Read gowalla dataset done! u_num: 29858, i_num: 40981
Load a pre-trained model
 UL AUC before unlearning: 0.4954
ACC AUC before unlearning: 0.8977
NDCG@20 before unlearning: 0.0814
[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: 920, Loss: 0.7507, UL AUC: 0.5378, ACC AUC: 0.5009, ACC NDCG@20: 0.0004, Seq_model training time: 0.17min
LASER Seq-model 0, Epoch [2/2000], Runs: 920, Loss: 0.6899, UL AUC: 0.5577, ACC AUC: 0.5014, ACC NDCG@20: 0.0003, Seq_model training time: 0.32min
LASER Seq-model 0, Epoch [3/2000], Runs: 920, Loss: 0.6610, UL AUC: 0.5692, ACC AUC: 0.5016, ACC NDCG@20: 0.0003, Seq_model training time: 0.47min
LASER Seq-model 0, Epoch [4/2000], Runs: 920, Loss: 0.6452, UL AUC: 0.5782, ACC AUC: 0.5019, ACC NDCG@20: 0.0003, Seq_model training time: 0.61min
LASER Seq-model 0, Epoch [5/2000], Runs: 920, Loss: 0.6341, UL AUC: 0.5871, ACC AUC: 0.5023, ACC NDCG@20: 0.0003, Seq_model training time: 0.76min
LASER Seq-model 0, Epoch [6/2000], Runs: 920, Loss: 0.6247, UL AUC: 0.5938, ACC AUC: 0.5032, ACC NDCG@20: 0.0003, Seq_model training time: 0.91min
LASER Seq-model 0, Epoch [7/2000], Runs: 920, Loss: 0.6171, UL AUC: 0.5986, ACC AUC: 0.5041, ACC NDCG@20: 0.0004, Seq_model training time: 1.05min
LASER Seq-model 0, Epoch [8/2000], Runs: 920, Loss: 0.6102, UL AUC: 0.6047, ACC AUC: 0.5050, ACC NDCG@20: 0.0003, Seq_model training time: 1.20min
LASER Seq-model 0, Epoch [9/2000], Runs: 920, Loss: 0.6043, UL AUC: 0.6095, ACC AUC: 0.5062, ACC NDCG@20: 0.0003, Seq_model training time: 1.35min
LASER Seq-model 0, Epoch [10/2000], Runs: 920, Loss: 0.5977, UL AUC: 0.6147, ACC AUC: 0.5076, ACC NDCG@20: 0.0003, Seq_model training time: 1.50min
LASER Seq-model 0, Epoch [11/2000], Runs: 920, Loss: 0.5907, UL AUC: 0.6173, ACC AUC: 0.5096, ACC NDCG@20: 0.0003, Seq_model training time: 1.64min
LASER Seq-model 0, Epoch [12/2000], Runs: 920, Loss: 0.5824, UL AUC: 0.6202, ACC AUC: 0.5121, ACC NDCG@20: 0.0004, Seq_model training time: 1.79min
LASER Seq-model 0, Epoch [13/2000], Runs: 920, Loss: 0.5738, UL AUC: 0.6241, ACC AUC: 0.5156, ACC NDCG@20: 0.0005, Seq_model training time: 1.95min
LASER Seq-model 0, Epoch [14/2000], Runs: 920, Loss: 0.5619, UL AUC: 0.6276, ACC AUC: 0.5201, ACC NDCG@20: 0.0007, Seq_model training time: 2.10min
LASER Seq-model 0, Epoch [15/2000], Runs: 920, Loss: 0.5493, UL AUC: 0.6321, ACC AUC: 0.5263, ACC NDCG@20: 0.0010, Seq_model training time: 2.25min
LASER Seq-model 0, Epoch [16/2000], Runs: 920, Loss: 0.5342, UL AUC: 0.6366, ACC AUC: 0.5337, ACC NDCG@20: 0.0015, Seq_model training time: 2.40min
LASER Seq-model 0, Epoch [17/2000], Runs: 920, Loss: 0.5177, UL AUC: 0.6424, ACC AUC: 0.5416, ACC NDCG@20: 0.0022, Seq_model training time: 2.55min
LASER Seq-model 0, Epoch [18/2000], Runs: 920, Loss: 0.5014, UL AUC: 0.6474, ACC AUC: 0.5504, ACC NDCG@20: 0.0030, Seq_model training time: 2.69min
LASER Seq-model 0, Epoch [19/2000], Runs: 920, Loss: 0.4868, UL AUC: 0.6533, ACC AUC: 0.5588, ACC NDCG@20: 0.0035, Seq_model training time: 2.84min
LASER Seq-model 0, Epoch [20/2000], Runs: 920, Loss: 0.4734, UL AUC: 0.6580, ACC AUC: 0.5673, ACC NDCG@20: 0.0040, Seq_model training time: 2.99min
LASER Seq-model 0, Epoch [21/2000], Runs: 920, Loss: 0.4611, UL AUC: 0.6612, ACC AUC: 0.5759, ACC NDCG@20: 0.0043, Seq_model training time: 3.14min
LASER Seq-model 0, Epoch [22/2000], Runs: 920, Loss: 0.4505, UL AUC: 0.6661, ACC AUC: 0.5839, ACC NDCG@20: 0.0042, Seq_model training time: 3.28min
LASER Seq-model 0, Epoch [23/2000], Runs: 920, Loss: 0.4419, UL AUC: 0.6696, ACC AUC: 0.5913, ACC NDCG@20: 0.0039, Seq_model training time: 3.43min
LASER Seq-model 0, Epoch [24/2000], Runs: 920, Loss: 0.4342, UL AUC: 0.6752, ACC AUC: 0.5973, ACC NDCG@20: 0.0036, Seq_model training time: 3.57min
LASER Seq-model 0, Epoch [25/2000], Runs: 920, Loss: 0.4279, UL AUC: 0.6790, ACC AUC: 0.6034, ACC NDCG@20: 0.0033, Seq_model training time: 3.72min
LASER Seq-model 0, Epoch [26/2000], Runs: 920, Loss: 0.4218, UL AUC: 0.6839, ACC AUC: 0.6087, ACC NDCG@20: 0.0030, Seq_model training time: 3.87min
LASER Seq-model 0, Epoch [27/2000], Runs: 920, Loss: 0.4172, UL AUC: 0.6884, ACC AUC: 0.6136, ACC NDCG@20: 0.0028, Seq_model training time: 4.02min
LASER Seq-model 0, Epoch [28/2000], Runs: 920, Loss: 0.4131, UL AUC: 0.6918, ACC AUC: 0.6183, ACC NDCG@20: 0.0027, Seq_model training time: 4.17min
LASER Seq-model 0, Epoch [29/2000], Runs: 920, Loss: 0.4092, UL AUC: 0.6951, ACC AUC: 0.6227, ACC NDCG@20: 0.0028, Seq_model training time: 4.32min
LASER Seq-model 0, Epoch [30/2000], Runs: 920, Loss: 0.4061, UL AUC: 0.6975, ACC AUC: 0.6269, ACC NDCG@20: 0.0029, Seq_model training time: 4.46min
LASER Seq-model 0, Epoch [31/2000], Runs: 920, Loss: 0.4028, UL AUC: 0.7013, ACC AUC: 0.6309, ACC NDCG@20: 0.0029, Seq_model training time: 4.62min
LASER Seq-model 0, Epoch [32/2000], Runs: 920, Loss: 0.4001, UL AUC: 0.7039, ACC AUC: 0.6345, ACC NDCG@20: 0.0031, Seq_model training time: 4.77min
LASER Seq-model 0, Epoch [33/2000], Runs: 920, Loss: 0.3977, UL AUC: 0.7065, ACC AUC: 0.6379, ACC NDCG@20: 0.0034, Seq_model training time: 4.92min
LASER Seq-model 0, Epoch [34/2000], Runs: 920, Loss: 0.3954, UL AUC: 0.7086, ACC AUC: 0.6410, ACC NDCG@20: 0.0035, Seq_model training time: 5.07min
LASER Seq-model 0, Epoch [35/2000], Runs: 920, Loss: 0.3934, UL AUC: 0.7115, ACC AUC: 0.6440, ACC NDCG@20: 0.0040, Seq_model training time: 5.22min
LASER Seq-model 0, Epoch [36/2000], Runs: 920, Loss: 0.3912, UL AUC: 0.7146, ACC AUC: 0.6465, ACC NDCG@20: 0.0043, Seq_model training time: 5.37min
LASER Seq-model 0, Epoch [37/2000], Runs: 920, Loss: 0.3895, UL AUC: 0.7163, ACC AUC: 0.6487, ACC NDCG@20: 0.0047, Seq_model training time: 5.51min
LASER Seq-model 0, Epoch [38/2000], Runs: 920, Loss: 0.3878, UL AUC: 0.7184, ACC AUC: 0.6509, ACC NDCG@20: 0.0049, Seq_model training time: 5.66min
LASER Seq-model 0, Epoch [39/2000], Runs: 920, Loss: 0.3862, UL AUC: 0.7203, ACC AUC: 0.6530, ACC NDCG@20: 0.0053, Seq_model training time: 5.81min
LASER Seq-model 0, Epoch [40/2000], Runs: 920, Loss: 0.3848, UL AUC: 0.7223, ACC AUC: 0.6548, ACC NDCG@20: 0.0058, Seq_model training time: 5.96min
LASER Seq-model 0, Epoch [41/2000], Runs: 920, Loss: 0.3833, UL AUC: 0.7229, ACC AUC: 0.6565, ACC NDCG@20: 0.0061, Seq_model training time: 6.10min
LASER Seq-model 0, Epoch [42/2000], Runs: 920, Loss: 0.3817, UL AUC: 0.7234, ACC AUC: 0.6583, ACC NDCG@20: 0.0066, Seq_model training time: 6.25min
LASER Seq-model 0, Epoch [43/2000], Runs: 920, Loss: 0.3803, UL AUC: 0.7233, ACC AUC: 0.6601, ACC NDCG@20: 0.0069, Seq_model training time: 6.40min
LASER Seq-model 0, Epoch [44/2000], Runs: 920, Loss: 0.3790, UL AUC: 0.7248, ACC AUC: 0.6622, ACC NDCG@20: 0.0073, Seq_model training time: 6.54min
LASER Seq-model 0, Epoch [45/2000], Runs: 920, Loss: 0.3777, UL AUC: 0.7248, ACC AUC: 0.6645, ACC NDCG@20: 0.0079, Seq_model training time: 6.68min
LASER Seq-model 0, Epoch [46/2000], Runs: 920, Loss: 0.3762, UL AUC: 0.7259, ACC AUC: 0.6670, ACC NDCG@20: 0.0082, Seq_model training time: 6.84min
LASER Seq-model 0, Epoch [47/2000], Runs: 920, Loss: 0.3749, UL AUC: 0.7264, ACC AUC: 0.6693, ACC NDCG@20: 0.0087, Seq_model training time: 6.98min
LASER Seq-model 0, Epoch [48/2000], Runs: 920, Loss: 0.3737, UL AUC: 0.7259, ACC AUC: 0.6718, ACC NDCG@20: 0.0095, Seq_model training time: 7.13min
LASER Seq-model 0, Epoch [49/2000], Runs: 920, Loss: 0.3726, UL AUC: 0.7264, ACC AUC: 0.6747, ACC NDCG@20: 0.0099, Seq_model training time: 7.28min
LASER Seq-model 0, Epoch [50/2000], Runs: 920, Loss: 0.3712, UL AUC: 0.7274, ACC AUC: 0.6778, ACC NDCG@20: 0.0104, Seq_model training time: 7.42min
LASER Seq-model 0, Epoch [51/2000], Runs: 920, Loss: 0.3701, UL AUC: 0.7270, ACC AUC: 0.6805, ACC NDCG@20: 0.0111, Seq_model training time: 7.57min
LASER Seq-model 0, Epoch [52/2000], Runs: 920, Loss: 0.3687, UL AUC: 0.7253, ACC AUC: 0.6834, ACC NDCG@20: 0.0118, Seq_model training time: 7.72min
LASER Seq-model 0, Epoch [53/2000], Runs: 920, Loss: 0.3675, UL AUC: 0.7253, ACC AUC: 0.6861, ACC NDCG@20: 0.0120, Seq_model training time: 7.87min
LASER Seq-model 0, Epoch [54/2000], Runs: 920, Loss: 0.3663, UL AUC: 0.7242, ACC AUC: 0.6891, ACC NDCG@20: 0.0130, Seq_model training time: 8.02min
LASER Seq-model 0, Epoch [55/2000], Runs: 920, Loss: 0.3650, UL AUC: 0.7230, ACC AUC: 0.6923, ACC NDCG@20: 0.0137, Seq_model training time: 8.17min
LASER Seq-model 0, Epoch [56/2000], Runs: 920, Loss: 0.3639, UL AUC: 0.7243, ACC AUC: 0.6953, ACC NDCG@20: 0.0144, Seq_model training time: 8.31min
LASER Seq-model 0, Epoch [57/2000], Runs: 920, Loss: 0.3626, UL AUC: 0.7243, ACC AUC: 0.6980, ACC NDCG@20: 0.0151, Seq_model training time: 8.46min
LASER Seq-model 0, Epoch [58/2000], Runs: 920, Loss: 0.3615, UL AUC: 0.7247, ACC AUC: 0.7007, ACC NDCG@20: 0.0156, Seq_model training time: 8.62min
LASER Seq-model 0, Epoch [59/2000], Runs: 920, Loss: 0.3603, UL AUC: 0.7226, ACC AUC: 0.7037, ACC NDCG@20: 0.0166, Seq_model training time: 8.76min
LASER Seq-model 0, Epoch [60/2000], Runs: 920, Loss: 0.3591, UL AUC: 0.7219, ACC AUC: 0.7061, ACC NDCG@20: 0.0176, Seq_model training time: 8.90min
LASER Seq-model 0, Epoch [61/2000], Runs: 920, Loss: 0.3581, UL AUC: 0.7212, ACC AUC: 0.7090, ACC NDCG@20: 0.0185, Seq_model training time: 9.05min
LASER Seq-model 0, Epoch [62/2000], Runs: 920, Loss: 0.3572, UL AUC: 0.7204, ACC AUC: 0.7114, ACC NDCG@20: 0.0186, Seq_model training time: 9.20min
LASER Seq-model 0, Epoch [63/2000], Runs: 920, Loss: 0.3561, UL AUC: 0.7198, ACC AUC: 0.7138, ACC NDCG@20: 0.0194, Seq_model training time: 9.34min
LASER Seq-model 0, Epoch [64/2000], Runs: 920, Loss: 0.3550, UL AUC: 0.7188, ACC AUC: 0.7161, ACC NDCG@20: 0.0200, Seq_model training time: 9.48min
LASER Seq-model 0, Epoch [65/2000], Runs: 920, Loss: 0.3541, UL AUC: 0.7167, ACC AUC: 0.7184, ACC NDCG@20: 0.0209, Seq_model training time: 9.63min
LASER Seq-model 0, Epoch [66/2000], Runs: 920, Loss: 0.3530, UL AUC: 0.7171, ACC AUC: 0.7208, ACC NDCG@20: 0.0217, Seq_model training time: 9.78min
LASER Seq-model 0, Epoch [67/2000], Runs: 920, Loss: 0.3522, UL AUC: 0.7162, ACC AUC: 0.7230, ACC NDCG@20: 0.0223, Seq_model training time: 9.93min
LASER Seq-model 0, Epoch [68/2000], Runs: 920, Loss: 0.3510, UL AUC: 0.7169, ACC AUC: 0.7255, ACC NDCG@20: 0.0235, Seq_model training time: 10.08min
LASER Seq-model 0, Epoch [69/2000], Runs: 920, Loss: 0.3501, UL AUC: 0.7144, ACC AUC: 0.7273, ACC NDCG@20: 0.0244, Seq_model training time: 10.22min
LASER Seq-model 0, Epoch [70/2000], Runs: 920, Loss: 0.3494, UL AUC: 0.7138, ACC AUC: 0.7294, ACC NDCG@20: 0.0246, Seq_model training time: 10.37min
LASER Seq-model 0, Epoch [71/2000], Runs: 920, Loss: 0.3486, UL AUC: 0.7136, ACC AUC: 0.7314, ACC NDCG@20: 0.0251, Seq_model training time: 10.52min
LASER Seq-model 0, Epoch [72/2000], Runs: 920, Loss: 0.3477, UL AUC: 0.7143, ACC AUC: 0.7330, ACC NDCG@20: 0.0259, Seq_model training time: 10.67min
LASER Seq-model 0, Epoch [73/2000], Runs: 920, Loss: 0.3469, UL AUC: 0.7120, ACC AUC: 0.7346, ACC NDCG@20: 0.0268, Seq_model training time: 10.82min
LASER Seq-model 0, Epoch [74/2000], Runs: 920, Loss: 0.3462, UL AUC: 0.7125, ACC AUC: 0.7364, ACC NDCG@20: 0.0279, Seq_model training time: 10.97min
LASER Seq-model 0, Epoch [75/2000], Runs: 920, Loss: 0.3455, UL AUC: 0.7115, ACC AUC: 0.7377, ACC NDCG@20: 0.0285, Seq_model training time: 11.11min
LASER Seq-model 0, Epoch [76/2000], Runs: 920, Loss: 0.3448, UL AUC: 0.7092, ACC AUC: 0.7395, ACC NDCG@20: 0.0293, Seq_model training time: 11.26min
LASER Seq-model 0, Epoch [77/2000], Runs: 920, Loss: 0.3441, UL AUC: 0.7078, ACC AUC: 0.7411, ACC NDCG@20: 0.0300, Seq_model training time: 11.41min
LASER Seq-model 0, Epoch [78/2000], Runs: 920, Loss: 0.3436, UL AUC: 0.7077, ACC AUC: 0.7423, ACC NDCG@20: 0.0300, Seq_model training time: 11.55min
LASER Seq-model 0, Epoch [79/2000], Runs: 920, Loss: 0.3431, UL AUC: 0.7065, ACC AUC: 0.7434, ACC NDCG@20: 0.0306, Seq_model training time: 11.70min
LASER Seq-model 0, Epoch [80/2000], Runs: 920, Loss: 0.3425, UL AUC: 0.7061, ACC AUC: 0.7446, ACC NDCG@20: 0.0311, Seq_model training time: 11.85min
LASER Seq-model 0, Epoch [81/2000], Runs: 920, Loss: 0.3419, UL AUC: 0.7070, ACC AUC: 0.7462, ACC NDCG@20: 0.0323, Seq_model training time: 12.00min
LASER Seq-model 0, Epoch [82/2000], Runs: 920, Loss: 0.3414, UL AUC: 0.7069, ACC AUC: 0.7474, ACC NDCG@20: 0.0314, Seq_model training time: 12.15min
LASER Seq-model 0, Epoch [83/2000], Runs: 920, Loss: 0.3408, UL AUC: 0.7042, ACC AUC: 0.7483, ACC NDCG@20: 0.0322, Seq_model training time: 12.30min
LASER Seq-model 0, Epoch [84/2000], Runs: 920, Loss: 0.3402, UL AUC: 0.7020, ACC AUC: 0.7498, ACC NDCG@20: 0.0333, Seq_model training time: 12.44min
LASER Seq-model 0, Epoch [85/2000], Runs: 920, Loss: 0.3398, UL AUC: 0.7026, ACC AUC: 0.7505, ACC NDCG@20: 0.0344, Seq_model training time: 12.59min
LASER Seq-model 0, Epoch [86/2000], Runs: 920, Loss: 0.3394, UL AUC: 0.7023, ACC AUC: 0.7518, ACC NDCG@20: 0.0345, Seq_model training time: 12.74min
LASER Seq-model 0, Epoch [87/2000], Runs: 920, Loss: 0.3391, UL AUC: 0.7015, ACC AUC: 0.7526, ACC NDCG@20: 0.0350, Seq_model training time: 12.88min
LASER Seq-model 0, Epoch [88/2000], Runs: 920, Loss: 0.3387, UL AUC: 0.7010, ACC AUC: 0.7534, ACC NDCG@20: 0.0355, Seq_model training time: 13.03min
LASER Seq-model 0, Epoch [89/2000], Runs: 920, Loss: 0.3384, UL AUC: 0.7014, ACC AUC: 0.7543, ACC NDCG@20: 0.0370, Seq_model training time: 13.18min
LASER Seq-model 0, Epoch [90/2000], Runs: 920, Loss: 0.3379, UL AUC: 0.6998, ACC AUC: 0.7553, ACC NDCG@20: 0.0366, Seq_model training time: 13.33min
LASER Seq-model 0, Epoch [91/2000], Runs: 920, Loss: 0.3376, UL AUC: 0.7002, ACC AUC: 0.7558, ACC NDCG@20: 0.0374, Seq_model training time: 13.48min
LASER Seq-model 0, Epoch [92/2000], Runs: 920, Loss: 0.3373, UL AUC: 0.6985, ACC AUC: 0.7562, ACC NDCG@20: 0.0386, Seq_model training time: 13.63min
LASER Seq-model 0, Epoch [93/2000], Runs: 920, Loss: 0.3371, UL AUC: 0.6979, ACC AUC: 0.7571, ACC NDCG@20: 0.0383, Seq_model training time: 13.77min
LASER Seq-model 0, Epoch [94/2000], Runs: 920, Loss: 0.3365, UL AUC: 0.6974, ACC AUC: 0.7576, ACC NDCG@20: 0.0395, Seq_model training time: 13.92min
LASER Seq-model 0, Epoch [95/2000], Runs: 920, Loss: 0.3364, UL AUC: 0.6961, ACC AUC: 0.7582, ACC NDCG@20: 0.0405, Seq_model training time: 14.07min
LASER Seq-model 0, Epoch [96/2000], Runs: 920, Loss: 0.3362, UL AUC: 0.6937, ACC AUC: 0.7593, ACC NDCG@20: 0.0410, Seq_model training time: 14.22min
LASER Seq-model 0, Epoch [97/2000], Runs: 920, Loss: 0.3358, UL AUC: 0.6941, ACC AUC: 0.7599, ACC NDCG@20: 0.0401, Seq_model training time: 14.37min
LASER Seq-model 0, Epoch [98/2000], Runs: 920, Loss: 0.3357, UL AUC: 0.6949, ACC AUC: 0.7606, ACC NDCG@20: 0.0419, Seq_model training time: 14.51min
LASER Seq-model 0, Epoch [99/2000], Runs: 920, Loss: 0.3353, UL AUC: 0.6943, ACC AUC: 0.7607, ACC NDCG@20: 0.0421, Seq_model training time: 14.65min
LASER Seq-model 0, Epoch [100/2000], Runs: 920, Loss: 0.3352, UL AUC: 0.6941, ACC AUC: 0.7612, ACC NDCG@20: 0.0419, Seq_model training time: 14.80min
LASER Seq-model 0, Epoch [101/2000], Runs: 920, Loss: 0.3349, UL AUC: 0.6926, ACC AUC: 0.7618, ACC NDCG@20: 0.0428, Seq_model training time: 14.95min
LASER Seq-model 0, Epoch [102/2000], Runs: 920, Loss: 0.3347, UL AUC: 0.6940, ACC AUC: 0.7625, ACC NDCG@20: 0.0433, Seq_model training time: 15.09min
LASER Seq-model 0, Epoch [103/2000], Runs: 920, Loss: 0.3346, UL AUC: 0.6920, ACC AUC: 0.7625, ACC NDCG@20: 0.0433, Seq_model training time: 15.24min
LASER Seq-model 0, Epoch [104/2000], Runs: 920, Loss: 0.3342, UL AUC: 0.6908, ACC AUC: 0.7629, ACC NDCG@20: 0.0443, Seq_model training time: 15.39min
LASER Seq-model 0, Epoch [105/2000], Runs: 920, Loss: 0.3342, UL AUC: 0.6908, ACC AUC: 0.7635, ACC NDCG@20: 0.0447, Seq_model training time: 15.54min
LASER Seq-model 0, Epoch [106/2000], Runs: 920, Loss: 0.3338, UL AUC: 0.6894, ACC AUC: 0.7638, ACC NDCG@20: 0.0441, Seq_model training time: 15.69min
LASER Seq-model 0, Epoch [107/2000], Runs: 920, Loss: 0.3336, UL AUC: 0.6887, ACC AUC: 0.7646, ACC NDCG@20: 0.0444, Seq_model training time: 15.84min
LASER Seq-model 0, Epoch [108/2000], Runs: 920, Loss: 0.3335, UL AUC: 0.6877, ACC AUC: 0.7646, ACC NDCG@20: 0.0449, Seq_model training time: 15.99min
LASER Seq-model 0, Epoch [109/2000], Runs: 920, Loss: 0.3334, UL AUC: 0.6884, ACC AUC: 0.7646, ACC NDCG@20: 0.0439, Seq_model training time: 16.14min
LASER Seq-model 0, Epoch [110/2000], Runs: 920, Loss: 0.3331, UL AUC: 0.6883, ACC AUC: 0.7652, ACC NDCG@20: 0.0448, Seq_model training time: 16.29min
LASER Seq-model 0, Epoch [111/2000], Runs: 920, Loss: 0.3329, UL AUC: 0.6900, ACC AUC: 0.7656, ACC NDCG@20: 0.0447, Seq_model training time: 16.44min
LASER Seq-model 0, Epoch [112/2000], Runs: 920, Loss: 0.3329, UL AUC: 0.6883, ACC AUC: 0.7661, ACC NDCG@20: 0.0449, Seq_model training time: 16.58min
LASER Seq-model 0, Epoch [113/2000], Runs: 920, Loss: 0.3327, UL AUC: 0.6884, ACC AUC: 0.7661, ACC NDCG@20: 0.0448, Seq_model training time: 16.73min
LASER Seq-model 0, Epoch [114/2000], Runs: 920, Loss: 0.3325, UL AUC: 0.6865, ACC AUC: 0.7667, ACC NDCG@20: 0.0454, Seq_model training time: 16.87min
LASER Seq-model 0, Epoch [115/2000], Runs: 920, Loss: 0.3324, UL AUC: 0.6872, ACC AUC: 0.7671, ACC NDCG@20: 0.0460, Seq_model training time: 17.02min
LASER Seq-model 0, Epoch [116/2000], Runs: 920, Loss: 0.3323, UL AUC: 0.6870, ACC AUC: 0.7670, ACC NDCG@20: 0.0457, Seq_model training time: 17.17min
LASER Seq-model 0, Epoch [117/2000], Runs: 920, Loss: 0.3322, UL AUC: 0.6867, ACC AUC: 0.7675, ACC NDCG@20: 0.0459, Seq_model training time: 17.32min
LASER Seq-model 0, Epoch [118/2000], Runs: 920, Loss: 0.3320, UL AUC: 0.6864, ACC AUC: 0.7678, ACC NDCG@20: 0.0457, Seq_model training time: 17.47min
LASER Seq-model 0, Epoch [119/2000], Runs: 920, Loss: 0.3319, UL AUC: 0.6855, ACC AUC: 0.7682, ACC NDCG@20: 0.0474, Seq_model training time: 17.61min
LASER Seq-model 0, Epoch [120/2000], Runs: 920, Loss: 0.3318, UL AUC: 0.6858, ACC AUC: 0.7683, ACC NDCG@20: 0.0465, Seq_model training time: 17.76min
LASER Seq-model 0, Epoch [121/2000], Runs: 920, Loss: 0.3316, UL AUC: 0.6848, ACC AUC: 0.7684, ACC NDCG@20: 0.0471, Seq_model training time: 17.92min
LASER Seq-model 0, Epoch [122/2000], Runs: 920, Loss: 0.3315, UL AUC: 0.6849, ACC AUC: 0.7688, ACC NDCG@20: 0.0473, Seq_model training time: 18.06min
LASER Seq-model 0, Epoch [123/2000], Runs: 920, Loss: 0.3313, UL AUC: 0.6854, ACC AUC: 0.7692, ACC NDCG@20: 0.0472, Seq_model training time: 18.21min
LASER Seq-model 0, Epoch [124/2000], Runs: 920, Loss: 0.3314, UL AUC: 0.6849, ACC AUC: 0.7694, ACC NDCG@20: 0.0475, Seq_model training time: 18.35min
LASER Seq-model 0, Epoch [125/2000], Runs: 920, Loss: 0.3312, UL AUC: 0.6836, ACC AUC: 0.7696, ACC NDCG@20: 0.0475, Seq_model training time: 18.50min
LASER Seq-model 0, Epoch [126/2000], Runs: 920, Loss: 0.3311, UL AUC: 0.6843, ACC AUC: 0.7701, ACC NDCG@20: 0.0490, Seq_model training time: 18.65min
LASER Seq-model 0, Epoch [127/2000], Runs: 920, Loss: 0.3311, UL AUC: 0.6833, ACC AUC: 0.7705, ACC NDCG@20: 0.0486, Seq_model training time: 18.79min
LASER Seq-model 0, Epoch [128/2000], Runs: 920, Loss: 0.3309, UL AUC: 0.6840, ACC AUC: 0.7703, ACC NDCG@20: 0.0497, Seq_model training time: 18.94min
LASER Seq-model 0, Epoch [129/2000], Runs: 920, Loss: 0.3306, UL AUC: 0.6834, ACC AUC: 0.7705, ACC NDCG@20: 0.0495, Seq_model training time: 19.09min
LASER Seq-model 0, Epoch [130/2000], Runs: 920, Loss: 0.3308, UL AUC: 0.6841, ACC AUC: 0.7707, ACC NDCG@20: 0.0496, Seq_model training time: 19.24min
LASER Seq-model 0, Epoch [131/2000], Runs: 920, Loss: 0.3307, UL AUC: 0.6827, ACC AUC: 0.7709, ACC NDCG@20: 0.0490, Seq_model training time: 19.39min
LASER Seq-model 0, Epoch [132/2000], Runs: 920, Loss: 0.3306, UL AUC: 0.6822, ACC AUC: 0.7707, ACC NDCG@20: 0.0491, Seq_model training time: 19.53min
LASER Seq-model 0, Epoch [133/2000], Runs: 920, Loss: 0.3306, UL AUC: 0.6834, ACC AUC: 0.7708, ACC NDCG@20: 0.0496, Seq_model training time: 19.68min
LASER Seq-model 0, Epoch [134/2000], Runs: 920, Loss: 0.3304, UL AUC: 0.6819, ACC AUC: 0.7710, ACC NDCG@20: 0.0503, Seq_model training time: 19.82min
LASER Seq-model 0, Epoch [135/2000], Runs: 920, Loss: 0.3303, UL AUC: 0.6824, ACC AUC: 0.7710, ACC NDCG@20: 0.0510, Seq_model training time: 19.97min
LASER Seq-model 0, Epoch [136/2000], Runs: 920, Loss: 0.3303, UL AUC: 0.6822, ACC AUC: 0.7716, ACC NDCG@20: 0.0504, Seq_model training time: 20.12min
LASER Seq-model 0, Epoch [137/2000], Runs: 920, Loss: 0.3302, UL AUC: 0.6810, ACC AUC: 0.7715, ACC NDCG@20: 0.0503, Seq_model training time: 20.25min
LASER Seq-model 0, Epoch [138/2000], Runs: 920, Loss: 0.3301, UL AUC: 0.6812, ACC AUC: 0.7721, ACC NDCG@20: 0.0510, Seq_model training time: 20.40min
LASER Seq-model 0, Epoch [139/2000], Runs: 920, Loss: 0.3301, UL AUC: 0.6825, ACC AUC: 0.7718, ACC NDCG@20: 0.0500, Seq_model training time: 20.54min
LASER Seq-model 0, Epoch [140/2000], Runs: 920, Loss: 0.3299, UL AUC: 0.6813, ACC AUC: 0.7724, ACC NDCG@20: 0.0501, Seq_model training time: 20.69min
LASER Seq-model 0, Epoch [141/2000], Runs: 920, Loss: 0.3298, UL AUC: 0.6806, ACC AUC: 0.7724, ACC NDCG@20: 0.0499, Seq_model training time: 20.84min
LASER Seq-model 0, Epoch [142/2000], Runs: 920, Loss: 0.3298, UL AUC: 0.6812, ACC AUC: 0.7725, ACC NDCG@20: 0.0506, Seq_model training time: 20.99min
LASER Seq-model 0, Epoch [143/2000], Runs: 920, Loss: 0.3298, UL AUC: 0.6787, ACC AUC: 0.7725, ACC NDCG@20: 0.0505, Seq_model training time: 21.14min
LASER Seq-model 0, Epoch [144/2000], Runs: 920, Loss: 0.3297, UL AUC: 0.6781, ACC AUC: 0.7726, ACC NDCG@20: 0.0502, Seq_model training time: 21.29min
LASER Seq-model 0, Epoch [145/2000], Runs: 920, Loss: 0.3295, UL AUC: 0.6796, ACC AUC: 0.7728, ACC NDCG@20: 0.0507, Seq_model training time: 21.43min
LASER Seq-model 0, Epoch [146/2000], Runs: 920, Loss: 0.3296, UL AUC: 0.6794, ACC AUC: 0.7728, ACC NDCG@20: 0.0514, Seq_model training time: 21.57min
LASER Seq-model 0, Epoch [147/2000], Runs: 920, Loss: 0.3296, UL AUC: 0.6795, ACC AUC: 0.7727, ACC NDCG@20: 0.0517, Seq_model training time: 21.72min
LASER Seq-model 0, Epoch [148/2000], Runs: 920, Loss: 0.3295, UL AUC: 0.6796, ACC AUC: 0.7728, ACC NDCG@20: 0.0513, Seq_model training time: 21.87min
LASER Seq-model 0, Epoch [149/2000], Runs: 920, Loss: 0.3295, UL AUC: 0.6783, ACC AUC: 0.7732, ACC NDCG@20: 0.0518, Seq_model training time: 22.02min
LASER Seq-model 0, Epoch [150/2000], Runs: 920, Loss: 0.3295, UL AUC: 0.6777, ACC AUC: 0.7732, ACC NDCG@20: 0.0518, Seq_model training time: 22.17min
LASER Seq-model 0, Epoch [151/2000], Runs: 920, Loss: 0.3295, UL AUC: 0.6767, ACC AUC: 0.7734, ACC NDCG@20: 0.0524, Seq_model training time: 22.32min
LASER Seq-model 0, Epoch [152/2000], Runs: 920, Loss: 0.3292, UL AUC: 0.6766, ACC AUC: 0.7734, ACC NDCG@20: 0.0518, Seq_model training time: 22.46min
LASER Seq-model 0, Epoch [153/2000], Runs: 920, Loss: 0.3292, UL AUC: 0.6762, ACC AUC: 0.7735, ACC NDCG@20: 0.0509, Seq_model training time: 22.61min
LASER Seq-model 0, Epoch [154/2000], Runs: 920, Loss: 0.3291, UL AUC: 0.6772, ACC AUC: 0.7733, ACC NDCG@20: 0.0507, Seq_model training time: 22.76min
LASER Seq-model 0, Epoch [155/2000], Runs: 920, Loss: 0.3290, UL AUC: 0.6754, ACC AUC: 0.7738, ACC NDCG@20: 0.0523, Seq_model training time: 22.90min
LASER Seq-model 0, Epoch [156/2000], Runs: 920, Loss: 0.3290, UL AUC: 0.6765, ACC AUC: 0.7733, ACC NDCG@20: 0.0524, Seq_model training time: 23.05min
LASER Seq-model 0, Epoch [157/2000], Runs: 920, Loss: 0.3291, UL AUC: 0.6765, ACC AUC: 0.7736, ACC NDCG@20: 0.0529, Seq_model training time: 23.20min
LASER Seq-model 0, Epoch [158/2000], Runs: 920, Loss: 0.3289, UL AUC: 0.6759, ACC AUC: 0.7735, ACC NDCG@20: 0.0523, Seq_model training time: 23.34min
LASER Seq-model 0, Epoch [159/2000], Runs: 920, Loss: 0.3288, UL AUC: 0.6762, ACC AUC: 0.7734, ACC NDCG@20: 0.0523, Seq_model training time: 23.49min
LASER Seq-model 0, Epoch [160/2000], Runs: 920, Loss: 0.3288, UL AUC: 0.6755, ACC AUC: 0.7740, ACC NDCG@20: 0.0524, Seq_model training time: 23.64min
LASER Seq-model 0, Epoch [161/2000], Runs: 920, Loss: 0.3288, UL AUC: 0.6769, ACC AUC: 0.7739, ACC NDCG@20: 0.0521, Seq_model training time: 23.78min
LASER Seq-model 0, Epoch [162/2000], Runs: 920, Loss: 0.3287, UL AUC: 0.6765, ACC AUC: 0.7740, ACC NDCG@20: 0.0520, Seq_model training time: 23.94min
LASER Seq-model 0, Epoch [163/2000], Runs: 920, Loss: 0.3288, UL AUC: 0.6771, ACC AUC: 0.7742, ACC NDCG@20: 0.0532, Seq_model training time: 24.08min
LASER Seq-model 0, Epoch [164/2000], Runs: 920, Loss: 0.3287, UL AUC: 0.6767, ACC AUC: 0.7741, ACC NDCG@20: 0.0529, Seq_model training time: 24.23min
LASER Seq-model 0, Epoch [165/2000], Runs: 920, Loss: 0.3286, UL AUC: 0.6764, ACC AUC: 0.7742, ACC NDCG@20: 0.0524, Seq_model training time: 24.37min
LASER Seq-model 0, Epoch [166/2000], Runs: 920, Loss: 0.3287, UL AUC: 0.6763, ACC AUC: 0.7740, ACC NDCG@20: 0.0528, Seq_model training time: 24.52min
LASER Seq-model 0, Epoch [167/2000], Runs: 920, Loss: 0.3285, UL AUC: 0.6765, ACC AUC: 0.7743, ACC NDCG@20: 0.0515, Seq_model training time: 24.67min
LASER Seq-model 0, Epoch [168/2000], Runs: 920, Loss: 0.3285, UL AUC: 0.6767, ACC AUC: 0.7744, ACC NDCG@20: 0.0522, Seq_model training time: 24.80min
LASER Seq-model 0, Epoch [169/2000], Runs: 920, Loss: 0.3285, UL AUC: 0.6771, ACC AUC: 0.7745, ACC NDCG@20: 0.0532, Seq_model training time: 24.95min
LASER Seq-model 0, Epoch [170/2000], Runs: 920, Loss: 0.3284, UL AUC: 0.6761, ACC AUC: 0.7745, ACC NDCG@20: 0.0533, Seq_model training time: 25.10min
LASER Seq-model 0, Epoch [171/2000], Runs: 920, Loss: 0.3284, UL AUC: 0.6742, ACC AUC: 0.7747, ACC NDCG@20: 0.0528, Seq_model training time: 25.24min
LASER Seq-model 0, Epoch [172/2000], Runs: 920, Loss: 0.3284, UL AUC: 0.6741, ACC AUC: 0.7747, ACC NDCG@20: 0.0526, Seq_model training time: 25.39min
LASER Seq-model 0, Epoch [173/2000], Runs: 920, Loss: 0.3283, UL AUC: 0.6753, ACC AUC: 0.7744, ACC NDCG@20: 0.0532, Seq_model training time: 25.54min
LASER Seq-model 0, Epoch [174/2000], Runs: 920, Loss: 0.3284, UL AUC: 0.6754, ACC AUC: 0.7744, ACC NDCG@20: 0.0521, Seq_model training time: 25.69min
LASER Seq-model 0, Epoch [175/2000], Runs: 920, Loss: 0.3283, UL AUC: 0.6755, ACC AUC: 0.7746, ACC NDCG@20: 0.0521, Seq_model training time: 25.83min
LASER Seq-model 0, Epoch [176/2000], Runs: 920, Loss: 0.3283, UL AUC: 0.6746, ACC AUC: 0.7746, ACC NDCG@20: 0.0547, Seq_model training time: 25.98min
LASER Seq-model 0, Epoch [177/2000], Runs: 920, Loss: 0.3282, UL AUC: 0.6747, ACC AUC: 0.7742, ACC NDCG@20: 0.0545, Seq_model training time: 26.12min
LASER Seq-model 0, Epoch [178/2000], Runs: 920, Loss: 0.3281, UL AUC: 0.6748, ACC AUC: 0.7742, ACC NDCG@20: 0.0541, Seq_model training time: 26.27min
LASER Seq-model 0, Epoch [179/2000], Runs: 920, Loss: 0.3282, UL AUC: 0.6760, ACC AUC: 0.7742, ACC NDCG@20: 0.0545, Seq_model training time: 26.42min
LASER Seq-model 0, Epoch [180/2000], Runs: 920, Loss: 0.3281, UL AUC: 0.6754, ACC AUC: 0.7742, ACC NDCG@20: 0.0542, Seq_model training time: 26.56min
LASER Seq-model 0, Epoch [181/2000], Runs: 920, Loss: 0.3281, UL AUC: 0.6760, ACC AUC: 0.7742, ACC NDCG@20: 0.0536, Seq_model training time: 26.71min
LASER Seq-model 0, Epoch [182/2000], Runs: 920, Loss: 0.3281, UL AUC: 0.6754, ACC AUC: 0.7743, ACC NDCG@20: 0.0528, Seq_model training time: 26.86min
LASER Seq-model 0, Epoch [183/2000], Runs: 920, Loss: 0.3280, UL AUC: 0.6767, ACC AUC: 0.7744, ACC NDCG@20: 0.0527, Seq_model training time: 27.01min
LASER Seq-model 0, Epoch [184/2000], Runs: 920, Loss: 0.3279, UL AUC: 0.6734, ACC AUC: 0.7744, ACC NDCG@20: 0.0534, Seq_model training time: 27.15min
LASER Seq-model 0, Epoch [185/2000], Runs: 920, Loss: 0.3280, UL AUC: 0.6750, ACC AUC: 0.7746, ACC NDCG@20: 0.0535, Seq_model training time: 27.30min
LASER Seq-model 0, Epoch [186/2000], Runs: 920, Loss: 0.3280, UL AUC: 0.6748, ACC AUC: 0.7744, ACC NDCG@20: 0.0540, Seq_model training time: 27.45min
LASER Seq-model 0, Epoch [187/2000], Runs: 920, Loss: 0.3279, UL AUC: 0.6746, ACC AUC: 0.7744, ACC NDCG@20: 0.0543, Seq_model training time: 27.59min
LASER Seq-model 0, Epoch [188/2000], Runs: 920, Loss: 0.3279, UL AUC: 0.6759, ACC AUC: 0.7747, ACC NDCG@20: 0.0540, Seq_model training time: 27.74min
LASER Seq-model 0, Epoch [189/2000], Runs: 920, Loss: 0.3278, UL AUC: 0.6752, ACC AUC: 0.7744, ACC NDCG@20: 0.0538, Seq_model training time: 27.88min
LASER Seq-model 0, Epoch [190/2000], Runs: 920, Loss: 0.3278, UL AUC: 0.6756, ACC AUC: 0.7745, ACC NDCG@20: 0.0536, Seq_model training time: 28.02min
LASER Seq-model 0, Epoch [191/2000], Runs: 920, Loss: 0.3279, UL AUC: 0.6765, ACC AUC: 0.7745, ACC NDCG@20: 0.0541, Seq_model training time: 28.17min
LASER Seq-model 0, Epoch [192/2000], Runs: 920, Loss: 0.3278, UL AUC: 0.6764, ACC AUC: 0.7745, ACC NDCG@20: 0.0540, Seq_model training time: 28.32min
LASER Seq-model 0, Epoch [193/2000], Runs: 920, Loss: 0.3277, UL AUC: 0.6753, ACC AUC: 0.7748, ACC NDCG@20: 0.0541, Seq_model training time: 28.47min
LASER Seq-model 0, Epoch [194/2000], Runs: 920, Loss: 0.3279, UL AUC: 0.6746, ACC AUC: 0.7747, ACC NDCG@20: 0.0552, Seq_model training time: 28.61min
LASER Seq-model 0, Epoch [195/2000], Runs: 920, Loss: 0.3277, UL AUC: 0.6736, ACC AUC: 0.7746, ACC NDCG@20: 0.0552, Seq_model training time: 28.76min
LASER Seq-model 0, Epoch [196/2000], Runs: 920, Loss: 0.3276, UL AUC: 0.6726, ACC AUC: 0.7745, ACC NDCG@20: 0.0546, Seq_model training time: 28.91min
LASER Seq-model 0, Epoch [197/2000], Runs: 920, Loss: 0.3277, UL AUC: 0.6736, ACC AUC: 0.7745, ACC NDCG@20: 0.0559, Seq_model training time: 29.06min
LASER Seq-model 0, Epoch [198/2000], Runs: 920, Loss: 0.3276, UL AUC: 0.6754, ACC AUC: 0.7748, ACC NDCG@20: 0.0544, Seq_model training time: 29.20min
LASER Seq-model 0, Epoch [199/2000], Runs: 920, Loss: 0.3277, UL AUC: 0.6737, ACC AUC: 0.7750, ACC NDCG@20: 0.0548, Seq_model training time: 29.35min
LASER Seq-model 0, Epoch [200/2000], Runs: 920, Loss: 0.3277, UL AUC: 0.6744, ACC AUC: 0.7749, ACC NDCG@20: 0.0545, Seq_model training time: 29.49min
LASER Seq-model 0, Epoch [201/2000], Runs: 920, Loss: 0.3275, UL AUC: 0.6744, ACC AUC: 0.7750, ACC NDCG@20: 0.0546, Seq_model training time: 29.64min
LASER Seq-model 0, Epoch [202/2000], Runs: 920, Loss: 0.3277, UL AUC: 0.6734, ACC AUC: 0.7747, ACC NDCG@20: 0.0540, Seq_model training time: 29.78min
LASER Seq-model 0, Epoch [203/2000], Runs: 920, Loss: 0.3275, UL AUC: 0.6730, ACC AUC: 0.7750, ACC NDCG@20: 0.0549, Seq_model training time: 29.93min
LASER Seq-model 0, Epoch [204/2000], Runs: 920, Loss: 0.3275, UL AUC: 0.6735, ACC AUC: 0.7751, ACC NDCG@20: 0.0556, Seq_model training time: 30.08min
LASER Seq-model 0, Epoch [205/2000], Runs: 920, Loss: 0.3275, UL AUC: 0.6726, ACC AUC: 0.7747, ACC NDCG@20: 0.0550, Seq_model training time: 30.22min
LASER Seq-model 0, Epoch [206/2000], Runs: 920, Loss: 0.3275, UL AUC: 0.6734, ACC AUC: 0.7748, ACC NDCG@20: 0.0551, Seq_model training time: 30.37min
LASER Seq-model 0, Epoch [207/2000], Runs: 920, Loss: 0.3275, UL AUC: 0.6733, ACC AUC: 0.7747, ACC NDCG@20: 0.0549, Seq_model training time: 30.51min
LASER Seq-model 0, Epoch [208/2000], Runs: 920, Loss: 0.3275, UL AUC: 0.6740, ACC AUC: 0.7748, ACC NDCG@20: 0.0551, Seq_model training time: 30.66min
LASER Seq-model 0, Epoch [209/2000], Runs: 920, Loss: 0.3273, UL AUC: 0.6754, ACC AUC: 0.7747, ACC NDCG@20: 0.0552, Seq_model training time: 30.81min
LASER Seq-model 0, Epoch [210/2000], Runs: 920, Loss: 0.3273, UL AUC: 0.6746, ACC AUC: 0.7744, ACC NDCG@20: 0.0559, Seq_model training time: 30.95min
LASER Seq-model 0, Epoch [211/2000], Runs: 920, Loss: 0.3274, UL AUC: 0.6743, ACC AUC: 0.7746, ACC NDCG@20: 0.0552, Seq_model training time: 31.09min
LASER Seq-model 0, Epoch [212/2000], Runs: 920, Loss: 0.3273, UL AUC: 0.6749, ACC AUC: 0.7745, ACC NDCG@20: 0.0552, Seq_model training time: 31.24min
LASER Seq-model 0, Epoch [213/2000], Runs: 920, Loss: 0.3273, UL AUC: 0.6765, ACC AUC: 0.7745, ACC NDCG@20: 0.0549, Seq_model training time: 31.40min
LASER Seq-model 0, Epoch [214/2000], Runs: 920, Loss: 0.3274, UL AUC: 0.6747, ACC AUC: 0.7748, ACC NDCG@20: 0.0556, Seq_model training time: 31.54min
LASER Seq-model 0, Epoch [215/2000], Runs: 920, Loss: 0.3274, UL AUC: 0.6754, ACC AUC: 0.7748, ACC NDCG@20: 0.0569, Seq_model training time: 31.69min
LASER Seq-model 0, Epoch [216/2000], Runs: 920, Loss: 0.3273, UL AUC: 0.6738, ACC AUC: 0.7748, ACC NDCG@20: 0.0562, Seq_model training time: 31.83min
LASER Seq-model 0, Epoch [217/2000], Runs: 920, Loss: 0.3274, UL AUC: 0.6723, ACC AUC: 0.7750, ACC NDCG@20: 0.0558, Seq_model training time: 31.98min
LASER Seq-model 0, Epoch [218/2000], Runs: 920, Loss: 0.3272, UL AUC: 0.6715, ACC AUC: 0.7746, ACC NDCG@20: 0.0568, Seq_model training time: 32.13min
LASER Seq-model 0, Epoch [219/2000], Runs: 920, Loss: 0.3273, UL AUC: 0.6724, ACC AUC: 0.7747, ACC NDCG@20: 0.0566, Seq_model training time: 32.28min
LASER Seq-model 0, Epoch [220/2000], Runs: 920, Loss: 0.3272, UL AUC: 0.6744, ACC AUC: 0.7749, ACC NDCG@20: 0.0566, Seq_model training time: 32.43min
LASER Seq-model 0, Epoch [221/2000], Runs: 920, Loss: 0.3272, UL AUC: 0.6753, ACC AUC: 0.7745, ACC NDCG@20: 0.0565, Seq_model training time: 32.58min
LASER Seq-model 0, Epoch [222/2000], Runs: 920, Loss: 0.3272, UL AUC: 0.6748, ACC AUC: 0.7746, ACC NDCG@20: 0.0574, Seq_model training time: 32.72min
LASER Seq-model 0, Epoch [223/2000], Runs: 920, Loss: 0.3272, UL AUC: 0.6750, ACC AUC: 0.7748, ACC NDCG@20: 0.0570, Seq_model training time: 32.87min
LASER Seq-model 0, Epoch [224/2000], Runs: 920, Loss: 0.3273, UL AUC: 0.6748, ACC AUC: 0.7747, ACC NDCG@20: 0.0566, Seq_model training time: 33.02min
LASER Seq-model 0, Epoch [225/2000], Runs: 920, Loss: 0.3271, UL AUC: 0.6740, ACC AUC: 0.7747, ACC NDCG@20: 0.0575, Seq_model training time: 33.17min
LASER Seq-model 0, Epoch [226/2000], Runs: 920, Loss: 0.3271, UL AUC: 0.6739, ACC AUC: 0.7750, ACC NDCG@20: 0.0563, Seq_model training time: 33.31min
LASER Seq-model 0, Epoch [227/2000], Runs: 920, Loss: 0.3271, UL AUC: 0.6740, ACC AUC: 0.7750, ACC NDCG@20: 0.0568, Seq_model training time: 33.47min
LASER Seq-model 0, Epoch [228/2000], Runs: 920, Loss: 0.3272, UL AUC: 0.6740, ACC AUC: 0.7751, ACC NDCG@20: 0.0574, Seq_model training time: 33.61min
LASER Seq-model 0, Epoch [229/2000], Runs: 920, Loss: 0.3271, UL AUC: 0.6743, ACC AUC: 0.7750, ACC NDCG@20: 0.0574, Seq_model training time: 33.76min
LASER Seq-model 0, Epoch [230/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6749, ACC AUC: 0.7747, ACC NDCG@20: 0.0567, Seq_model training time: 33.89min
LASER Seq-model 0, Epoch [231/2000], Runs: 920, Loss: 0.3271, UL AUC: 0.6753, ACC AUC: 0.7749, ACC NDCG@20: 0.0564, Seq_model training time: 34.04min
LASER Seq-model 0, Epoch [232/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6746, ACC AUC: 0.7750, ACC NDCG@20: 0.0572, Seq_model training time: 34.18min
LASER Seq-model 0, Epoch [233/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6751, ACC AUC: 0.7749, ACC NDCG@20: 0.0574, Seq_model training time: 34.33min
LASER Seq-model 0, Epoch [234/2000], Runs: 920, Loss: 0.3271, UL AUC: 0.6738, ACC AUC: 0.7750, ACC NDCG@20: 0.0578, Seq_model training time: 34.48min
LASER Seq-model 0, Epoch [235/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6725, ACC AUC: 0.7751, ACC NDCG@20: 0.0577, Seq_model training time: 34.63min
LASER Seq-model 0, Epoch [236/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6720, ACC AUC: 0.7746, ACC NDCG@20: 0.0582, Seq_model training time: 34.79min
LASER Seq-model 0, Epoch [237/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6734, ACC AUC: 0.7748, ACC NDCG@20: 0.0583, Seq_model training time: 34.93min
LASER Seq-model 0, Epoch [238/2000], Runs: 920, Loss: 0.3271, UL AUC: 0.6745, ACC AUC: 0.7745, ACC NDCG@20: 0.0580, Seq_model training time: 35.08min
LASER Seq-model 0, Epoch [239/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6728, ACC AUC: 0.7749, ACC NDCG@20: 0.0576, Seq_model training time: 35.23min
LASER Seq-model 0, Epoch [240/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6732, ACC AUC: 0.7747, ACC NDCG@20: 0.0566, Seq_model training time: 35.37min
LASER Seq-model 0, Epoch [241/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6723, ACC AUC: 0.7749, ACC NDCG@20: 0.0576, Seq_model training time: 35.52min
LASER Seq-model 0, Epoch [242/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6727, ACC AUC: 0.7754, ACC NDCG@20: 0.0581, Seq_model training time: 35.66min
LASER Seq-model 0, Epoch [243/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6726, ACC AUC: 0.7753, ACC NDCG@20: 0.0568, Seq_model training time: 35.81min
LASER Seq-model 0, Epoch [244/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6728, ACC AUC: 0.7752, ACC NDCG@20: 0.0570, Seq_model training time: 35.95min
LASER Seq-model 0, Epoch [245/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6729, ACC AUC: 0.7752, ACC NDCG@20: 0.0566, Seq_model training time: 36.09min
LASER Seq-model 0, Epoch [246/2000], Runs: 920, Loss: 0.3270, UL AUC: 0.6708, ACC AUC: 0.7750, ACC NDCG@20: 0.0574, Seq_model training time: 36.24min
LASER Seq-model 0, Epoch [247/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6726, ACC AUC: 0.7751, ACC NDCG@20: 0.0577, Seq_model training time: 36.38min
LASER Seq-model 0, Epoch [248/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6717, ACC AUC: 0.7747, ACC NDCG@20: 0.0568, Seq_model training time: 36.52min
LASER Seq-model 0, Epoch [249/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6718, ACC AUC: 0.7748, ACC NDCG@20: 0.0580, Seq_model training time: 36.67min
LASER Seq-model 0, Epoch [250/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6740, ACC AUC: 0.7752, ACC NDCG@20: 0.0581, Seq_model training time: 36.82min
LASER Seq-model 0, Epoch [251/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6752, ACC AUC: 0.7749, ACC NDCG@20: 0.0584, Seq_model training time: 36.96min
LASER Seq-model 0, Epoch [252/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6740, ACC AUC: 0.7748, ACC NDCG@20: 0.0582, Seq_model training time: 37.11min
LASER Seq-model 0, Epoch [253/2000], Runs: 920, Loss: 0.3269, UL AUC: 0.6753, ACC AUC: 0.7749, ACC NDCG@20: 0.0585, Seq_model training time: 37.26min
LASER Seq-model 0, Epoch [254/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6730, ACC AUC: 0.7749, ACC NDCG@20: 0.0581, Seq_model training time: 37.41min
LASER Seq-model 0, Epoch [255/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6747, ACC AUC: 0.7752, ACC NDCG@20: 0.0576, Seq_model training time: 37.56min
LASER Seq-model 0, Epoch [256/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6744, ACC AUC: 0.7752, ACC NDCG@20: 0.0584, Seq_model training time: 37.70min
LASER Seq-model 0, Epoch [257/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6730, ACC AUC: 0.7751, ACC NDCG@20: 0.0581, Seq_model training time: 37.85min
LASER Seq-model 0, Epoch [258/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6720, ACC AUC: 0.7752, ACC NDCG@20: 0.0579, Seq_model training time: 38.00min
LASER Seq-model 0, Epoch [259/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6735, ACC AUC: 0.7750, ACC NDCG@20: 0.0579, Seq_model training time: 38.15min
LASER Seq-model 0, Epoch [260/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6719, ACC AUC: 0.7753, ACC NDCG@20: 0.0588, Seq_model training time: 38.29min
LASER Seq-model 0, Epoch [261/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6728, ACC AUC: 0.7750, ACC NDCG@20: 0.0583, Seq_model training time: 38.44min
LASER Seq-model 0, Epoch [262/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6725, ACC AUC: 0.7746, ACC NDCG@20: 0.0578, Seq_model training time: 38.59min
LASER Seq-model 0, Epoch [263/2000], Runs: 920, Loss: 0.3268, UL AUC: 0.6738, ACC AUC: 0.7748, ACC NDCG@20: 0.0581, Seq_model training time: 38.73min
LASER Seq-model 0, Epoch [264/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6753, ACC AUC: 0.7752, ACC NDCG@20: 0.0577, Seq_model training time: 38.88min
LASER Seq-model 0, Epoch [265/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6745, ACC AUC: 0.7750, ACC NDCG@20: 0.0577, Seq_model training time: 39.03min
LASER Seq-model 0, Epoch [266/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6765, ACC AUC: 0.7747, ACC NDCG@20: 0.0580, Seq_model training time: 39.18min
LASER Seq-model 0, Epoch [267/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6744, ACC AUC: 0.7748, ACC NDCG@20: 0.0578, Seq_model training time: 39.33min
LASER Seq-model 0, Epoch [268/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6751, ACC AUC: 0.7749, ACC NDCG@20: 0.0583, Seq_model training time: 39.48min
LASER Seq-model 0, Epoch [269/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6744, ACC AUC: 0.7748, ACC NDCG@20: 0.0574, Seq_model training time: 39.63min
LASER Seq-model 0, Epoch [270/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6733, ACC AUC: 0.7748, ACC NDCG@20: 0.0570, Seq_model training time: 39.78min
LASER Seq-model 0, Epoch [271/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6738, ACC AUC: 0.7746, ACC NDCG@20: 0.0585, Seq_model training time: 39.92min
LASER Seq-model 0, Epoch [272/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6736, ACC AUC: 0.7747, ACC NDCG@20: 0.0586, Seq_model training time: 40.07min
LASER Seq-model 0, Epoch [273/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6739, ACC AUC: 0.7746, ACC NDCG@20: 0.0576, Seq_model training time: 40.22min
LASER Seq-model 0, Epoch [274/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6749, ACC AUC: 0.7745, ACC NDCG@20: 0.0580, Seq_model training time: 40.37min
LASER Seq-model 0, Epoch [275/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6747, ACC AUC: 0.7745, ACC NDCG@20: 0.0580, Seq_model training time: 40.51min
LASER Seq-model 0, Epoch [276/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6750, ACC AUC: 0.7746, ACC NDCG@20: 0.0579, Seq_model training time: 40.66min
LASER Seq-model 0, Epoch [277/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6770, ACC AUC: 0.7747, ACC NDCG@20: 0.0594, Seq_model training time: 40.81min
LASER Seq-model 0, Epoch [278/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6747, ACC AUC: 0.7750, ACC NDCG@20: 0.0585, Seq_model training time: 40.95min
LASER Seq-model 0, Epoch [279/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6755, ACC AUC: 0.7748, ACC NDCG@20: 0.0579, Seq_model training time: 41.10min
LASER Seq-model 0, Epoch [280/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6749, ACC AUC: 0.7749, ACC NDCG@20: 0.0579, Seq_model training time: 41.25min
LASER Seq-model 0, Epoch [281/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6762, ACC AUC: 0.7752, ACC NDCG@20: 0.0586, Seq_model training time: 41.39min
LASER Seq-model 0, Epoch [282/2000], Runs: 920, Loss: 0.3267, UL AUC: 0.6744, ACC AUC: 0.7751, ACC NDCG@20: 0.0589, Seq_model training time: 41.54min
LASER Seq-model 0, Epoch [283/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6736, ACC AUC: 0.7749, ACC NDCG@20: 0.0578, Seq_model training time: 41.69min
LASER Seq-model 0, Epoch [284/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6742, ACC AUC: 0.7752, ACC NDCG@20: 0.0580, Seq_model training time: 41.84min
LASER Seq-model 0, Epoch [285/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6746, ACC AUC: 0.7750, ACC NDCG@20: 0.0585, Seq_model training time: 41.98min
LASER Seq-model 0, Epoch [286/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6727, ACC AUC: 0.7749, ACC NDCG@20: 0.0584, Seq_model training time: 42.13min
LASER Seq-model 0, Epoch [287/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6737, ACC AUC: 0.7753, ACC NDCG@20: 0.0587, Seq_model training time: 42.28min
LASER Seq-model 0, Epoch [288/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6732, ACC AUC: 0.7748, ACC NDCG@20: 0.0581, Seq_model training time: 42.43min
LASER Seq-model 0, Epoch [289/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6732, ACC AUC: 0.7748, ACC NDCG@20: 0.0578, Seq_model training time: 42.58min
LASER Seq-model 0, Epoch [290/2000], Runs: 920, Loss: 0.3266, UL AUC: 0.6729, ACC AUC: 0.7750, ACC NDCG@20: 0.0581, Seq_model training time: 42.72min
LASER Seq-model 0, Epoch [291/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6729, ACC AUC: 0.7751, ACC NDCG@20: 0.0588, Seq_model training time: 42.87min
LASER Seq-model 0, Epoch [292/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6735, ACC AUC: 0.7753, ACC NDCG@20: 0.0589, Seq_model training time: 43.02min
LASER Seq-model 0, Epoch [293/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6729, ACC AUC: 0.7754, ACC NDCG@20: 0.0592, Seq_model training time: 43.16min
LASER Seq-model 0, Epoch [294/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6739, ACC AUC: 0.7753, ACC NDCG@20: 0.0585, Seq_model training time: 43.31min
LASER Seq-model 0, Epoch [295/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6751, ACC AUC: 0.7754, ACC NDCG@20: 0.0597, Seq_model training time: 43.46min
LASER Seq-model 0, Epoch [296/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6758, ACC AUC: 0.7753, ACC NDCG@20: 0.0577, Seq_model training time: 43.60min
LASER Seq-model 0, Epoch [297/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6761, ACC AUC: 0.7752, ACC NDCG@20: 0.0581, Seq_model training time: 43.75min
LASER Seq-model 0, Epoch [298/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6749, ACC AUC: 0.7753, ACC NDCG@20: 0.0588, Seq_model training time: 43.89min
LASER Seq-model 0, Epoch [299/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6766, ACC AUC: 0.7754, ACC NDCG@20: 0.0599, Seq_model training time: 44.04min
LASER Seq-model 0, Epoch [300/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6764, ACC AUC: 0.7754, ACC NDCG@20: 0.0584, Seq_model training time: 44.18min
LASER Seq-model 0, Epoch [301/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6762, ACC AUC: 0.7750, ACC NDCG@20: 0.0592, Seq_model training time: 44.33min
LASER Seq-model 0, Epoch [302/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6776, ACC AUC: 0.7752, ACC NDCG@20: 0.0595, Seq_model training time: 44.48min
LASER Seq-model 0, Epoch [303/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6777, ACC AUC: 0.7749, ACC NDCG@20: 0.0590, Seq_model training time: 44.62min
LASER Seq-model 0, Epoch [304/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6771, ACC AUC: 0.7751, ACC NDCG@20: 0.0599, Seq_model training time: 44.77min
LASER Seq-model 0, Epoch [305/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6751, ACC AUC: 0.7748, ACC NDCG@20: 0.0595, Seq_model training time: 44.92min
LASER Seq-model 0, Epoch [306/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6743, ACC AUC: 0.7752, ACC NDCG@20: 0.0597, Seq_model training time: 45.07min
LASER Seq-model 0, Epoch [307/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6748, ACC AUC: 0.7747, ACC NDCG@20: 0.0600, Seq_model training time: 45.22min
LASER Seq-model 0, Epoch [308/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6742, ACC AUC: 0.7748, ACC NDCG@20: 0.0593, Seq_model training time: 45.37min
LASER Seq-model 0, Epoch [309/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6749, ACC AUC: 0.7749, ACC NDCG@20: 0.0580, Seq_model training time: 45.51min
LASER Seq-model 0, Epoch [310/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6752, ACC AUC: 0.7751, ACC NDCG@20: 0.0593, Seq_model training time: 45.66min
LASER Seq-model 0, Epoch [311/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6749, ACC AUC: 0.7749, ACC NDCG@20: 0.0592, Seq_model training time: 45.81min
LASER Seq-model 0, Epoch [312/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6751, ACC AUC: 0.7746, ACC NDCG@20: 0.0584, Seq_model training time: 45.96min
LASER Seq-model 0, Epoch [313/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6738, ACC AUC: 0.7749, ACC NDCG@20: 0.0595, Seq_model training time: 46.10min
LASER Seq-model 0, Epoch [314/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6748, ACC AUC: 0.7747, ACC NDCG@20: 0.0593, Seq_model training time: 46.25min
LASER Seq-model 0, Epoch [315/2000], Runs: 920, Loss: 0.3265, UL AUC: 0.6751, ACC AUC: 0.7749, ACC NDCG@20: 0.0586, Seq_model training time: 46.40min
LASER Seq-model 0, Epoch [316/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6736, ACC AUC: 0.7749, ACC NDCG@20: 0.0597, Seq_model training time: 46.54min
LASER Seq-model 0, Epoch [317/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6729, ACC AUC: 0.7748, ACC NDCG@20: 0.0595, Seq_model training time: 46.69min
LASER Seq-model 0, Epoch [318/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6748, ACC AUC: 0.7749, ACC NDCG@20: 0.0599, Seq_model training time: 46.84min
LASER Seq-model 0, Epoch [319/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6738, ACC AUC: 0.7749, ACC NDCG@20: 0.0603, Seq_model training time: 46.98min
LASER Seq-model 0, Epoch [320/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6747, ACC AUC: 0.7750, ACC NDCG@20: 0.0605, Seq_model training time: 47.13min
LASER Seq-model 0, Epoch [321/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6747, ACC AUC: 0.7749, ACC NDCG@20: 0.0603, Seq_model training time: 47.27min
LASER Seq-model 0, Epoch [322/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6758, ACC AUC: 0.7749, ACC NDCG@20: 0.0600, Seq_model training time: 47.42min
LASER Seq-model 0, Epoch [323/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6764, ACC AUC: 0.7748, ACC NDCG@20: 0.0597, Seq_model training time: 47.57min
LASER Seq-model 0, Epoch [324/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6749, ACC AUC: 0.7746, ACC NDCG@20: 0.0595, Seq_model training time: 47.72min
LASER Seq-model 0, Epoch [325/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6746, ACC AUC: 0.7745, ACC NDCG@20: 0.0591, Seq_model training time: 47.87min
LASER Seq-model 0, Epoch [326/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6749, ACC AUC: 0.7746, ACC NDCG@20: 0.0591, Seq_model training time: 48.01min
LASER Seq-model 0, Epoch [327/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6750, ACC AUC: 0.7745, ACC NDCG@20: 0.0599, Seq_model training time: 48.16min
LASER Seq-model 0, Epoch [328/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6738, ACC AUC: 0.7744, ACC NDCG@20: 0.0596, Seq_model training time: 48.31min
LASER Seq-model 0, Epoch [329/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6736, ACC AUC: 0.7746, ACC NDCG@20: 0.0602, Seq_model training time: 48.46min
LASER Seq-model 0, Epoch [330/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6753, ACC AUC: 0.7744, ACC NDCG@20: 0.0601, Seq_model training time: 48.61min
LASER Seq-model 0, Epoch [331/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6765, ACC AUC: 0.7744, ACC NDCG@20: 0.0604, Seq_model training time: 48.75min
LASER Seq-model 0, Epoch [332/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6766, ACC AUC: 0.7746, ACC NDCG@20: 0.0597, Seq_model training time: 48.90min
LASER Seq-model 0, Epoch [333/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6763, ACC AUC: 0.7748, ACC NDCG@20: 0.0600, Seq_model training time: 49.05min
LASER Seq-model 0, Epoch [334/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6760, ACC AUC: 0.7750, ACC NDCG@20: 0.0609, Seq_model training time: 49.20min
LASER Seq-model 0, Epoch [335/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6772, ACC AUC: 0.7748, ACC NDCG@20: 0.0602, Seq_model training time: 49.35min
LASER Seq-model 0, Epoch [336/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6770, ACC AUC: 0.7751, ACC NDCG@20: 0.0603, Seq_model training time: 49.49min
LASER Seq-model 0, Epoch [337/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6760, ACC AUC: 0.7751, ACC NDCG@20: 0.0600, Seq_model training time: 49.64min
LASER Seq-model 0, Epoch [338/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6756, ACC AUC: 0.7752, ACC NDCG@20: 0.0602, Seq_model training time: 49.78min
LASER Seq-model 0, Epoch [339/2000], Runs: 920, Loss: 0.3264, UL AUC: 0.6750, ACC AUC: 0.7750, ACC NDCG@20: 0.0605, Seq_model training time: 49.92min
LASER Seq-model 0, Epoch [340/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6763, ACC AUC: 0.7750, ACC NDCG@20: 0.0598, Seq_model training time: 50.07min
LASER Seq-model 0, Epoch [341/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6754, ACC AUC: 0.7750, ACC NDCG@20: 0.0602, Seq_model training time: 50.22min
LASER Seq-model 0, Epoch [342/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6761, ACC AUC: 0.7747, ACC NDCG@20: 0.0600, Seq_model training time: 50.36min
LASER Seq-model 0, Epoch [343/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6750, ACC AUC: 0.7746, ACC NDCG@20: 0.0592, Seq_model training time: 50.51min
LASER Seq-model 0, Epoch [344/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6734, ACC AUC: 0.7748, ACC NDCG@20: 0.0595, Seq_model training time: 50.65min
LASER Seq-model 0, Epoch [345/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6746, ACC AUC: 0.7747, ACC NDCG@20: 0.0598, Seq_model training time: 50.80min
LASER Seq-model 0, Epoch [346/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6751, ACC AUC: 0.7747, ACC NDCG@20: 0.0604, Seq_model training time: 50.95min
LASER Seq-model 0, Epoch [347/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6769, ACC AUC: 0.7750, ACC NDCG@20: 0.0594, Seq_model training time: 51.10min
LASER Seq-model 0, Epoch [348/2000], Runs: 920, Loss: 0.3263, UL AUC: 0.6760, ACC AUC: 0.7747, ACC NDCG@20: 0.0605, Seq_model training time: 51.24min
LASER Seq-model 0, Epoch [349/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6758, ACC AUC: 0.7748, ACC NDCG@20: 0.0603, Seq_model training time: 51.39min
LASER Seq-model 0, Epoch [350/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6756, ACC AUC: 0.7747, ACC NDCG@20: 0.0600, Seq_model training time: 51.54min
LASER Seq-model 0, Epoch [351/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6752, ACC AUC: 0.7748, ACC NDCG@20: 0.0606, Seq_model training time: 51.68min
LASER Seq-model 0, Epoch [352/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6767, ACC AUC: 0.7746, ACC NDCG@20: 0.0605, Seq_model training time: 51.83min
LASER Seq-model 0, Epoch [353/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6747, ACC AUC: 0.7746, ACC NDCG@20: 0.0614, Seq_model training time: 51.97min
LASER Seq-model 0, Epoch [354/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6759, ACC AUC: 0.7744, ACC NDCG@20: 0.0601, Seq_model training time: 52.12min
LASER Seq-model 0, Epoch [355/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6765, ACC AUC: 0.7746, ACC NDCG@20: 0.0611, Seq_model training time: 52.27min
LASER Seq-model 0, Epoch [356/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6751, ACC AUC: 0.7743, ACC NDCG@20: 0.0613, Seq_model training time: 52.41min
LASER Seq-model 0, Epoch [357/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6752, ACC AUC: 0.7743, ACC NDCG@20: 0.0621, Seq_model training time: 52.56min
LASER Seq-model 0, Epoch [358/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6754, ACC AUC: 0.7745, ACC NDCG@20: 0.0631, Seq_model training time: 52.71min
LASER Seq-model 0, Epoch [359/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6754, ACC AUC: 0.7744, ACC NDCG@20: 0.0617, Seq_model training time: 52.85min
LASER Seq-model 0, Epoch [360/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6756, ACC AUC: 0.7745, ACC NDCG@20: 0.0618, Seq_model training time: 53.00min
LASER Seq-model 0, Epoch [361/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6750, ACC AUC: 0.7744, ACC NDCG@20: 0.0597, Seq_model training time: 53.15min
LASER Seq-model 0, Epoch [362/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6753, ACC AUC: 0.7745, ACC NDCG@20: 0.0610, Seq_model training time: 53.30min
LASER Seq-model 0, Epoch [363/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6749, ACC AUC: 0.7746, ACC NDCG@20: 0.0600, Seq_model training time: 53.44min
LASER Seq-model 0, Epoch [364/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6757, ACC AUC: 0.7742, ACC NDCG@20: 0.0604, Seq_model training time: 53.59min
LASER Seq-model 0, Epoch [365/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6746, ACC AUC: 0.7744, ACC NDCG@20: 0.0599, Seq_model training time: 53.73min
LASER Seq-model 0, Epoch [366/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6761, ACC AUC: 0.7744, ACC NDCG@20: 0.0604, Seq_model training time: 53.87min
LASER Seq-model 0, Epoch [367/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6739, ACC AUC: 0.7743, ACC NDCG@20: 0.0607, Seq_model training time: 54.02min
LASER Seq-model 0, Epoch [368/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6759, ACC AUC: 0.7746, ACC NDCG@20: 0.0602, Seq_model training time: 54.17min
LASER Seq-model 0, Epoch [369/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6767, ACC AUC: 0.7743, ACC NDCG@20: 0.0605, Seq_model training time: 54.31min
LASER Seq-model 0, Epoch [370/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6755, ACC AUC: 0.7746, ACC NDCG@20: 0.0610, Seq_model training time: 54.46min
LASER Seq-model 0, Epoch [371/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6768, ACC AUC: 0.7751, ACC NDCG@20: 0.0607, Seq_model training time: 54.60min
LASER Seq-model 0, Epoch [372/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6754, ACC AUC: 0.7750, ACC NDCG@20: 0.0612, Seq_model training time: 54.75min
LASER Seq-model 0, Epoch [373/2000], Runs: 920, Loss: 0.3262, UL AUC: 0.6749, ACC AUC: 0.7750, ACC NDCG@20: 0.0618, Seq_model training time: 54.89min
LASER Seq-model 0, Epoch [374/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6738, ACC AUC: 0.7752, ACC NDCG@20: 0.0617, Seq_model training time: 55.04min
LASER Seq-model 0, Epoch [375/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6739, ACC AUC: 0.7751, ACC NDCG@20: 0.0609, Seq_model training time: 55.18min
LASER Seq-model 0, Epoch [376/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6754, ACC AUC: 0.7753, ACC NDCG@20: 0.0618, Seq_model training time: 55.34min
LASER Seq-model 0, Epoch [377/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6751, ACC AUC: 0.7751, ACC NDCG@20: 0.0616, Seq_model training time: 55.49min
LASER Seq-model 0, Epoch [378/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6748, ACC AUC: 0.7749, ACC NDCG@20: 0.0606, Seq_model training time: 55.63min
LASER Seq-model 0, Epoch [379/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6763, ACC AUC: 0.7750, ACC NDCG@20: 0.0603, Seq_model training time: 55.77min
LASER Seq-model 0, Epoch [380/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6747, ACC AUC: 0.7749, ACC NDCG@20: 0.0609, Seq_model training time: 55.92min
LASER Seq-model 0, Epoch [381/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6749, ACC AUC: 0.7748, ACC NDCG@20: 0.0603, Seq_model training time: 56.07min
LASER Seq-model 0, Epoch [382/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6749, ACC AUC: 0.7749, ACC NDCG@20: 0.0610, Seq_model training time: 56.21min
LASER Seq-model 0, Epoch [383/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6756, ACC AUC: 0.7747, ACC NDCG@20: 0.0612, Seq_model training time: 56.36min
LASER Seq-model 0, Epoch [384/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6750, ACC AUC: 0.7751, ACC NDCG@20: 0.0614, Seq_model training time: 56.50min
LASER Seq-model 0, Epoch [385/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6757, ACC AUC: 0.7748, ACC NDCG@20: 0.0606, Seq_model training time: 56.65min
LASER Seq-model 0, Epoch [386/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6742, ACC AUC: 0.7746, ACC NDCG@20: 0.0602, Seq_model training time: 56.80min
LASER Seq-model 0, Epoch [387/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6747, ACC AUC: 0.7747, ACC NDCG@20: 0.0604, Seq_model training time: 56.94min
LASER Seq-model 0, Epoch [388/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6742, ACC AUC: 0.7748, ACC NDCG@20: 0.0604, Seq_model training time: 57.09min
LASER Seq-model 0, Epoch [389/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6742, ACC AUC: 0.7748, ACC NDCG@20: 0.0602, Seq_model training time: 57.24min
LASER Seq-model 0, Epoch [390/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6729, ACC AUC: 0.7748, ACC NDCG@20: 0.0611, Seq_model training time: 57.38min
LASER Seq-model 0, Epoch [391/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6730, ACC AUC: 0.7749, ACC NDCG@20: 0.0614, Seq_model training time: 57.53min
LASER Seq-model 0, Epoch [392/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6741, ACC AUC: 0.7746, ACC NDCG@20: 0.0608, Seq_model training time: 57.68min
LASER Seq-model 0, Epoch [393/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6737, ACC AUC: 0.7744, ACC NDCG@20: 0.0609, Seq_model training time: 57.82min
LASER Seq-model 0, Epoch [394/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6732, ACC AUC: 0.7744, ACC NDCG@20: 0.0609, Seq_model training time: 57.97min
LASER Seq-model 0, Epoch [395/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6751, ACC AUC: 0.7744, ACC NDCG@20: 0.0612, Seq_model training time: 58.12min
LASER Seq-model 0, Epoch [396/2000], Runs: 920, Loss: 0.3259, UL AUC: 0.6747, ACC AUC: 0.7746, ACC NDCG@20: 0.0609, Seq_model training time: 58.27min
LASER Seq-model 0, Epoch [397/2000], Runs: 920, Loss: 0.3259, UL AUC: 0.6757, ACC AUC: 0.7746, ACC NDCG@20: 0.0614, Seq_model training time: 58.42min
LASER Seq-model 0, Epoch [398/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6744, ACC AUC: 0.7743, ACC NDCG@20: 0.0615, Seq_model training time: 58.57min
LASER Seq-model 0, Epoch [399/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6735, ACC AUC: 0.7747, ACC NDCG@20: 0.0614, Seq_model training time: 58.71min
LASER Seq-model 0, Epoch [400/2000], Runs: 920, Loss: 0.3259, UL AUC: 0.6743, ACC AUC: 0.7746, ACC NDCG@20: 0.0620, Seq_model training time: 58.85min
LASER Seq-model 0, Epoch [401/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6763, ACC AUC: 0.7744, ACC NDCG@20: 0.0617, Seq_model training time: 59.00min
LASER Seq-model 0, Epoch [402/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6750, ACC AUC: 0.7746, ACC NDCG@20: 0.0616, Seq_model training time: 59.15min
LASER Seq-model 0, Epoch [403/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6741, ACC AUC: 0.7745, ACC NDCG@20: 0.0616, Seq_model training time: 59.29min
LASER Seq-model 0, Epoch [404/2000], Runs: 920, Loss: 0.3259, UL AUC: 0.6757, ACC AUC: 0.7746, ACC NDCG@20: 0.0608, Seq_model training time: 59.44min
LASER Seq-model 0, Epoch [405/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6761, ACC AUC: 0.7744, ACC NDCG@20: 0.0618, Seq_model training time: 59.59min
LASER Seq-model 0, Epoch [406/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6765, ACC AUC: 0.7746, ACC NDCG@20: 0.0615, Seq_model training time: 59.74min
LASER Seq-model 0, Epoch [407/2000], Runs: 920, Loss: 0.3260, UL AUC: 0.6756, ACC AUC: 0.7746, ACC NDCG@20: 0.0615, Seq_model training time: 59.88min
LASER Seq-model 0, Epoch [408/2000], Runs: 920, Loss: 0.3261, UL AUC: 0.6757, ACC AUC: 0.7745, ACC NDCG@20: 0.0617, Seq_model training time: 60.02min
[LASER] START training seq_model 1, current time: 60.26min.
LASER Seq-model 1, Epoch [1/2000], Runs: 283, Loss: 0.7080, UL AUC: 0.6868, ACC AUC: 0.7761, ACC NDCG@20: 0.0483, Seq_model training time: 0.07min
LASER Seq-model 1, Epoch [2/2000], Runs: 283, Loss: 0.6340, UL AUC: 0.6924, ACC AUC: 0.7774, ACC NDCG@20: 0.0471, Seq_model training time: 0.14min
LASER Seq-model 1, Epoch [3/2000], Runs: 283, Loss: 0.5955, UL AUC: 0.6956, ACC AUC: 0.7790, ACC NDCG@20: 0.0464, Seq_model training time: 0.21min
LASER Seq-model 1, Epoch [4/2000], Runs: 283, Loss: 0.5671, UL AUC: 0.6981, ACC AUC: 0.7809, ACC NDCG@20: 0.0465, Seq_model training time: 0.28min
LASER Seq-model 1, Epoch [5/2000], Runs: 283, Loss: 0.5409, UL AUC: 0.7000, ACC AUC: 0.7832, ACC NDCG@20: 0.0467, Seq_model training time: 0.36min
LASER Seq-model 1, Epoch [6/2000], Runs: 283, Loss: 0.5159, UL AUC: 0.7013, ACC AUC: 0.7858, ACC NDCG@20: 0.0472, Seq_model training time: 0.43min
LASER Seq-model 1, Epoch [7/2000], Runs: 283, Loss: 0.4902, UL AUC: 0.7022, ACC AUC: 0.7885, ACC NDCG@20: 0.0476, Seq_model training time: 0.50min
LASER Seq-model 1, Epoch [8/2000], Runs: 283, Loss: 0.4650, UL AUC: 0.7020, ACC AUC: 0.7912, ACC NDCG@20: 0.0482, Seq_model training time: 0.57min
LASER Seq-model 1, Epoch [9/2000], Runs: 283, Loss: 0.4423, UL AUC: 0.7022, ACC AUC: 0.7937, ACC NDCG@20: 0.0491, Seq_model training time: 0.64min
LASER Seq-model 1, Epoch [10/2000], Runs: 283, Loss: 0.4231, UL AUC: 0.7032, ACC AUC: 0.7959, ACC NDCG@20: 0.0503, Seq_model training time: 0.72min
LASER Seq-model 1, Epoch [11/2000], Runs: 283, Loss: 0.4060, UL AUC: 0.7020, ACC AUC: 0.7974, ACC NDCG@20: 0.0514, Seq_model training time: 0.79min
LASER Seq-model 1, Epoch [12/2000], Runs: 283, Loss: 0.3926, UL AUC: 0.7005, ACC AUC: 0.7986, ACC NDCG@20: 0.0521, Seq_model training time: 0.86min
LASER Seq-model 1, Epoch [13/2000], Runs: 283, Loss: 0.3817, UL AUC: 0.6990, ACC AUC: 0.7996, ACC NDCG@20: 0.0532, Seq_model training time: 0.93min
LASER Seq-model 1, Epoch [14/2000], Runs: 283, Loss: 0.3733, UL AUC: 0.6983, ACC AUC: 0.8003, ACC NDCG@20: 0.0539, Seq_model training time: 1.01min
LASER Seq-model 1, Epoch [15/2000], Runs: 283, Loss: 0.3661, UL AUC: 0.6978, ACC AUC: 0.8007, ACC NDCG@20: 0.0544, Seq_model training time: 1.08min
LASER Seq-model 1, Epoch [16/2000], Runs: 283, Loss: 0.3611, UL AUC: 0.6963, ACC AUC: 0.8010, ACC NDCG@20: 0.0546, Seq_model training time: 1.15min
LASER Seq-model 1, Epoch [17/2000], Runs: 283, Loss: 0.3573, UL AUC: 0.6954, ACC AUC: 0.8011, ACC NDCG@20: 0.0550, Seq_model training time: 1.22min
LASER Seq-model 1, Epoch [18/2000], Runs: 283, Loss: 0.3535, UL AUC: 0.6948, ACC AUC: 0.8010, ACC NDCG@20: 0.0547, Seq_model training time: 1.29min
LASER Seq-model 1, Epoch [19/2000], Runs: 283, Loss: 0.3511, UL AUC: 0.6940, ACC AUC: 0.8008, ACC NDCG@20: 0.0548, Seq_model training time: 1.36min
LASER Seq-model 1, Epoch [20/2000], Runs: 283, Loss: 0.3489, UL AUC: 0.6928, ACC AUC: 0.8006, ACC NDCG@20: 0.0546, Seq_model training time: 1.43min
LASER Seq-model 1, Epoch [21/2000], Runs: 283, Loss: 0.3467, UL AUC: 0.6924, ACC AUC: 0.8004, ACC NDCG@20: 0.0540, Seq_model training time: 1.51min
LASER Seq-model 1, Epoch [22/2000], Runs: 283, Loss: 0.3454, UL AUC: 0.6921, ACC AUC: 0.8001, ACC NDCG@20: 0.0536, Seq_model training time: 1.58min
LASER Seq-model 1, Epoch [23/2000], Runs: 283, Loss: 0.3445, UL AUC: 0.6918, ACC AUC: 0.7998, ACC NDCG@20: 0.0530, Seq_model training time: 1.65min
LASER Seq-model 1, Epoch [24/2000], Runs: 283, Loss: 0.3431, UL AUC: 0.6912, ACC AUC: 0.7995, ACC NDCG@20: 0.0522, Seq_model training time: 1.72min
LASER Seq-model 1, Epoch [25/2000], Runs: 283, Loss: 0.3424, UL AUC: 0.6904, ACC AUC: 0.7991, ACC NDCG@20: 0.0514, Seq_model training time: 1.78min
LASER Seq-model 1, Epoch [26/2000], Runs: 283, Loss: 0.3412, UL AUC: 0.6901, ACC AUC: 0.7985, ACC NDCG@20: 0.0507, Seq_model training time: 1.85min
LASER Seq-model 1, Epoch [27/2000], Runs: 283, Loss: 0.3406, UL AUC: 0.6891, ACC AUC: 0.7980, ACC NDCG@20: 0.0486, Seq_model training time: 1.92min
LASER Seq-model 1, Epoch [28/2000], Runs: 283, Loss: 0.3397, UL AUC: 0.6886, ACC AUC: 0.7976, ACC NDCG@20: 0.0477, Seq_model training time: 1.99min
LASER Seq-model 1, Epoch [29/2000], Runs: 283, Loss: 0.3393, UL AUC: 0.6884, ACC AUC: 0.7969, ACC NDCG@20: 0.0466, Seq_model training time: 2.06min
LASER Seq-model 1, Epoch [30/2000], Runs: 283, Loss: 0.3388, UL AUC: 0.6877, ACC AUC: 0.7964, ACC NDCG@20: 0.0452, Seq_model training time: 2.14min
LASER Seq-model 1, Epoch [31/2000], Runs: 283, Loss: 0.3382, UL AUC: 0.6877, ACC AUC: 0.7959, ACC NDCG@20: 0.0440, Seq_model training time: 2.21min
LASER Seq-model 1, Epoch [32/2000], Runs: 283, Loss: 0.3379, UL AUC: 0.6874, ACC AUC: 0.7952, ACC NDCG@20: 0.0422, Seq_model training time: 2.28min
LASER Seq-model 1, Epoch [33/2000], Runs: 283, Loss: 0.3373, UL AUC: 0.6870, ACC AUC: 0.7945, ACC NDCG@20: 0.0411, Seq_model training time: 2.34min
LASER Seq-model 1, Epoch [34/2000], Runs: 283, Loss: 0.3367, UL AUC: 0.6867, ACC AUC: 0.7939, ACC NDCG@20: 0.0397, Seq_model training time: 2.41min
LASER Seq-model 1, Epoch [35/2000], Runs: 283, Loss: 0.3367, UL AUC: 0.6860, ACC AUC: 0.7931, ACC NDCG@20: 0.0385, Seq_model training time: 2.48min
LASER Seq-model 1, Epoch [36/2000], Runs: 283, Loss: 0.3363, UL AUC: 0.6857, ACC AUC: 0.7923, ACC NDCG@20: 0.0368, Seq_model training time: 2.56min
LASER Seq-model 1, Epoch [37/2000], Runs: 283, Loss: 0.3357, UL AUC: 0.6854, ACC AUC: 0.7914, ACC NDCG@20: 0.0357, Seq_model training time: 2.63min
LASER Seq-model 1, Epoch [38/2000], Runs: 283, Loss: 0.3355, UL AUC: 0.6842, ACC AUC: 0.7905, ACC NDCG@20: 0.0344, Seq_model training time: 2.70min
LASER Seq-model 1, Epoch [39/2000], Runs: 283, Loss: 0.3355, UL AUC: 0.6835, ACC AUC: 0.7895, ACC NDCG@20: 0.0330, Seq_model training time: 2.77min
LASER Seq-model 1, Epoch [40/2000], Runs: 283, Loss: 0.3350, UL AUC: 0.6825, ACC AUC: 0.7884, ACC NDCG@20: 0.0312, Seq_model training time: 2.84min
LASER Seq-model 1, Epoch [41/2000], Runs: 283, Loss: 0.3345, UL AUC: 0.6819, ACC AUC: 0.7873, ACC NDCG@20: 0.0301, Seq_model training time: 2.91min
LASER Seq-model 1, Epoch [42/2000], Runs: 283, Loss: 0.3344, UL AUC: 0.6808, ACC AUC: 0.7860, ACC NDCG@20: 0.0290, Seq_model training time: 2.98min
LASER Seq-model 1, Epoch [43/2000], Runs: 283, Loss: 0.3341, UL AUC: 0.6798, ACC AUC: 0.7848, ACC NDCG@20: 0.0281, Seq_model training time: 3.05min
LASER Seq-model 1, Epoch [44/2000], Runs: 283, Loss: 0.3340, UL AUC: 0.6782, ACC AUC: 0.7832, ACC NDCG@20: 0.0266, Seq_model training time: 3.13min
LASER Seq-model 1, Epoch [45/2000], Runs: 283, Loss: 0.3339, UL AUC: 0.6766, ACC AUC: 0.7816, ACC NDCG@20: 0.0257, Seq_model training time: 3.19min
LASER Seq-model 1, Epoch [46/2000], Runs: 283, Loss: 0.3336, UL AUC: 0.6752, ACC AUC: 0.7799, ACC NDCG@20: 0.0248, Seq_model training time: 3.26min
LASER Seq-model 1, Epoch [47/2000], Runs: 283, Loss: 0.3333, UL AUC: 0.6738, ACC AUC: 0.7780, ACC NDCG@20: 0.0238, Seq_model training time: 3.33min
LASER Seq-model 1, Epoch [48/2000], Runs: 283, Loss: 0.3333, UL AUC: 0.6721, ACC AUC: 0.7760, ACC NDCG@20: 0.0227, Seq_model training time: 3.41min
LASER Seq-model 1, Epoch [49/2000], Runs: 283, Loss: 0.3329, UL AUC: 0.6695, ACC AUC: 0.7738, ACC NDCG@20: 0.0223, Seq_model training time: 3.48min
LASER Seq-model 1, Epoch [50/2000], Runs: 283, Loss: 0.3329, UL AUC: 0.6671, ACC AUC: 0.7715, ACC NDCG@20: 0.0216, Seq_model training time: 3.55min
LASER Seq-model 1, Epoch [51/2000], Runs: 283, Loss: 0.3326, UL AUC: 0.6637, ACC AUC: 0.7689, ACC NDCG@20: 0.0211, Seq_model training time: 3.62min
LASER Seq-model 1, Epoch [52/2000], Runs: 283, Loss: 0.3324, UL AUC: 0.6616, ACC AUC: 0.7663, ACC NDCG@20: 0.0205, Seq_model training time: 3.69min
LASER Seq-model 1, Epoch [53/2000], Runs: 283, Loss: 0.3324, UL AUC: 0.6587, ACC AUC: 0.7636, ACC NDCG@20: 0.0202, Seq_model training time: 3.76min
LASER Seq-model 1, Epoch [54/2000], Runs: 283, Loss: 0.3322, UL AUC: 0.6562, ACC AUC: 0.7604, ACC NDCG@20: 0.0197, Seq_model training time: 3.83min
LASER Seq-model 1, Epoch [55/2000], Runs: 283, Loss: 0.3319, UL AUC: 0.6538, ACC AUC: 0.7574, ACC NDCG@20: 0.0193, Seq_model training time: 3.90min
LASER Seq-model 1, Epoch [56/2000], Runs: 283, Loss: 0.3317, UL AUC: 0.6512, ACC AUC: 0.7541, ACC NDCG@20: 0.0189, Seq_model training time: 3.97min
LASER Seq-model 1, Epoch [57/2000], Runs: 283, Loss: 0.3317, UL AUC: 0.6475, ACC AUC: 0.7509, ACC NDCG@20: 0.0186, Seq_model training time: 4.04min
LASER Seq-model 1, Epoch [58/2000], Runs: 283, Loss: 0.3314, UL AUC: 0.6446, ACC AUC: 0.7472, ACC NDCG@20: 0.0185, Seq_model training time: 4.11min
LASER Seq-model 1, Epoch [59/2000], Runs: 283, Loss: 0.3312, UL AUC: 0.6414, ACC AUC: 0.7435, ACC NDCG@20: 0.0181, Seq_model training time: 4.18min
LASER Seq-model 1, Epoch [60/2000], Runs: 283, Loss: 0.3310, UL AUC: 0.6379, ACC AUC: 0.7397, ACC NDCG@20: 0.0182, Seq_model training time: 4.25min
LASER Seq-model 1, Epoch [61/2000], Runs: 283, Loss: 0.3311, UL AUC: 0.6352, ACC AUC: 0.7358, ACC NDCG@20: 0.0181, Seq_model training time: 4.32min
LASER Seq-model 1, Epoch [62/2000], Runs: 283, Loss: 0.3307, UL AUC: 0.6324, ACC AUC: 0.7317, ACC NDCG@20: 0.0175, Seq_model training time: 4.39min
LASER Seq-model 1, Epoch [63/2000], Runs: 283, Loss: 0.3305, UL AUC: 0.6296, ACC AUC: 0.7278, ACC NDCG@20: 0.0176, Seq_model training time: 4.46min
LASER Seq-model 1, Epoch [64/2000], Runs: 283, Loss: 0.3305, UL AUC: 0.6271, ACC AUC: 0.7235, ACC NDCG@20: 0.0175, Seq_model training time: 4.53min
LASER Seq-model 1, Epoch [65/2000], Runs: 283, Loss: 0.3303, UL AUC: 0.6234, ACC AUC: 0.7190, ACC NDCG@20: 0.0174, Seq_model training time: 4.60min
LASER Seq-model 1, Epoch [66/2000], Runs: 283, Loss: 0.3302, UL AUC: 0.6201, ACC AUC: 0.7145, ACC NDCG@20: 0.0171, Seq_model training time: 4.66min
LASER Seq-model 1, Epoch [67/2000], Runs: 283, Loss: 0.3301, UL AUC: 0.6180, ACC AUC: 0.7101, ACC NDCG@20: 0.0171, Seq_model training time: 4.74min
[LASER] START training seq_model 2, current time: 65.07min.
LASER Seq-model 2, Epoch [1/2000], Runs: 365, Loss: 0.6992, UL AUC: 0.6221, ACC AUC: 0.7059, ACC NDCG@20: 0.0151, Seq_model training time: 0.08min
LASER Seq-model 2, Epoch [2/2000], Runs: 365, Loss: 0.6129, UL AUC: 0.6262, ACC AUC: 0.7070, ACC NDCG@20: 0.0152, Seq_model training time: 0.16min
LASER Seq-model 2, Epoch [3/2000], Runs: 365, Loss: 0.5320, UL AUC: 0.6279, ACC AUC: 0.7100, ACC NDCG@20: 0.0162, Seq_model training time: 0.25min
LASER Seq-model 2, Epoch [4/2000], Runs: 365, Loss: 0.4662, UL AUC: 0.6283, ACC AUC: 0.7134, ACC NDCG@20: 0.0179, Seq_model training time: 0.33min
LASER Seq-model 2, Epoch [5/2000], Runs: 365, Loss: 0.4244, UL AUC: 0.6283, ACC AUC: 0.7171, ACC NDCG@20: 0.0206, Seq_model training time: 0.42min
LASER Seq-model 2, Epoch [6/2000], Runs: 365, Loss: 0.3985, UL AUC: 0.6276, ACC AUC: 0.7201, ACC NDCG@20: 0.0236, Seq_model training time: 0.50min
LASER Seq-model 2, Epoch [7/2000], Runs: 365, Loss: 0.3820, UL AUC: 0.6273, ACC AUC: 0.7228, ACC NDCG@20: 0.0266, Seq_model training time: 0.59min
LASER Seq-model 2, Epoch [8/2000], Runs: 365, Loss: 0.3713, UL AUC: 0.6272, ACC AUC: 0.7251, ACC NDCG@20: 0.0289, Seq_model training time: 0.67min
LASER Seq-model 2, Epoch [9/2000], Runs: 365, Loss: 0.3635, UL AUC: 0.6270, ACC AUC: 0.7269, ACC NDCG@20: 0.0317, Seq_model training time: 0.76min
LASER Seq-model 2, Epoch [10/2000], Runs: 365, Loss: 0.3586, UL AUC: 0.6268, ACC AUC: 0.7285, ACC NDCG@20: 0.0340, Seq_model training time: 0.84min
LASER Seq-model 2, Epoch [11/2000], Runs: 365, Loss: 0.3542, UL AUC: 0.6271, ACC AUC: 0.7300, ACC NDCG@20: 0.0360, Seq_model training time: 0.92min
LASER Seq-model 2, Epoch [12/2000], Runs: 365, Loss: 0.3514, UL AUC: 0.6281, ACC AUC: 0.7307, ACC NDCG@20: 0.0371, Seq_model training time: 1.01min
LASER Seq-model 2, Epoch [13/2000], Runs: 365, Loss: 0.3491, UL AUC: 0.6283, ACC AUC: 0.7318, ACC NDCG@20: 0.0379, Seq_model training time: 1.10min
LASER Seq-model 2, Epoch [14/2000], Runs: 365, Loss: 0.3467, UL AUC: 0.6295, ACC AUC: 0.7325, ACC NDCG@20: 0.0380, Seq_model training time: 1.18min
LASER Seq-model 2, Epoch [15/2000], Runs: 365, Loss: 0.3447, UL AUC: 0.6306, ACC AUC: 0.7329, ACC NDCG@20: 0.0382, Seq_model training time: 1.26min
LASER Seq-model 2, Epoch [16/2000], Runs: 365, Loss: 0.3437, UL AUC: 0.6313, ACC AUC: 0.7336, ACC NDCG@20: 0.0384, Seq_model training time: 1.35min
LASER Seq-model 2, Epoch [17/2000], Runs: 365, Loss: 0.3425, UL AUC: 0.6322, ACC AUC: 0.7340, ACC NDCG@20: 0.0379, Seq_model training time: 1.44min
LASER Seq-model 2, Epoch [18/2000], Runs: 365, Loss: 0.3411, UL AUC: 0.6325, ACC AUC: 0.7339, ACC NDCG@20: 0.0367, Seq_model training time: 1.51min
LASER Seq-model 2, Epoch [19/2000], Runs: 365, Loss: 0.3404, UL AUC: 0.6331, ACC AUC: 0.7342, ACC NDCG@20: 0.0363, Seq_model training time: 1.59min
LASER Seq-model 2, Epoch [20/2000], Runs: 365, Loss: 0.3396, UL AUC: 0.6339, ACC AUC: 0.7343, ACC NDCG@20: 0.0353, Seq_model training time: 1.67min
LASER Seq-model 2, Epoch [21/2000], Runs: 365, Loss: 0.3389, UL AUC: 0.6342, ACC AUC: 0.7342, ACC NDCG@20: 0.0345, Seq_model training time: 1.75min
LASER Seq-model 2, Epoch [22/2000], Runs: 365, Loss: 0.3381, UL AUC: 0.6347, ACC AUC: 0.7340, ACC NDCG@20: 0.0334, Seq_model training time: 1.84min
LASER Seq-model 2, Epoch [23/2000], Runs: 365, Loss: 0.3379, UL AUC: 0.6352, ACC AUC: 0.7341, ACC NDCG@20: 0.0322, Seq_model training time: 1.91min
LASER Seq-model 2, Epoch [24/2000], Runs: 365, Loss: 0.3371, UL AUC: 0.6352, ACC AUC: 0.7338, ACC NDCG@20: 0.0313, Seq_model training time: 1.99min
LASER Seq-model 2, Epoch [25/2000], Runs: 365, Loss: 0.3365, UL AUC: 0.6358, ACC AUC: 0.7335, ACC NDCG@20: 0.0305, Seq_model training time: 2.07min
LASER Seq-model 2, Epoch [26/2000], Runs: 365, Loss: 0.3365, UL AUC: 0.6368, ACC AUC: 0.7331, ACC NDCG@20: 0.0290, Seq_model training time: 2.15min
LASER Seq-model 2, Epoch [27/2000], Runs: 365, Loss: 0.3358, UL AUC: 0.6367, ACC AUC: 0.7325, ACC NDCG@20: 0.0281, Seq_model training time: 2.24min
LASER Seq-model 2, Epoch [28/2000], Runs: 365, Loss: 0.3356, UL AUC: 0.6379, ACC AUC: 0.7318, ACC NDCG@20: 0.0267, Seq_model training time: 2.31min
LASER Seq-model 2, Epoch [29/2000], Runs: 365, Loss: 0.3352, UL AUC: 0.6379, ACC AUC: 0.7309, ACC NDCG@20: 0.0257, Seq_model training time: 2.40min
LASER Seq-model 2, Epoch [30/2000], Runs: 365, Loss: 0.3351, UL AUC: 0.6379, ACC AUC: 0.7295, ACC NDCG@20: 0.0242, Seq_model training time: 2.48min
LASER Seq-model 2, Epoch [31/2000], Runs: 365, Loss: 0.3347, UL AUC: 0.6372, ACC AUC: 0.7284, ACC NDCG@20: 0.0232, Seq_model training time: 2.55min
LASER Seq-model 2, Epoch [32/2000], Runs: 365, Loss: 0.3344, UL AUC: 0.6372, ACC AUC: 0.7270, ACC NDCG@20: 0.0223, Seq_model training time: 2.63min
LASER Seq-model 2, Epoch [33/2000], Runs: 365, Loss: 0.3340, UL AUC: 0.6366, ACC AUC: 0.7254, ACC NDCG@20: 0.0219, Seq_model training time: 2.72min
LASER Seq-model 2, Epoch [34/2000], Runs: 365, Loss: 0.3338, UL AUC: 0.6358, ACC AUC: 0.7237, ACC NDCG@20: 0.0214, Seq_model training time: 2.80min
LASER Seq-model 2, Epoch [35/2000], Runs: 365, Loss: 0.3336, UL AUC: 0.6357, ACC AUC: 0.7220, ACC NDCG@20: 0.0208, Seq_model training time: 2.88min
LASER Seq-model 2, Epoch [36/2000], Runs: 365, Loss: 0.3333, UL AUC: 0.6350, ACC AUC: 0.7200, ACC NDCG@20: 0.0205, Seq_model training time: 2.96min
LASER Seq-model 2, Epoch [37/2000], Runs: 365, Loss: 0.3330, UL AUC: 0.6348, ACC AUC: 0.7178, ACC NDCG@20: 0.0197, Seq_model training time: 3.04min
LASER Seq-model 2, Epoch [38/2000], Runs: 365, Loss: 0.3331, UL AUC: 0.6333, ACC AUC: 0.7155, ACC NDCG@20: 0.0198, Seq_model training time: 3.11min
LASER Seq-model 2, Epoch [39/2000], Runs: 365, Loss: 0.3327, UL AUC: 0.6326, ACC AUC: 0.7133, ACC NDCG@20: 0.0192, Seq_model training time: 3.19min
LASER Seq-model 2, Epoch [40/2000], Runs: 365, Loss: 0.3324, UL AUC: 0.6307, ACC AUC: 0.7112, ACC NDCG@20: 0.0190, Seq_model training time: 3.27min
LASER Seq-model 2, Epoch [41/2000], Runs: 365, Loss: 0.3324, UL AUC: 0.6293, ACC AUC: 0.7090, ACC NDCG@20: 0.0191, Seq_model training time: 3.35min
LASER Seq-model 2, Epoch [42/2000], Runs: 365, Loss: 0.3320, UL AUC: 0.6278, ACC AUC: 0.7067, ACC NDCG@20: 0.0186, Seq_model training time: 3.43min
LASER Seq-model 2, Epoch [43/2000], Runs: 365, Loss: 0.3318, UL AUC: 0.6271, ACC AUC: 0.7045, ACC NDCG@20: 0.0180, Seq_model training time: 3.51min
LASER Seq-model 2, Epoch [44/2000], Runs: 365, Loss: 0.3318, UL AUC: 0.6250, ACC AUC: 0.7024, ACC NDCG@20: 0.0185, Seq_model training time: 3.59min
LASER Seq-model 2, Epoch [45/2000], Runs: 365, Loss: 0.3313, UL AUC: 0.6226, ACC AUC: 0.7004, ACC NDCG@20: 0.0185, Seq_model training time: 3.67min
LASER Seq-model 2, Epoch [46/2000], Runs: 365, Loss: 0.3314, UL AUC: 0.6199, ACC AUC: 0.6984, ACC NDCG@20: 0.0185, Seq_model training time: 3.75min
LASER Seq-model 2, Epoch [47/2000], Runs: 365, Loss: 0.3311, UL AUC: 0.6176, ACC AUC: 0.6965, ACC NDCG@20: 0.0184, Seq_model training time: 3.83min
LASER Seq-model 2, Epoch [48/2000], Runs: 365, Loss: 0.3308, UL AUC: 0.6151, ACC AUC: 0.6949, ACC NDCG@20: 0.0183, Seq_model training time: 3.91min
LASER Seq-model 2, Epoch [49/2000], Runs: 365, Loss: 0.3309, UL AUC: 0.6127, ACC AUC: 0.6930, ACC NDCG@20: 0.0182, Seq_model training time: 3.99min
LASER Seq-model 2, Epoch [50/2000], Runs: 365, Loss: 0.3308, UL AUC: 0.6111, ACC AUC: 0.6913, ACC NDCG@20: 0.0184, Seq_model training time: 4.08min
LASER Seq-model 2, Epoch [51/2000], Runs: 365, Loss: 0.3306, UL AUC: 0.6089, ACC AUC: 0.6898, ACC NDCG@20: 0.0181, Seq_model training time: 4.15min
LASER Seq-model 2, Epoch [52/2000], Runs: 365, Loss: 0.3304, UL AUC: 0.6060, ACC AUC: 0.6880, ACC NDCG@20: 0.0180, Seq_model training time: 4.23min
LASER Seq-model 2, Epoch [53/2000], Runs: 365, Loss: 0.3306, UL AUC: 0.6046, ACC AUC: 0.6866, ACC NDCG@20: 0.0177, Seq_model training time: 4.31min
LASER Seq-model 2, Epoch [54/2000], Runs: 365, Loss: 0.3305, UL AUC: 0.6029, ACC AUC: 0.6851, ACC NDCG@20: 0.0168, Seq_model training time: 4.39min
LASER Seq-model 2, Epoch [55/2000], Runs: 365, Loss: 0.3302, UL AUC: 0.5998, ACC AUC: 0.6834, ACC NDCG@20: 0.0177, Seq_model training time: 4.47min
LASER Seq-model 2, Epoch [56/2000], Runs: 365, Loss: 0.3299, UL AUC: 0.5985, ACC AUC: 0.6822, ACC NDCG@20: 0.0176, Seq_model training time: 4.55min
LASER Seq-model 2, Epoch [57/2000], Runs: 365, Loss: 0.3299, UL AUC: 0.5975, ACC AUC: 0.6809, ACC NDCG@20: 0.0170, Seq_model training time: 4.63min
LASER Seq-model 2, Epoch [58/2000], Runs: 365, Loss: 0.3297, UL AUC: 0.5956, ACC AUC: 0.6800, ACC NDCG@20: 0.0174, Seq_model training time: 4.71min
LASER Seq-model 2, Epoch [59/2000], Runs: 365, Loss: 0.3299, UL AUC: 0.5939, ACC AUC: 0.6784, ACC NDCG@20: 0.0168, Seq_model training time: 4.78min
LASER Seq-model 2, Epoch [60/2000], Runs: 365, Loss: 0.3296, UL AUC: 0.5923, ACC AUC: 0.6775, ACC NDCG@20: 0.0168, Seq_model training time: 4.87min
LASER Seq-model 2, Epoch [61/2000], Runs: 365, Loss: 0.3297, UL AUC: 0.5903, ACC AUC: 0.6760, ACC NDCG@20: 0.0163, Seq_model training time: 4.95min
LASER Seq-model 2, Epoch [62/2000], Runs: 365, Loss: 0.3296, UL AUC: 0.5888, ACC AUC: 0.6755, ACC NDCG@20: 0.0170, Seq_model training time: 5.03min
LASER Seq-model 2, Epoch [63/2000], Runs: 365, Loss: 0.3295, UL AUC: 0.5859, ACC AUC: 0.6746, ACC NDCG@20: 0.0166, Seq_model training time: 5.11min
LASER Seq-model 2, Epoch [64/2000], Runs: 365, Loss: 0.3295, UL AUC: 0.5839, ACC AUC: 0.6737, ACC NDCG@20: 0.0160, Seq_model training time: 5.19min
LASER Seq-model 2, Epoch [65/2000], Runs: 365, Loss: 0.3292, UL AUC: 0.5817, ACC AUC: 0.6723, ACC NDCG@20: 0.0167, Seq_model training time: 5.27min
LASER Seq-model 2, Epoch [66/2000], Runs: 365, Loss: 0.3290, UL AUC: 0.5802, ACC AUC: 0.6715, ACC NDCG@20: 0.0167, Seq_model training time: 5.34min
[LASER] FINISH training SEQ_MODELS, current time: 70.49min.
TOTAL RUNNING TIME: 70.49min
Precision@20: 0.0160; Recall@20: 0.0502;  NDCG@20: 0.0408;  
Precision@50: 0.0104; Recall@50: 0.0798;  NDCG@50: 0.0500;  
Precision@100: 0.0075; Recall@100: 0.1123;  NDCG@100: 0.0593;  
Before unlearning: ACC AUC: 0.8977, UL AUC: 0.4954, ACC NDCG@20: 0.0814
After unlearning: ACC AUC: 0.7336, UL AUC: 0.6313, ACC NDCG@20: 0.0408
