Read gowalla dataset done! u_num: 29858, i_num: 40981
Load a pre-trained model
UL AUC before unlearning: 0.5017
ACC AUC before unlearning: 0.9346
NDCG@20 before unlearning: 0.1355
Start grouping!
Finish grouping!
[LASER] START TRAINING. CURRENT TIME: 0.09min.
[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: 436, Loss: 0.2536, UL AUC: 0.5179, ACC AUC: 0.6203, ACC NDCG@20: 0.0344, Seq_model training time: 0.24min
LASER Seq-model 0, Epoch [2/2000], Runs: 436, Loss: 0.0900, UL AUC: 0.5152, ACC AUC: 0.6273, ACC NDCG@20: 0.0372, Seq_model training time: 0.44min
LASER Seq-model 0, Epoch [3/2000], Runs: 436, Loss: 0.0718, UL AUC: 0.5147, ACC AUC: 0.6313, ACC NDCG@20: 0.0389, Seq_model training time: 0.64min
LASER Seq-model 0, Epoch [4/2000], Runs: 436, Loss: 0.0624, UL AUC: 0.5151, ACC AUC: 0.6343, ACC NDCG@20: 0.0399, Seq_model training time: 0.85min
LASER Seq-model 0, Epoch [5/2000], Runs: 436, Loss: 0.0570, UL AUC: 0.5153, ACC AUC: 0.6368, ACC NDCG@20: 0.0410, Seq_model training time: 1.06min
LASER Seq-model 0, Epoch [6/2000], Runs: 436, Loss: 0.0521, UL AUC: 0.5155, ACC AUC: 0.6392, ACC NDCG@20: 0.0416, Seq_model training time: 1.26min
LASER Seq-model 0, Epoch [7/2000], Runs: 436, Loss: 0.0480, UL AUC: 0.5157, ACC AUC: 0.6412, ACC NDCG@20: 0.0420, Seq_model training time: 1.47min
LASER Seq-model 0, Epoch [8/2000], Runs: 436, Loss: 0.0443, UL AUC: 0.5162, ACC AUC: 0.6431, ACC NDCG@20: 0.0428, Seq_model training time: 1.68min
LASER Seq-model 0, Epoch [9/2000], Runs: 436, Loss: 0.0425, UL AUC: 0.5161, ACC AUC: 0.6445, ACC NDCG@20: 0.0436, Seq_model training time: 1.89min
LASER Seq-model 0, Epoch [10/2000], Runs: 436, Loss: 0.0396, UL AUC: 0.5165, ACC AUC: 0.6461, ACC NDCG@20: 0.0441, Seq_model training time: 2.09min
LASER Seq-model 0, Epoch [11/2000], Runs: 436, Loss: 0.0378, UL AUC: 0.5169, ACC AUC: 0.6475, ACC NDCG@20: 0.0447, Seq_model training time: 2.29min
LASER Seq-model 0, Epoch [12/2000], Runs: 436, Loss: 0.0366, UL AUC: 0.5174, ACC AUC: 0.6486, ACC NDCG@20: 0.0449, Seq_model training time: 2.50min
LASER Seq-model 0, Epoch [13/2000], Runs: 436, Loss: 0.0350, UL AUC: 0.5177, ACC AUC: 0.6495, ACC NDCG@20: 0.0454, Seq_model training time: 2.70min
LASER Seq-model 0, Epoch [14/2000], Runs: 436, Loss: 0.0326, UL AUC: 0.5179, ACC AUC: 0.6507, ACC NDCG@20: 0.0457, Seq_model training time: 2.91min
LASER Seq-model 0, Epoch [15/2000], Runs: 436, Loss: 0.0321, UL AUC: 0.5185, ACC AUC: 0.6515, ACC NDCG@20: 0.0459, Seq_model training time: 3.12min
LASER Seq-model 0, Epoch [16/2000], Runs: 436, Loss: 0.0300, UL AUC: 0.5187, ACC AUC: 0.6525, ACC NDCG@20: 0.0462, Seq_model training time: 3.33min
LASER Seq-model 0, Epoch [17/2000], Runs: 436, Loss: 0.0295, UL AUC: 0.5186, ACC AUC: 0.6536, ACC NDCG@20: 0.0468, Seq_model training time: 3.54min
LASER Seq-model 0, Epoch [18/2000], Runs: 436, Loss: 0.0284, UL AUC: 0.5192, ACC AUC: 0.6545, ACC NDCG@20: 0.0472, Seq_model training time: 3.75min
LASER Seq-model 0, Epoch [19/2000], Runs: 436, Loss: 0.0277, UL AUC: 0.5195, ACC AUC: 0.6552, ACC NDCG@20: 0.0474, Seq_model training time: 3.96min
LASER Seq-model 0, Epoch [20/2000], Runs: 436, Loss: 0.0265, UL AUC: 0.5197, ACC AUC: 0.6561, ACC NDCG@20: 0.0475, Seq_model training time: 4.16min
LASER Seq-model 0, Epoch [21/2000], Runs: 436, Loss: 0.0260, UL AUC: 0.5202, ACC AUC: 0.6566, ACC NDCG@20: 0.0479, Seq_model training time: 4.37min
LASER Seq-model 0, Epoch [22/2000], Runs: 436, Loss: 0.0256, UL AUC: 0.5206, ACC AUC: 0.6572, ACC NDCG@20: 0.0476, Seq_model training time: 4.57min
LASER Seq-model 0, Epoch [23/2000], Runs: 436, Loss: 0.0246, UL AUC: 0.5208, ACC AUC: 0.6578, ACC NDCG@20: 0.0482, Seq_model training time: 4.78min
LASER Seq-model 0, Epoch [24/2000], Runs: 436, Loss: 0.0237, UL AUC: 0.5213, ACC AUC: 0.6585, ACC NDCG@20: 0.0485, Seq_model training time: 4.99min
LASER Seq-model 0, Epoch [25/2000], Runs: 436, Loss: 0.0234, UL AUC: 0.5213, ACC AUC: 0.6587, ACC NDCG@20: 0.0485, Seq_model training time: 5.19min
LASER Seq-model 0, Epoch [26/2000], Runs: 436, Loss: 0.0223, UL AUC: 0.5219, ACC AUC: 0.6590, ACC NDCG@20: 0.0487, Seq_model training time: 5.40min
LASER Seq-model 0, Epoch [27/2000], Runs: 436, Loss: 0.0227, UL AUC: 0.5224, ACC AUC: 0.6589, ACC NDCG@20: 0.0487, Seq_model training time: 5.61min
LASER Seq-model 0, Epoch [28/2000], Runs: 436, Loss: 0.0221, UL AUC: 0.5218, ACC AUC: 0.6593, ACC NDCG@20: 0.0486, Seq_model training time: 5.82min
LASER Seq-model 0, Epoch [29/2000], Runs: 436, Loss: 0.0209, UL AUC: 0.5210, ACC AUC: 0.6596, ACC NDCG@20: 0.0488, Seq_model training time: 6.03min
LASER Seq-model 0, Epoch [30/2000], Runs: 436, Loss: 0.0212, UL AUC: 0.5210, ACC AUC: 0.6593, ACC NDCG@20: 0.0487, Seq_model training time: 6.24min
LASER Seq-model 0, Epoch [31/2000], Runs: 436, Loss: 0.0204, UL AUC: 0.5202, ACC AUC: 0.6593, ACC NDCG@20: 0.0488, Seq_model training time: 6.46min
LASER Seq-model 0, Epoch [32/2000], Runs: 436, Loss: 0.0201, UL AUC: 0.5196, ACC AUC: 0.6595, ACC NDCG@20: 0.0489, Seq_model training time: 6.67min
LASER Seq-model 0, Epoch [33/2000], Runs: 436, Loss: 0.0202, UL AUC: 0.5196, ACC AUC: 0.6596, ACC NDCG@20: 0.0489, Seq_model training time: 6.87min
LASER Seq-model 0, Epoch [34/2000], Runs: 436, Loss: 0.0194, UL AUC: 0.5197, ACC AUC: 0.6593, ACC NDCG@20: 0.0494, Seq_model training time: 7.08min
LASER Seq-model 0, Epoch [35/2000], Runs: 436, Loss: 0.0197, UL AUC: 0.5200, ACC AUC: 0.6592, ACC NDCG@20: 0.0492, Seq_model training time: 7.28min
LASER Seq-model 0, Epoch [36/2000], Runs: 436, Loss: 0.0189, UL AUC: 0.5199, ACC AUC: 0.6592, ACC NDCG@20: 0.0492, Seq_model training time: 7.49min
LASER Seq-model 0, Epoch [37/2000], Runs: 436, Loss: 0.0188, UL AUC: 0.5199, ACC AUC: 0.6595, ACC NDCG@20: 0.0496, Seq_model training time: 7.70min
LASER Seq-model 0, Epoch [38/2000], Runs: 436, Loss: 0.0181, UL AUC: 0.5205, ACC AUC: 0.6599, ACC NDCG@20: 0.0495, Seq_model training time: 7.90min
LASER Seq-model 0, Epoch [39/2000], Runs: 436, Loss: 0.0183, UL AUC: 0.5217, ACC AUC: 0.6594, ACC NDCG@20: 0.0491, Seq_model training time: 8.11min
LASER Seq-model 0, Epoch [40/2000], Runs: 436, Loss: 0.0184, UL AUC: 0.5226, ACC AUC: 0.6590, ACC NDCG@20: 0.0490, Seq_model training time: 8.32min
LASER Seq-model 0, Epoch [41/2000], Runs: 436, Loss: 0.0173, UL AUC: 0.5219, ACC AUC: 0.6595, ACC NDCG@20: 0.0492, Seq_model training time: 8.53min
LASER Seq-model 0, Epoch [42/2000], Runs: 436, Loss: 0.0179, UL AUC: 0.5220, ACC AUC: 0.6591, ACC NDCG@20: 0.0496, Seq_model training time: 8.75min
LASER Seq-model 0, Epoch [43/2000], Runs: 436, Loss: 0.0179, UL AUC: 0.5217, ACC AUC: 0.6586, ACC NDCG@20: 0.0492, Seq_model training time: 8.96min
LASER Seq-model 0, Epoch [44/2000], Runs: 436, Loss: 0.0171, UL AUC: 0.5228, ACC AUC: 0.6585, ACC NDCG@20: 0.0495, Seq_model training time: 9.18min
LASER Seq-model 0, Epoch [45/2000], Runs: 436, Loss: 0.0171, UL AUC: 0.5222, ACC AUC: 0.6585, ACC NDCG@20: 0.0493, Seq_model training time: 9.39min
LASER Seq-model 0, Epoch [46/2000], Runs: 436, Loss: 0.0167, UL AUC: 0.5226, ACC AUC: 0.6580, ACC NDCG@20: 0.0500, Seq_model training time: 9.60min
LASER Seq-model 0, Epoch [47/2000], Runs: 436, Loss: 0.0172, UL AUC: 0.5234, ACC AUC: 0.6580, ACC NDCG@20: 0.0504, Seq_model training time: 9.82min
LASER Seq-model 0, Epoch [48/2000], Runs: 436, Loss: 0.0171, UL AUC: 0.5233, ACC AUC: 0.6575, ACC NDCG@20: 0.0502, Seq_model training time: 10.03min
LASER Seq-model 0, Epoch [49/2000], Runs: 436, Loss: 0.0167, UL AUC: 0.5231, ACC AUC: 0.6583, ACC NDCG@20: 0.0507, Seq_model training time: 10.24min
LASER Seq-model 0, Epoch [50/2000], Runs: 436, Loss: 0.0163, UL AUC: 0.5229, ACC AUC: 0.6584, ACC NDCG@20: 0.0506, Seq_model training time: 10.45min
LASER Seq-model 0, Epoch [51/2000], Runs: 436, Loss: 0.0166, UL AUC: 0.5226, ACC AUC: 0.6578, ACC NDCG@20: 0.0501, Seq_model training time: 10.67min
LASER Seq-model 0, Epoch [52/2000], Runs: 436, Loss: 0.0164, UL AUC: 0.5225, ACC AUC: 0.6580, ACC NDCG@20: 0.0505, Seq_model training time: 10.88min
LASER Seq-model 0, Epoch [53/2000], Runs: 436, Loss: 0.0157, UL AUC: 0.5224, ACC AUC: 0.6579, ACC NDCG@20: 0.0503, Seq_model training time: 11.09min
LASER Seq-model 0, Epoch [54/2000], Runs: 436, Loss: 0.0162, UL AUC: 0.5227, ACC AUC: 0.6578, ACC NDCG@20: 0.0497, Seq_model training time: 11.30min
LASER Seq-model 0, Epoch [55/2000], Runs: 436, Loss: 0.0160, UL AUC: 0.5238, ACC AUC: 0.6577, ACC NDCG@20: 0.0493, Seq_model training time: 11.51min
LASER Seq-model 0, Epoch [56/2000], Runs: 436, Loss: 0.0157, UL AUC: 0.5240, ACC AUC: 0.6577, ACC NDCG@20: 0.0496, Seq_model training time: 11.72min
LASER Seq-model 0, Epoch [57/2000], Runs: 436, Loss: 0.0155, UL AUC: 0.5250, ACC AUC: 0.6573, ACC NDCG@20: 0.0498, Seq_model training time: 11.91min
LASER Seq-model 0, Epoch [58/2000], Runs: 436, Loss: 0.0155, UL AUC: 0.5247, ACC AUC: 0.6573, ACC NDCG@20: 0.0500, Seq_model training time: 12.12min
LASER Seq-model 0, Epoch [59/2000], Runs: 436, Loss: 0.0154, UL AUC: 0.5251, ACC AUC: 0.6567, ACC NDCG@20: 0.0500, Seq_model training time: 12.34min
LASER Seq-model 0, Epoch [60/2000], Runs: 436, Loss: 0.0150, UL AUC: 0.5253, ACC AUC: 0.6570, ACC NDCG@20: 0.0503, Seq_model training time: 12.54min
LASER Seq-model 0, Epoch [61/2000], Runs: 436, Loss: 0.0150, UL AUC: 0.5248, ACC AUC: 0.6572, ACC NDCG@20: 0.0505, Seq_model training time: 12.76min
LASER Seq-model 0, Epoch [62/2000], Runs: 436, Loss: 0.0151, UL AUC: 0.5249, ACC AUC: 0.6572, ACC NDCG@20: 0.0507, Seq_model training time: 12.97min
LASER Seq-model 0, Epoch [63/2000], Runs: 436, Loss: 0.0148, UL AUC: 0.5252, ACC AUC: 0.6569, ACC NDCG@20: 0.0505, Seq_model training time: 13.18min
LASER Seq-model 0, Epoch [64/2000], Runs: 436, Loss: 0.0149, UL AUC: 0.5262, ACC AUC: 0.6569, ACC NDCG@20: 0.0503, Seq_model training time: 13.39min
LASER Seq-model 0, Epoch [65/2000], Runs: 436, Loss: 0.0145, UL AUC: 0.5271, ACC AUC: 0.6565, ACC NDCG@20: 0.0503, Seq_model training time: 13.61min
LASER Seq-model 0, Epoch [66/2000], Runs: 436, Loss: 0.0147, UL AUC: 0.5260, ACC AUC: 0.6569, ACC NDCG@20: 0.0508, Seq_model training time: 13.82min
LASER Seq-model 0, Epoch [67/2000], Runs: 436, Loss: 0.0146, UL AUC: 0.5253, ACC AUC: 0.6568, ACC NDCG@20: 0.0506, Seq_model training time: 14.03min
LASER Seq-model 0, Epoch [68/2000], Runs: 436, Loss: 0.0143, UL AUC: 0.5257, ACC AUC: 0.6569, ACC NDCG@20: 0.0511, Seq_model training time: 14.24min
LASER Seq-model 0, Epoch [69/2000], Runs: 436, Loss: 0.0144, UL AUC: 0.5255, ACC AUC: 0.6568, ACC NDCG@20: 0.0509, Seq_model training time: 14.45min
LASER Seq-model 0, Epoch [70/2000], Runs: 436, Loss: 0.0145, UL AUC: 0.5271, ACC AUC: 0.6567, ACC NDCG@20: 0.0512, Seq_model training time: 14.66min
LASER Seq-model 0, Epoch [71/2000], Runs: 436, Loss: 0.0144, UL AUC: 0.5257, ACC AUC: 0.6566, ACC NDCG@20: 0.0510, Seq_model training time: 14.87min
LASER Seq-model 0, Epoch [72/2000], Runs: 436, Loss: 0.0144, UL AUC: 0.5267, ACC AUC: 0.6571, ACC NDCG@20: 0.0512, Seq_model training time: 15.07min
LASER Seq-model 0, Epoch [73/2000], Runs: 436, Loss: 0.0142, UL AUC: 0.5258, ACC AUC: 0.6573, ACC NDCG@20: 0.0514, Seq_model training time: 15.28min
LASER Seq-model 0, Epoch [74/2000], Runs: 436, Loss: 0.0143, UL AUC: 0.5257, ACC AUC: 0.6570, ACC NDCG@20: 0.0517, Seq_model training time: 15.49min
LASER Seq-model 0, Epoch [75/2000], Runs: 436, Loss: 0.0138, UL AUC: 0.5268, ACC AUC: 0.6564, ACC NDCG@20: 0.0517, Seq_model training time: 15.70min
LASER Seq-model 0, Epoch [76/2000], Runs: 436, Loss: 0.0140, UL AUC: 0.5271, ACC AUC: 0.6561, ACC NDCG@20: 0.0513, Seq_model training time: 15.91min
LASER Seq-model 0, Epoch [77/2000], Runs: 436, Loss: 0.0143, UL AUC: 0.5281, ACC AUC: 0.6566, ACC NDCG@20: 0.0515, Seq_model training time: 16.11min
LASER Seq-model 0, Epoch [78/2000], Runs: 436, Loss: 0.0136, UL AUC: 0.5272, ACC AUC: 0.6570, ACC NDCG@20: 0.0512, Seq_model training time: 16.32min
LASER Seq-model 0, Epoch [79/2000], Runs: 436, Loss: 0.0136, UL AUC: 0.5276, ACC AUC: 0.6565, ACC NDCG@20: 0.0513, Seq_model training time: 16.53min
LASER Seq-model 0, Epoch [80/2000], Runs: 436, Loss: 0.0136, UL AUC: 0.5285, ACC AUC: 0.6559, ACC NDCG@20: 0.0509, Seq_model training time: 16.73min
LASER Seq-model 0, Epoch [81/2000], Runs: 436, Loss: 0.0135, UL AUC: 0.5281, ACC AUC: 0.6560, ACC NDCG@20: 0.0508, Seq_model training time: 16.94min
LASER Seq-model 0, Epoch [82/2000], Runs: 436, Loss: 0.0136, UL AUC: 0.5290, ACC AUC: 0.6559, ACC NDCG@20: 0.0506, Seq_model training time: 17.15min
LASER Seq-model 0, Epoch [83/2000], Runs: 436, Loss: 0.0134, UL AUC: 0.5283, ACC AUC: 0.6562, ACC NDCG@20: 0.0508, Seq_model training time: 17.36min
LASER Seq-model 0, Epoch [84/2000], Runs: 436, Loss: 0.0132, UL AUC: 0.5284, ACC AUC: 0.6560, ACC NDCG@20: 0.0510, Seq_model training time: 17.57min
LASER Seq-model 0, Epoch [85/2000], Runs: 436, Loss: 0.0133, UL AUC: 0.5289, ACC AUC: 0.6556, ACC NDCG@20: 0.0509, Seq_model training time: 17.79min
LASER Seq-model 0, Epoch [86/2000], Runs: 436, Loss: 0.0134, UL AUC: 0.5290, ACC AUC: 0.6549, ACC NDCG@20: 0.0507, Seq_model training time: 18.00min
LASER Seq-model 0, Epoch [87/2000], Runs: 436, Loss: 0.0131, UL AUC: 0.5296, ACC AUC: 0.6554, ACC NDCG@20: 0.0513, Seq_model training time: 18.22min
LASER Seq-model 0, Epoch [88/2000], Runs: 436, Loss: 0.0132, UL AUC: 0.5297, ACC AUC: 0.6559, ACC NDCG@20: 0.0515, Seq_model training time: 18.43min
LASER Seq-model 0, Epoch [89/2000], Runs: 436, Loss: 0.0131, UL AUC: 0.5302, ACC AUC: 0.6560, ACC NDCG@20: 0.0517, Seq_model training time: 18.64min
LASER Seq-model 0, Epoch [90/2000], Runs: 436, Loss: 0.0131, UL AUC: 0.5302, ACC AUC: 0.6557, ACC NDCG@20: 0.0511, Seq_model training time: 18.85min
LASER Seq-model 0, Epoch [91/2000], Runs: 436, Loss: 0.0132, UL AUC: 0.5301, ACC AUC: 0.6554, ACC NDCG@20: 0.0515, Seq_model training time: 19.06min
LASER Seq-model 0, Epoch [92/2000], Runs: 436, Loss: 0.0129, UL AUC: 0.5303, ACC AUC: 0.6556, ACC NDCG@20: 0.0522, Seq_model training time: 19.26min
LASER Seq-model 0, Epoch [93/2000], Runs: 436, Loss: 0.0133, UL AUC: 0.5307, ACC AUC: 0.6553, ACC NDCG@20: 0.0519, Seq_model training time: 19.47min
LASER Seq-model 0, Epoch [94/2000], Runs: 436, Loss: 0.0130, UL AUC: 0.5303, ACC AUC: 0.6557, ACC NDCG@20: 0.0523, Seq_model training time: 19.68min
LASER Seq-model 0, Epoch [95/2000], Runs: 436, Loss: 0.0130, UL AUC: 0.5299, ACC AUC: 0.6561, ACC NDCG@20: 0.0522, Seq_model training time: 19.88min
LASER Seq-model 0, Epoch [96/2000], Runs: 436, Loss: 0.0129, UL AUC: 0.5298, ACC AUC: 0.6559, ACC NDCG@20: 0.0521, Seq_model training time: 20.09min
LASER Seq-model 0, Epoch [97/2000], Runs: 436, Loss: 0.0127, UL AUC: 0.5290, ACC AUC: 0.6557, ACC NDCG@20: 0.0522, Seq_model training time: 20.30min
LASER Seq-model 0, Epoch [98/2000], Runs: 436, Loss: 0.0130, UL AUC: 0.5293, ACC AUC: 0.6557, ACC NDCG@20: 0.0519, Seq_model training time: 20.51min
LASER Seq-model 0, Epoch [99/2000], Runs: 436, Loss: 0.0131, UL AUC: 0.5296, ACC AUC: 0.6555, ACC NDCG@20: 0.0518, Seq_model training time: 20.72min
LASER Seq-model 0, Epoch [100/2000], Runs: 436, Loss: 0.0125, UL AUC: 0.5287, ACC AUC: 0.6555, ACC NDCG@20: 0.0517, Seq_model training time: 20.91min
LASER Seq-model 0, Epoch [101/2000], Runs: 436, Loss: 0.0122, UL AUC: 0.5276, ACC AUC: 0.6557, ACC NDCG@20: 0.0519, Seq_model training time: 21.12min
LASER Seq-model 0, Epoch [102/2000], Runs: 436, Loss: 0.0125, UL AUC: 0.5288, ACC AUC: 0.6555, ACC NDCG@20: 0.0517, Seq_model training time: 21.33min
LASER Seq-model 0, Epoch [103/2000], Runs: 436, Loss: 0.0126, UL AUC: 0.5276, ACC AUC: 0.6552, ACC NDCG@20: 0.0512, Seq_model training time: 21.53min
LASER Seq-model 0, Epoch [104/2000], Runs: 436, Loss: 0.0124, UL AUC: 0.5275, ACC AUC: 0.6554, ACC NDCG@20: 0.0514, Seq_model training time: 21.74min
LASER Seq-model 0, Epoch [105/2000], Runs: 436, Loss: 0.0124, UL AUC: 0.5270, ACC AUC: 0.6557, ACC NDCG@20: 0.0520, Seq_model training time: 21.95min
LASER Seq-model 0, Epoch [106/2000], Runs: 436, Loss: 0.0128, UL AUC: 0.5277, ACC AUC: 0.6555, ACC NDCG@20: 0.0517, Seq_model training time: 22.16min
LASER Seq-model 0, Epoch [107/2000], Runs: 436, Loss: 0.0123, UL AUC: 0.5287, ACC AUC: 0.6562, ACC NDCG@20: 0.0517, Seq_model training time: 22.37min
LASER Seq-model 0, Epoch [108/2000], Runs: 436, Loss: 0.0125, UL AUC: 0.5294, ACC AUC: 0.6561, ACC NDCG@20: 0.0517, Seq_model training time: 22.57min
LASER Seq-model 0, Epoch [109/2000], Runs: 436, Loss: 0.0125, UL AUC: 0.5296, ACC AUC: 0.6559, ACC NDCG@20: 0.0513, Seq_model training time: 22.78min
LASER Seq-model 0, Epoch [110/2000], Runs: 436, Loss: 0.0124, UL AUC: 0.5293, ACC AUC: 0.6555, ACC NDCG@20: 0.0513, Seq_model training time: 22.99min
LASER Seq-model 0, Epoch [111/2000], Runs: 436, Loss: 0.0126, UL AUC: 0.5282, ACC AUC: 0.6554, ACC NDCG@20: 0.0514, Seq_model training time: 23.20min
LASER Seq-model 0, Epoch [112/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5270, ACC AUC: 0.6559, ACC NDCG@20: 0.0519, Seq_model training time: 23.40min
LASER Seq-model 0, Epoch [113/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5262, ACC AUC: 0.6554, ACC NDCG@20: 0.0517, Seq_model training time: 23.61min
LASER Seq-model 0, Epoch [114/2000], Runs: 436, Loss: 0.0124, UL AUC: 0.5253, ACC AUC: 0.6552, ACC NDCG@20: 0.0515, Seq_model training time: 23.82min
LASER Seq-model 0, Epoch [115/2000], Runs: 436, Loss: 0.0123, UL AUC: 0.5253, ACC AUC: 0.6546, ACC NDCG@20: 0.0517, Seq_model training time: 24.03min
LASER Seq-model 0, Epoch [116/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5251, ACC AUC: 0.6550, ACC NDCG@20: 0.0521, Seq_model training time: 24.24min
LASER Seq-model 0, Epoch [117/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5259, ACC AUC: 0.6556, ACC NDCG@20: 0.0524, Seq_model training time: 24.45min
LASER Seq-model 0, Epoch [118/2000], Runs: 436, Loss: 0.0126, UL AUC: 0.5257, ACC AUC: 0.6555, ACC NDCG@20: 0.0521, Seq_model training time: 24.65min
LASER Seq-model 0, Epoch [119/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5252, ACC AUC: 0.6551, ACC NDCG@20: 0.0521, Seq_model training time: 24.86min
LASER Seq-model 0, Epoch [120/2000], Runs: 436, Loss: 0.0120, UL AUC: 0.5253, ACC AUC: 0.6562, ACC NDCG@20: 0.0528, Seq_model training time: 25.07min
LASER Seq-model 0, Epoch [121/2000], Runs: 436, Loss: 0.0125, UL AUC: 0.5267, ACC AUC: 0.6555, ACC NDCG@20: 0.0522, Seq_model training time: 25.28min
LASER Seq-model 0, Epoch [122/2000], Runs: 436, Loss: 0.0118, UL AUC: 0.5271, ACC AUC: 0.6554, ACC NDCG@20: 0.0524, Seq_model training time: 25.49min
LASER Seq-model 0, Epoch [123/2000], Runs: 436, Loss: 0.0120, UL AUC: 0.5259, ACC AUC: 0.6552, ACC NDCG@20: 0.0528, Seq_model training time: 25.69min
LASER Seq-model 0, Epoch [124/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5261, ACC AUC: 0.6549, ACC NDCG@20: 0.0525, Seq_model training time: 25.89min
LASER Seq-model 0, Epoch [125/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5252, ACC AUC: 0.6553, ACC NDCG@20: 0.0526, Seq_model training time: 26.09min
LASER Seq-model 0, Epoch [126/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5246, ACC AUC: 0.6552, ACC NDCG@20: 0.0523, Seq_model training time: 26.29min
LASER Seq-model 0, Epoch [127/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5228, ACC AUC: 0.6550, ACC NDCG@20: 0.0524, Seq_model training time: 26.50min
LASER Seq-model 0, Epoch [128/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5234, ACC AUC: 0.6551, ACC NDCG@20: 0.0525, Seq_model training time: 26.70min
LASER Seq-model 0, Epoch [129/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5245, ACC AUC: 0.6551, ACC NDCG@20: 0.0526, Seq_model training time: 26.91min
LASER Seq-model 0, Epoch [130/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5250, ACC AUC: 0.6549, ACC NDCG@20: 0.0524, Seq_model training time: 27.12min
LASER Seq-model 0, Epoch [131/2000], Runs: 436, Loss: 0.0118, UL AUC: 0.5249, ACC AUC: 0.6555, ACC NDCG@20: 0.0528, Seq_model training time: 27.33min
LASER Seq-model 0, Epoch [132/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5252, ACC AUC: 0.6549, ACC NDCG@20: 0.0528, Seq_model training time: 27.53min
LASER Seq-model 0, Epoch [133/2000], Runs: 436, Loss: 0.0122, UL AUC: 0.5254, ACC AUC: 0.6548, ACC NDCG@20: 0.0528, Seq_model training time: 27.74min
LASER Seq-model 0, Epoch [134/2000], Runs: 436, Loss: 0.0122, UL AUC: 0.5256, ACC AUC: 0.6548, ACC NDCG@20: 0.0531, Seq_model training time: 27.94min
LASER Seq-model 0, Epoch [135/2000], Runs: 436, Loss: 0.0120, UL AUC: 0.5254, ACC AUC: 0.6553, ACC NDCG@20: 0.0535, Seq_model training time: 28.14min
LASER Seq-model 0, Epoch [136/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5250, ACC AUC: 0.6548, ACC NDCG@20: 0.0532, Seq_model training time: 28.35min
LASER Seq-model 0, Epoch [137/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5262, ACC AUC: 0.6544, ACC NDCG@20: 0.0526, Seq_model training time: 28.56min
LASER Seq-model 0, Epoch [138/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5276, ACC AUC: 0.6546, ACC NDCG@20: 0.0524, Seq_model training time: 28.76min
LASER Seq-model 0, Epoch [139/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5269, ACC AUC: 0.6544, ACC NDCG@20: 0.0524, Seq_model training time: 28.97min
LASER Seq-model 0, Epoch [140/2000], Runs: 436, Loss: 0.0117, UL AUC: 0.5265, ACC AUC: 0.6550, ACC NDCG@20: 0.0526, Seq_model training time: 29.18min
LASER Seq-model 0, Epoch [141/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5266, ACC AUC: 0.6559, ACC NDCG@20: 0.0533, Seq_model training time: 29.38min
LASER Seq-model 0, Epoch [142/2000], Runs: 436, Loss: 0.0121, UL AUC: 0.5267, ACC AUC: 0.6548, ACC NDCG@20: 0.0526, Seq_model training time: 29.59min
LASER Seq-model 0, Epoch [143/2000], Runs: 436, Loss: 0.0118, UL AUC: 0.5267, ACC AUC: 0.6550, ACC NDCG@20: 0.0522, Seq_model training time: 29.79min
LASER Seq-model 0, Epoch [144/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5266, ACC AUC: 0.6549, ACC NDCG@20: 0.0519, Seq_model training time: 30.00min
LASER Seq-model 0, Epoch [145/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5276, ACC AUC: 0.6548, ACC NDCG@20: 0.0523, Seq_model training time: 30.21min
LASER Seq-model 0, Epoch [146/2000], Runs: 436, Loss: 0.0118, UL AUC: 0.5267, ACC AUC: 0.6550, ACC NDCG@20: 0.0522, Seq_model training time: 30.41min
LASER Seq-model 0, Epoch [147/2000], Runs: 436, Loss: 0.0117, UL AUC: 0.5243, ACC AUC: 0.6551, ACC NDCG@20: 0.0525, Seq_model training time: 30.62min
LASER Seq-model 0, Epoch [148/2000], Runs: 436, Loss: 0.0120, UL AUC: 0.5245, ACC AUC: 0.6548, ACC NDCG@20: 0.0531, Seq_model training time: 30.82min
LASER Seq-model 0, Epoch [149/2000], Runs: 436, Loss: 0.0118, UL AUC: 0.5255, ACC AUC: 0.6544, ACC NDCG@20: 0.0527, Seq_model training time: 31.03min
LASER Seq-model 0, Epoch [150/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5279, ACC AUC: 0.6550, ACC NDCG@20: 0.0529, Seq_model training time: 31.24min
LASER Seq-model 0, Epoch [151/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5281, ACC AUC: 0.6548, ACC NDCG@20: 0.0528, Seq_model training time: 31.44min
LASER Seq-model 0, Epoch [152/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5277, ACC AUC: 0.6545, ACC NDCG@20: 0.0532, Seq_model training time: 31.64min
LASER Seq-model 0, Epoch [153/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5276, ACC AUC: 0.6545, ACC NDCG@20: 0.0528, Seq_model training time: 31.85min
LASER Seq-model 0, Epoch [154/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5273, ACC AUC: 0.6550, ACC NDCG@20: 0.0531, Seq_model training time: 32.06min
LASER Seq-model 0, Epoch [155/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5266, ACC AUC: 0.6550, ACC NDCG@20: 0.0529, Seq_model training time: 32.27min
LASER Seq-model 0, Epoch [156/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5276, ACC AUC: 0.6550, ACC NDCG@20: 0.0526, Seq_model training time: 32.48min
LASER Seq-model 0, Epoch [157/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5273, ACC AUC: 0.6554, ACC NDCG@20: 0.0527, Seq_model training time: 32.69min
LASER Seq-model 0, Epoch [158/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5265, ACC AUC: 0.6555, ACC NDCG@20: 0.0528, Seq_model training time: 32.90min
LASER Seq-model 0, Epoch [159/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5254, ACC AUC: 0.6556, ACC NDCG@20: 0.0530, Seq_model training time: 33.10min
LASER Seq-model 0, Epoch [160/2000], Runs: 436, Loss: 0.0119, UL AUC: 0.5263, ACC AUC: 0.6551, ACC NDCG@20: 0.0531, Seq_model training time: 33.30min
LASER Seq-model 0, Epoch [161/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5271, ACC AUC: 0.6550, ACC NDCG@20: 0.0533, Seq_model training time: 33.51min
LASER Seq-model 0, Epoch [162/2000], Runs: 436, Loss: 0.0118, UL AUC: 0.5280, ACC AUC: 0.6552, ACC NDCG@20: 0.0531, Seq_model training time: 33.71min
LASER Seq-model 0, Epoch [163/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5277, ACC AUC: 0.6553, ACC NDCG@20: 0.0537, Seq_model training time: 33.92min
LASER Seq-model 0, Epoch [164/2000], Runs: 436, Loss: 0.0111, UL AUC: 0.5270, ACC AUC: 0.6554, ACC NDCG@20: 0.0537, Seq_model training time: 34.12min
LASER Seq-model 0, Epoch [165/2000], Runs: 436, Loss: 0.0113, UL AUC: 0.5270, ACC AUC: 0.6555, ACC NDCG@20: 0.0539, Seq_model training time: 34.33min
LASER Seq-model 0, Epoch [166/2000], Runs: 436, Loss: 0.0118, UL AUC: 0.5269, ACC AUC: 0.6551, ACC NDCG@20: 0.0539, Seq_model training time: 34.52min
LASER Seq-model 0, Epoch [167/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5261, ACC AUC: 0.6550, ACC NDCG@20: 0.0538, Seq_model training time: 34.73min
LASER Seq-model 0, Epoch [168/2000], Runs: 436, Loss: 0.0117, UL AUC: 0.5267, ACC AUC: 0.6545, ACC NDCG@20: 0.0531, Seq_model training time: 34.93min
LASER Seq-model 0, Epoch [169/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5280, ACC AUC: 0.6545, ACC NDCG@20: 0.0525, Seq_model training time: 35.14min
LASER Seq-model 0, Epoch [170/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5277, ACC AUC: 0.6556, ACC NDCG@20: 0.0532, Seq_model training time: 35.35min
LASER Seq-model 0, Epoch [171/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5273, ACC AUC: 0.6548, ACC NDCG@20: 0.0525, Seq_model training time: 35.55min
LASER Seq-model 0, Epoch [172/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5280, ACC AUC: 0.6554, ACC NDCG@20: 0.0527, Seq_model training time: 35.76min
LASER Seq-model 0, Epoch [173/2000], Runs: 436, Loss: 0.0117, UL AUC: 0.5274, ACC AUC: 0.6539, ACC NDCG@20: 0.0523, Seq_model training time: 35.96min
LASER Seq-model 0, Epoch [174/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5286, ACC AUC: 0.6547, ACC NDCG@20: 0.0524, Seq_model training time: 36.17min
LASER Seq-model 0, Epoch [175/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5282, ACC AUC: 0.6546, ACC NDCG@20: 0.0525, Seq_model training time: 36.37min
LASER Seq-model 0, Epoch [176/2000], Runs: 436, Loss: 0.0113, UL AUC: 0.5261, ACC AUC: 0.6546, ACC NDCG@20: 0.0529, Seq_model training time: 36.58min
LASER Seq-model 0, Epoch [177/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5262, ACC AUC: 0.6543, ACC NDCG@20: 0.0528, Seq_model training time: 36.78min
LASER Seq-model 0, Epoch [178/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5267, ACC AUC: 0.6534, ACC NDCG@20: 0.0524, Seq_model training time: 36.99min
LASER Seq-model 0, Epoch [179/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5258, ACC AUC: 0.6542, ACC NDCG@20: 0.0525, Seq_model training time: 37.19min
LASER Seq-model 0, Epoch [180/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5260, ACC AUC: 0.6543, ACC NDCG@20: 0.0528, Seq_model training time: 37.40min
LASER Seq-model 0, Epoch [181/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5260, ACC AUC: 0.6543, ACC NDCG@20: 0.0530, Seq_model training time: 37.61min
LASER Seq-model 0, Epoch [182/2000], Runs: 436, Loss: 0.0117, UL AUC: 0.5269, ACC AUC: 0.6544, ACC NDCG@20: 0.0527, Seq_model training time: 37.82min
LASER Seq-model 0, Epoch [183/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5271, ACC AUC: 0.6545, ACC NDCG@20: 0.0530, Seq_model training time: 38.03min
LASER Seq-model 0, Epoch [184/2000], Runs: 436, Loss: 0.0117, UL AUC: 0.5290, ACC AUC: 0.6536, ACC NDCG@20: 0.0522, Seq_model training time: 38.24min
LASER Seq-model 0, Epoch [185/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5299, ACC AUC: 0.6546, ACC NDCG@20: 0.0523, Seq_model training time: 38.45min
LASER Seq-model 0, Epoch [186/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5280, ACC AUC: 0.6540, ACC NDCG@20: 0.0526, Seq_model training time: 38.65min
LASER Seq-model 0, Epoch [187/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5284, ACC AUC: 0.6546, ACC NDCG@20: 0.0529, Seq_model training time: 38.86min
LASER Seq-model 0, Epoch [188/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5289, ACC AUC: 0.6545, ACC NDCG@20: 0.0526, Seq_model training time: 39.06min
LASER Seq-model 0, Epoch [189/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5285, ACC AUC: 0.6545, ACC NDCG@20: 0.0528, Seq_model training time: 39.27min
LASER Seq-model 0, Epoch [190/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5287, ACC AUC: 0.6544, ACC NDCG@20: 0.0527, Seq_model training time: 39.48min
LASER Seq-model 0, Epoch [191/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5295, ACC AUC: 0.6552, ACC NDCG@20: 0.0530, Seq_model training time: 39.68min
LASER Seq-model 0, Epoch [192/2000], Runs: 436, Loss: 0.0111, UL AUC: 0.5298, ACC AUC: 0.6552, ACC NDCG@20: 0.0532, Seq_model training time: 39.89min
LASER Seq-model 0, Epoch [193/2000], Runs: 436, Loss: 0.0113, UL AUC: 0.5306, ACC AUC: 0.6554, ACC NDCG@20: 0.0532, Seq_model training time: 40.09min
LASER Seq-model 0, Epoch [194/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5299, ACC AUC: 0.6550, ACC NDCG@20: 0.0532, Seq_model training time: 40.30min
LASER Seq-model 0, Epoch [195/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5288, ACC AUC: 0.6550, ACC NDCG@20: 0.0530, Seq_model training time: 40.51min
LASER Seq-model 0, Epoch [196/2000], Runs: 436, Loss: 0.0116, UL AUC: 0.5285, ACC AUC: 0.6548, ACC NDCG@20: 0.0527, Seq_model training time: 40.72min
LASER Seq-model 0, Epoch [197/2000], Runs: 436, Loss: 0.0110, UL AUC: 0.5279, ACC AUC: 0.6548, ACC NDCG@20: 0.0528, Seq_model training time: 40.92min
LASER Seq-model 0, Epoch [198/2000], Runs: 436, Loss: 0.0111, UL AUC: 0.5280, ACC AUC: 0.6548, ACC NDCG@20: 0.0528, Seq_model training time: 41.13min
LASER Seq-model 0, Epoch [199/2000], Runs: 436, Loss: 0.0117, UL AUC: 0.5277, ACC AUC: 0.6549, ACC NDCG@20: 0.0527, Seq_model training time: 41.34min
LASER Seq-model 0, Epoch [200/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5291, ACC AUC: 0.6547, ACC NDCG@20: 0.0527, Seq_model training time: 41.54min
LASER Seq-model 0, Epoch [201/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5287, ACC AUC: 0.6558, ACC NDCG@20: 0.0529, Seq_model training time: 41.75min
LASER Seq-model 0, Epoch [202/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5292, ACC AUC: 0.6555, ACC NDCG@20: 0.0532, Seq_model training time: 41.95min
LASER Seq-model 0, Epoch [203/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5288, ACC AUC: 0.6558, ACC NDCG@20: 0.0531, Seq_model training time: 42.16min
LASER Seq-model 0, Epoch [204/2000], Runs: 436, Loss: 0.0115, UL AUC: 0.5293, ACC AUC: 0.6551, ACC NDCG@20: 0.0532, Seq_model training time: 42.36min
LASER Seq-model 0, Epoch [205/2000], Runs: 436, Loss: 0.0114, UL AUC: 0.5292, ACC AUC: 0.6555, ACC NDCG@20: 0.0536, Seq_model training time: 42.56min
LASER Seq-model 0, Epoch [206/2000], Runs: 436, Loss: 0.0111, UL AUC: 0.5289, ACC AUC: 0.6554, ACC NDCG@20: 0.0535, Seq_model training time: 42.77min
LASER Seq-model 0, Epoch [207/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5283, ACC AUC: 0.6554, ACC NDCG@20: 0.0532, Seq_model training time: 42.98min
LASER Seq-model 0, Epoch [208/2000], Runs: 436, Loss: 0.0111, UL AUC: 0.5279, ACC AUC: 0.6552, ACC NDCG@20: 0.0529, Seq_model training time: 43.19min
LASER Seq-model 0, Epoch [209/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5270, ACC AUC: 0.6555, ACC NDCG@20: 0.0532, Seq_model training time: 43.40min
LASER Seq-model 0, Epoch [210/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5293, ACC AUC: 0.6556, ACC NDCG@20: 0.0528, Seq_model training time: 43.60min
LASER Seq-model 0, Epoch [211/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5291, ACC AUC: 0.6556, ACC NDCG@20: 0.0521, Seq_model training time: 43.80min
LASER Seq-model 0, Epoch [212/2000], Runs: 436, Loss: 0.0113, UL AUC: 0.5284, ACC AUC: 0.6554, ACC NDCG@20: 0.0524, Seq_model training time: 44.01min
LASER Seq-model 0, Epoch [213/2000], Runs: 436, Loss: 0.0110, UL AUC: 0.5289, ACC AUC: 0.6560, ACC NDCG@20: 0.0530, Seq_model training time: 44.22min
LASER Seq-model 0, Epoch [214/2000], Runs: 436, Loss: 0.0111, UL AUC: 0.5279, ACC AUC: 0.6558, ACC NDCG@20: 0.0531, Seq_model training time: 44.42min
LASER Seq-model 0, Epoch [215/2000], Runs: 436, Loss: 0.0109, UL AUC: 0.5278, ACC AUC: 0.6555, ACC NDCG@20: 0.0526, Seq_model training time: 44.63min
LASER Seq-model 0, Epoch [216/2000], Runs: 436, Loss: 0.0112, UL AUC: 0.5275, ACC AUC: 0.6551, ACC NDCG@20: 0.0528, Seq_model training time: 44.83min
[LASER] START training seq_model 1, current time: 45.14min.
LASER Seq-model 1, Epoch [1/2000], Runs: 464, Loss: 0.2033, UL AUC: 0.5539, ACC AUC: 0.6854, ACC NDCG@20: 0.0196, Seq_model training time: 0.22min
LASER Seq-model 1, Epoch [2/2000], Runs: 464, Loss: 0.1144, UL AUC: 0.5538, ACC AUC: 0.6933, ACC NDCG@20: 0.0209, Seq_model training time: 0.43min
LASER Seq-model 1, Epoch [3/2000], Runs: 464, Loss: 0.0890, UL AUC: 0.5546, ACC AUC: 0.6974, ACC NDCG@20: 0.0218, Seq_model training time: 0.65min
LASER Seq-model 1, Epoch [4/2000], Runs: 464, Loss: 0.0733, UL AUC: 0.5546, ACC AUC: 0.6998, ACC NDCG@20: 0.0226, Seq_model training time: 0.85min
LASER Seq-model 1, Epoch [5/2000], Runs: 464, Loss: 0.0646, UL AUC: 0.5561, ACC AUC: 0.7016, ACC NDCG@20: 0.0232, Seq_model training time: 1.06min
LASER Seq-model 1, Epoch [6/2000], Runs: 464, Loss: 0.0572, UL AUC: 0.5568, ACC AUC: 0.7028, ACC NDCG@20: 0.0236, Seq_model training time: 1.28min
LASER Seq-model 1, Epoch [7/2000], Runs: 464, Loss: 0.0517, UL AUC: 0.5573, ACC AUC: 0.7031, ACC NDCG@20: 0.0239, Seq_model training time: 1.49min
LASER Seq-model 1, Epoch [8/2000], Runs: 464, Loss: 0.0487, UL AUC: 0.5574, ACC AUC: 0.7032, ACC NDCG@20: 0.0240, Seq_model training time: 1.70min
LASER Seq-model 1, Epoch [9/2000], Runs: 464, Loss: 0.0460, UL AUC: 0.5583, ACC AUC: 0.7032, ACC NDCG@20: 0.0239, Seq_model training time: 1.91min
LASER Seq-model 1, Epoch [10/2000], Runs: 464, Loss: 0.0425, UL AUC: 0.5584, ACC AUC: 0.7035, ACC NDCG@20: 0.0238, Seq_model training time: 2.13min
LASER Seq-model 1, Epoch [11/2000], Runs: 464, Loss: 0.0398, UL AUC: 0.5586, ACC AUC: 0.7034, ACC NDCG@20: 0.0236, Seq_model training time: 2.34min
LASER Seq-model 1, Epoch [12/2000], Runs: 464, Loss: 0.0382, UL AUC: 0.5584, ACC AUC: 0.7028, ACC NDCG@20: 0.0237, Seq_model training time: 2.55min
LASER Seq-model 1, Epoch [13/2000], Runs: 464, Loss: 0.0367, UL AUC: 0.5585, ACC AUC: 0.7024, ACC NDCG@20: 0.0236, Seq_model training time: 2.77min
LASER Seq-model 1, Epoch [14/2000], Runs: 464, Loss: 0.0347, UL AUC: 0.5585, ACC AUC: 0.7017, ACC NDCG@20: 0.0235, Seq_model training time: 2.98min
LASER Seq-model 1, Epoch [15/2000], Runs: 464, Loss: 0.0336, UL AUC: 0.5586, ACC AUC: 0.7010, ACC NDCG@20: 0.0237, Seq_model training time: 3.20min
LASER Seq-model 1, Epoch [16/2000], Runs: 464, Loss: 0.0329, UL AUC: 0.5580, ACC AUC: 0.6999, ACC NDCG@20: 0.0237, Seq_model training time: 3.42min
LASER Seq-model 1, Epoch [17/2000], Runs: 464, Loss: 0.0313, UL AUC: 0.5578, ACC AUC: 0.6992, ACC NDCG@20: 0.0239, Seq_model training time: 3.63min
LASER Seq-model 1, Epoch [18/2000], Runs: 464, Loss: 0.0306, UL AUC: 0.5576, ACC AUC: 0.6977, ACC NDCG@20: 0.0237, Seq_model training time: 3.84min
LASER Seq-model 1, Epoch [19/2000], Runs: 464, Loss: 0.0307, UL AUC: 0.5569, ACC AUC: 0.6966, ACC NDCG@20: 0.0234, Seq_model training time: 4.06min
LASER Seq-model 1, Epoch [20/2000], Runs: 464, Loss: 0.0287, UL AUC: 0.5563, ACC AUC: 0.6949, ACC NDCG@20: 0.0233, Seq_model training time: 4.27min
LASER Seq-model 1, Epoch [21/2000], Runs: 464, Loss: 0.0294, UL AUC: 0.5558, ACC AUC: 0.6934, ACC NDCG@20: 0.0233, Seq_model training time: 4.48min
LASER Seq-model 1, Epoch [22/2000], Runs: 464, Loss: 0.0282, UL AUC: 0.5547, ACC AUC: 0.6923, ACC NDCG@20: 0.0231, Seq_model training time: 4.70min
LASER Seq-model 1, Epoch [23/2000], Runs: 464, Loss: 0.0270, UL AUC: 0.5533, ACC AUC: 0.6911, ACC NDCG@20: 0.0230, Seq_model training time: 4.91min
LASER Seq-model 1, Epoch [24/2000], Runs: 464, Loss: 0.0271, UL AUC: 0.5514, ACC AUC: 0.6894, ACC NDCG@20: 0.0230, Seq_model training time: 5.13min
LASER Seq-model 1, Epoch [25/2000], Runs: 464, Loss: 0.0263, UL AUC: 0.5516, ACC AUC: 0.6879, ACC NDCG@20: 0.0229, Seq_model training time: 5.34min
LASER Seq-model 1, Epoch [26/2000], Runs: 464, Loss: 0.0261, UL AUC: 0.5506, ACC AUC: 0.6860, ACC NDCG@20: 0.0231, Seq_model training time: 5.56min
LASER Seq-model 1, Epoch [27/2000], Runs: 464, Loss: 0.0256, UL AUC: 0.5494, ACC AUC: 0.6844, ACC NDCG@20: 0.0232, Seq_model training time: 5.78min
LASER Seq-model 1, Epoch [28/2000], Runs: 464, Loss: 0.0254, UL AUC: 0.5486, ACC AUC: 0.6828, ACC NDCG@20: 0.0231, Seq_model training time: 6.00min
LASER Seq-model 1, Epoch [29/2000], Runs: 464, Loss: 0.0249, UL AUC: 0.5467, ACC AUC: 0.6813, ACC NDCG@20: 0.0227, Seq_model training time: 6.21min
LASER Seq-model 1, Epoch [30/2000], Runs: 464, Loss: 0.0245, UL AUC: 0.5450, ACC AUC: 0.6803, ACC NDCG@20: 0.0228, Seq_model training time: 6.43min
LASER Seq-model 1, Epoch [31/2000], Runs: 464, Loss: 0.0242, UL AUC: 0.5433, ACC AUC: 0.6787, ACC NDCG@20: 0.0225, Seq_model training time: 6.64min
LASER Seq-model 1, Epoch [32/2000], Runs: 464, Loss: 0.0240, UL AUC: 0.5424, ACC AUC: 0.6772, ACC NDCG@20: 0.0226, Seq_model training time: 6.85min
LASER Seq-model 1, Epoch [33/2000], Runs: 464, Loss: 0.0240, UL AUC: 0.5417, ACC AUC: 0.6764, ACC NDCG@20: 0.0229, Seq_model training time: 7.06min
LASER Seq-model 1, Epoch [34/2000], Runs: 464, Loss: 0.0234, UL AUC: 0.5405, ACC AUC: 0.6750, ACC NDCG@20: 0.0228, Seq_model training time: 7.27min
LASER Seq-model 1, Epoch [35/2000], Runs: 464, Loss: 0.0236, UL AUC: 0.5392, ACC AUC: 0.6741, ACC NDCG@20: 0.0230, Seq_model training time: 7.49min
LASER Seq-model 1, Epoch [36/2000], Runs: 464, Loss: 0.0236, UL AUC: 0.5389, ACC AUC: 0.6731, ACC NDCG@20: 0.0229, Seq_model training time: 7.70min
LASER Seq-model 1, Epoch [37/2000], Runs: 464, Loss: 0.0222, UL AUC: 0.5381, ACC AUC: 0.6722, ACC NDCG@20: 0.0228, Seq_model training time: 7.91min
LASER Seq-model 1, Epoch [38/2000], Runs: 464, Loss: 0.0227, UL AUC: 0.5371, ACC AUC: 0.6714, ACC NDCG@20: 0.0225, Seq_model training time: 8.13min
LASER Seq-model 1, Epoch [39/2000], Runs: 464, Loss: 0.0219, UL AUC: 0.5366, ACC AUC: 0.6708, ACC NDCG@20: 0.0226, Seq_model training time: 8.34min
LASER Seq-model 1, Epoch [40/2000], Runs: 464, Loss: 0.0218, UL AUC: 0.5359, ACC AUC: 0.6701, ACC NDCG@20: 0.0232, Seq_model training time: 8.56min
LASER Seq-model 1, Epoch [41/2000], Runs: 464, Loss: 0.0228, UL AUC: 0.5349, ACC AUC: 0.6696, ACC NDCG@20: 0.0231, Seq_model training time: 8.77min
LASER Seq-model 1, Epoch [42/2000], Runs: 464, Loss: 0.0223, UL AUC: 0.5344, ACC AUC: 0.6691, ACC NDCG@20: 0.0227, Seq_model training time: 8.99min
LASER Seq-model 1, Epoch [43/2000], Runs: 464, Loss: 0.0216, UL AUC: 0.5345, ACC AUC: 0.6684, ACC NDCG@20: 0.0224, Seq_model training time: 9.21min
LASER Seq-model 1, Epoch [44/2000], Runs: 464, Loss: 0.0216, UL AUC: 0.5338, ACC AUC: 0.6684, ACC NDCG@20: 0.0225, Seq_model training time: 9.42min
LASER Seq-model 1, Epoch [45/2000], Runs: 464, Loss: 0.0216, UL AUC: 0.5334, ACC AUC: 0.6676, ACC NDCG@20: 0.0226, Seq_model training time: 9.63min
LASER Seq-model 1, Epoch [46/2000], Runs: 464, Loss: 0.0208, UL AUC: 0.5329, ACC AUC: 0.6673, ACC NDCG@20: 0.0227, Seq_model training time: 9.86min
LASER Seq-model 1, Epoch [47/2000], Runs: 464, Loss: 0.0212, UL AUC: 0.5331, ACC AUC: 0.6674, ACC NDCG@20: 0.0226, Seq_model training time: 10.07min
LASER Seq-model 1, Epoch [48/2000], Runs: 464, Loss: 0.0210, UL AUC: 0.5326, ACC AUC: 0.6671, ACC NDCG@20: 0.0226, Seq_model training time: 10.30min
LASER Seq-model 1, Epoch [49/2000], Runs: 464, Loss: 0.0210, UL AUC: 0.5329, ACC AUC: 0.6665, ACC NDCG@20: 0.0220, Seq_model training time: 10.52min
LASER Seq-model 1, Epoch [50/2000], Runs: 464, Loss: 0.0207, UL AUC: 0.5331, ACC AUC: 0.6661, ACC NDCG@20: 0.0219, Seq_model training time: 10.74min
LASER Seq-model 1, Epoch [51/2000], Runs: 464, Loss: 0.0203, UL AUC: 0.5326, ACC AUC: 0.6657, ACC NDCG@20: 0.0218, Seq_model training time: 10.95min
LASER Seq-model 1, Epoch [52/2000], Runs: 464, Loss: 0.0206, UL AUC: 0.5330, ACC AUC: 0.6656, ACC NDCG@20: 0.0221, Seq_model training time: 11.16min
LASER Seq-model 1, Epoch [53/2000], Runs: 464, Loss: 0.0206, UL AUC: 0.5332, ACC AUC: 0.6651, ACC NDCG@20: 0.0220, Seq_model training time: 11.36min
LASER Seq-model 1, Epoch [54/2000], Runs: 464, Loss: 0.0200, UL AUC: 0.5338, ACC AUC: 0.6652, ACC NDCG@20: 0.0220, Seq_model training time: 11.57min
LASER Seq-model 1, Epoch [55/2000], Runs: 464, Loss: 0.0201, UL AUC: 0.5339, ACC AUC: 0.6648, ACC NDCG@20: 0.0220, Seq_model training time: 11.78min
LASER Seq-model 1, Epoch [56/2000], Runs: 464, Loss: 0.0201, UL AUC: 0.5338, ACC AUC: 0.6646, ACC NDCG@20: 0.0219, Seq_model training time: 12.00min
LASER Seq-model 1, Epoch [57/2000], Runs: 464, Loss: 0.0199, UL AUC: 0.5335, ACC AUC: 0.6651, ACC NDCG@20: 0.0225, Seq_model training time: 12.21min
LASER Seq-model 1, Epoch [58/2000], Runs: 464, Loss: 0.0193, UL AUC: 0.5332, ACC AUC: 0.6650, ACC NDCG@20: 0.0221, Seq_model training time: 12.42min
[LASER] START training seq_model 2, current time: 57.77min.
LASER Seq-model 2, Epoch [1/2000], Runs: 668, Loss: 0.1587, UL AUC: 0.5620, ACC AUC: 0.7409, ACC NDCG@20: 0.0439, Seq_model training time: 0.27min
LASER Seq-model 2, Epoch [2/2000], Runs: 668, Loss: 0.0834, UL AUC: 0.5595, ACC AUC: 0.7515, ACC NDCG@20: 0.0477, Seq_model training time: 0.56min
LASER Seq-model 2, Epoch [3/2000], Runs: 668, Loss: 0.0651, UL AUC: 0.5601, ACC AUC: 0.7565, ACC NDCG@20: 0.0499, Seq_model training time: 0.84min
LASER Seq-model 2, Epoch [4/2000], Runs: 668, Loss: 0.0547, UL AUC: 0.5608, ACC AUC: 0.7586, ACC NDCG@20: 0.0517, Seq_model training time: 1.12min
LASER Seq-model 2, Epoch [5/2000], Runs: 668, Loss: 0.0484, UL AUC: 0.5618, ACC AUC: 0.7595, ACC NDCG@20: 0.0530, Seq_model training time: 1.39min
LASER Seq-model 2, Epoch [6/2000], Runs: 668, Loss: 0.0433, UL AUC: 0.5629, ACC AUC: 0.7602, ACC NDCG@20: 0.0542, Seq_model training time: 1.67min
LASER Seq-model 2, Epoch [7/2000], Runs: 668, Loss: 0.0400, UL AUC: 0.5641, ACC AUC: 0.7606, ACC NDCG@20: 0.0549, Seq_model training time: 1.95min
LASER Seq-model 2, Epoch [8/2000], Runs: 668, Loss: 0.0373, UL AUC: 0.5650, ACC AUC: 0.7598, ACC NDCG@20: 0.0557, Seq_model training time: 2.23min
LASER Seq-model 2, Epoch [9/2000], Runs: 668, Loss: 0.0354, UL AUC: 0.5658, ACC AUC: 0.7587, ACC NDCG@20: 0.0569, Seq_model training time: 2.50min
LASER Seq-model 2, Epoch [10/2000], Runs: 668, Loss: 0.0324, UL AUC: 0.5666, ACC AUC: 0.7582, ACC NDCG@20: 0.0576, Seq_model training time: 2.78min
LASER Seq-model 2, Epoch [11/2000], Runs: 668, Loss: 0.0307, UL AUC: 0.5667, ACC AUC: 0.7571, ACC NDCG@20: 0.0582, Seq_model training time: 3.07min
LASER Seq-model 2, Epoch [12/2000], Runs: 668, Loss: 0.0295, UL AUC: 0.5671, ACC AUC: 0.7564, ACC NDCG@20: 0.0583, Seq_model training time: 3.35min
LASER Seq-model 2, Epoch [13/2000], Runs: 668, Loss: 0.0282, UL AUC: 0.5671, ACC AUC: 0.7550, ACC NDCG@20: 0.0584, Seq_model training time: 3.62min
LASER Seq-model 2, Epoch [14/2000], Runs: 668, Loss: 0.0273, UL AUC: 0.5682, ACC AUC: 0.7537, ACC NDCG@20: 0.0585, Seq_model training time: 3.90min
LASER Seq-model 2, Epoch [15/2000], Runs: 668, Loss: 0.0259, UL AUC: 0.5689, ACC AUC: 0.7528, ACC NDCG@20: 0.0589, Seq_model training time: 4.17min
LASER Seq-model 2, Epoch [16/2000], Runs: 668, Loss: 0.0254, UL AUC: 0.5683, ACC AUC: 0.7513, ACC NDCG@20: 0.0592, Seq_model training time: 4.45min
LASER Seq-model 2, Epoch [17/2000], Runs: 668, Loss: 0.0246, UL AUC: 0.5694, ACC AUC: 0.7498, ACC NDCG@20: 0.0590, Seq_model training time: 4.73min
LASER Seq-model 2, Epoch [18/2000], Runs: 668, Loss: 0.0237, UL AUC: 0.5691, ACC AUC: 0.7483, ACC NDCG@20: 0.0589, Seq_model training time: 5.00min
LASER Seq-model 2, Epoch [19/2000], Runs: 668, Loss: 0.0233, UL AUC: 0.5701, ACC AUC: 0.7466, ACC NDCG@20: 0.0588, Seq_model training time: 5.28min
LASER Seq-model 2, Epoch [20/2000], Runs: 668, Loss: 0.0227, UL AUC: 0.5704, ACC AUC: 0.7460, ACC NDCG@20: 0.0589, Seq_model training time: 5.54min
LASER Seq-model 2, Epoch [21/2000], Runs: 668, Loss: 0.0219, UL AUC: 0.5701, ACC AUC: 0.7446, ACC NDCG@20: 0.0590, Seq_model training time: 5.82min
LASER Seq-model 2, Epoch [22/2000], Runs: 668, Loss: 0.0213, UL AUC: 0.5700, ACC AUC: 0.7434, ACC NDCG@20: 0.0589, Seq_model training time: 6.09min
LASER Seq-model 2, Epoch [23/2000], Runs: 668, Loss: 0.0213, UL AUC: 0.5696, ACC AUC: 0.7428, ACC NDCG@20: 0.0588, Seq_model training time: 6.36min
LASER Seq-model 2, Epoch [24/2000], Runs: 668, Loss: 0.0210, UL AUC: 0.5695, ACC AUC: 0.7419, ACC NDCG@20: 0.0592, Seq_model training time: 6.63min
LASER Seq-model 2, Epoch [25/2000], Runs: 668, Loss: 0.0206, UL AUC: 0.5695, ACC AUC: 0.7407, ACC NDCG@20: 0.0587, Seq_model training time: 6.91min
LASER Seq-model 2, Epoch [26/2000], Runs: 668, Loss: 0.0204, UL AUC: 0.5690, ACC AUC: 0.7395, ACC NDCG@20: 0.0592, Seq_model training time: 7.18min
LASER Seq-model 2, Epoch [27/2000], Runs: 668, Loss: 0.0199, UL AUC: 0.5687, ACC AUC: 0.7390, ACC NDCG@20: 0.0591, Seq_model training time: 7.45min
LASER Seq-model 2, Epoch [28/2000], Runs: 668, Loss: 0.0196, UL AUC: 0.5684, ACC AUC: 0.7382, ACC NDCG@20: 0.0591, Seq_model training time: 7.73min
LASER Seq-model 2, Epoch [29/2000], Runs: 668, Loss: 0.0191, UL AUC: 0.5683, ACC AUC: 0.7377, ACC NDCG@20: 0.0591, Seq_model training time: 8.00min
LASER Seq-model 2, Epoch [30/2000], Runs: 668, Loss: 0.0192, UL AUC: 0.5689, ACC AUC: 0.7372, ACC NDCG@20: 0.0592, Seq_model training time: 8.27min
LASER Seq-model 2, Epoch [31/2000], Runs: 668, Loss: 0.0192, UL AUC: 0.5687, ACC AUC: 0.7361, ACC NDCG@20: 0.0592, Seq_model training time: 8.55min
LASER Seq-model 2, Epoch [32/2000], Runs: 668, Loss: 0.0187, UL AUC: 0.5701, ACC AUC: 0.7359, ACC NDCG@20: 0.0594, Seq_model training time: 8.83min
LASER Seq-model 2, Epoch [33/2000], Runs: 668, Loss: 0.0185, UL AUC: 0.5707, ACC AUC: 0.7351, ACC NDCG@20: 0.0594, Seq_model training time: 9.11min
LASER Seq-model 2, Epoch [34/2000], Runs: 668, Loss: 0.0178, UL AUC: 0.5704, ACC AUC: 0.7344, ACC NDCG@20: 0.0592, Seq_model training time: 9.38min
LASER Seq-model 2, Epoch [35/2000], Runs: 668, Loss: 0.0176, UL AUC: 0.5708, ACC AUC: 0.7342, ACC NDCG@20: 0.0587, Seq_model training time: 9.65min
LASER Seq-model 2, Epoch [36/2000], Runs: 668, Loss: 0.0178, UL AUC: 0.5709, ACC AUC: 0.7345, ACC NDCG@20: 0.0596, Seq_model training time: 9.92min
LASER Seq-model 2, Epoch [37/2000], Runs: 668, Loss: 0.0176, UL AUC: 0.5706, ACC AUC: 0.7342, ACC NDCG@20: 0.0591, Seq_model training time: 10.19min
LASER Seq-model 2, Epoch [38/2000], Runs: 668, Loss: 0.0173, UL AUC: 0.5712, ACC AUC: 0.7340, ACC NDCG@20: 0.0594, Seq_model training time: 10.47min
LASER Seq-model 2, Epoch [39/2000], Runs: 668, Loss: 0.0177, UL AUC: 0.5721, ACC AUC: 0.7336, ACC NDCG@20: 0.0592, Seq_model training time: 10.74min
LASER Seq-model 2, Epoch [40/2000], Runs: 668, Loss: 0.0173, UL AUC: 0.5717, ACC AUC: 0.7334, ACC NDCG@20: 0.0595, Seq_model training time: 11.01min
LASER Seq-model 2, Epoch [41/2000], Runs: 668, Loss: 0.0165, UL AUC: 0.5711, ACC AUC: 0.7336, ACC NDCG@20: 0.0594, Seq_model training time: 11.28min
LASER Seq-model 2, Epoch [42/2000], Runs: 668, Loss: 0.0169, UL AUC: 0.5719, ACC AUC: 0.7331, ACC NDCG@20: 0.0594, Seq_model training time: 11.55min
LASER Seq-model 2, Epoch [43/2000], Runs: 668, Loss: 0.0168, UL AUC: 0.5717, ACC AUC: 0.7327, ACC NDCG@20: 0.0593, Seq_model training time: 11.82min
LASER Seq-model 2, Epoch [44/2000], Runs: 668, Loss: 0.0168, UL AUC: 0.5714, ACC AUC: 0.7326, ACC NDCG@20: 0.0595, Seq_model training time: 12.10min
LASER Seq-model 2, Epoch [45/2000], Runs: 668, Loss: 0.0164, UL AUC: 0.5709, ACC AUC: 0.7323, ACC NDCG@20: 0.0593, Seq_model training time: 12.37min
LASER Seq-model 2, Epoch [46/2000], Runs: 668, Loss: 0.0167, UL AUC: 0.5717, ACC AUC: 0.7323, ACC NDCG@20: 0.0596, Seq_model training time: 12.64min
LASER Seq-model 2, Epoch [47/2000], Runs: 668, Loss: 0.0162, UL AUC: 0.5729, ACC AUC: 0.7322, ACC NDCG@20: 0.0591, Seq_model training time: 12.92min
LASER Seq-model 2, Epoch [48/2000], Runs: 668, Loss: 0.0162, UL AUC: 0.5732, ACC AUC: 0.7321, ACC NDCG@20: 0.0591, Seq_model training time: 13.19min
LASER Seq-model 2, Epoch [49/2000], Runs: 668, Loss: 0.0161, UL AUC: 0.5729, ACC AUC: 0.7322, ACC NDCG@20: 0.0594, Seq_model training time: 13.46min
LASER Seq-model 2, Epoch [50/2000], Runs: 668, Loss: 0.0162, UL AUC: 0.5742, ACC AUC: 0.7322, ACC NDCG@20: 0.0597, Seq_model training time: 13.74min
LASER Seq-model 2, Epoch [51/2000], Runs: 668, Loss: 0.0160, UL AUC: 0.5727, ACC AUC: 0.7328, ACC NDCG@20: 0.0592, Seq_model training time: 14.01min
LASER Seq-model 2, Epoch [52/2000], Runs: 668, Loss: 0.0159, UL AUC: 0.5729, ACC AUC: 0.7316, ACC NDCG@20: 0.0592, Seq_model training time: 14.28min
LASER Seq-model 2, Epoch [53/2000], Runs: 668, Loss: 0.0157, UL AUC: 0.5718, ACC AUC: 0.7318, ACC NDCG@20: 0.0593, Seq_model training time: 14.56min
LASER Seq-model 2, Epoch [54/2000], Runs: 668, Loss: 0.0155, UL AUC: 0.5720, ACC AUC: 0.7324, ACC NDCG@20: 0.0595, Seq_model training time: 14.83min
LASER Seq-model 2, Epoch [55/2000], Runs: 668, Loss: 0.0158, UL AUC: 0.5720, ACC AUC: 0.7323, ACC NDCG@20: 0.0595, Seq_model training time: 15.10min
LASER Seq-model 2, Epoch [56/2000], Runs: 668, Loss: 0.0154, UL AUC: 0.5723, ACC AUC: 0.7317, ACC NDCG@20: 0.0592, Seq_model training time: 15.37min
LASER Seq-model 2, Epoch [57/2000], Runs: 668, Loss: 0.0155, UL AUC: 0.5716, ACC AUC: 0.7323, ACC NDCG@20: 0.0593, Seq_model training time: 15.64min
LASER Seq-model 2, Epoch [58/2000], Runs: 668, Loss: 0.0154, UL AUC: 0.5710, ACC AUC: 0.7320, ACC NDCG@20: 0.0596, Seq_model training time: 15.91min
LASER Seq-model 2, Epoch [59/2000], Runs: 668, Loss: 0.0156, UL AUC: 0.5726, ACC AUC: 0.7313, ACC NDCG@20: 0.0590, Seq_model training time: 16.18min
LASER Seq-model 2, Epoch [60/2000], Runs: 668, Loss: 0.0151, UL AUC: 0.5730, ACC AUC: 0.7311, ACC NDCG@20: 0.0596, Seq_model training time: 16.45min
LASER Seq-model 2, Epoch [61/2000], Runs: 668, Loss: 0.0153, UL AUC: 0.5727, ACC AUC: 0.7307, ACC NDCG@20: 0.0592, Seq_model training time: 16.72min
LASER Seq-model 2, Epoch [62/2000], Runs: 668, Loss: 0.0151, UL AUC: 0.5726, ACC AUC: 0.7308, ACC NDCG@20: 0.0589, Seq_model training time: 16.99min
LASER Seq-model 2, Epoch [63/2000], Runs: 668, Loss: 0.0148, UL AUC: 0.5720, ACC AUC: 0.7310, ACC NDCG@20: 0.0594, Seq_model training time: 17.26min
LASER Seq-model 2, Epoch [64/2000], Runs: 668, Loss: 0.0148, UL AUC: 0.5722, ACC AUC: 0.7306, ACC NDCG@20: 0.0595, Seq_model training time: 17.53min
LASER Seq-model 2, Epoch [65/2000], Runs: 668, Loss: 0.0150, UL AUC: 0.5720, ACC AUC: 0.7307, ACC NDCG@20: 0.0597, Seq_model training time: 17.81min
LASER Seq-model 2, Epoch [66/2000], Runs: 668, Loss: 0.0149, UL AUC: 0.5725, ACC AUC: 0.7302, ACC NDCG@20: 0.0595, Seq_model training time: 18.09min
LASER Seq-model 2, Epoch [67/2000], Runs: 668, Loss: 0.0148, UL AUC: 0.5712, ACC AUC: 0.7308, ACC NDCG@20: 0.0605, Seq_model training time: 18.36min
LASER Seq-model 2, Epoch [68/2000], Runs: 668, Loss: 0.0148, UL AUC: 0.5719, ACC AUC: 0.7304, ACC NDCG@20: 0.0595, Seq_model training time: 18.63min
LASER Seq-model 2, Epoch [69/2000], Runs: 668, Loss: 0.0149, UL AUC: 0.5710, ACC AUC: 0.7309, ACC NDCG@20: 0.0596, Seq_model training time: 18.90min
LASER Seq-model 2, Epoch [70/2000], Runs: 668, Loss: 0.0147, UL AUC: 0.5711, ACC AUC: 0.7313, ACC NDCG@20: 0.0597, Seq_model training time: 19.17min
LASER Seq-model 2, Epoch [71/2000], Runs: 668, Loss: 0.0145, UL AUC: 0.5718, ACC AUC: 0.7303, ACC NDCG@20: 0.0596, Seq_model training time: 19.44min
LASER Seq-model 2, Epoch [72/2000], Runs: 668, Loss: 0.0149, UL AUC: 0.5725, ACC AUC: 0.7301, ACC NDCG@20: 0.0594, Seq_model training time: 19.71min
LASER Seq-model 2, Epoch [73/2000], Runs: 668, Loss: 0.0144, UL AUC: 0.5722, ACC AUC: 0.7304, ACC NDCG@20: 0.0601, Seq_model training time: 19.98min
LASER Seq-model 2, Epoch [74/2000], Runs: 668, Loss: 0.0145, UL AUC: 0.5710, ACC AUC: 0.7304, ACC NDCG@20: 0.0595, Seq_model training time: 20.25min
LASER Seq-model 2, Epoch [75/2000], Runs: 668, Loss: 0.0147, UL AUC: 0.5718, ACC AUC: 0.7298, ACC NDCG@20: 0.0595, Seq_model training time: 20.52min
LASER Seq-model 2, Epoch [76/2000], Runs: 668, Loss: 0.0142, UL AUC: 0.5720, ACC AUC: 0.7299, ACC NDCG@20: 0.0597, Seq_model training time: 20.79min
LASER Seq-model 2, Epoch [77/2000], Runs: 668, Loss: 0.0142, UL AUC: 0.5721, ACC AUC: 0.7293, ACC NDCG@20: 0.0592, Seq_model training time: 21.06min
LASER Seq-model 2, Epoch [78/2000], Runs: 668, Loss: 0.0143, UL AUC: 0.5718, ACC AUC: 0.7291, ACC NDCG@20: 0.0595, Seq_model training time: 21.33min
LASER Seq-model 2, Epoch [79/2000], Runs: 668, Loss: 0.0142, UL AUC: 0.5717, ACC AUC: 0.7294, ACC NDCG@20: 0.0600, Seq_model training time: 21.60min
LASER Seq-model 2, Epoch [80/2000], Runs: 668, Loss: 0.0147, UL AUC: 0.5718, ACC AUC: 0.7294, ACC NDCG@20: 0.0597, Seq_model training time: 21.88min
LASER Seq-model 2, Epoch [81/2000], Runs: 668, Loss: 0.0142, UL AUC: 0.5712, ACC AUC: 0.7298, ACC NDCG@20: 0.0605, Seq_model training time: 22.15min
LASER Seq-model 2, Epoch [82/2000], Runs: 668, Loss: 0.0139, UL AUC: 0.5719, ACC AUC: 0.7296, ACC NDCG@20: 0.0601, Seq_model training time: 22.42min
LASER Seq-model 2, Epoch [83/2000], Runs: 668, Loss: 0.0142, UL AUC: 0.5735, ACC AUC: 0.7295, ACC NDCG@20: 0.0602, Seq_model training time: 22.69min
LASER Seq-model 2, Epoch [84/2000], Runs: 668, Loss: 0.0142, UL AUC: 0.5726, ACC AUC: 0.7296, ACC NDCG@20: 0.0606, Seq_model training time: 22.97min
LASER Seq-model 2, Epoch [85/2000], Runs: 668, Loss: 0.0142, UL AUC: 0.5731, ACC AUC: 0.7298, ACC NDCG@20: 0.0602, Seq_model training time: 23.24min
LASER Seq-model 2, Epoch [86/2000], Runs: 668, Loss: 0.0141, UL AUC: 0.5727, ACC AUC: 0.7289, ACC NDCG@20: 0.0603, Seq_model training time: 23.52min
LASER Seq-model 2, Epoch [87/2000], Runs: 668, Loss: 0.0141, UL AUC: 0.5732, ACC AUC: 0.7283, ACC NDCG@20: 0.0600, Seq_model training time: 23.79min
LASER Seq-model 2, Epoch [88/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5727, ACC AUC: 0.7285, ACC NDCG@20: 0.0606, Seq_model training time: 24.07min
LASER Seq-model 2, Epoch [89/2000], Runs: 668, Loss: 0.0139, UL AUC: 0.5717, ACC AUC: 0.7288, ACC NDCG@20: 0.0603, Seq_model training time: 24.35min
LASER Seq-model 2, Epoch [90/2000], Runs: 668, Loss: 0.0139, UL AUC: 0.5710, ACC AUC: 0.7280, ACC NDCG@20: 0.0610, Seq_model training time: 24.62min
LASER Seq-model 2, Epoch [91/2000], Runs: 668, Loss: 0.0141, UL AUC: 0.5719, ACC AUC: 0.7279, ACC NDCG@20: 0.0606, Seq_model training time: 24.89min
LASER Seq-model 2, Epoch [92/2000], Runs: 668, Loss: 0.0137, UL AUC: 0.5719, ACC AUC: 0.7281, ACC NDCG@20: 0.0610, Seq_model training time: 25.17min
LASER Seq-model 2, Epoch [93/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5717, ACC AUC: 0.7282, ACC NDCG@20: 0.0604, Seq_model training time: 25.44min
LASER Seq-model 2, Epoch [94/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5704, ACC AUC: 0.7280, ACC NDCG@20: 0.0604, Seq_model training time: 25.71min
LASER Seq-model 2, Epoch [95/2000], Runs: 668, Loss: 0.0136, UL AUC: 0.5714, ACC AUC: 0.7279, ACC NDCG@20: 0.0602, Seq_model training time: 25.99min
LASER Seq-model 2, Epoch [96/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5713, ACC AUC: 0.7278, ACC NDCG@20: 0.0605, Seq_model training time: 26.26min
LASER Seq-model 2, Epoch [97/2000], Runs: 668, Loss: 0.0137, UL AUC: 0.5712, ACC AUC: 0.7285, ACC NDCG@20: 0.0606, Seq_model training time: 26.53min
LASER Seq-model 2, Epoch [98/2000], Runs: 668, Loss: 0.0137, UL AUC: 0.5719, ACC AUC: 0.7281, ACC NDCG@20: 0.0607, Seq_model training time: 26.78min
LASER Seq-model 2, Epoch [99/2000], Runs: 668, Loss: 0.0140, UL AUC: 0.5720, ACC AUC: 0.7284, ACC NDCG@20: 0.0607, Seq_model training time: 27.05min
LASER Seq-model 2, Epoch [100/2000], Runs: 668, Loss: 0.0135, UL AUC: 0.5721, ACC AUC: 0.7281, ACC NDCG@20: 0.0606, Seq_model training time: 27.33min
LASER Seq-model 2, Epoch [101/2000], Runs: 668, Loss: 0.0140, UL AUC: 0.5720, ACC AUC: 0.7282, ACC NDCG@20: 0.0607, Seq_model training time: 27.60min
LASER Seq-model 2, Epoch [102/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5733, ACC AUC: 0.7277, ACC NDCG@20: 0.0604, Seq_model training time: 27.87min
LASER Seq-model 2, Epoch [103/2000], Runs: 668, Loss: 0.0137, UL AUC: 0.5724, ACC AUC: 0.7276, ACC NDCG@20: 0.0606, Seq_model training time: 28.15min
LASER Seq-model 2, Epoch [104/2000], Runs: 668, Loss: 0.0135, UL AUC: 0.5709, ACC AUC: 0.7283, ACC NDCG@20: 0.0612, Seq_model training time: 28.43min
LASER Seq-model 2, Epoch [105/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5725, ACC AUC: 0.7282, ACC NDCG@20: 0.0615, Seq_model training time: 28.70min
LASER Seq-model 2, Epoch [106/2000], Runs: 668, Loss: 0.0137, UL AUC: 0.5723, ACC AUC: 0.7279, ACC NDCG@20: 0.0608, Seq_model training time: 28.98min
LASER Seq-model 2, Epoch [107/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5719, ACC AUC: 0.7275, ACC NDCG@20: 0.0610, Seq_model training time: 29.26min
LASER Seq-model 2, Epoch [108/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5724, ACC AUC: 0.7271, ACC NDCG@20: 0.0607, Seq_model training time: 29.53min
LASER Seq-model 2, Epoch [109/2000], Runs: 668, Loss: 0.0137, UL AUC: 0.5704, ACC AUC: 0.7272, ACC NDCG@20: 0.0609, Seq_model training time: 29.80min
LASER Seq-model 2, Epoch [110/2000], Runs: 668, Loss: 0.0137, UL AUC: 0.5706, ACC AUC: 0.7273, ACC NDCG@20: 0.0612, Seq_model training time: 30.08min
LASER Seq-model 2, Epoch [111/2000], Runs: 668, Loss: 0.0136, UL AUC: 0.5707, ACC AUC: 0.7272, ACC NDCG@20: 0.0612, Seq_model training time: 30.35min
LASER Seq-model 2, Epoch [112/2000], Runs: 668, Loss: 0.0135, UL AUC: 0.5710, ACC AUC: 0.7270, ACC NDCG@20: 0.0610, Seq_model training time: 30.62min
LASER Seq-model 2, Epoch [113/2000], Runs: 668, Loss: 0.0138, UL AUC: 0.5699, ACC AUC: 0.7277, ACC NDCG@20: 0.0610, Seq_model training time: 30.89min
LASER Seq-model 2, Epoch [114/2000], Runs: 668, Loss: 0.0136, UL AUC: 0.5704, ACC AUC: 0.7273, ACC NDCG@20: 0.0603, Seq_model training time: 31.17min
LASER Seq-model 2, Epoch [115/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5703, ACC AUC: 0.7270, ACC NDCG@20: 0.0609, Seq_model training time: 31.44min
LASER Seq-model 2, Epoch [116/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5696, ACC AUC: 0.7270, ACC NDCG@20: 0.0609, Seq_model training time: 31.72min
LASER Seq-model 2, Epoch [117/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5699, ACC AUC: 0.7273, ACC NDCG@20: 0.0611, Seq_model training time: 31.99min
LASER Seq-model 2, Epoch [118/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5700, ACC AUC: 0.7270, ACC NDCG@20: 0.0603, Seq_model training time: 32.26min
LASER Seq-model 2, Epoch [119/2000], Runs: 668, Loss: 0.0136, UL AUC: 0.5700, ACC AUC: 0.7269, ACC NDCG@20: 0.0603, Seq_model training time: 32.53min
LASER Seq-model 2, Epoch [120/2000], Runs: 668, Loss: 0.0135, UL AUC: 0.5704, ACC AUC: 0.7273, ACC NDCG@20: 0.0602, Seq_model training time: 32.80min
LASER Seq-model 2, Epoch [121/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5703, ACC AUC: 0.7275, ACC NDCG@20: 0.0610, Seq_model training time: 33.07min
LASER Seq-model 2, Epoch [122/2000], Runs: 668, Loss: 0.0135, UL AUC: 0.5708, ACC AUC: 0.7273, ACC NDCG@20: 0.0607, Seq_model training time: 33.34min
LASER Seq-model 2, Epoch [123/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5705, ACC AUC: 0.7277, ACC NDCG@20: 0.0607, Seq_model training time: 33.61min
LASER Seq-model 2, Epoch [124/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5706, ACC AUC: 0.7272, ACC NDCG@20: 0.0607, Seq_model training time: 33.88min
LASER Seq-model 2, Epoch [125/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5705, ACC AUC: 0.7265, ACC NDCG@20: 0.0599, Seq_model training time: 34.15min
LASER Seq-model 2, Epoch [126/2000], Runs: 668, Loss: 0.0136, UL AUC: 0.5715, ACC AUC: 0.7265, ACC NDCG@20: 0.0603, Seq_model training time: 34.42min
LASER Seq-model 2, Epoch [127/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5708, ACC AUC: 0.7260, ACC NDCG@20: 0.0609, Seq_model training time: 34.69min
LASER Seq-model 2, Epoch [128/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5708, ACC AUC: 0.7258, ACC NDCG@20: 0.0606, Seq_model training time: 34.97min
LASER Seq-model 2, Epoch [129/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5708, ACC AUC: 0.7254, ACC NDCG@20: 0.0604, Seq_model training time: 35.24min
LASER Seq-model 2, Epoch [130/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5703, ACC AUC: 0.7253, ACC NDCG@20: 0.0605, Seq_model training time: 35.51min
LASER Seq-model 2, Epoch [131/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5694, ACC AUC: 0.7248, ACC NDCG@20: 0.0604, Seq_model training time: 35.78min
LASER Seq-model 2, Epoch [132/2000], Runs: 668, Loss: 0.0135, UL AUC: 0.5705, ACC AUC: 0.7244, ACC NDCG@20: 0.0601, Seq_model training time: 36.05min
LASER Seq-model 2, Epoch [133/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5701, ACC AUC: 0.7249, ACC NDCG@20: 0.0601, Seq_model training time: 36.33min
LASER Seq-model 2, Epoch [134/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5712, ACC AUC: 0.7255, ACC NDCG@20: 0.0605, Seq_model training time: 36.60min
LASER Seq-model 2, Epoch [135/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5710, ACC AUC: 0.7257, ACC NDCG@20: 0.0604, Seq_model training time: 36.86min
LASER Seq-model 2, Epoch [136/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5714, ACC AUC: 0.7258, ACC NDCG@20: 0.0605, Seq_model training time: 37.13min
LASER Seq-model 2, Epoch [137/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5710, ACC AUC: 0.7261, ACC NDCG@20: 0.0608, Seq_model training time: 37.40min
LASER Seq-model 2, Epoch [138/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5714, ACC AUC: 0.7261, ACC NDCG@20: 0.0613, Seq_model training time: 37.66min
LASER Seq-model 2, Epoch [139/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5710, ACC AUC: 0.7259, ACC NDCG@20: 0.0610, Seq_model training time: 37.93min
LASER Seq-model 2, Epoch [140/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5707, ACC AUC: 0.7259, ACC NDCG@20: 0.0614, Seq_model training time: 38.20min
LASER Seq-model 2, Epoch [141/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5702, ACC AUC: 0.7260, ACC NDCG@20: 0.0616, Seq_model training time: 38.47min
LASER Seq-model 2, Epoch [142/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5704, ACC AUC: 0.7254, ACC NDCG@20: 0.0607, Seq_model training time: 38.74min
LASER Seq-model 2, Epoch [143/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5703, ACC AUC: 0.7254, ACC NDCG@20: 0.0609, Seq_model training time: 39.01min
LASER Seq-model 2, Epoch [144/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5700, ACC AUC: 0.7255, ACC NDCG@20: 0.0610, Seq_model training time: 39.28min
LASER Seq-model 2, Epoch [145/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5705, ACC AUC: 0.7255, ACC NDCG@20: 0.0612, Seq_model training time: 39.55min
LASER Seq-model 2, Epoch [146/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5704, ACC AUC: 0.7251, ACC NDCG@20: 0.0610, Seq_model training time: 39.82min
LASER Seq-model 2, Epoch [147/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5706, ACC AUC: 0.7253, ACC NDCG@20: 0.0610, Seq_model training time: 40.09min
LASER Seq-model 2, Epoch [148/2000], Runs: 668, Loss: 0.0134, UL AUC: 0.5703, ACC AUC: 0.7256, ACC NDCG@20: 0.0619, Seq_model training time: 40.37min
LASER Seq-model 2, Epoch [149/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5712, ACC AUC: 0.7253, ACC NDCG@20: 0.0612, Seq_model training time: 40.64min
LASER Seq-model 2, Epoch [150/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5704, ACC AUC: 0.7248, ACC NDCG@20: 0.0613, Seq_model training time: 40.91min
LASER Seq-model 2, Epoch [151/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5702, ACC AUC: 0.7249, ACC NDCG@20: 0.0612, Seq_model training time: 41.18min
LASER Seq-model 2, Epoch [152/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5703, ACC AUC: 0.7244, ACC NDCG@20: 0.0606, Seq_model training time: 41.45min
LASER Seq-model 2, Epoch [153/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5698, ACC AUC: 0.7247, ACC NDCG@20: 0.0605, Seq_model training time: 41.72min
LASER Seq-model 2, Epoch [154/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5702, ACC AUC: 0.7245, ACC NDCG@20: 0.0607, Seq_model training time: 41.99min
LASER Seq-model 2, Epoch [155/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5699, ACC AUC: 0.7242, ACC NDCG@20: 0.0605, Seq_model training time: 42.25min
LASER Seq-model 2, Epoch [156/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5701, ACC AUC: 0.7240, ACC NDCG@20: 0.0607, Seq_model training time: 42.52min
LASER Seq-model 2, Epoch [157/2000], Runs: 668, Loss: 0.0133, UL AUC: 0.5701, ACC AUC: 0.7237, ACC NDCG@20: 0.0603, Seq_model training time: 42.80min
LASER Seq-model 2, Epoch [158/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5702, ACC AUC: 0.7240, ACC NDCG@20: 0.0605, Seq_model training time: 43.07min
LASER Seq-model 2, Epoch [159/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5705, ACC AUC: 0.7238, ACC NDCG@20: 0.0607, Seq_model training time: 43.34min
LASER Seq-model 2, Epoch [160/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5706, ACC AUC: 0.7239, ACC NDCG@20: 0.0611, Seq_model training time: 43.62min
LASER Seq-model 2, Epoch [161/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5703, ACC AUC: 0.7239, ACC NDCG@20: 0.0612, Seq_model training time: 43.89min
LASER Seq-model 2, Epoch [162/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5699, ACC AUC: 0.7240, ACC NDCG@20: 0.0607, Seq_model training time: 44.16min
LASER Seq-model 2, Epoch [163/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5696, ACC AUC: 0.7238, ACC NDCG@20: 0.0613, Seq_model training time: 44.44min
LASER Seq-model 2, Epoch [164/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5701, ACC AUC: 0.7239, ACC NDCG@20: 0.0610, Seq_model training time: 44.71min
LASER Seq-model 2, Epoch [165/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5712, ACC AUC: 0.7242, ACC NDCG@20: 0.0610, Seq_model training time: 44.98min
LASER Seq-model 2, Epoch [166/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5707, ACC AUC: 0.7240, ACC NDCG@20: 0.0605, Seq_model training time: 45.25min
LASER Seq-model 2, Epoch [167/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5701, ACC AUC: 0.7240, ACC NDCG@20: 0.0606, Seq_model training time: 45.52min
LASER Seq-model 2, Epoch [168/2000], Runs: 668, Loss: 0.0128, UL AUC: 0.5690, ACC AUC: 0.7242, ACC NDCG@20: 0.0609, Seq_model training time: 45.79min
LASER Seq-model 2, Epoch [169/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5695, ACC AUC: 0.7241, ACC NDCG@20: 0.0604, Seq_model training time: 46.06min
LASER Seq-model 2, Epoch [170/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5710, ACC AUC: 0.7237, ACC NDCG@20: 0.0606, Seq_model training time: 46.33min
LASER Seq-model 2, Epoch [171/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5711, ACC AUC: 0.7241, ACC NDCG@20: 0.0613, Seq_model training time: 46.60min
LASER Seq-model 2, Epoch [172/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5714, ACC AUC: 0.7243, ACC NDCG@20: 0.0614, Seq_model training time: 46.88min
LASER Seq-model 2, Epoch [173/2000], Runs: 668, Loss: 0.0135, UL AUC: 0.5719, ACC AUC: 0.7237, ACC NDCG@20: 0.0612, Seq_model training time: 47.15min
LASER Seq-model 2, Epoch [174/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5717, ACC AUC: 0.7236, ACC NDCG@20: 0.0614, Seq_model training time: 47.42min
LASER Seq-model 2, Epoch [175/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5710, ACC AUC: 0.7237, ACC NDCG@20: 0.0612, Seq_model training time: 47.68min
LASER Seq-model 2, Epoch [176/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5708, ACC AUC: 0.7232, ACC NDCG@20: 0.0610, Seq_model training time: 47.95min
LASER Seq-model 2, Epoch [177/2000], Runs: 668, Loss: 0.0127, UL AUC: 0.5705, ACC AUC: 0.7228, ACC NDCG@20: 0.0611, Seq_model training time: 48.23min
LASER Seq-model 2, Epoch [178/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5705, ACC AUC: 0.7229, ACC NDCG@20: 0.0611, Seq_model training time: 48.50min
LASER Seq-model 2, Epoch [179/2000], Runs: 668, Loss: 0.0128, UL AUC: 0.5705, ACC AUC: 0.7228, ACC NDCG@20: 0.0610, Seq_model training time: 48.77min
LASER Seq-model 2, Epoch [180/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5712, ACC AUC: 0.7232, ACC NDCG@20: 0.0606, Seq_model training time: 49.05min
LASER Seq-model 2, Epoch [181/2000], Runs: 668, Loss: 0.0128, UL AUC: 0.5696, ACC AUC: 0.7235, ACC NDCG@20: 0.0604, Seq_model training time: 49.33min
LASER Seq-model 2, Epoch [182/2000], Runs: 668, Loss: 0.0128, UL AUC: 0.5691, ACC AUC: 0.7234, ACC NDCG@20: 0.0607, Seq_model training time: 49.61min
LASER Seq-model 2, Epoch [183/2000], Runs: 668, Loss: 0.0127, UL AUC: 0.5687, ACC AUC: 0.7233, ACC NDCG@20: 0.0607, Seq_model training time: 49.88min
LASER Seq-model 2, Epoch [184/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5699, ACC AUC: 0.7232, ACC NDCG@20: 0.0603, Seq_model training time: 50.15min
LASER Seq-model 2, Epoch [185/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5702, ACC AUC: 0.7228, ACC NDCG@20: 0.0601, Seq_model training time: 50.43min
LASER Seq-model 2, Epoch [186/2000], Runs: 668, Loss: 0.0128, UL AUC: 0.5696, ACC AUC: 0.7226, ACC NDCG@20: 0.0596, Seq_model training time: 50.70min
LASER Seq-model 2, Epoch [187/2000], Runs: 668, Loss: 0.0127, UL AUC: 0.5692, ACC AUC: 0.7231, ACC NDCG@20: 0.0600, Seq_model training time: 50.97min
LASER Seq-model 2, Epoch [188/2000], Runs: 668, Loss: 0.0132, UL AUC: 0.5701, ACC AUC: 0.7232, ACC NDCG@20: 0.0599, Seq_model training time: 51.25min
LASER Seq-model 2, Epoch [189/2000], Runs: 668, Loss: 0.0128, UL AUC: 0.5700, ACC AUC: 0.7232, ACC NDCG@20: 0.0600, Seq_model training time: 51.52min
LASER Seq-model 2, Epoch [190/2000], Runs: 668, Loss: 0.0127, UL AUC: 0.5691, ACC AUC: 0.7232, ACC NDCG@20: 0.0605, Seq_model training time: 51.80min
LASER Seq-model 2, Epoch [191/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5697, ACC AUC: 0.7225, ACC NDCG@20: 0.0598, Seq_model training time: 52.07min
LASER Seq-model 2, Epoch [192/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5704, ACC AUC: 0.7227, ACC NDCG@20: 0.0601, Seq_model training time: 52.35min
LASER Seq-model 2, Epoch [193/2000], Runs: 668, Loss: 0.0128, UL AUC: 0.5700, ACC AUC: 0.7236, ACC NDCG@20: 0.0612, Seq_model training time: 52.60min
LASER Seq-model 2, Epoch [194/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5721, ACC AUC: 0.7239, ACC NDCG@20: 0.0610, Seq_model training time: 52.87min
LASER Seq-model 2, Epoch [195/2000], Runs: 668, Loss: 0.0131, UL AUC: 0.5714, ACC AUC: 0.7237, ACC NDCG@20: 0.0609, Seq_model training time: 53.15min
LASER Seq-model 2, Epoch [196/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5718, ACC AUC: 0.7232, ACC NDCG@20: 0.0606, Seq_model training time: 53.42min
LASER Seq-model 2, Epoch [197/2000], Runs: 668, Loss: 0.0130, UL AUC: 0.5707, ACC AUC: 0.7237, ACC NDCG@20: 0.0614, Seq_model training time: 53.69min
LASER Seq-model 2, Epoch [198/2000], Runs: 668, Loss: 0.0129, UL AUC: 0.5709, ACC AUC: 0.7235, ACC NDCG@20: 0.0615, Seq_model training time: 53.96min
[LASER] FINISH training SEQ_MODELS, current time: 112.00min.
TOTAL RUNNING TIME: 112.00min
[LASER] TRAINING FINISHED. TOTAL TIME: 112.00min.
Precision@20: 0.0224; Recall@20: 0.0722;  NDCG@20: 0.0626;  
Precision@50: 0.0143; Recall@50: 0.1130;  NDCG@50: 0.0755;  
Precision@100: 0.0099; Recall@100: 0.1534;  NDCG@100: 0.0870;  
Before unlearning: ACC AUC: 0.9346, UL AUC: 0.5017, ACC NDCG@20: 0.1355
After unlearning: ACC AUC: 0.7256, UL AUC: 0.5703, ACC NDCG@20: 0.0626
