UL AUC: 0.6149, ACC AUC: 0.6445, ACC NDCG@20: 0.0105, Seq_model training time: 25.71min
LASER Seq-model 0, Epoch [166/2000], Runs: 849, Loss: 0.3331, UL AUC: 0.6153, ACC AUC: 0.6446, ACC NDCG@20: 0.0104, Seq_model training time: 25.86min
LASER Seq-model 0, Epoch [167/2000], Runs: 849, Loss: 0.3330, UL AUC: 0.6140, ACC AUC: 0.6445, ACC NDCG@20: 0.0103, Seq_model training time: 26.02min
LASER Seq-model 0, Epoch [168/2000], Runs: 849, Loss: 0.3328, UL AUC: 0.6137, ACC AUC: 0.6448, ACC NDCG@20: 0.0106, Seq_model training time: 26.18min
LASER Seq-model 0, Epoch [169/2000], Runs: 849, Loss: 0.3329, UL AUC: 0.6134, ACC AUC: 0.6449, ACC NDCG@20: 0.0104, Seq_model training time: 26.33min
LASER Seq-model 0, Epoch [170/2000], Runs: 849, Loss: 0.3327, UL AUC: 0.6138, ACC AUC: 0.6448, ACC NDCG@20: 0.0104, Seq_model training time: 26.49min
LASER Seq-model 0, Epoch [171/2000], Runs: 849, Loss: 0.3327, UL AUC: 0.6158, ACC AUC: 0.6445, ACC NDCG@20: 0.0104, Seq_model training time: 26.64min
LASER Seq-model 0, Epoch [172/2000], Runs: 849, Loss: 0.3327, UL AUC: 0.6146, ACC AUC: 0.6442, ACC NDCG@20: 0.0106, Seq_model training time: 26.80min
LASER Seq-model 0, Epoch [173/2000], Runs: 849, Loss: 0.3328, UL AUC: 0.6138, ACC AUC: 0.6443, ACC NDCG@20: 0.0107, Seq_model training time: 26.95min
LASER Seq-model 0, Epoch [174/2000], Runs: 849, Loss: 0.3325, UL AUC: 0.6135, ACC AUC: 0.6443, ACC NDCG@20: 0.0105, Seq_model training time: 27.11min
LASER Seq-model 0, Epoch [175/2000], Runs: 849, Loss: 0.3326, UL AUC: 0.6132, ACC AUC: 0.6444, ACC NDCG@20: 0.0105, Seq_model training time: 27.26min
LASER Seq-model 0, Epoch [176/2000], Runs: 849, Loss: 0.3324, UL AUC: 0.6125, ACC AUC: 0.6444, ACC NDCG@20: 0.0104, Seq_model training time: 27.41min
LASER Seq-model 0, Epoch [177/2000], Runs: 849, Loss: 0.3325, UL AUC: 0.6124, ACC AUC: 0.6445, ACC NDCG@20: 0.0105, Seq_model training time: 27.57min
LASER Seq-model 0, Epoch [178/2000], Runs: 849, Loss: 0.3326, UL AUC: 0.6137, ACC AUC: 0.6444, ACC NDCG@20: 0.0105, Seq_model training time: 27.72min
LASER Seq-model 0, Epoch [179/2000], Runs: 849, Loss: 0.3324, UL AUC: 0.6132, ACC AUC: 0.6443, ACC NDCG@20: 0.0104, Seq_model training time: 27.88min
LASER Seq-model 0, Epoch [180/2000], Runs: 849, Loss: 0.3325, UL AUC: 0.6141, ACC AUC: 0.6443, ACC NDCG@20: 0.0105, Seq_model training time: 28.03min
LASER Seq-model 0, Epoch [181/2000], Runs: 849, Loss: 0.3322, UL AUC: 0.6134, ACC AUC: 0.6444, ACC NDCG@20: 0.0105, Seq_model training time: 28.18min
LASER Seq-model 0, Epoch [182/2000], Runs: 849, Loss: 0.3323, UL AUC: 0.6130, ACC AUC: 0.6442, ACC NDCG@20: 0.0103, Seq_model training time: 28.34min
LASER Seq-model 0, Epoch [183/2000], Runs: 849, Loss: 0.3322, UL AUC: 0.6130, ACC AUC: 0.6446, ACC NDCG@20: 0.0106, Seq_model training time: 28.50min
LASER Seq-model 0, Epoch [184/2000], Runs: 849, Loss: 0.3321, UL AUC: 0.6143, ACC AUC: 0.6443, ACC NDCG@20: 0.0106, Seq_model training time: 28.65min
LASER Seq-model 0, Epoch [185/2000], Runs: 849, Loss: 0.3321, UL AUC: 0.6137, ACC AUC: 0.6441, ACC NDCG@20: 0.0106, Seq_model training time: 28.81min
LASER Seq-model 0, Epoch [186/2000], Runs: 849, Loss: 0.3321, UL AUC: 0.6143, ACC AUC: 0.6444, ACC NDCG@20: 0.0106, Seq_model training time: 28.96min
LASER Seq-model 0, Epoch [187/2000], Runs: 849, Loss: 0.3322, UL AUC: 0.6146, ACC AUC: 0.6443, ACC NDCG@20: 0.0106, Seq_model training time: 29.12min
LASER Seq-model 0, Epoch [188/2000], Runs: 849, Loss: 0.3321, UL AUC: 0.6150, ACC AUC: 0.6443, ACC NDCG@20: 0.0108, Seq_model training time: 29.27min
LASER Seq-model 0, Epoch [189/2000], Runs: 849, Loss: 0.3320, UL AUC: 0.6149, ACC AUC: 0.6448, ACC NDCG@20: 0.0107, Seq_model training time: 29.43min
LASER Seq-model 0, Epoch [190/2000], Runs: 849, Loss: 0.3321, UL AUC: 0.6152, ACC AUC: 0.6447, ACC NDCG@20: 0.0107, Seq_model training time: 29.59min
LASER Seq-model 0, Epoch [191/2000], Runs: 849, Loss: 0.3319, UL AUC: 0.6145, ACC AUC: 0.6443, ACC NDCG@20: 0.0106, Seq_model training time: 29.74min
LASER Seq-model 0, Epoch [192/2000], Runs: 849, Loss: 0.3319, UL AUC: 0.6152, ACC AUC: 0.6448, ACC NDCG@20: 0.0107, Seq_model training time: 29.89min
LASER Seq-model 0, Epoch [193/2000], Runs: 849, Loss: 0.3320, UL AUC: 0.6161, ACC AUC: 0.6446, ACC NDCG@20: 0.0106, Seq_model training time: 30.05min
LASER Seq-model 0, Epoch [194/2000], Runs: 849, Loss: 0.3318, UL AUC: 0.6165, ACC AUC: 0.6446, ACC NDCG@20: 0.0107, Seq_model training time: 30.20min
LASER Seq-model 0, Epoch [195/2000], Runs: 849, Loss: 0.3319, UL AUC: 0.6170, ACC AUC: 0.6445, ACC NDCG@20: 0.0107, Seq_model training time: 30.36min
LASER Seq-model 0, Epoch [196/2000], Runs: 849, Loss: 0.3319, UL AUC: 0.6161, ACC AUC: 0.6444, ACC NDCG@20: 0.0109, Seq_model training time: 30.51min
LASER Seq-model 0, Epoch [197/2000], Runs: 849, Loss: 0.3318, UL AUC: 0.6159, ACC AUC: 0.6444, ACC NDCG@20: 0.0109, Seq_model training time: 30.67min
LASER Seq-model 0, Epoch [198/2000], Runs: 849, Loss: 0.3319, UL AUC: 0.6160, ACC AUC: 0.6441, ACC NDCG@20: 0.0107, Seq_model training time: 30.82min
LASER Seq-model 0, Epoch [199/2000], Runs: 849, Loss: 0.3318, UL AUC: 0.6160, ACC AUC: 0.6441, ACC NDCG@20: 0.0107, Seq_model training time: 30.98min
LASER Seq-model 0, Epoch [200/2000], Runs: 849, Loss: 0.3318, UL AUC: 0.6159, ACC AUC: 0.6445, ACC NDCG@20: 0.0107, Seq_model training time: 31.14min
LASER Seq-model 0, Epoch [201/2000], Runs: 849, Loss: 0.3318, UL AUC: 0.6167, ACC AUC: 0.6443, ACC NDCG@20: 0.0106, Seq_model training time: 31.29min
LASER Seq-model 0, Epoch [202/2000], Runs: 849, Loss: 0.3316, UL AUC: 0.6170, ACC AUC: 0.6448, ACC NDCG@20: 0.0106, Seq_model training time: 31.45min
LASER Seq-model 0, Epoch [203/2000], Runs: 849, Loss: 0.3318, UL AUC: 0.6164, ACC AUC: 0.6445, ACC NDCG@20: 0.0106, Seq_model training time: 31.61min
LASER Seq-model 0, Epoch [204/2000], Runs: 849, Loss: 0.3317, UL AUC: 0.6168, ACC AUC: 0.6445, ACC NDCG@20: 0.0108, Seq_model training time: 31.76min
LASER Seq-model 0, Epoch [205/2000], Runs: 849, Loss: 0.3314, UL AUC: 0.6166, ACC AUC: 0.6447, ACC NDCG@20: 0.0108, Seq_model training time: 31.92min
LASER Seq-model 0, Epoch [206/2000], Runs: 849, Loss: 0.3317, UL AUC: 0.6167, ACC AUC: 0.6446, ACC NDCG@20: 0.0110, Seq_model training time: 32.07min
LASER Seq-model 0, Epoch [207/2000], Runs: 849, Loss: 0.3316, UL AUC: 0.6168, ACC AUC: 0.6446, ACC NDCG@20: 0.0107, Seq_model training time: 32.23min
LASER Seq-model 0, Epoch [208/2000], Runs: 849, Loss: 0.3315, UL AUC: 0.6170, ACC AUC: 0.6445, ACC NDCG@20: 0.0108, Seq_model training time: 32.38min
LASER Seq-model 0, Epoch [209/2000], Runs: 849, Loss: 0.3314, UL AUC: 0.6167, ACC AUC: 0.6447, ACC NDCG@20: 0.0109, Seq_model training time: 32.54min
LASER Seq-model 0, Epoch [210/2000], Runs: 849, Loss: 0.3313, UL AUC: 0.6169, ACC AUC: 0.6446, ACC NDCG@20: 0.0109, Seq_model training time: 32.70min
LASER Seq-model 0, Epoch [211/2000], Runs: 849, Loss: 0.3314, UL AUC: 0.6161, ACC AUC: 0.6444, ACC NDCG@20: 0.0110, Seq_model training time: 32.85min
LASER Seq-model 0, Epoch [212/2000], Runs: 849, Loss: 0.3314, UL AUC: 0.6164, ACC AUC: 0.6447, ACC NDCG@20: 0.0109, Seq_model training time: 33.00min
LASER Seq-model 0, Epoch [213/2000], Runs: 849, Loss: 0.3312, UL AUC: 0.6166, ACC AUC: 0.6448, ACC NDCG@20: 0.0109, Seq_model training time: 33.16min
LASER Seq-model 0, Epoch [214/2000], Runs: 849, Loss: 0.3314, UL AUC: 0.6169, ACC AUC: 0.6448, ACC NDCG@20: 0.0108, Seq_model training time: 33.31min
LASER Seq-model 0, Epoch [215/2000], Runs: 849, Loss: 0.3313, UL AUC: 0.6171, ACC AUC: 0.6448, ACC NDCG@20: 0.0110, Seq_model training time: 33.46min
LASER Seq-model 0, Epoch [216/2000], Runs: 849, Loss: 0.3315, UL AUC: 0.6157, ACC AUC: 0.6447, ACC NDCG@20: 0.0106, Seq_model training time: 33.62min
LASER Seq-model 0, Epoch [217/2000], Runs: 849, Loss: 0.3312, UL AUC: 0.6174, ACC AUC: 0.6448, ACC NDCG@20: 0.0109, Seq_model training time: 33.78min
LASER Seq-model 0, Epoch [218/2000], Runs: 849, Loss: 0.3312, UL AUC: 0.6162, ACC AUC: 0.6449, ACC NDCG@20: 0.0111, Seq_model training time: 33.93min
LASER Seq-model 0, Epoch [219/2000], Runs: 849, Loss: 0.3311, UL AUC: 0.6173, ACC AUC: 0.6449, ACC NDCG@20: 0.0110, Seq_model training time: 34.09min
LASER Seq-model 0, Epoch [220/2000], Runs: 849, Loss: 0.3312, UL AUC: 0.6159, ACC AUC: 0.6447, ACC NDCG@20: 0.0110, Seq_model training time: 34.24min
LASER Seq-model 0, Epoch [221/2000], Runs: 849, Loss: 0.3313, UL AUC: 0.6147, ACC AUC: 0.6445, ACC NDCG@20: 0.0111, Seq_model training time: 34.40min
LASER Seq-model 0, Epoch [222/2000], Runs: 849, Loss: 0.3313, UL AUC: 0.6156, ACC AUC: 0.6444, ACC NDCG@20: 0.0109, Seq_model training time: 34.55min
LASER Seq-model 0, Epoch [223/2000], Runs: 849, Loss: 0.3312, UL AUC: 0.6162, ACC AUC: 0.6443, ACC NDCG@20: 0.0109, Seq_model training time: 34.71min
LASER Seq-model 0, Epoch [224/2000], Runs: 849, Loss: 0.3310, UL AUC: 0.6168, ACC AUC: 0.6446, ACC NDCG@20: 0.0107, Seq_model training time: 34.87min
LASER Seq-model 0, Epoch [225/2000], Runs: 849, Loss: 0.3311, UL AUC: 0.6164, ACC AUC: 0.6445, ACC NDCG@20: 0.0110, Seq_model training time: 35.02min
LASER Seq-model 0, Epoch [226/2000], Runs: 849, Loss: 0.3312, UL AUC: 0.6163, ACC AUC: 0.6442, ACC NDCG@20: 0.0110, Seq_model training time: 35.18min
LASER Seq-model 0, Epoch [227/2000], Runs: 849, Loss: 0.3312, UL AUC: 0.6166, ACC AUC: 0.6446, ACC NDCG@20: 0.0110, Seq_model training time: 35.33min
LASER Seq-model 0, Epoch [228/2000], Runs: 849, Loss: 0.3310, UL AUC: 0.6173, ACC AUC: 0.6444, ACC NDCG@20: 0.0111, Seq_model training time: 35.49min
LASER Seq-model 0, Epoch [229/2000], Runs: 849, Loss: 0.3310, UL AUC: 0.6173, ACC AUC: 0.6443, ACC NDCG@20: 0.0110, Seq_model training time: 35.65min
LASER Seq-model 0, Epoch [230/2000], Runs: 849, Loss: 0.3310, UL AUC: 0.6166, ACC AUC: 0.6442, ACC NDCG@20: 0.0112, Seq_model training time: 35.80min
LASER Seq-model 0, Epoch [231/2000], Runs: 849, Loss: 0.3310, UL AUC: 0.6165, ACC AUC: 0.6443, ACC NDCG@20: 0.0115, Seq_model training time: 35.96min
LASER Seq-model 0, Epoch [232/2000], Runs: 849, Loss: 0.3310, UL AUC: 0.6160, ACC AUC: 0.6444, ACC NDCG@20: 0.0111, Seq_model training time: 36.11min
LASER Seq-model 0, Epoch [233/2000], Runs: 849, Loss: 0.3310, UL AUC: 0.6170, ACC AUC: 0.6442, ACC NDCG@20: 0.0111, Seq_model training time: 36.27min
LASER Seq-model 0, Epoch [234/2000], Runs: 849, Loss: 0.3309, UL AUC: 0.6160, ACC AUC: 0.6441, ACC NDCG@20: 0.0111, Seq_model training time: 36.43min
LASER Seq-model 0, Epoch [235/2000], Runs: 849, Loss: 0.3309, UL AUC: 0.6175, ACC AUC: 0.6437, ACC NDCG@20: 0.0109, Seq_model training time: 36.58min
LASER Seq-model 0, Epoch [236/2000], Runs: 849, Loss: 0.3308, UL AUC: 0.6172, ACC AUC: 0.6439, ACC NDCG@20: 0.0110, Seq_model training time: 36.74min
LASER Seq-model 0, Epoch [237/2000], Runs: 849, Loss: 0.3308, UL AUC: 0.6177, ACC AUC: 0.6441, ACC NDCG@20: 0.0110, Seq_model training time: 36.89min
LASER Seq-model 0, Epoch [238/2000], Runs: 849, Loss: 0.3307, UL AUC: 0.6173, ACC AUC: 0.6439, ACC NDCG@20: 0.0109, Seq_model training time: 37.05min
LASER Seq-model 0, Epoch [239/2000], Runs: 849, Loss: 0.3308, UL AUC: 0.6177, ACC AUC: 0.6443, ACC NDCG@20: 0.0111, Seq_model training time: 37.20min
LASER Seq-model 0, Epoch [240/2000], Runs: 849, Loss: 0.3309, UL AUC: 0.6169, ACC AUC: 0.6444, ACC NDCG@20: 0.0112, Seq_model training time: 37.36min
LASER Seq-model 0, Epoch [241/2000], Runs: 849, Loss: 0.3308, UL AUC: 0.6184, ACC AUC: 0.6442, ACC NDCG@20: 0.0111, Seq_model training time: 37.52min
LASER Seq-model 0, Epoch [242/2000], Runs: 849, Loss: 0.3307, UL AUC: 0.6178, ACC AUC: 0.6445, ACC NDCG@20: 0.0111, Seq_model training time: 37.68min
LASER Seq-model 0, Epoch [243/2000], Runs: 849, Loss: 0.3308, UL AUC: 0.6179, ACC AUC: 0.6443, ACC NDCG@20: 0.0112, Seq_model training time: 37.83min
LASER Seq-model 0, Epoch [244/2000], Runs: 849, Loss: 0.3307, UL AUC: 0.6171, ACC AUC: 0.6446, ACC NDCG@20: 0.0113, Seq_model training time: 37.99min
LASER Seq-model 0, Epoch [245/2000], Runs: 849, Loss: 0.3308, UL AUC: 0.6177, ACC AUC: 0.6446, ACC NDCG@20: 0.0114, Seq_model training time: 38.15min
LASER Seq-model 0, Epoch [246/2000], Runs: 849, Loss: 0.3306, UL AUC: 0.6181, ACC AUC: 0.6441, ACC NDCG@20: 0.0113, Seq_model training time: 38.30min
LASER Seq-model 0, Epoch [247/2000], Runs: 849, Loss: 0.3307, UL AUC: 0.6197, ACC AUC: 0.6441, ACC NDCG@20: 0.0114, Seq_model training time: 38.46min
LASER Seq-model 0, Epoch [248/2000], Runs: 849, Loss: 0.3306, UL AUC: 0.6196, ACC AUC: 0.6439, ACC NDCG@20: 0.0110, Seq_model training time: 38.61min
LASER Seq-model 0, Epoch [249/2000], Runs: 849, Loss: 0.3308, UL AUC: 0.6205, ACC AUC: 0.6441, ACC NDCG@20: 0.0112, Seq_model training time: 38.76min
LASER Seq-model 0, Epoch [250/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6199, ACC AUC: 0.6444, ACC NDCG@20: 0.0111, Seq_model training time: 38.92min
LASER Seq-model 0, Epoch [251/2000], Runs: 849, Loss: 0.3306, UL AUC: 0.6202, ACC AUC: 0.6444, ACC NDCG@20: 0.0110, Seq_model training time: 39.07min
LASER Seq-model 0, Epoch [252/2000], Runs: 849, Loss: 0.3306, UL AUC: 0.6193, ACC AUC: 0.6441, ACC NDCG@20: 0.0111, Seq_model training time: 39.23min
LASER Seq-model 0, Epoch [253/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6186, ACC AUC: 0.6444, ACC NDCG@20: 0.0112, Seq_model training time: 39.38min
LASER Seq-model 0, Epoch [254/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6191, ACC AUC: 0.6444, ACC NDCG@20: 0.0113, Seq_model training time: 39.54min
LASER Seq-model 0, Epoch [255/2000], Runs: 849, Loss: 0.3306, UL AUC: 0.6188, ACC AUC: 0.6444, ACC NDCG@20: 0.0111, Seq_model training time: 39.69min
LASER Seq-model 0, Epoch [256/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6186, ACC AUC: 0.6443, ACC NDCG@20: 0.0112, Seq_model training time: 39.85min
LASER Seq-model 0, Epoch [257/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6196, ACC AUC: 0.6443, ACC NDCG@20: 0.0114, Seq_model training time: 40.00min
LASER Seq-model 0, Epoch [258/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6186, ACC AUC: 0.6440, ACC NDCG@20: 0.0112, Seq_model training time: 40.16min
LASER Seq-model 0, Epoch [259/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6197, ACC AUC: 0.6439, ACC NDCG@20: 0.0114, Seq_model training time: 40.31min
LASER Seq-model 0, Epoch [260/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6203, ACC AUC: 0.6439, ACC NDCG@20: 0.0111, Seq_model training time: 40.47min
LASER Seq-model 0, Epoch [261/2000], Runs: 849, Loss: 0.3304, UL AUC: 0.6191, ACC AUC: 0.6439, ACC NDCG@20: 0.0113, Seq_model training time: 40.62min
LASER Seq-model 0, Epoch [262/2000], Runs: 849, Loss: 0.3304, UL AUC: 0.6200, ACC AUC: 0.6437, ACC NDCG@20: 0.0114, Seq_model training time: 40.78min
LASER Seq-model 0, Epoch [263/2000], Runs: 849, Loss: 0.3304, UL AUC: 0.6201, ACC AUC: 0.6441, ACC NDCG@20: 0.0115, Seq_model training time: 40.93min
LASER Seq-model 0, Epoch [264/2000], Runs: 849, Loss: 0.3306, UL AUC: 0.6201, ACC AUC: 0.6441, ACC NDCG@20: 0.0116, Seq_model training time: 41.09min
LASER Seq-model 0, Epoch [265/2000], Runs: 849, Loss: 0.3304, UL AUC: 0.6209, ACC AUC: 0.6440, ACC NDCG@20: 0.0114, Seq_model training time: 41.24min
LASER Seq-model 0, Epoch [266/2000], Runs: 849, Loss: 0.3304, UL AUC: 0.6199, ACC AUC: 0.6440, ACC NDCG@20: 0.0113, Seq_model training time: 41.40min
LASER Seq-model 0, Epoch [267/2000], Runs: 849, Loss: 0.3305, UL AUC: 0.6205, ACC AUC: 0.6441, ACC NDCG@20: 0.0114, Seq_model training time: 41.55min
LASER Seq-model 0, Epoch [268/2000], Runs: 849, Loss: 0.3303, UL AUC: 0.6197, ACC AUC: 0.6441, ACC NDCG@20: 0.0115, Seq_model training time: 41.71min
LASER Seq-model 0, Epoch [269/2000], Runs: 849, Loss: 0.3303, UL AUC: 0.6213, ACC AUC: 0.6443, ACC NDCG@20: 0.0116, Seq_model training time: 41.87min
LASER Seq-model 0, Epoch [270/2000], Runs: 849, Loss: 0.3304, UL AUC: 0.6212, ACC AUC: 0.6441, ACC NDCG@20: 0.0117, Seq_model training time: 42.02min
LASER Seq-model 0, Epoch [271/2000], Runs: 849, Loss: 0.3304, UL AUC: 0.6212, ACC AUC: 0.6441, ACC NDCG@20: 0.0113, Seq_model training time: 42.18min
LASER Seq-model 0, Epoch [272/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6215, ACC AUC: 0.6441, ACC NDCG@20: 0.0116, Seq_model training time: 42.33min
LASER Seq-model 0, Epoch [273/2000], Runs: 849, Loss: 0.3303, UL AUC: 0.6210, ACC AUC: 0.6439, ACC NDCG@20: 0.0114, Seq_model training time: 42.48min
LASER Seq-model 0, Epoch [274/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6210, ACC AUC: 0.6439, ACC NDCG@20: 0.0116, Seq_model training time: 42.64min
LASER Seq-model 0, Epoch [275/2000], Runs: 849, Loss: 0.3301, UL AUC: 0.6210, ACC AUC: 0.6439, ACC NDCG@20: 0.0116, Seq_model training time: 42.79min
LASER Seq-model 0, Epoch [276/2000], Runs: 849, Loss: 0.3303, UL AUC: 0.6213, ACC AUC: 0.6434, ACC NDCG@20: 0.0116, Seq_model training time: 42.94min
LASER Seq-model 0, Epoch [277/2000], Runs: 849, Loss: 0.3301, UL AUC: 0.6216, ACC AUC: 0.6437, ACC NDCG@20: 0.0117, Seq_model training time: 43.10min
LASER Seq-model 0, Epoch [278/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6222, ACC AUC: 0.6434, ACC NDCG@20: 0.0115, Seq_model training time: 43.25min
LASER Seq-model 0, Epoch [279/2000], Runs: 849, Loss: 0.3303, UL AUC: 0.6219, ACC AUC: 0.6437, ACC NDCG@20: 0.0116, Seq_model training time: 43.41min
LASER Seq-model 0, Epoch [280/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6218, ACC AUC: 0.6434, ACC NDCG@20: 0.0114, Seq_model training time: 43.56min
LASER Seq-model 0, Epoch [281/2000], Runs: 849, Loss: 0.3301, UL AUC: 0.6222, ACC AUC: 0.6439, ACC NDCG@20: 0.0114, Seq_model training time: 43.72min
LASER Seq-model 0, Epoch [282/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6209, ACC AUC: 0.6439, ACC NDCG@20: 0.0114, Seq_model training time: 43.87min
LASER Seq-model 0, Epoch [283/2000], Runs: 849, Loss: 0.3301, UL AUC: 0.6216, ACC AUC: 0.6436, ACC NDCG@20: 0.0115, Seq_model training time: 44.03min
LASER Seq-model 0, Epoch [284/2000], Runs: 849, Loss: 0.3301, UL AUC: 0.6221, ACC AUC: 0.6438, ACC NDCG@20: 0.0114, Seq_model training time: 44.18min
LASER Seq-model 0, Epoch [285/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6226, ACC AUC: 0.6439, ACC NDCG@20: 0.0115, Seq_model training time: 44.34min
LASER Seq-model 0, Epoch [286/2000], Runs: 849, Loss: 0.3300, UL AUC: 0.6205, ACC AUC: 0.6441, ACC NDCG@20: 0.0113, Seq_model training time: 44.50min
LASER Seq-model 0, Epoch [287/2000], Runs: 849, Loss: 0.3300, UL AUC: 0.6225, ACC AUC: 0.6440, ACC NDCG@20: 0.0116, Seq_model training time: 44.65min
LASER Seq-model 0, Epoch [288/2000], Runs: 849, Loss: 0.3301, UL AUC: 0.6212, ACC AUC: 0.6439, ACC NDCG@20: 0.0115, Seq_model training time: 44.81min
LASER Seq-model 0, Epoch [289/2000], Runs: 849, Loss: 0.3301, UL AUC: 0.6208, ACC AUC: 0.6438, ACC NDCG@20: 0.0115, Seq_model training time: 44.96min
LASER Seq-model 0, Epoch [290/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6213, ACC AUC: 0.6439, ACC NDCG@20: 0.0115, Seq_model training time: 45.11min
LASER Seq-model 0, Epoch [291/2000], Runs: 849, Loss: 0.3300, UL AUC: 0.6220, ACC AUC: 0.6440, ACC NDCG@20: 0.0114, Seq_model training time: 45.27min
LASER Seq-model 0, Epoch [292/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6230, ACC AUC: 0.6438, ACC NDCG@20: 0.0113, Seq_model training time: 45.42min
LASER Seq-model 0, Epoch [293/2000], Runs: 849, Loss: 0.3302, UL AUC: 0.6237, ACC AUC: 0.6436, ACC NDCG@20: 0.0116, Seq_model training time: 45.58min
LASER Seq-model 0, Epoch [294/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6245, ACC AUC: 0.6435, ACC NDCG@20: 0.0117, Seq_model training time: 45.74min
LASER Seq-model 0, Epoch [295/2000], Runs: 849, Loss: 0.3300, UL AUC: 0.6233, ACC AUC: 0.6439, ACC NDCG@20: 0.0116, Seq_model training time: 45.89min
LASER Seq-model 0, Epoch [296/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6221, ACC AUC: 0.6437, ACC NDCG@20: 0.0116, Seq_model training time: 46.05min
LASER Seq-model 0, Epoch [297/2000], Runs: 849, Loss: 0.3300, UL AUC: 0.6215, ACC AUC: 0.6437, ACC NDCG@20: 0.0113, Seq_model training time: 46.21min
LASER Seq-model 0, Epoch [298/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6217, ACC AUC: 0.6433, ACC NDCG@20: 0.0112, Seq_model training time: 46.36min
LASER Seq-model 0, Epoch [299/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6230, ACC AUC: 0.6430, ACC NDCG@20: 0.0114, Seq_model training time: 46.52min
LASER Seq-model 0, Epoch [300/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6222, ACC AUC: 0.6434, ACC NDCG@20: 0.0115, Seq_model training time: 46.67min
LASER Seq-model 0, Epoch [301/2000], Runs: 849, Loss: 0.3298, UL AUC: 0.6219, ACC AUC: 0.6435, ACC NDCG@20: 0.0112, Seq_model training time: 46.83min
LASER Seq-model 0, Epoch [302/2000], Runs: 849, Loss: 0.3298, UL AUC: 0.6224, ACC AUC: 0.6435, ACC NDCG@20: 0.0113, Seq_model training time: 46.98min
LASER Seq-model 0, Epoch [303/2000], Runs: 849, Loss: 0.3300, UL AUC: 0.6229, ACC AUC: 0.6436, ACC NDCG@20: 0.0112, Seq_model training time: 47.14min
LASER Seq-model 0, Epoch [304/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6228, ACC AUC: 0.6435, ACC NDCG@20: 0.0113, Seq_model training time: 47.29min
LASER Seq-model 0, Epoch [305/2000], Runs: 849, Loss: 0.3298, UL AUC: 0.6218, ACC AUC: 0.6436, ACC NDCG@20: 0.0115, Seq_model training time: 47.44min
LASER Seq-model 0, Epoch [306/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6228, ACC AUC: 0.6435, ACC NDCG@20: 0.0115, Seq_model training time: 47.60min
LASER Seq-model 0, Epoch [307/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6237, ACC AUC: 0.6435, ACC NDCG@20: 0.0116, Seq_model training time: 47.75min
LASER Seq-model 0, Epoch [308/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6235, ACC AUC: 0.6430, ACC NDCG@20: 0.0112, Seq_model training time: 47.91min
LASER Seq-model 0, Epoch [309/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6232, ACC AUC: 0.6432, ACC NDCG@20: 0.0116, Seq_model training time: 48.06min
LASER Seq-model 0, Epoch [310/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6225, ACC AUC: 0.6431, ACC NDCG@20: 0.0115, Seq_model training time: 48.21min
LASER Seq-model 0, Epoch [311/2000], Runs: 849, Loss: 0.3299, UL AUC: 0.6234, ACC AUC: 0.6429, ACC NDCG@20: 0.0113, Seq_model training time: 48.37min
LASER Seq-model 0, Epoch [312/2000], Runs: 849, Loss: 0.3298, UL AUC: 0.6226, ACC AUC: 0.6430, ACC NDCG@20: 0.0117, Seq_model training time: 48.52min
LASER Seq-model 0, Epoch [313/2000], Runs: 849, Loss: 0.3298, UL AUC: 0.6227, ACC AUC: 0.6431, ACC NDCG@20: 0.0115, Seq_model training time: 48.68min
LASER Seq-model 0, Epoch [314/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6225, ACC AUC: 0.6431, ACC NDCG@20: 0.0115, Seq_model training time: 48.84min
LASER Seq-model 0, Epoch [315/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6233, ACC AUC: 0.6430, ACC NDCG@20: 0.0117, Seq_model training time: 48.99min
LASER Seq-model 0, Epoch [316/2000], Runs: 849, Loss: 0.3298, UL AUC: 0.6234, ACC AUC: 0.6427, ACC NDCG@20: 0.0114, Seq_model training time: 49.15min
LASER Seq-model 0, Epoch [317/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6230, ACC AUC: 0.6427, ACC NDCG@20: 0.0116, Seq_model training time: 49.30min
LASER Seq-model 0, Epoch [318/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6241, ACC AUC: 0.6427, ACC NDCG@20: 0.0118, Seq_model training time: 49.45min
LASER Seq-model 0, Epoch [319/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6247, ACC AUC: 0.6425, ACC NDCG@20: 0.0118, Seq_model training time: 49.60min
LASER Seq-model 0, Epoch [320/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6230, ACC AUC: 0.6425, ACC NDCG@20: 0.0117, Seq_model training time: 49.76min
LASER Seq-model 0, Epoch [321/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6234, ACC AUC: 0.6423, ACC NDCG@20: 0.0119, Seq_model training time: 49.91min
LASER Seq-model 0, Epoch [322/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6238, ACC AUC: 0.6425, ACC NDCG@20: 0.0118, Seq_model training time: 50.07min
LASER Seq-model 0, Epoch [323/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6242, ACC AUC: 0.6424, ACC NDCG@20: 0.0118, Seq_model training time: 50.23min
LASER Seq-model 0, Epoch [324/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6252, ACC AUC: 0.6427, ACC NDCG@20: 0.0117, Seq_model training time: 50.39min
LASER Seq-model 0, Epoch [325/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6248, ACC AUC: 0.6431, ACC NDCG@20: 0.0120, Seq_model training time: 50.54min
LASER Seq-model 0, Epoch [326/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6247, ACC AUC: 0.6426, ACC NDCG@20: 0.0120, Seq_model training time: 50.70min
LASER Seq-model 0, Epoch [327/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6255, ACC AUC: 0.6425, ACC NDCG@20: 0.0118, Seq_model training time: 50.85min
LASER Seq-model 0, Epoch [328/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6259, ACC AUC: 0.6424, ACC NDCG@20: 0.0118, Seq_model training time: 51.00min
LASER Seq-model 0, Epoch [329/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6252, ACC AUC: 0.6425, ACC NDCG@20: 0.0115, Seq_model training time: 51.16min
LASER Seq-model 0, Epoch [330/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6248, ACC AUC: 0.6422, ACC NDCG@20: 0.0119, Seq_model training time: 51.31min
LASER Seq-model 0, Epoch [331/2000], Runs: 849, Loss: 0.3297, UL AUC: 0.6249, ACC AUC: 0.6424, ACC NDCG@20: 0.0118, Seq_model training time: 51.46min
LASER Seq-model 0, Epoch [332/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6250, ACC AUC: 0.6420, ACC NDCG@20: 0.0119, Seq_model training time: 51.62min
LASER Seq-model 0, Epoch [333/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6245, ACC AUC: 0.6422, ACC NDCG@20: 0.0118, Seq_model training time: 51.77min
LASER Seq-model 0, Epoch [334/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6242, ACC AUC: 0.6421, ACC NDCG@20: 0.0118, Seq_model training time: 51.93min
LASER Seq-model 0, Epoch [335/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6234, ACC AUC: 0.6422, ACC NDCG@20: 0.0116, Seq_model training time: 52.08min
LASER Seq-model 0, Epoch [336/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6238, ACC AUC: 0.6420, ACC NDCG@20: 0.0117, Seq_model training time: 52.24min
LASER Seq-model 0, Epoch [337/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6234, ACC AUC: 0.6419, ACC NDCG@20: 0.0116, Seq_model training time: 52.39min
LASER Seq-model 0, Epoch [338/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6239, ACC AUC: 0.6420, ACC NDCG@20: 0.0119, Seq_model training time: 52.54min
LASER Seq-model 0, Epoch [339/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6237, ACC AUC: 0.6422, ACC NDCG@20: 0.0118, Seq_model training time: 52.70min
LASER Seq-model 0, Epoch [340/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6235, ACC AUC: 0.6419, ACC NDCG@20: 0.0119, Seq_model training time: 52.86min
LASER Seq-model 0, Epoch [341/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6239, ACC AUC: 0.6418, ACC NDCG@20: 0.0120, Seq_model training time: 53.01min
LASER Seq-model 0, Epoch [342/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6238, ACC AUC: 0.6417, ACC NDCG@20: 0.0121, Seq_model training time: 53.16min
LASER Seq-model 0, Epoch [343/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6246, ACC AUC: 0.6421, ACC NDCG@20: 0.0120, Seq_model training time: 53.32min
LASER Seq-model 0, Epoch [344/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6233, ACC AUC: 0.6418, ACC NDCG@20: 0.0119, Seq_model training time: 53.47min
LASER Seq-model 0, Epoch [345/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6244, ACC AUC: 0.6417, ACC NDCG@20: 0.0119, Seq_model training time: 53.63min
LASER Seq-model 0, Epoch [346/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6230, ACC AUC: 0.6416, ACC NDCG@20: 0.0121, Seq_model training time: 53.79min
LASER Seq-model 0, Epoch [347/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6219, ACC AUC: 0.6417, ACC NDCG@20: 0.0122, Seq_model training time: 53.94min
LASER Seq-model 0, Epoch [348/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6217, ACC AUC: 0.6418, ACC NDCG@20: 0.0120, Seq_model training time: 54.10min
LASER Seq-model 0, Epoch [349/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6227, ACC AUC: 0.6418, ACC NDCG@20: 0.0118, Seq_model training time: 54.25min
LASER Seq-model 0, Epoch [350/2000], Runs: 849, Loss: 0.3296, UL AUC: 0.6231, ACC AUC: 0.6415, ACC NDCG@20: 0.0123, Seq_model training time: 54.41min
LASER Seq-model 0, Epoch [351/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6233, ACC AUC: 0.6415, ACC NDCG@20: 0.0121, Seq_model training time: 54.57min
LASER Seq-model 0, Epoch [352/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6231, ACC AUC: 0.6418, ACC NDCG@20: 0.0122, Seq_model training time: 54.72min
LASER Seq-model 0, Epoch [353/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6236, ACC AUC: 0.6413, ACC NDCG@20: 0.0122, Seq_model training time: 54.87min
LASER Seq-model 0, Epoch [354/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6234, ACC AUC: 0.6414, ACC NDCG@20: 0.0123, Seq_model training time: 55.02min
LASER Seq-model 0, Epoch [355/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6240, ACC AUC: 0.6415, ACC NDCG@20: 0.0122, Seq_model training time: 55.18min
LASER Seq-model 0, Epoch [356/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6235, ACC AUC: 0.6415, ACC NDCG@20: 0.0120, Seq_model training time: 55.34min
LASER Seq-model 0, Epoch [357/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6236, ACC AUC: 0.6414, ACC NDCG@20: 0.0121, Seq_model training time: 55.49min
LASER Seq-model 0, Epoch [358/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6240, ACC AUC: 0.6416, ACC NDCG@20: 0.0121, Seq_model training time: 55.65min
LASER Seq-model 0, Epoch [359/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6249, ACC AUC: 0.6416, ACC NDCG@20: 0.0119, Seq_model training time: 55.80min
LASER Seq-model 0, Epoch [360/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6243, ACC AUC: 0.6414, ACC NDCG@20: 0.0122, Seq_model training time: 55.96min
LASER Seq-model 0, Epoch [361/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6234, ACC AUC: 0.6417, ACC NDCG@20: 0.0118, Seq_model training time: 56.12min
LASER Seq-model 0, Epoch [362/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6245, ACC AUC: 0.6417, ACC NDCG@20: 0.0120, Seq_model training time: 56.27min
LASER Seq-model 0, Epoch [363/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6242, ACC AUC: 0.6413, ACC NDCG@20: 0.0121, Seq_model training time: 56.43min
LASER Seq-model 0, Epoch [364/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6244, ACC AUC: 0.6412, ACC NDCG@20: 0.0120, Seq_model training time: 56.59min
LASER Seq-model 0, Epoch [365/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6241, ACC AUC: 0.6415, ACC NDCG@20: 0.0120, Seq_model training time: 56.74min
LASER Seq-model 0, Epoch [366/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6247, ACC AUC: 0.6415, ACC NDCG@20: 0.0122, Seq_model training time: 56.89min
LASER Seq-model 0, Epoch [367/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6251, ACC AUC: 0.6413, ACC NDCG@20: 0.0121, Seq_model training time: 57.05min
LASER Seq-model 0, Epoch [368/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6252, ACC AUC: 0.6414, ACC NDCG@20: 0.0120, Seq_model training time: 57.20min
LASER Seq-model 0, Epoch [369/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6251, ACC AUC: 0.6414, ACC NDCG@20: 0.0118, Seq_model training time: 57.36min
LASER Seq-model 0, Epoch [370/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6256, ACC AUC: 0.6416, ACC NDCG@20: 0.0120, Seq_model training time: 57.51min
LASER Seq-model 0, Epoch [371/2000], Runs: 849, Loss: 0.3295, UL AUC: 0.6254, ACC AUC: 0.6415, ACC NDCG@20: 0.0117, Seq_model training time: 57.67min
LASER Seq-model 0, Epoch [372/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6249, ACC AUC: 0.6418, ACC NDCG@20: 0.0119, Seq_model training time: 57.82min
LASER Seq-model 0, Epoch [373/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6243, ACC AUC: 0.6417, ACC NDCG@20: 0.0119, Seq_model training time: 57.98min
LASER Seq-model 0, Epoch [374/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6246, ACC AUC: 0.6416, ACC NDCG@20: 0.0118, Seq_model training time: 58.13min
LASER Seq-model 0, Epoch [375/2000], Runs: 849, Loss: 0.3294, UL AUC: 0.6248, ACC AUC: 0.6414, ACC NDCG@20: 0.0118, Seq_model training time: 58.29min
LASER Seq-model 0, Epoch [376/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6240, ACC AUC: 0.6416, ACC NDCG@20: 0.0120, Seq_model training time: 58.44min
LASER Seq-model 0, Epoch [377/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6243, ACC AUC: 0.6419, ACC NDCG@20: 0.0121, Seq_model training time: 58.60min
LASER Seq-model 0, Epoch [378/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6240, ACC AUC: 0.6417, ACC NDCG@20: 0.0121, Seq_model training time: 58.75min
LASER Seq-model 0, Epoch [379/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6239, ACC AUC: 0.6414, ACC NDCG@20: 0.0122, Seq_model training time: 58.91min
LASER Seq-model 0, Epoch [380/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6249, ACC AUC: 0.6416, ACC NDCG@20: 0.0119, Seq_model training time: 59.06min
LASER Seq-model 0, Epoch [381/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6249, ACC AUC: 0.6412, ACC NDCG@20: 0.0120, Seq_model training time: 59.22min
LASER Seq-model 0, Epoch [382/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6245, ACC AUC: 0.6414, ACC NDCG@20: 0.0121, Seq_model training time: 59.37min
LASER Seq-model 0, Epoch [383/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6248, ACC AUC: 0.6412, ACC NDCG@20: 0.0120, Seq_model training time: 59.53min
LASER Seq-model 0, Epoch [384/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6245, ACC AUC: 0.6415, ACC NDCG@20: 0.0119, Seq_model training time: 59.68min
LASER Seq-model 0, Epoch [385/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6254, ACC AUC: 0.6416, ACC NDCG@20: 0.0119, Seq_model training time: 59.84min
LASER Seq-model 0, Epoch [386/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6251, ACC AUC: 0.6411, ACC NDCG@20: 0.0117, Seq_model training time: 59.99min
LASER Seq-model 0, Epoch [387/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6255, ACC AUC: 0.6411, ACC NDCG@20: 0.0117, Seq_model training time: 60.15min
LASER Seq-model 0, Epoch [388/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6252, ACC AUC: 0.6410, ACC NDCG@20: 0.0116, Seq_model training time: 60.30min
LASER Seq-model 0, Epoch [389/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6258, ACC AUC: 0.6409, ACC NDCG@20: 0.0119, Seq_model training time: 60.46min
LASER Seq-model 0, Epoch [390/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6257, ACC AUC: 0.6412, ACC NDCG@20: 0.0118, Seq_model training time: 60.61min
LASER Seq-model 0, Epoch [391/2000], Runs: 849, Loss: 0.3291, UL AUC: 0.6264, ACC AUC: 0.6410, ACC NDCG@20: 0.0119, Seq_model training time: 60.77min
LASER Seq-model 0, Epoch [392/2000], Runs: 849, Loss: 0.3293, UL AUC: 0.6255, ACC AUC: 0.6409, ACC NDCG@20: 0.0118, Seq_model training time: 60.93min
LASER Seq-model 0, Epoch [393/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6259, ACC AUC: 0.6409, ACC NDCG@20: 0.0118, Seq_model training time: 61.08min
LASER Seq-model 0, Epoch [394/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6249, ACC AUC: 0.6409, ACC NDCG@20: 0.0121, Seq_model training time: 61.24min
LASER Seq-model 0, Epoch [395/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6249, ACC AUC: 0.6411, ACC NDCG@20: 0.0119, Seq_model training time: 61.39min
LASER Seq-model 0, Epoch [396/2000], Runs: 849, Loss: 0.3291, UL AUC: 0.6263, ACC AUC: 0.6410, ACC NDCG@20: 0.0121, Seq_model training time: 61.55min
LASER Seq-model 0, Epoch [397/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6271, ACC AUC: 0.6410, ACC NDCG@20: 0.0119, Seq_model training time: 61.70min
LASER Seq-model 0, Epoch [398/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6275, ACC AUC: 0.6412, ACC NDCG@20: 0.0121, Seq_model training time: 61.86min
LASER Seq-model 0, Epoch [399/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6258, ACC AUC: 0.6409, ACC NDCG@20: 0.0118, Seq_model training time: 62.01min
LASER Seq-model 0, Epoch [400/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6266, ACC AUC: 0.6408, ACC NDCG@20: 0.0118, Seq_model training time: 62.17min
LASER Seq-model 0, Epoch [401/2000], Runs: 849, Loss: 0.3291, UL AUC: 0.6263, ACC AUC: 0.6410, ACC NDCG@20: 0.0118, Seq_model training time: 62.33min
LASER Seq-model 0, Epoch [402/2000], Runs: 849, Loss: 0.3291, UL AUC: 0.6271, ACC AUC: 0.6413, ACC NDCG@20: 0.0121, Seq_model training time: 62.49min
LASER Seq-model 0, Epoch [403/2000], Runs: 849, Loss: 0.3292, UL AUC: 0.6271, ACC AUC: 0.6414, ACC NDCG@20: 0.0121, Seq_model training time: 62.64min
LASER Seq-model 0, Epoch [404/2000], Runs: 849, Loss: 0.3290, UL AUC: 0.6263, ACC AUC: 0.6413, ACC NDCG@20: 0.0121, Seq_model training time: 62.79min
[LASER] START training seq_model 1, current time: 63.05min.
LASER Seq-model 1, Epoch [1/2000], Runs: 808, Loss: 0.7025, UL AUC: 0.6508, ACC AUC: 0.6536, ACC NDCG@20: 0.0094, Seq_model training time: 0.15min
LASER Seq-model 1, Epoch [2/2000], Runs: 808, Loss: 0.6098, UL AUC: 0.6607, ACC AUC: 0.6720, ACC NDCG@20: 0.0098, Seq_model training time: 0.30min
LASER Seq-model 1, Epoch [3/2000], Runs: 808, Loss: 0.5230, UL AUC: 0.6620, ACC AUC: 0.6982, ACC NDCG@20: 0.0107, Seq_model training time: 0.45min
LASER Seq-model 1, Epoch [4/2000], Runs: 808, Loss: 0.4567, UL AUC: 0.6592, ACC AUC: 0.7188, ACC NDCG@20: 0.0118, Seq_model training time: 0.61min
LASER Seq-model 1, Epoch [5/2000], Runs: 808, Loss: 0.4169, UL AUC: 0.6551, ACC AUC: 0.7302, ACC NDCG@20: 0.0124, Seq_model training time: 0.76min
LASER Seq-model 1, Epoch [6/2000], Runs: 808, Loss: 0.3948, UL AUC: 0.6514, ACC AUC: 0.7355, ACC NDCG@20: 0.0127, Seq_model training time: 0.91min
LASER Seq-model 1, Epoch [7/2000], Runs: 808, Loss: 0.3820, UL AUC: 0.6483, ACC AUC: 0.7373, ACC NDCG@20: 0.0127, Seq_model training time: 1.06min
LASER Seq-model 1, Epoch [8/2000], Runs: 808, Loss: 0.3736, UL AUC: 0.6475, ACC AUC: 0.7375, ACC NDCG@20: 0.0124, Seq_model training time: 1.21min
LASER Seq-model 1, Epoch [9/2000], Runs: 808, Loss: 0.3677, UL AUC: 0.6459, ACC AUC: 0.7367, ACC NDCG@20: 0.0122, Seq_model training time: 1.36min
LASER Seq-model 1, Epoch [10/2000], Runs: 808, Loss: 0.3637, UL AUC: 0.6450, ACC AUC: 0.7355, ACC NDCG@20: 0.0117, Seq_model training time: 1.51min
LASER Seq-model 1, Epoch [11/2000], Runs: 808, Loss: 0.3606, UL AUC: 0.6448, ACC AUC: 0.7337, ACC NDCG@20: 0.0112, Seq_model training time: 1.66min
LASER Seq-model 1, Epoch [12/2000], Runs: 808, Loss: 0.3580, UL AUC: 0.6440, ACC AUC: 0.7317, ACC NDCG@20: 0.0109, Seq_model training time: 1.81min
LASER Seq-model 1, Epoch [13/2000], Runs: 808, Loss: 0.3556, UL AUC: 0.6435, ACC AUC: 0.7296, ACC NDCG@20: 0.0104, Seq_model training time: 1.96min
LASER Seq-model 1, Epoch [14/2000], Runs: 808, Loss: 0.3543, UL AUC: 0.6434, ACC AUC: 0.7273, ACC NDCG@20: 0.0101, Seq_model training time: 2.10min
LASER Seq-model 1, Epoch [15/2000], Runs: 808, Loss: 0.3528, UL AUC: 0.6431, ACC AUC: 0.7247, ACC NDCG@20: 0.0095, Seq_model training time: 2.25min
LASER Seq-model 1, Epoch [16/2000], Runs: 808, Loss: 0.3511, UL AUC: 0.6417, ACC AUC: 0.7218, ACC NDCG@20: 0.0092, Seq_model training time: 2.41min
LASER Seq-model 1, Epoch [17/2000], Runs: 808, Loss: 0.3499, UL AUC: 0.6409, ACC AUC: 0.7185, ACC NDCG@20: 0.0089, Seq_model training time: 2.55min
LASER Seq-model 1, Epoch [18/2000], Runs: 808, Loss: 0.3490, UL AUC: 0.6385, ACC AUC: 0.7151, ACC NDCG@20: 0.0087, Seq_model training time: 2.70min
LASER Seq-model 1, Epoch [19/2000], Runs: 808, Loss: 0.3481, UL AUC: 0.6364, ACC AUC: 0.7114, ACC NDCG@20: 0.0083, Seq_model training time: 2.85min
LASER Seq-model 1, Epoch [20/2000], Runs: 808, Loss: 0.3470, UL AUC: 0.6339, ACC AUC: 0.7077, ACC NDCG@20: 0.0080, Seq_model training time: 3.00min
LASER Seq-model 1, Epoch [21/2000], Runs: 808, Loss: 0.3463, UL AUC: 0.6310, ACC AUC: 0.7042, ACC NDCG@20: 0.0078, Seq_model training time: 3.15min
LASER Seq-model 1, Epoch [22/2000], Runs: 808, Loss: 0.3455, UL AUC: 0.6277, ACC AUC: 0.7003, ACC NDCG@20: 0.0075, Seq_model training time: 3.30min
LASER Seq-model 1, Epoch [23/2000], Runs: 808, Loss: 0.3449, UL AUC: 0.6249, ACC AUC: 0.6968, ACC NDCG@20: 0.0075, Seq_model training time: 3.45min
LASER Seq-model 1, Epoch [24/2000], Runs: 808, Loss: 0.3441, UL AUC: 0.6218, ACC AUC: 0.6934, ACC NDCG@20: 0.0074, Seq_model training time: 3.60min
LASER Seq-model 1, Epoch [25/2000], Runs: 808, Loss: 0.3437, UL AUC: 0.6189, ACC AUC: 0.6902, ACC NDCG@20: 0.0071, Seq_model training time: 3.74min
LASER Seq-model 1, Epoch [26/2000], Runs: 808, Loss: 0.3432, UL AUC: 0.6157, ACC AUC: 0.6873, ACC NDCG@20: 0.0070, Seq_model training time: 3.89min
LASER Seq-model 1, Epoch [27/2000], Runs: 808, Loss: 0.3427, UL AUC: 0.6127, ACC AUC: 0.6845, ACC NDCG@20: 0.0067, Seq_model training time: 4.04min
LASER Seq-model 1, Epoch [28/2000], Runs: 808, Loss: 0.3424, UL AUC: 0.6094, ACC AUC: 0.6817, ACC NDCG@20: 0.0067, Seq_model training time: 4.19min
LASER Seq-model 1, Epoch [29/2000], Runs: 808, Loss: 0.3416, UL AUC: 0.6070, ACC AUC: 0.6793, ACC NDCG@20: 0.0067, Seq_model training time: 4.34min
LASER Seq-model 1, Epoch [30/2000], Runs: 808, Loss: 0.3415, UL AUC: 0.6059, ACC AUC: 0.6769, ACC NDCG@20: 0.0064, Seq_model training time: 4.49min
LASER Seq-model 1, Epoch [31/2000], Runs: 808, Loss: 0.3412, UL AUC: 0.6045, ACC AUC: 0.6751, ACC NDCG@20: 0.0066, Seq_model training time: 4.64min
LASER Seq-model 1, Epoch [32/2000], Runs: 808, Loss: 0.3407, UL AUC: 0.6028, ACC AUC: 0.6730, ACC NDCG@20: 0.0066, Seq_model training time: 4.79min
LASER Seq-model 1, Epoch [33/2000], Runs: 808, Loss: 0.3404, UL AUC: 0.6015, ACC AUC: 0.6714, ACC NDCG@20: 0.0066, Seq_model training time: 4.94min
LASER Seq-model 1, Epoch [34/2000], Runs: 808, Loss: 0.3402, UL AUC: 0.6002, ACC AUC: 0.6698, ACC NDCG@20: 0.0065, Seq_model training time: 5.09min
LASER Seq-model 1, Epoch [35/2000], Runs: 808, Loss: 0.3397, UL AUC: 0.5989, ACC AUC: 0.6685, ACC NDCG@20: 0.0065, Seq_model training time: 5.25min
LASER Seq-model 1, Epoch [36/2000], Runs: 808, Loss: 0.3396, UL AUC: 0.5994, ACC AUC: 0.6673, ACC NDCG@20: 0.0065, Seq_model training time: 5.39min
LASER Seq-model 1, Epoch [37/2000], Runs: 808, Loss: 0.3393, UL AUC: 0.5986, ACC AUC: 0.6664, ACC NDCG@20: 0.0067, Seq_model training time: 5.54min
LASER Seq-model 1, Epoch [38/2000], Runs: 808, Loss: 0.3389, UL AUC: 0.5984, ACC AUC: 0.6651, ACC NDCG@20: 0.0066, Seq_model training time: 5.69min
LASER Seq-model 1, Epoch [39/2000], Runs: 808, Loss: 0.3387, UL AUC: 0.5986, ACC AUC: 0.6640, ACC NDCG@20: 0.0066, Seq_model training time: 5.84min
LASER Seq-model 1, Epoch [40/2000], Runs: 808, Loss: 0.3386, UL AUC: 0.5992, ACC AUC: 0.6637, ACC NDCG@20: 0.0064, Seq_model training time: 5.99min
LASER Seq-model 1, Epoch [41/2000], Runs: 808, Loss: 0.3385, UL AUC: 0.5994, ACC AUC: 0.6628, ACC NDCG@20: 0.0066, Seq_model training time: 6.14min
LASER Seq-model 1, Epoch [42/2000], Runs: 808, Loss: 0.3381, UL AUC: 0.5982, ACC AUC: 0.6620, ACC NDCG@20: 0.0065, Seq_model training time: 6.29min
LASER Seq-model 1, Epoch [43/2000], Runs: 808, Loss: 0.3380, UL AUC: 0.5985, ACC AUC: 0.6608, ACC NDCG@20: 0.0065, Seq_model training time: 6.44min
LASER Seq-model 1, Epoch [44/2000], Runs: 808, Loss: 0.3378, UL AUC: 0.5987, ACC AUC: 0.6605, ACC NDCG@20: 0.0066, Seq_model training time: 6.58min
LASER Seq-model 1, Epoch [45/2000], Runs: 808, Loss: 0.3377, UL AUC: 0.5981, ACC AUC: 0.6601, ACC NDCG@20: 0.0067, Seq_model training time: 6.74min
LASER Seq-model 1, Epoch [46/2000], Runs: 808, Loss: 0.3375, UL AUC: 0.5983, ACC AUC: 0.6594, ACC NDCG@20: 0.0067, Seq_model training time: 6.89min
LASER Seq-model 1, Epoch [47/2000], Runs: 808, Loss: 0.3375, UL AUC: 0.5983, ACC AUC: 0.6586, ACC NDCG@20: 0.0067, Seq_model training time: 7.04min
LASER Seq-model 1, Epoch [48/2000], Runs: 808, Loss: 0.3372, UL AUC: 0.5985, ACC AUC: 0.6585, ACC NDCG@20: 0.0070, Seq_model training time: 7.19min
LASER Seq-model 1, Epoch [49/2000], Runs: 808, Loss: 0.3370, UL AUC: 0.5984, ACC AUC: 0.6575, ACC NDCG@20: 0.0068, Seq_model training time: 7.34min
LASER Seq-model 1, Epoch [50/2000], Runs: 808, Loss: 0.3370, UL AUC: 0.5988, ACC AUC: 0.6567, ACC NDCG@20: 0.0069, Seq_model training time: 7.49min
LASER Seq-model 1, Epoch [51/2000], Runs: 808, Loss: 0.3368, UL AUC: 0.5989, ACC AUC: 0.6566, ACC NDCG@20: 0.0070, Seq_model training time: 7.64min
LASER Seq-model 1, Epoch [52/2000], Runs: 808, Loss: 0.3367, UL AUC: 0.5992, ACC AUC: 0.6558, ACC NDCG@20: 0.0071, Seq_model training time: 7.79min
LASER Seq-model 1, Epoch [53/2000], Runs: 808, Loss: 0.3365, UL AUC: 0.5990, ACC AUC: 0.6554, ACC NDCG@20: 0.0070, Seq_model training time: 7.94min
LASER Seq-model 1, Epoch [54/2000], Runs: 808, Loss: 0.3363, UL AUC: 0.5988, ACC AUC: 0.6551, ACC NDCG@20: 0.0072, Seq_model training time: 8.09min
LASER Seq-model 1, Epoch [55/2000], Runs: 808, Loss: 0.3364, UL AUC: 0.5988, ACC AUC: 0.6545, ACC NDCG@20: 0.0070, Seq_model training time: 8.23min
LASER Seq-model 1, Epoch [56/2000], Runs: 808, Loss: 0.3360, UL AUC: 0.5998, ACC AUC: 0.6543, ACC NDCG@20: 0.0071, Seq_model training time: 8.38min
LASER Seq-model 1, Epoch [57/2000], Runs: 808, Loss: 0.3362, UL AUC: 0.5991, ACC AUC: 0.6537, ACC NDCG@20: 0.0073, Seq_model training time: 8.53min
[LASER] START training seq_model 2, current time: 71.73min.
LASER Seq-model 2, Epoch [1/2000], Runs: 737, Loss: 0.7098, UL AUC: 0.6101, ACC AUC: 0.6527, ACC NDCG@20: 0.0066, Seq_model training time: 0.15min
LASER Seq-model 2, Epoch [2/2000], Runs: 737, Loss: 0.6247, UL AUC: 0.6176, ACC AUC: 0.6553, ACC NDCG@20: 0.0067, Seq_model training time: 0.29min
LASER Seq-model 2, Epoch [3/2000], Runs: 737, Loss: 0.5405, UL AUC: 0.6203, ACC AUC: 0.6645, ACC NDCG@20: 0.0069, Seq_model training time: 0.44min
LASER Seq-model 2, Epoch [4/2000], Runs: 737, Loss: 0.4724, UL AUC: 0.6194, ACC AUC: 0.6746, ACC NDCG@20: 0.0074, Seq_model training time: 0.59min
LASER Seq-model 2, Epoch [5/2000], Runs: 737, Loss: 0.4307, UL AUC: 0.6177, ACC AUC: 0.6825, ACC NDCG@20: 0.0079, Seq_model training time: 0.74min
LASER Seq-model 2, Epoch [6/2000], Runs: 737, Loss: 0.4070, UL AUC: 0.6176, ACC AUC: 0.6882, ACC NDCG@20: 0.0084, Seq_model training time: 0.88min
LASER Seq-model 2, Epoch [7/2000], Runs: 737, Loss: 0.3928, UL AUC: 0.6182, ACC AUC: 0.6922, ACC NDCG@20: 0.0089, Seq_model training time: 1.02min
LASER Seq-model 2, Epoch [8/2000], Runs: 737, Loss: 0.3834, UL AUC: 0.6189, ACC AUC: 0.6953, ACC NDCG@20: 0.0089, Seq_model training time: 1.17min
LASER Seq-model 2, Epoch [9/2000], Runs: 737, Loss: 0.3767, UL AUC: 0.6195, ACC AUC: 0.6976, ACC NDCG@20: 0.0089, Seq_model training time: 1.31min
LASER Seq-model 2, Epoch [10/2000], Runs: 737, Loss: 0.3721, UL AUC: 0.6203, ACC AUC: 0.6995, ACC NDCG@20: 0.0088, Seq_model training time: 1.46min
LASER Seq-model 2, Epoch [11/2000], Runs: 737, Loss: 0.3678, UL AUC: 0.6222, ACC AUC: 0.7008, ACC NDCG@20: 0.0087, Seq_model training time: 1.60min
LASER Seq-model 2, Epoch [12/2000], Runs: 737, Loss: 0.3647, UL AUC: 0.6228, ACC AUC: 0.7019, ACC NDCG@20: 0.0086, Seq_model training time: 1.74min
LASER Seq-model 2, Epoch [13/2000], Runs: 737, Loss: 0.3623, UL AUC: 0.6236, ACC AUC: 0.7025, ACC NDCG@20: 0.0084, Seq_model training time: 1.88min
LASER Seq-model 2, Epoch [14/2000], Runs: 737, Loss: 0.3601, UL AUC: 0.6250, ACC AUC: 0.7028, ACC NDCG@20: 0.0083, Seq_model training time: 2.03min
LASER Seq-model 2, Epoch [15/2000], Runs: 737, Loss: 0.3581, UL AUC: 0.6262, ACC AUC: 0.7026, ACC NDCG@20: 0.0082, Seq_model training time: 2.17min
LASER Seq-model 2, Epoch [16/2000], Runs: 737, Loss: 0.3568, UL AUC: 0.6281, ACC AUC: 0.7019, ACC NDCG@20: 0.0079, Seq_model training time: 2.31min
LASER Seq-model 2, Epoch [17/2000], Runs: 737, Loss: 0.3552, UL AUC: 0.6293, ACC AUC: 0.7010, ACC NDCG@20: 0.0078, Seq_model training time: 2.45min
LASER Seq-model 2, Epoch [18/2000], Runs: 737, Loss: 0.3538, UL AUC: 0.6304, ACC AUC: 0.6997, ACC NDCG@20: 0.0077, Seq_model training time: 2.59min
LASER Seq-model 2, Epoch [19/2000], Runs: 737, Loss: 0.3528, UL AUC: 0.6310, ACC AUC: 0.6979, ACC NDCG@20: 0.0075, Seq_model training time: 2.73min
LASER Seq-model 2, Epoch [20/2000], Runs: 737, Loss: 0.3520, UL AUC: 0.6319, ACC AUC: 0.6957, ACC NDCG@20: 0.0075, Seq_model training time: 2.87min
LASER Seq-model 2, Epoch [21/2000], Runs: 737, Loss: 0.3511, UL AUC: 0.6306, ACC AUC: 0.6939, ACC NDCG@20: 0.0075, Seq_model training time: 3.01min
LASER Seq-model 2, Epoch [22/2000], Runs: 737, Loss: 0.3504, UL AUC: 0.6306, ACC AUC: 0.6923, ACC NDCG@20: 0.0073, Seq_model training time: 3.15min
LASER Seq-model 2, Epoch [23/2000], Runs: 737, Loss: 0.3494, UL AUC: 0.6298, ACC AUC: 0.6908, ACC NDCG@20: 0.0070, Seq_model training time: 3.29min
LASER Seq-model 2, Epoch [24/2000], Runs: 737, Loss: 0.3491, UL AUC: 0.6284, ACC AUC: 0.6889, ACC NDCG@20: 0.0072, Seq_model training time: 3.43min
LASER Seq-model 2, Epoch [25/2000], Runs: 737, Loss: 0.3483, UL AUC: 0.6275, ACC AUC: 0.6871, ACC NDCG@20: 0.0070, Seq_model training time: 3.57min
LASER Seq-model 2, Epoch [26/2000], Runs: 737, Loss: 0.3477, UL AUC: 0.6255, ACC AUC: 0.6862, ACC NDCG@20: 0.0069, Seq_model training time: 3.71min
LASER Seq-model 2, Epoch [27/2000], Runs: 737, Loss: 0.3472, UL AUC: 0.6231, ACC AUC: 0.6849, ACC NDCG@20: 0.0068, Seq_model training time: 3.85min
LASER Seq-model 2, Epoch [28/2000], Runs: 737, Loss: 0.3469, UL AUC: 0.6220, ACC AUC: 0.6838, ACC NDCG@20: 0.0067, Seq_model training time: 3.99min
LASER Seq-model 2, Epoch [29/2000], Runs: 737, Loss: 0.3462, UL AUC: 0.6204, ACC AUC: 0.6825, ACC NDCG@20: 0.0067, Seq_model training time: 4.13min
LASER Seq-model 2, Epoch [30/2000], Runs: 737, Loss: 0.3457, UL AUC: 0.6188, ACC AUC: 0.6813, ACC NDCG@20: 0.0067, Seq_model training time: 4.27min
LASER Seq-model 2, Epoch [31/2000], Runs: 737, Loss: 0.3453, UL AUC: 0.6161, ACC AUC: 0.6804, ACC NDCG@20: 0.0067, Seq_model training time: 4.41min
LASER Seq-model 2, Epoch [32/2000], Runs: 737, Loss: 0.3451, UL AUC: 0.6133, ACC AUC: 0.6792, ACC NDCG@20: 0.0066, Seq_model training time: 4.56min
LASER Seq-model 2, Epoch [33/2000], Runs: 737, Loss: 0.3448, UL AUC: 0.6108, ACC AUC: 0.6791, ACC NDCG@20: 0.0065, Seq_model training time: 4.70min
LASER Seq-model 2, Epoch [34/2000], Runs: 737, Loss: 0.3445, UL AUC: 0.6086, ACC AUC: 0.6781, ACC NDCG@20: 0.0067, Seq_model training time: 4.83min
LASER Seq-model 2, Epoch [35/2000], Runs: 737, Loss: 0.3440, UL AUC: 0.6066, ACC AUC: 0.6773, ACC NDCG@20: 0.0067, Seq_model training time: 4.98min
LASER Seq-model 2, Epoch [36/2000], Runs: 737, Loss: 0.3435, UL AUC: 0.6043, ACC AUC: 0.6764, ACC NDCG@20: 0.0067, Seq_model training time: 5.12min
LASER Seq-model 2, Epoch [37/2000], Runs: 737, Loss: 0.3431, UL AUC: 0.6032, ACC AUC: 0.6756, ACC NDCG@20: 0.0066, Seq_model training time: 5.26min
LASER Seq-model 2, Epoch [38/2000], Runs: 737, Loss: 0.3430, UL AUC: 0.6021, ACC AUC: 0.6746, ACC NDCG@20: 0.0065, Seq_model training time: 5.40min
LASER Seq-model 2, Epoch [39/2000], Runs: 737, Loss: 0.3425, UL AUC: 0.6008, ACC AUC: 0.6743, ACC NDCG@20: 0.0066, Seq_model training time: 5.55min
LASER Seq-model 2, Epoch [40/2000], Runs: 737, Loss: 0.3426, UL AUC: 0.5998, ACC AUC: 0.6741, ACC NDCG@20: 0.0066, Seq_model training time: 5.69min
LASER Seq-model 2, Epoch [41/2000], Runs: 737, Loss: 0.3421, UL AUC: 0.5991, ACC AUC: 0.6731, ACC NDCG@20: 0.0068, Seq_model training time: 5.83min
LASER Seq-model 2, Epoch [42/2000], Runs: 737, Loss: 0.3419, UL AUC: 0.5988, ACC AUC: 0.6726, ACC NDCG@20: 0.0068, Seq_model training time: 5.97min
LASER Seq-model 2, Epoch [43/2000], Runs: 737, Loss: 0.3418, UL AUC: 0.5974, ACC AUC: 0.6721, ACC NDCG@20: 0.0066, Seq_model training time: 6.11min
LASER Seq-model 2, Epoch [44/2000], Runs: 737, Loss: 0.3417, UL AUC: 0.5968, ACC AUC: 0.6713, ACC NDCG@20: 0.0067, Seq_model training time: 6.24min
LASER Seq-model 2, Epoch [45/2000], Runs: 737, Loss: 0.3412, UL AUC: 0.5961, ACC AUC: 0.6709, ACC NDCG@20: 0.0067, Seq_model training time: 6.38min
LASER Seq-model 2, Epoch [46/2000], Runs: 737, Loss: 0.3411, UL AUC: 0.5956, ACC AUC: 0.6705, ACC NDCG@20: 0.0067, Seq_model training time: 6.52min
LASER Seq-model 2, Epoch [47/2000], Runs: 737, Loss: 0.3409, UL AUC: 0.5957, ACC AUC: 0.6699, ACC NDCG@20: 0.0066, Seq_model training time: 6.66min
LASER Seq-model 2, Epoch [48/2000], Runs: 737, Loss: 0.3408, UL AUC: 0.5951, ACC AUC: 0.6694, ACC NDCG@20: 0.0067, Seq_model training time: 6.80min
LASER Seq-model 2, Epoch [49/2000], Runs: 737, Loss: 0.3406, UL AUC: 0.5953, ACC AUC: 0.6694, ACC NDCG@20: 0.0067, Seq_model training time: 6.94min
LASER Seq-model 2, Epoch [50/2000], Runs: 737, Loss: 0.3405, UL AUC: 0.5937, ACC AUC: 0.6689, ACC NDCG@20: 0.0066, Seq_model training time: 7.08min
LASER Seq-model 2, Epoch [51/2000], Runs: 737, Loss: 0.3403, UL AUC: 0.5933, ACC AUC: 0.6688, ACC NDCG@20: 0.0068, Seq_model training time: 7.22min
LASER Seq-model 2, Epoch [52/2000], Runs: 737, Loss: 0.3402, UL AUC: 0.5937, ACC AUC: 0.6685, ACC NDCG@20: 0.0069, Seq_model training time: 7.37min
LASER Seq-model 2, Epoch [53/2000], Runs: 737, Loss: 0.3398, UL AUC: 0.5930, ACC AUC: 0.6681, ACC NDCG@20: 0.0069, Seq_model training time: 7.51min
LASER Seq-model 2, Epoch [54/2000], Runs: 737, Loss: 0.3398, UL AUC: 0.5937, ACC AUC: 0.6679, ACC NDCG@20: 0.0068, Seq_model training time: 7.65min
LASER Seq-model 2, Epoch [55/2000], Runs: 737, Loss: 0.3396, UL AUC: 0.5936, ACC AUC: 0.6675, ACC NDCG@20: 0.0068, Seq_model training time: 7.79min
LASER Seq-model 2, Epoch [56/2000], Runs: 737, Loss: 0.3396, UL AUC: 0.5935, ACC AUC: 0.6673, ACC NDCG@20: 0.0069, Seq_model training time: 7.93min
LASER Seq-model 2, Epoch [57/2000], Runs: 737, Loss: 0.3394, UL AUC: 0.5932, ACC AUC: 0.6675, ACC NDCG@20: 0.0069, Seq_model training time: 8.07min
LASER Seq-model 2, Epoch [58/2000], Runs: 737, Loss: 0.3393, UL AUC: 0.5929, ACC AUC: 0.6676, ACC NDCG@20: 0.0068, Seq_model training time: 8.21min
LASER Seq-model 2, Epoch [59/2000], Runs: 737, Loss: 0.3390, UL AUC: 0.5924, ACC AUC: 0.6674, ACC NDCG@20: 0.0068, Seq_model training time: 8.35min
[LASER] FINISH training SEQ_MODELS, current time: 80.22min.
TOTAL RUNNING TIME: 80.22min
Precision@20: 0.0058; Recall@20: 0.0124;  NDCG@20: 0.0095;  
Precision@50: 0.0052; Recall@50: 0.0277;  NDCG@50: 0.0152;  
Precision@100: 0.0046; Recall@100: 0.0488;  NDCG@100: 0.0221;  
Before unlearning: ACC AUC: 0.8838, UL AUC: 0.5051, ACC NDCG@20: 0.0277
After unlearning: ACC AUC: 0.6976, UL AUC: 0.6195, ACC NDCG@20: 0.0095
