Read yelp2018 dataset done! u_num: 31668, i_num: 38048
Load a pre-trained model
UL AUC before unlearning: 0.5021
ACC AUC before unlearning: 0.9280
NDCG@20 before unlearning: 0.0460
Start grouping!
Finish grouping!
[LASER] START TRAINING. CURRENT TIME: 0.10min.
[LASER] INFLUENCED GROUPS: {0, 1, 2}, current time: 0.10min.
[LASER] START training 3 SEQ_MODELS, current time: 0.10min.
[LASER] START training seq_model 0, current time: 0.10min.
LASER Seq-model 0, Epoch [1/2000], Runs: 801, Loss: 0.2550, UL AUC: 0.5082, ACC AUC: 0.6300, ACC NDCG@20: 0.0083, Seq_model training time: 0.37min
LASER Seq-model 0, Epoch [2/2000], Runs: 801, Loss: 0.1512, UL AUC: 0.5099, ACC AUC: 0.6417, ACC NDCG@20: 0.0091, Seq_model training time: 0.72min
LASER Seq-model 0, Epoch [3/2000], Runs: 801, Loss: 0.1232, UL AUC: 0.5103, ACC AUC: 0.6508, ACC NDCG@20: 0.0099, Seq_model training time: 1.06min
LASER Seq-model 0, Epoch [4/2000], Runs: 801, Loss: 0.1060, UL AUC: 0.5114, ACC AUC: 0.6579, ACC NDCG@20: 0.0100, Seq_model training time: 1.41min
LASER Seq-model 0, Epoch [5/2000], Runs: 801, Loss: 0.0917, UL AUC: 0.5123, ACC AUC: 0.6627, ACC NDCG@20: 0.0105, Seq_model training time: 1.76min
LASER Seq-model 0, Epoch [6/2000], Runs: 801, Loss: 0.0837, UL AUC: 0.5133, ACC AUC: 0.6668, ACC NDCG@20: 0.0111, Seq_model training time: 2.09min
LASER Seq-model 0, Epoch [7/2000], Runs: 801, Loss: 0.0761, UL AUC: 0.5135, ACC AUC: 0.6708, ACC NDCG@20: 0.0111, Seq_model training time: 2.44min
LASER Seq-model 0, Epoch [8/2000], Runs: 801, Loss: 0.0714, UL AUC: 0.5148, ACC AUC: 0.6733, ACC NDCG@20: 0.0114, Seq_model training time: 2.79min
LASER Seq-model 0, Epoch [9/2000], Runs: 801, Loss: 0.0658, UL AUC: 0.5155, ACC AUC: 0.6759, ACC NDCG@20: 0.0114, Seq_model training time: 3.14min
LASER Seq-model 0, Epoch [10/2000], Runs: 801, Loss: 0.0623, UL AUC: 0.5158, ACC AUC: 0.6781, ACC NDCG@20: 0.0117, Seq_model training time: 3.49min
LASER Seq-model 0, Epoch [11/2000], Runs: 801, Loss: 0.0581, UL AUC: 0.5164, ACC AUC: 0.6799, ACC NDCG@20: 0.0119, Seq_model training time: 3.83min
LASER Seq-model 0, Epoch [12/2000], Runs: 801, Loss: 0.0569, UL AUC: 0.5171, ACC AUC: 0.6812, ACC NDCG@20: 0.0118, Seq_model training time: 4.19min
LASER Seq-model 0, Epoch [13/2000], Runs: 801, Loss: 0.0545, UL AUC: 0.5178, ACC AUC: 0.6823, ACC NDCG@20: 0.0119, Seq_model training time: 4.54min
LASER Seq-model 0, Epoch [14/2000], Runs: 801, Loss: 0.0519, UL AUC: 0.5186, ACC AUC: 0.6833, ACC NDCG@20: 0.0120, Seq_model training time: 4.88min
LASER Seq-model 0, Epoch [15/2000], Runs: 801, Loss: 0.0499, UL AUC: 0.5192, ACC AUC: 0.6841, ACC NDCG@20: 0.0124, Seq_model training time: 5.23min
LASER Seq-model 0, Epoch [16/2000], Runs: 801, Loss: 0.0482, UL AUC: 0.5194, ACC AUC: 0.6835, ACC NDCG@20: 0.0124, Seq_model training time: 5.58min
LASER Seq-model 0, Epoch [17/2000], Runs: 801, Loss: 0.0475, UL AUC: 0.5196, ACC AUC: 0.6840, ACC NDCG@20: 0.0126, Seq_model training time: 5.92min
LASER Seq-model 0, Epoch [18/2000], Runs: 801, Loss: 0.0459, UL AUC: 0.5201, ACC AUC: 0.6838, ACC NDCG@20: 0.0126, Seq_model training time: 6.27min
LASER Seq-model 0, Epoch [19/2000], Runs: 801, Loss: 0.0450, UL AUC: 0.5209, ACC AUC: 0.6839, ACC NDCG@20: 0.0127, Seq_model training time: 6.62min
LASER Seq-model 0, Epoch [20/2000], Runs: 801, Loss: 0.0435, UL AUC: 0.5210, ACC AUC: 0.6844, ACC NDCG@20: 0.0129, Seq_model training time: 6.95min
LASER Seq-model 0, Epoch [21/2000], Runs: 801, Loss: 0.0423, UL AUC: 0.5211, ACC AUC: 0.6842, ACC NDCG@20: 0.0126, Seq_model training time: 7.30min
LASER Seq-model 0, Epoch [22/2000], Runs: 801, Loss: 0.0416, UL AUC: 0.5221, ACC AUC: 0.6834, ACC NDCG@20: 0.0127, Seq_model training time: 7.65min
LASER Seq-model 0, Epoch [23/2000], Runs: 801, Loss: 0.0408, UL AUC: 0.5221, ACC AUC: 0.6831, ACC NDCG@20: 0.0128, Seq_model training time: 8.00min
LASER Seq-model 0, Epoch [24/2000], Runs: 801, Loss: 0.0400, UL AUC: 0.5224, ACC AUC: 0.6830, ACC NDCG@20: 0.0129, Seq_model training time: 8.34min
LASER Seq-model 0, Epoch [25/2000], Runs: 801, Loss: 0.0395, UL AUC: 0.5228, ACC AUC: 0.6827, ACC NDCG@20: 0.0128, Seq_model training time: 8.69min
LASER Seq-model 0, Epoch [26/2000], Runs: 801, Loss: 0.0392, UL AUC: 0.5231, ACC AUC: 0.6826, ACC NDCG@20: 0.0127, Seq_model training time: 9.04min
LASER Seq-model 0, Epoch [27/2000], Runs: 801, Loss: 0.0387, UL AUC: 0.5239, ACC AUC: 0.6820, ACC NDCG@20: 0.0127, Seq_model training time: 9.38min
LASER Seq-model 0, Epoch [28/2000], Runs: 801, Loss: 0.0368, UL AUC: 0.5236, ACC AUC: 0.6821, ACC NDCG@20: 0.0130, Seq_model training time: 9.73min
LASER Seq-model 0, Epoch [29/2000], Runs: 801, Loss: 0.0370, UL AUC: 0.5243, ACC AUC: 0.6818, ACC NDCG@20: 0.0127, Seq_model training time: 10.08min
LASER Seq-model 0, Epoch [30/2000], Runs: 801, Loss: 0.0358, UL AUC: 0.5237, ACC AUC: 0.6815, ACC NDCG@20: 0.0128, Seq_model training time: 10.43min
LASER Seq-model 0, Epoch [31/2000], Runs: 801, Loss: 0.0356, UL AUC: 0.5242, ACC AUC: 0.6812, ACC NDCG@20: 0.0129, Seq_model training time: 10.78min
LASER Seq-model 0, Epoch [32/2000], Runs: 801, Loss: 0.0357, UL AUC: 0.5250, ACC AUC: 0.6810, ACC NDCG@20: 0.0129, Seq_model training time: 11.13min
LASER Seq-model 0, Epoch [33/2000], Runs: 801, Loss: 0.0348, UL AUC: 0.5256, ACC AUC: 0.6805, ACC NDCG@20: 0.0132, Seq_model training time: 11.47min
LASER Seq-model 0, Epoch [34/2000], Runs: 801, Loss: 0.0345, UL AUC: 0.5262, ACC AUC: 0.6803, ACC NDCG@20: 0.0132, Seq_model training time: 11.82min
LASER Seq-model 0, Epoch [35/2000], Runs: 801, Loss: 0.0337, UL AUC: 0.5258, ACC AUC: 0.6799, ACC NDCG@20: 0.0133, Seq_model training time: 12.17min
LASER Seq-model 0, Epoch [36/2000], Runs: 801, Loss: 0.0333, UL AUC: 0.5263, ACC AUC: 0.6803, ACC NDCG@20: 0.0132, Seq_model training time: 12.51min
LASER Seq-model 0, Epoch [37/2000], Runs: 801, Loss: 0.0332, UL AUC: 0.5265, ACC AUC: 0.6798, ACC NDCG@20: 0.0132, Seq_model training time: 12.85min
LASER Seq-model 0, Epoch [38/2000], Runs: 801, Loss: 0.0329, UL AUC: 0.5264, ACC AUC: 0.6796, ACC NDCG@20: 0.0133, Seq_model training time: 13.20min
LASER Seq-model 0, Epoch [39/2000], Runs: 801, Loss: 0.0329, UL AUC: 0.5260, ACC AUC: 0.6797, ACC NDCG@20: 0.0134, Seq_model training time: 13.54min
LASER Seq-model 0, Epoch [40/2000], Runs: 801, Loss: 0.0322, UL AUC: 0.5268, ACC AUC: 0.6792, ACC NDCG@20: 0.0133, Seq_model training time: 13.89min
LASER Seq-model 0, Epoch [41/2000], Runs: 801, Loss: 0.0322, UL AUC: 0.5276, ACC AUC: 0.6789, ACC NDCG@20: 0.0131, Seq_model training time: 14.23min
LASER Seq-model 0, Epoch [42/2000], Runs: 801, Loss: 0.0320, UL AUC: 0.5276, ACC AUC: 0.6786, ACC NDCG@20: 0.0131, Seq_model training time: 14.57min
LASER Seq-model 0, Epoch [43/2000], Runs: 801, Loss: 0.0316, UL AUC: 0.5277, ACC AUC: 0.6783, ACC NDCG@20: 0.0131, Seq_model training time: 14.92min
LASER Seq-model 0, Epoch [44/2000], Runs: 801, Loss: 0.0316, UL AUC: 0.5293, ACC AUC: 0.6788, ACC NDCG@20: 0.0131, Seq_model training time: 15.27min
LASER Seq-model 0, Epoch [45/2000], Runs: 801, Loss: 0.0311, UL AUC: 0.5287, ACC AUC: 0.6783, ACC NDCG@20: 0.0131, Seq_model training time: 15.62min
LASER Seq-model 0, Epoch [46/2000], Runs: 801, Loss: 0.0311, UL AUC: 0.5302, ACC AUC: 0.6789, ACC NDCG@20: 0.0131, Seq_model training time: 15.96min
LASER Seq-model 0, Epoch [47/2000], Runs: 801, Loss: 0.0307, UL AUC: 0.5298, ACC AUC: 0.6788, ACC NDCG@20: 0.0133, Seq_model training time: 16.31min
LASER Seq-model 0, Epoch [48/2000], Runs: 801, Loss: 0.0306, UL AUC: 0.5302, ACC AUC: 0.6783, ACC NDCG@20: 0.0134, Seq_model training time: 16.66min
LASER Seq-model 0, Epoch [49/2000], Runs: 801, Loss: 0.0303, UL AUC: 0.5305, ACC AUC: 0.6784, ACC NDCG@20: 0.0135, Seq_model training time: 16.99min
LASER Seq-model 0, Epoch [50/2000], Runs: 801, Loss: 0.0298, UL AUC: 0.5300, ACC AUC: 0.6777, ACC NDCG@20: 0.0133, Seq_model training time: 17.34min
LASER Seq-model 0, Epoch [51/2000], Runs: 801, Loss: 0.0301, UL AUC: 0.5298, ACC AUC: 0.6780, ACC NDCG@20: 0.0133, Seq_model training time: 17.69min
LASER Seq-model 0, Epoch [52/2000], Runs: 801, Loss: 0.0298, UL AUC: 0.5305, ACC AUC: 0.6780, ACC NDCG@20: 0.0133, Seq_model training time: 18.04min
LASER Seq-model 0, Epoch [53/2000], Runs: 801, Loss: 0.0297, UL AUC: 0.5299, ACC AUC: 0.6782, ACC NDCG@20: 0.0132, Seq_model training time: 18.38min
LASER Seq-model 0, Epoch [54/2000], Runs: 801, Loss: 0.0295, UL AUC: 0.5291, ACC AUC: 0.6787, ACC NDCG@20: 0.0132, Seq_model training time: 18.73min
LASER Seq-model 0, Epoch [55/2000], Runs: 801, Loss: 0.0292, UL AUC: 0.5288, ACC AUC: 0.6783, ACC NDCG@20: 0.0132, Seq_model training time: 19.07min
LASER Seq-model 0, Epoch [56/2000], Runs: 801, Loss: 0.0289, UL AUC: 0.5295, ACC AUC: 0.6780, ACC NDCG@20: 0.0134, Seq_model training time: 19.42min
LASER Seq-model 0, Epoch [57/2000], Runs: 801, Loss: 0.0293, UL AUC: 0.5297, ACC AUC: 0.6779, ACC NDCG@20: 0.0134, Seq_model training time: 19.76min
LASER Seq-model 0, Epoch [58/2000], Runs: 801, Loss: 0.0290, UL AUC: 0.5287, ACC AUC: 0.6779, ACC NDCG@20: 0.0136, Seq_model training time: 20.11min
LASER Seq-model 0, Epoch [59/2000], Runs: 801, Loss: 0.0287, UL AUC: 0.5296, ACC AUC: 0.6779, ACC NDCG@20: 0.0135, Seq_model training time: 20.46min
LASER Seq-model 0, Epoch [60/2000], Runs: 801, Loss: 0.0282, UL AUC: 0.5297, ACC AUC: 0.6786, ACC NDCG@20: 0.0134, Seq_model training time: 20.81min
LASER Seq-model 0, Epoch [61/2000], Runs: 801, Loss: 0.0283, UL AUC: 0.5302, ACC AUC: 0.6778, ACC NDCG@20: 0.0134, Seq_model training time: 21.15min
LASER Seq-model 0, Epoch [62/2000], Runs: 801, Loss: 0.0283, UL AUC: 0.5305, ACC AUC: 0.6776, ACC NDCG@20: 0.0134, Seq_model training time: 21.50min
LASER Seq-model 0, Epoch [63/2000], Runs: 801, Loss: 0.0284, UL AUC: 0.5313, ACC AUC: 0.6776, ACC NDCG@20: 0.0135, Seq_model training time: 21.85min
LASER Seq-model 0, Epoch [64/2000], Runs: 801, Loss: 0.0282, UL AUC: 0.5318, ACC AUC: 0.6775, ACC NDCG@20: 0.0135, Seq_model training time: 22.19min
LASER Seq-model 0, Epoch [65/2000], Runs: 801, Loss: 0.0278, UL AUC: 0.5329, ACC AUC: 0.6776, ACC NDCG@20: 0.0134, Seq_model training time: 22.54min
LASER Seq-model 0, Epoch [66/2000], Runs: 801, Loss: 0.0279, UL AUC: 0.5331, ACC AUC: 0.6774, ACC NDCG@20: 0.0132, Seq_model training time: 22.89min
LASER Seq-model 0, Epoch [67/2000], Runs: 801, Loss: 0.0278, UL AUC: 0.5325, ACC AUC: 0.6777, ACC NDCG@20: 0.0131, Seq_model training time: 23.24min
LASER Seq-model 0, Epoch [68/2000], Runs: 801, Loss: 0.0276, UL AUC: 0.5327, ACC AUC: 0.6769, ACC NDCG@20: 0.0132, Seq_model training time: 23.58min
LASER Seq-model 0, Epoch [69/2000], Runs: 801, Loss: 0.0280, UL AUC: 0.5331, ACC AUC: 0.6771, ACC NDCG@20: 0.0134, Seq_model training time: 23.93min
LASER Seq-model 0, Epoch [70/2000], Runs: 801, Loss: 0.0270, UL AUC: 0.5326, ACC AUC: 0.6776, ACC NDCG@20: 0.0132, Seq_model training time: 24.28min
LASER Seq-model 0, Epoch [71/2000], Runs: 801, Loss: 0.0279, UL AUC: 0.5331, ACC AUC: 0.6771, ACC NDCG@20: 0.0135, Seq_model training time: 24.62min
LASER Seq-model 0, Epoch [72/2000], Runs: 801, Loss: 0.0276, UL AUC: 0.5332, ACC AUC: 0.6774, ACC NDCG@20: 0.0135, Seq_model training time: 24.97min
LASER Seq-model 0, Epoch [73/2000], Runs: 801, Loss: 0.0270, UL AUC: 0.5331, ACC AUC: 0.6779, ACC NDCG@20: 0.0135, Seq_model training time: 25.32min
LASER Seq-model 0, Epoch [74/2000], Runs: 801, Loss: 0.0270, UL AUC: 0.5324, ACC AUC: 0.6779, ACC NDCG@20: 0.0137, Seq_model training time: 25.66min
LASER Seq-model 0, Epoch [75/2000], Runs: 801, Loss: 0.0273, UL AUC: 0.5319, ACC AUC: 0.6776, ACC NDCG@20: 0.0137, Seq_model training time: 26.01min
LASER Seq-model 0, Epoch [76/2000], Runs: 801, Loss: 0.0275, UL AUC: 0.5319, ACC AUC: 0.6778, ACC NDCG@20: 0.0136, Seq_model training time: 26.36min
LASER Seq-model 0, Epoch [77/2000], Runs: 801, Loss: 0.0270, UL AUC: 0.5317, ACC AUC: 0.6780, ACC NDCG@20: 0.0135, Seq_model training time: 26.71min
LASER Seq-model 0, Epoch [78/2000], Runs: 801, Loss: 0.0270, UL AUC: 0.5321, ACC AUC: 0.6781, ACC NDCG@20: 0.0134, Seq_model training time: 27.04min
LASER Seq-model 0, Epoch [79/2000], Runs: 801, Loss: 0.0265, UL AUC: 0.5317, ACC AUC: 0.6774, ACC NDCG@20: 0.0136, Seq_model training time: 27.38min
LASER Seq-model 0, Epoch [80/2000], Runs: 801, Loss: 0.0266, UL AUC: 0.5324, ACC AUC: 0.6773, ACC NDCG@20: 0.0137, Seq_model training time: 27.72min
LASER Seq-model 0, Epoch [81/2000], Runs: 801, Loss: 0.0266, UL AUC: 0.5318, ACC AUC: 0.6773, ACC NDCG@20: 0.0137, Seq_model training time: 28.07min
LASER Seq-model 0, Epoch [82/2000], Runs: 801, Loss: 0.0260, UL AUC: 0.5314, ACC AUC: 0.6777, ACC NDCG@20: 0.0139, Seq_model training time: 28.41min
LASER Seq-model 0, Epoch [83/2000], Runs: 801, Loss: 0.0262, UL AUC: 0.5318, ACC AUC: 0.6775, ACC NDCG@20: 0.0140, Seq_model training time: 28.76min
LASER Seq-model 0, Epoch [84/2000], Runs: 801, Loss: 0.0263, UL AUC: 0.5323, ACC AUC: 0.6773, ACC NDCG@20: 0.0140, Seq_model training time: 29.10min
LASER Seq-model 0, Epoch [85/2000], Runs: 801, Loss: 0.0266, UL AUC: 0.5326, ACC AUC: 0.6773, ACC NDCG@20: 0.0140, Seq_model training time: 29.45min
LASER Seq-model 0, Epoch [86/2000], Runs: 801, Loss: 0.0260, UL AUC: 0.5328, ACC AUC: 0.6776, ACC NDCG@20: 0.0140, Seq_model training time: 29.79min
LASER Seq-model 0, Epoch [87/2000], Runs: 801, Loss: 0.0264, UL AUC: 0.5328, ACC AUC: 0.6776, ACC NDCG@20: 0.0138, Seq_model training time: 30.14min
LASER Seq-model 0, Epoch [88/2000], Runs: 801, Loss: 0.0264, UL AUC: 0.5346, ACC AUC: 0.6773, ACC NDCG@20: 0.0139, Seq_model training time: 30.49min
LASER Seq-model 0, Epoch [89/2000], Runs: 801, Loss: 0.0266, UL AUC: 0.5347, ACC AUC: 0.6775, ACC NDCG@20: 0.0138, Seq_model training time: 30.84min
LASER Seq-model 0, Epoch [90/2000], Runs: 801, Loss: 0.0263, UL AUC: 0.5350, ACC AUC: 0.6773, ACC NDCG@20: 0.0140, Seq_model training time: 31.17min
LASER Seq-model 0, Epoch [91/2000], Runs: 801, Loss: 0.0261, UL AUC: 0.5351, ACC AUC: 0.6777, ACC NDCG@20: 0.0139, Seq_model training time: 31.52min
LASER Seq-model 0, Epoch [92/2000], Runs: 801, Loss: 0.0256, UL AUC: 0.5344, ACC AUC: 0.6774, ACC NDCG@20: 0.0140, Seq_model training time: 31.87min
LASER Seq-model 0, Epoch [93/2000], Runs: 801, Loss: 0.0258, UL AUC: 0.5344, ACC AUC: 0.6770, ACC NDCG@20: 0.0139, Seq_model training time: 32.22min
LASER Seq-model 0, Epoch [94/2000], Runs: 801, Loss: 0.0262, UL AUC: 0.5346, ACC AUC: 0.6773, ACC NDCG@20: 0.0138, Seq_model training time: 32.56min
LASER Seq-model 0, Epoch [95/2000], Runs: 801, Loss: 0.0256, UL AUC: 0.5336, ACC AUC: 0.6771, ACC NDCG@20: 0.0138, Seq_model training time: 32.91min
LASER Seq-model 0, Epoch [96/2000], Runs: 801, Loss: 0.0257, UL AUC: 0.5342, ACC AUC: 0.6774, ACC NDCG@20: 0.0139, Seq_model training time: 33.26min
LASER Seq-model 0, Epoch [97/2000], Runs: 801, Loss: 0.0259, UL AUC: 0.5338, ACC AUC: 0.6772, ACC NDCG@20: 0.0138, Seq_model training time: 33.61min
LASER Seq-model 0, Epoch [98/2000], Runs: 801, Loss: 0.0258, UL AUC: 0.5342, ACC AUC: 0.6775, ACC NDCG@20: 0.0136, Seq_model training time: 33.96min
LASER Seq-model 0, Epoch [99/2000], Runs: 801, Loss: 0.0255, UL AUC: 0.5336, ACC AUC: 0.6774, ACC NDCG@20: 0.0137, Seq_model training time: 34.30min
LASER Seq-model 0, Epoch [100/2000], Runs: 801, Loss: 0.0255, UL AUC: 0.5322, ACC AUC: 0.6775, ACC NDCG@20: 0.0139, Seq_model training time: 34.65min
LASER Seq-model 0, Epoch [101/2000], Runs: 801, Loss: 0.0254, UL AUC: 0.5337, ACC AUC: 0.6775, ACC NDCG@20: 0.0140, Seq_model training time: 35.00min
LASER Seq-model 0, Epoch [102/2000], Runs: 801, Loss: 0.0259, UL AUC: 0.5336, ACC AUC: 0.6771, ACC NDCG@20: 0.0138, Seq_model training time: 35.34min
LASER Seq-model 0, Epoch [103/2000], Runs: 801, Loss: 0.0253, UL AUC: 0.5335, ACC AUC: 0.6772, ACC NDCG@20: 0.0140, Seq_model training time: 35.69min
LASER Seq-model 0, Epoch [104/2000], Runs: 801, Loss: 0.0254, UL AUC: 0.5337, ACC AUC: 0.6774, ACC NDCG@20: 0.0137, Seq_model training time: 36.04min
LASER Seq-model 0, Epoch [105/2000], Runs: 801, Loss: 0.0257, UL AUC: 0.5341, ACC AUC: 0.6774, ACC NDCG@20: 0.0136, Seq_model training time: 36.39min
LASER Seq-model 0, Epoch [106/2000], Runs: 801, Loss: 0.0255, UL AUC: 0.5345, ACC AUC: 0.6776, ACC NDCG@20: 0.0140, Seq_model training time: 36.74min
LASER Seq-model 0, Epoch [107/2000], Runs: 801, Loss: 0.0252, UL AUC: 0.5349, ACC AUC: 0.6773, ACC NDCG@20: 0.0138, Seq_model training time: 37.08min
LASER Seq-model 0, Epoch [108/2000], Runs: 801, Loss: 0.0254, UL AUC: 0.5345, ACC AUC: 0.6768, ACC NDCG@20: 0.0138, Seq_model training time: 37.43min
LASER Seq-model 0, Epoch [109/2000], Runs: 801, Loss: 0.0251, UL AUC: 0.5339, ACC AUC: 0.6772, ACC NDCG@20: 0.0139, Seq_model training time: 37.79min
LASER Seq-model 0, Epoch [110/2000], Runs: 801, Loss: 0.0250, UL AUC: 0.5337, ACC AUC: 0.6773, ACC NDCG@20: 0.0141, Seq_model training time: 38.13min
LASER Seq-model 0, Epoch [111/2000], Runs: 801, Loss: 0.0258, UL AUC: 0.5339, ACC AUC: 0.6771, ACC NDCG@20: 0.0139, Seq_model training time: 38.48min
LASER Seq-model 0, Epoch [112/2000], Runs: 801, Loss: 0.0252, UL AUC: 0.5331, ACC AUC: 0.6772, ACC NDCG@20: 0.0143, Seq_model training time: 38.83min
LASER Seq-model 0, Epoch [113/2000], Runs: 801, Loss: 0.0254, UL AUC: 0.5339, ACC AUC: 0.6776, ACC NDCG@20: 0.0142, Seq_model training time: 39.18min
LASER Seq-model 0, Epoch [114/2000], Runs: 801, Loss: 0.0250, UL AUC: 0.5345, ACC AUC: 0.6773, ACC NDCG@20: 0.0141, Seq_model training time: 39.53min
LASER Seq-model 0, Epoch [115/2000], Runs: 801, Loss: 0.0251, UL AUC: 0.5345, ACC AUC: 0.6772, ACC NDCG@20: 0.0141, Seq_model training time: 39.88min
LASER Seq-model 0, Epoch [116/2000], Runs: 801, Loss: 0.0253, UL AUC: 0.5348, ACC AUC: 0.6771, ACC NDCG@20: 0.0142, Seq_model training time: 40.23min
LASER Seq-model 0, Epoch [117/2000], Runs: 801, Loss: 0.0249, UL AUC: 0.5344, ACC AUC: 0.6771, ACC NDCG@20: 0.0138, Seq_model training time: 40.57min
LASER Seq-model 0, Epoch [118/2000], Runs: 801, Loss: 0.0245, UL AUC: 0.5336, ACC AUC: 0.6769, ACC NDCG@20: 0.0139, Seq_model training time: 40.91min
LASER Seq-model 0, Epoch [119/2000], Runs: 801, Loss: 0.0250, UL AUC: 0.5334, ACC AUC: 0.6769, ACC NDCG@20: 0.0137, Seq_model training time: 41.25min
LASER Seq-model 0, Epoch [120/2000], Runs: 801, Loss: 0.0247, UL AUC: 0.5329, ACC AUC: 0.6774, ACC NDCG@20: 0.0144, Seq_model training time: 41.61min
LASER Seq-model 0, Epoch [121/2000], Runs: 801, Loss: 0.0246, UL AUC: 0.5335, ACC AUC: 0.6768, ACC NDCG@20: 0.0141, Seq_model training time: 41.96min
LASER Seq-model 0, Epoch [122/2000], Runs: 801, Loss: 0.0252, UL AUC: 0.5332, ACC AUC: 0.6767, ACC NDCG@20: 0.0141, Seq_model training time: 42.30min
LASER Seq-model 0, Epoch [123/2000], Runs: 801, Loss: 0.0247, UL AUC: 0.5333, ACC AUC: 0.6774, ACC NDCG@20: 0.0142, Seq_model training time: 42.65min
LASER Seq-model 0, Epoch [124/2000], Runs: 801, Loss: 0.0246, UL AUC: 0.5331, ACC AUC: 0.6775, ACC NDCG@20: 0.0142, Seq_model training time: 43.00min
LASER Seq-model 0, Epoch [125/2000], Runs: 801, Loss: 0.0246, UL AUC: 0.5334, ACC AUC: 0.6774, ACC NDCG@20: 0.0140, Seq_model training time: 43.35min
LASER Seq-model 0, Epoch [126/2000], Runs: 801, Loss: 0.0248, UL AUC: 0.5325, ACC AUC: 0.6772, ACC NDCG@20: 0.0140, Seq_model training time: 43.69min
LASER Seq-model 0, Epoch [127/2000], Runs: 801, Loss: 0.0247, UL AUC: 0.5329, ACC AUC: 0.6771, ACC NDCG@20: 0.0141, Seq_model training time: 44.04min
LASER Seq-model 0, Epoch [128/2000], Runs: 801, Loss: 0.0252, UL AUC: 0.5328, ACC AUC: 0.6774, ACC NDCG@20: 0.0140, Seq_model training time: 44.39min
LASER Seq-model 0, Epoch [129/2000], Runs: 801, Loss: 0.0246, UL AUC: 0.5330, ACC AUC: 0.6773, ACC NDCG@20: 0.0139, Seq_model training time: 44.73min
LASER Seq-model 0, Epoch [130/2000], Runs: 801, Loss: 0.0248, UL AUC: 0.5339, ACC AUC: 0.6774, ACC NDCG@20: 0.0143, Seq_model training time: 45.08min
LASER Seq-model 0, Epoch [131/2000], Runs: 801, Loss: 0.0248, UL AUC: 0.5344, ACC AUC: 0.6769, ACC NDCG@20: 0.0142, Seq_model training time: 45.42min
LASER Seq-model 0, Epoch [132/2000], Runs: 801, Loss: 0.0247, UL AUC: 0.5347, ACC AUC: 0.6773, ACC NDCG@20: 0.0142, Seq_model training time: 45.77min
LASER Seq-model 0, Epoch [133/2000], Runs: 801, Loss: 0.0245, UL AUC: 0.5346, ACC AUC: 0.6770, ACC NDCG@20: 0.0142, Seq_model training time: 46.10min
LASER Seq-model 0, Epoch [134/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5345, ACC AUC: 0.6775, ACC NDCG@20: 0.0142, Seq_model training time: 46.45min
LASER Seq-model 0, Epoch [135/2000], Runs: 801, Loss: 0.0245, UL AUC: 0.5340, ACC AUC: 0.6770, ACC NDCG@20: 0.0142, Seq_model training time: 46.79min
LASER Seq-model 0, Epoch [136/2000], Runs: 801, Loss: 0.0249, UL AUC: 0.5343, ACC AUC: 0.6769, ACC NDCG@20: 0.0140, Seq_model training time: 47.13min
LASER Seq-model 0, Epoch [137/2000], Runs: 801, Loss: 0.0243, UL AUC: 0.5337, ACC AUC: 0.6773, ACC NDCG@20: 0.0141, Seq_model training time: 47.48min
LASER Seq-model 0, Epoch [138/2000], Runs: 801, Loss: 0.0247, UL AUC: 0.5335, ACC AUC: 0.6772, ACC NDCG@20: 0.0140, Seq_model training time: 47.82min
LASER Seq-model 0, Epoch [139/2000], Runs: 801, Loss: 0.0246, UL AUC: 0.5336, ACC AUC: 0.6770, ACC NDCG@20: 0.0138, Seq_model training time: 48.17min
LASER Seq-model 0, Epoch [140/2000], Runs: 801, Loss: 0.0244, UL AUC: 0.5341, ACC AUC: 0.6775, ACC NDCG@20: 0.0139, Seq_model training time: 48.52min
LASER Seq-model 0, Epoch [141/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5338, ACC AUC: 0.6777, ACC NDCG@20: 0.0140, Seq_model training time: 48.86min
LASER Seq-model 0, Epoch [142/2000], Runs: 801, Loss: 0.0245, UL AUC: 0.5334, ACC AUC: 0.6770, ACC NDCG@20: 0.0142, Seq_model training time: 49.21min
LASER Seq-model 0, Epoch [143/2000], Runs: 801, Loss: 0.0244, UL AUC: 0.5335, ACC AUC: 0.6767, ACC NDCG@20: 0.0141, Seq_model training time: 49.56min
LASER Seq-model 0, Epoch [144/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5342, ACC AUC: 0.6764, ACC NDCG@20: 0.0142, Seq_model training time: 49.90min
LASER Seq-model 0, Epoch [145/2000], Runs: 801, Loss: 0.0249, UL AUC: 0.5342, ACC AUC: 0.6766, ACC NDCG@20: 0.0141, Seq_model training time: 50.25min
LASER Seq-model 0, Epoch [146/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5339, ACC AUC: 0.6767, ACC NDCG@20: 0.0142, Seq_model training time: 50.59min
LASER Seq-model 0, Epoch [147/2000], Runs: 801, Loss: 0.0244, UL AUC: 0.5338, ACC AUC: 0.6772, ACC NDCG@20: 0.0144, Seq_model training time: 50.93min
LASER Seq-model 0, Epoch [148/2000], Runs: 801, Loss: 0.0240, UL AUC: 0.5349, ACC AUC: 0.6774, ACC NDCG@20: 0.0143, Seq_model training time: 51.27min
LASER Seq-model 0, Epoch [149/2000], Runs: 801, Loss: 0.0243, UL AUC: 0.5346, ACC AUC: 0.6771, ACC NDCG@20: 0.0143, Seq_model training time: 51.61min
LASER Seq-model 0, Epoch [150/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5349, ACC AUC: 0.6773, ACC NDCG@20: 0.0142, Seq_model training time: 51.96min
LASER Seq-model 0, Epoch [151/2000], Runs: 801, Loss: 0.0240, UL AUC: 0.5351, ACC AUC: 0.6767, ACC NDCG@20: 0.0140, Seq_model training time: 52.31min
LASER Seq-model 0, Epoch [152/2000], Runs: 801, Loss: 0.0244, UL AUC: 0.5349, ACC AUC: 0.6766, ACC NDCG@20: 0.0140, Seq_model training time: 52.66min
LASER Seq-model 0, Epoch [153/2000], Runs: 801, Loss: 0.0245, UL AUC: 0.5347, ACC AUC: 0.6766, ACC NDCG@20: 0.0141, Seq_model training time: 53.00min
LASER Seq-model 0, Epoch [154/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5337, ACC AUC: 0.6765, ACC NDCG@20: 0.0143, Seq_model training time: 53.35min
LASER Seq-model 0, Epoch [155/2000], Runs: 801, Loss: 0.0245, UL AUC: 0.5344, ACC AUC: 0.6764, ACC NDCG@20: 0.0142, Seq_model training time: 53.69min
LASER Seq-model 0, Epoch [156/2000], Runs: 801, Loss: 0.0243, UL AUC: 0.5347, ACC AUC: 0.6769, ACC NDCG@20: 0.0142, Seq_model training time: 54.03min
LASER Seq-model 0, Epoch [157/2000], Runs: 801, Loss: 0.0240, UL AUC: 0.5358, ACC AUC: 0.6763, ACC NDCG@20: 0.0144, Seq_model training time: 54.38min
LASER Seq-model 0, Epoch [158/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5353, ACC AUC: 0.6763, ACC NDCG@20: 0.0144, Seq_model training time: 54.72min
LASER Seq-model 0, Epoch [159/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5353, ACC AUC: 0.6766, ACC NDCG@20: 0.0144, Seq_model training time: 55.07min
LASER Seq-model 0, Epoch [160/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5356, ACC AUC: 0.6768, ACC NDCG@20: 0.0144, Seq_model training time: 55.41min
LASER Seq-model 0, Epoch [161/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5353, ACC AUC: 0.6767, ACC NDCG@20: 0.0143, Seq_model training time: 55.76min
LASER Seq-model 0, Epoch [162/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5353, ACC AUC: 0.6767, ACC NDCG@20: 0.0144, Seq_model training time: 56.10min
LASER Seq-model 0, Epoch [163/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5356, ACC AUC: 0.6766, ACC NDCG@20: 0.0144, Seq_model training time: 56.44min
LASER Seq-model 0, Epoch [164/2000], Runs: 801, Loss: 0.0245, UL AUC: 0.5348, ACC AUC: 0.6767, ACC NDCG@20: 0.0146, Seq_model training time: 56.77min
LASER Seq-model 0, Epoch [165/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5362, ACC AUC: 0.6768, ACC NDCG@20: 0.0146, Seq_model training time: 57.12min
LASER Seq-model 0, Epoch [166/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5371, ACC AUC: 0.6765, ACC NDCG@20: 0.0146, Seq_model training time: 57.47min
LASER Seq-model 0, Epoch [167/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5378, ACC AUC: 0.6771, ACC NDCG@20: 0.0145, Seq_model training time: 57.81min
LASER Seq-model 0, Epoch [168/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5369, ACC AUC: 0.6771, ACC NDCG@20: 0.0146, Seq_model training time: 58.15min
LASER Seq-model 0, Epoch [169/2000], Runs: 801, Loss: 0.0244, UL AUC: 0.5368, ACC AUC: 0.6765, ACC NDCG@20: 0.0144, Seq_model training time: 58.50min
LASER Seq-model 0, Epoch [170/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5360, ACC AUC: 0.6768, ACC NDCG@20: 0.0146, Seq_model training time: 58.84min
LASER Seq-model 0, Epoch [171/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5359, ACC AUC: 0.6768, ACC NDCG@20: 0.0146, Seq_model training time: 59.19min
LASER Seq-model 0, Epoch [172/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5357, ACC AUC: 0.6768, ACC NDCG@20: 0.0144, Seq_model training time: 59.53min
LASER Seq-model 0, Epoch [173/2000], Runs: 801, Loss: 0.0242, UL AUC: 0.5358, ACC AUC: 0.6769, ACC NDCG@20: 0.0145, Seq_model training time: 59.88min
LASER Seq-model 0, Epoch [174/2000], Runs: 801, Loss: 0.0240, UL AUC: 0.5358, ACC AUC: 0.6765, ACC NDCG@20: 0.0144, Seq_model training time: 60.22min
LASER Seq-model 0, Epoch [175/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5362, ACC AUC: 0.6768, ACC NDCG@20: 0.0144, Seq_model training time: 60.57min
LASER Seq-model 0, Epoch [176/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5357, ACC AUC: 0.6762, ACC NDCG@20: 0.0143, Seq_model training time: 60.91min
LASER Seq-model 0, Epoch [177/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5356, ACC AUC: 0.6764, ACC NDCG@20: 0.0145, Seq_model training time: 61.25min
LASER Seq-model 0, Epoch [178/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5354, ACC AUC: 0.6761, ACC NDCG@20: 0.0145, Seq_model training time: 61.59min
LASER Seq-model 0, Epoch [179/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5357, ACC AUC: 0.6767, ACC NDCG@20: 0.0146, Seq_model training time: 61.93min
LASER Seq-model 0, Epoch [180/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5347, ACC AUC: 0.6773, ACC NDCG@20: 0.0146, Seq_model training time: 62.28min
LASER Seq-model 0, Epoch [181/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5354, ACC AUC: 0.6770, ACC NDCG@20: 0.0144, Seq_model training time: 62.62min
LASER Seq-model 0, Epoch [182/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5343, ACC AUC: 0.6770, ACC NDCG@20: 0.0144, Seq_model training time: 62.96min
LASER Seq-model 0, Epoch [183/2000], Runs: 801, Loss: 0.0240, UL AUC: 0.5349, ACC AUC: 0.6772, ACC NDCG@20: 0.0144, Seq_model training time: 63.31min
LASER Seq-model 0, Epoch [184/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5355, ACC AUC: 0.6768, ACC NDCG@20: 0.0143, Seq_model training time: 63.65min
LASER Seq-model 0, Epoch [185/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5353, ACC AUC: 0.6769, ACC NDCG@20: 0.0143, Seq_model training time: 64.00min
LASER Seq-model 0, Epoch [186/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5353, ACC AUC: 0.6771, ACC NDCG@20: 0.0144, Seq_model training time: 64.34min
LASER Seq-model 0, Epoch [187/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5356, ACC AUC: 0.6773, ACC NDCG@20: 0.0144, Seq_model training time: 64.69min
LASER Seq-model 0, Epoch [188/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5358, ACC AUC: 0.6769, ACC NDCG@20: 0.0144, Seq_model training time: 65.03min
LASER Seq-model 0, Epoch [189/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5356, ACC AUC: 0.6768, ACC NDCG@20: 0.0144, Seq_model training time: 65.37min
LASER Seq-model 0, Epoch [190/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5356, ACC AUC: 0.6766, ACC NDCG@20: 0.0144, Seq_model training time: 65.72min
LASER Seq-model 0, Epoch [191/2000], Runs: 801, Loss: 0.0240, UL AUC: 0.5359, ACC AUC: 0.6768, ACC NDCG@20: 0.0144, Seq_model training time: 66.06min
LASER Seq-model 0, Epoch [192/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5359, ACC AUC: 0.6776, ACC NDCG@20: 0.0146, Seq_model training time: 66.40min
LASER Seq-model 0, Epoch [193/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5359, ACC AUC: 0.6774, ACC NDCG@20: 0.0145, Seq_model training time: 66.75min
LASER Seq-model 0, Epoch [194/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5350, ACC AUC: 0.6774, ACC NDCG@20: 0.0145, Seq_model training time: 67.10min
LASER Seq-model 0, Epoch [195/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5348, ACC AUC: 0.6774, ACC NDCG@20: 0.0144, Seq_model training time: 67.44min
LASER Seq-model 0, Epoch [196/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5346, ACC AUC: 0.6773, ACC NDCG@20: 0.0145, Seq_model training time: 67.77min
LASER Seq-model 0, Epoch [197/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5336, ACC AUC: 0.6773, ACC NDCG@20: 0.0145, Seq_model training time: 68.12min
LASER Seq-model 0, Epoch [198/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5346, ACC AUC: 0.6775, ACC NDCG@20: 0.0145, Seq_model training time: 68.46min
LASER Seq-model 0, Epoch [199/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5338, ACC AUC: 0.6773, ACC NDCG@20: 0.0149, Seq_model training time: 68.80min
LASER Seq-model 0, Epoch [200/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5338, ACC AUC: 0.6769, ACC NDCG@20: 0.0148, Seq_model training time: 69.14min
LASER Seq-model 0, Epoch [201/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5350, ACC AUC: 0.6765, ACC NDCG@20: 0.0146, Seq_model training time: 69.48min
LASER Seq-model 0, Epoch [202/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5354, ACC AUC: 0.6770, ACC NDCG@20: 0.0145, Seq_model training time: 69.82min
LASER Seq-model 0, Epoch [203/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5344, ACC AUC: 0.6769, ACC NDCG@20: 0.0145, Seq_model training time: 70.17min
LASER Seq-model 0, Epoch [204/2000], Runs: 801, Loss: 0.0239, UL AUC: 0.5344, ACC AUC: 0.6771, ACC NDCG@20: 0.0145, Seq_model training time: 70.51min
LASER Seq-model 0, Epoch [205/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5355, ACC AUC: 0.6768, ACC NDCG@20: 0.0146, Seq_model training time: 70.85min
LASER Seq-model 0, Epoch [206/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5358, ACC AUC: 0.6766, ACC NDCG@20: 0.0147, Seq_model training time: 71.19min
LASER Seq-model 0, Epoch [207/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5359, ACC AUC: 0.6768, ACC NDCG@20: 0.0148, Seq_model training time: 71.54min
LASER Seq-model 0, Epoch [208/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5355, ACC AUC: 0.6764, ACC NDCG@20: 0.0146, Seq_model training time: 71.88min
LASER Seq-model 0, Epoch [209/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5358, ACC AUC: 0.6762, ACC NDCG@20: 0.0142, Seq_model training time: 72.23min
LASER Seq-model 0, Epoch [210/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5370, ACC AUC: 0.6763, ACC NDCG@20: 0.0142, Seq_model training time: 72.57min
LASER Seq-model 0, Epoch [211/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5369, ACC AUC: 0.6763, ACC NDCG@20: 0.0144, Seq_model training time: 72.91min
LASER Seq-model 0, Epoch [212/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5364, ACC AUC: 0.6767, ACC NDCG@20: 0.0143, Seq_model training time: 73.26min
LASER Seq-model 0, Epoch [213/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5372, ACC AUC: 0.6765, ACC NDCG@20: 0.0144, Seq_model training time: 73.60min
LASER Seq-model 0, Epoch [214/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5369, ACC AUC: 0.6765, ACC NDCG@20: 0.0144, Seq_model training time: 73.94min
LASER Seq-model 0, Epoch [215/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5362, ACC AUC: 0.6764, ACC NDCG@20: 0.0143, Seq_model training time: 74.29min
LASER Seq-model 0, Epoch [216/2000], Runs: 801, Loss: 0.0238, UL AUC: 0.5370, ACC AUC: 0.6770, ACC NDCG@20: 0.0143, Seq_model training time: 74.63min
LASER Seq-model 0, Epoch [217/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5357, ACC AUC: 0.6772, ACC NDCG@20: 0.0141, Seq_model training time: 74.97min
LASER Seq-model 0, Epoch [218/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5353, ACC AUC: 0.6773, ACC NDCG@20: 0.0143, Seq_model training time: 75.31min
LASER Seq-model 0, Epoch [219/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5351, ACC AUC: 0.6770, ACC NDCG@20: 0.0144, Seq_model training time: 75.66min
LASER Seq-model 0, Epoch [220/2000], Runs: 801, Loss: 0.0241, UL AUC: 0.5356, ACC AUC: 0.6773, ACC NDCG@20: 0.0143, Seq_model training time: 76.00min
LASER Seq-model 0, Epoch [221/2000], Runs: 801, Loss: 0.0230, UL AUC: 0.5362, ACC AUC: 0.6769, ACC NDCG@20: 0.0145, Seq_model training time: 76.34min
LASER Seq-model 0, Epoch [222/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5361, ACC AUC: 0.6766, ACC NDCG@20: 0.0144, Seq_model training time: 76.68min
LASER Seq-model 0, Epoch [223/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5360, ACC AUC: 0.6767, ACC NDCG@20: 0.0145, Seq_model training time: 77.03min
LASER Seq-model 0, Epoch [224/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5362, ACC AUC: 0.6772, ACC NDCG@20: 0.0145, Seq_model training time: 77.37min
LASER Seq-model 0, Epoch [225/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5376, ACC AUC: 0.6768, ACC NDCG@20: 0.0146, Seq_model training time: 77.71min
LASER Seq-model 0, Epoch [226/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5367, ACC AUC: 0.6773, ACC NDCG@20: 0.0147, Seq_model training time: 78.05min
LASER Seq-model 0, Epoch [227/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5374, ACC AUC: 0.6774, ACC NDCG@20: 0.0148, Seq_model training time: 78.38min
LASER Seq-model 0, Epoch [228/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5372, ACC AUC: 0.6767, ACC NDCG@20: 0.0148, Seq_model training time: 78.72min
LASER Seq-model 0, Epoch [229/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5382, ACC AUC: 0.6769, ACC NDCG@20: 0.0147, Seq_model training time: 79.06min
LASER Seq-model 0, Epoch [230/2000], Runs: 801, Loss: 0.0230, UL AUC: 0.5374, ACC AUC: 0.6772, ACC NDCG@20: 0.0147, Seq_model training time: 79.41min
LASER Seq-model 0, Epoch [231/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5378, ACC AUC: 0.6771, ACC NDCG@20: 0.0147, Seq_model training time: 79.75min
LASER Seq-model 0, Epoch [232/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5375, ACC AUC: 0.6764, ACC NDCG@20: 0.0146, Seq_model training time: 80.10min
LASER Seq-model 0, Epoch [233/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5371, ACC AUC: 0.6767, ACC NDCG@20: 0.0146, Seq_model training time: 80.44min
LASER Seq-model 0, Epoch [234/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5371, ACC AUC: 0.6766, ACC NDCG@20: 0.0145, Seq_model training time: 80.78min
LASER Seq-model 0, Epoch [235/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5369, ACC AUC: 0.6770, ACC NDCG@20: 0.0147, Seq_model training time: 81.13min
LASER Seq-model 0, Epoch [236/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5372, ACC AUC: 0.6767, ACC NDCG@20: 0.0145, Seq_model training time: 81.47min
LASER Seq-model 0, Epoch [237/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5367, ACC AUC: 0.6767, ACC NDCG@20: 0.0144, Seq_model training time: 81.82min
LASER Seq-model 0, Epoch [238/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5363, ACC AUC: 0.6769, ACC NDCG@20: 0.0146, Seq_model training time: 82.16min
LASER Seq-model 0, Epoch [239/2000], Runs: 801, Loss: 0.0237, UL AUC: 0.5374, ACC AUC: 0.6773, ACC NDCG@20: 0.0147, Seq_model training time: 82.50min
LASER Seq-model 0, Epoch [240/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5375, ACC AUC: 0.6768, ACC NDCG@20: 0.0145, Seq_model training time: 82.84min
LASER Seq-model 0, Epoch [241/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5377, ACC AUC: 0.6776, ACC NDCG@20: 0.0146, Seq_model training time: 83.18min
LASER Seq-model 0, Epoch [242/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5374, ACC AUC: 0.6769, ACC NDCG@20: 0.0147, Seq_model training time: 83.52min
LASER Seq-model 0, Epoch [243/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5374, ACC AUC: 0.6771, ACC NDCG@20: 0.0147, Seq_model training time: 83.85min
LASER Seq-model 0, Epoch [244/2000], Runs: 801, Loss: 0.0228, UL AUC: 0.5373, ACC AUC: 0.6767, ACC NDCG@20: 0.0148, Seq_model training time: 84.19min
LASER Seq-model 0, Epoch [245/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5371, ACC AUC: 0.6766, ACC NDCG@20: 0.0148, Seq_model training time: 84.53min
LASER Seq-model 0, Epoch [246/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5374, ACC AUC: 0.6771, ACC NDCG@20: 0.0150, Seq_model training time: 84.88min
LASER Seq-model 0, Epoch [247/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5382, ACC AUC: 0.6769, ACC NDCG@20: 0.0151, Seq_model training time: 85.22min
LASER Seq-model 0, Epoch [248/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5371, ACC AUC: 0.6771, ACC NDCG@20: 0.0151, Seq_model training time: 85.56min
LASER Seq-model 0, Epoch [249/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5367, ACC AUC: 0.6767, ACC NDCG@20: 0.0151, Seq_model training time: 85.91min
LASER Seq-model 0, Epoch [250/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5373, ACC AUC: 0.6773, ACC NDCG@20: 0.0149, Seq_model training time: 86.25min
LASER Seq-model 0, Epoch [251/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5367, ACC AUC: 0.6769, ACC NDCG@20: 0.0149, Seq_model training time: 86.60min
LASER Seq-model 0, Epoch [252/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5357, ACC AUC: 0.6778, ACC NDCG@20: 0.0148, Seq_model training time: 86.94min
LASER Seq-model 0, Epoch [253/2000], Runs: 801, Loss: 0.0236, UL AUC: 0.5359, ACC AUC: 0.6774, ACC NDCG@20: 0.0148, Seq_model training time: 87.28min
LASER Seq-model 0, Epoch [254/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5357, ACC AUC: 0.6769, ACC NDCG@20: 0.0149, Seq_model training time: 87.62min
LASER Seq-model 0, Epoch [255/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5349, ACC AUC: 0.6773, ACC NDCG@20: 0.0149, Seq_model training time: 87.97min
LASER Seq-model 0, Epoch [256/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5352, ACC AUC: 0.6774, ACC NDCG@20: 0.0147, Seq_model training time: 88.31min
LASER Seq-model 0, Epoch [257/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5353, ACC AUC: 0.6775, ACC NDCG@20: 0.0145, Seq_model training time: 88.65min
LASER Seq-model 0, Epoch [258/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5352, ACC AUC: 0.6773, ACC NDCG@20: 0.0145, Seq_model training time: 88.99min
LASER Seq-model 0, Epoch [259/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5356, ACC AUC: 0.6773, ACC NDCG@20: 0.0146, Seq_model training time: 89.33min
LASER Seq-model 0, Epoch [260/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5348, ACC AUC: 0.6771, ACC NDCG@20: 0.0146, Seq_model training time: 89.67min
LASER Seq-model 0, Epoch [261/2000], Runs: 801, Loss: 0.0229, UL AUC: 0.5347, ACC AUC: 0.6769, ACC NDCG@20: 0.0145, Seq_model training time: 90.01min
LASER Seq-model 0, Epoch [262/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5357, ACC AUC: 0.6771, ACC NDCG@20: 0.0146, Seq_model training time: 90.35min
LASER Seq-model 0, Epoch [263/2000], Runs: 801, Loss: 0.0230, UL AUC: 0.5346, ACC AUC: 0.6773, ACC NDCG@20: 0.0148, Seq_model training time: 90.69min
LASER Seq-model 0, Epoch [264/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5341, ACC AUC: 0.6771, ACC NDCG@20: 0.0148, Seq_model training time: 91.03min
LASER Seq-model 0, Epoch [265/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5356, ACC AUC: 0.6772, ACC NDCG@20: 0.0147, Seq_model training time: 91.37min
LASER Seq-model 0, Epoch [266/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5359, ACC AUC: 0.6774, ACC NDCG@20: 0.0147, Seq_model training time: 91.71min
LASER Seq-model 0, Epoch [267/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5351, ACC AUC: 0.6773, ACC NDCG@20: 0.0147, Seq_model training time: 92.05min
LASER Seq-model 0, Epoch [268/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5344, ACC AUC: 0.6774, ACC NDCG@20: 0.0146, Seq_model training time: 92.39min
LASER Seq-model 0, Epoch [269/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5349, ACC AUC: 0.6767, ACC NDCG@20: 0.0145, Seq_model training time: 92.73min
LASER Seq-model 0, Epoch [270/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5350, ACC AUC: 0.6766, ACC NDCG@20: 0.0144, Seq_model training time: 93.08min
LASER Seq-model 0, Epoch [271/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5351, ACC AUC: 0.6772, ACC NDCG@20: 0.0146, Seq_model training time: 93.42min
LASER Seq-model 0, Epoch [272/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5339, ACC AUC: 0.6772, ACC NDCG@20: 0.0149, Seq_model training time: 93.76min
LASER Seq-model 0, Epoch [273/2000], Runs: 801, Loss: 0.0234, UL AUC: 0.5342, ACC AUC: 0.6775, ACC NDCG@20: 0.0147, Seq_model training time: 94.10min
LASER Seq-model 0, Epoch [274/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5341, ACC AUC: 0.6767, ACC NDCG@20: 0.0148, Seq_model training time: 94.44min
LASER Seq-model 0, Epoch [275/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5348, ACC AUC: 0.6770, ACC NDCG@20: 0.0146, Seq_model training time: 94.78min
LASER Seq-model 0, Epoch [276/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5350, ACC AUC: 0.6775, ACC NDCG@20: 0.0147, Seq_model training time: 95.12min
LASER Seq-model 0, Epoch [277/2000], Runs: 801, Loss: 0.0229, UL AUC: 0.5348, ACC AUC: 0.6769, ACC NDCG@20: 0.0148, Seq_model training time: 95.47min
LASER Seq-model 0, Epoch [278/2000], Runs: 801, Loss: 0.0227, UL AUC: 0.5345, ACC AUC: 0.6774, ACC NDCG@20: 0.0147, Seq_model training time: 95.81min
LASER Seq-model 0, Epoch [279/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5343, ACC AUC: 0.6775, ACC NDCG@20: 0.0147, Seq_model training time: 96.16min
LASER Seq-model 0, Epoch [280/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5346, ACC AUC: 0.6776, ACC NDCG@20: 0.0148, Seq_model training time: 96.50min
LASER Seq-model 0, Epoch [281/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5352, ACC AUC: 0.6774, ACC NDCG@20: 0.0146, Seq_model training time: 96.84min
LASER Seq-model 0, Epoch [282/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5355, ACC AUC: 0.6777, ACC NDCG@20: 0.0145, Seq_model training time: 97.19min
LASER Seq-model 0, Epoch [283/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5362, ACC AUC: 0.6768, ACC NDCG@20: 0.0145, Seq_model training time: 97.53min
LASER Seq-model 0, Epoch [284/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5363, ACC AUC: 0.6768, ACC NDCG@20: 0.0145, Seq_model training time: 97.87min
LASER Seq-model 0, Epoch [285/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5356, ACC AUC: 0.6775, ACC NDCG@20: 0.0146, Seq_model training time: 98.21min
LASER Seq-model 0, Epoch [286/2000], Runs: 801, Loss: 0.0229, UL AUC: 0.5354, ACC AUC: 0.6772, ACC NDCG@20: 0.0145, Seq_model training time: 98.56min
LASER Seq-model 0, Epoch [287/2000], Runs: 801, Loss: 0.0235, UL AUC: 0.5355, ACC AUC: 0.6776, ACC NDCG@20: 0.0144, Seq_model training time: 98.90min
LASER Seq-model 0, Epoch [288/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5356, ACC AUC: 0.6774, ACC NDCG@20: 0.0145, Seq_model training time: 99.24min
LASER Seq-model 0, Epoch [289/2000], Runs: 801, Loss: 0.0227, UL AUC: 0.5343, ACC AUC: 0.6773, ACC NDCG@20: 0.0148, Seq_model training time: 99.58min
LASER Seq-model 0, Epoch [290/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5354, ACC AUC: 0.6776, ACC NDCG@20: 0.0147, Seq_model training time: 99.93min
LASER Seq-model 0, Epoch [291/2000], Runs: 801, Loss: 0.0233, UL AUC: 0.5355, ACC AUC: 0.6772, ACC NDCG@20: 0.0146, Seq_model training time: 100.28min
LASER Seq-model 0, Epoch [292/2000], Runs: 801, Loss: 0.0232, UL AUC: 0.5364, ACC AUC: 0.6774, ACC NDCG@20: 0.0145, Seq_model training time: 100.62min
LASER Seq-model 0, Epoch [293/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5361, ACC AUC: 0.6772, ACC NDCG@20: 0.0147, Seq_model training time: 100.96min
LASER Seq-model 0, Epoch [294/2000], Runs: 801, Loss: 0.0231, UL AUC: 0.5365, ACC AUC: 0.6768, ACC NDCG@20: 0.0146, Seq_model training time: 101.30min
LASER Seq-model 0, Epoch [295/2000], Runs: 801, Loss: 0.0230, UL AUC: 0.5372, ACC AUC: 0.6764, ACC NDCG@20: 0.0146, Seq_model training time: 101.65min
LASER Seq-model 0, Epoch [296/2000], Runs: 801, Loss: 0.0230, UL AUC: 0.5375, ACC AUC: 0.6767, ACC NDCG@20: 0.0144, Seq_model training time: 101.99min
LASER Seq-model 0, Epoch [297/2000], Runs: 801, Loss: 0.0228, UL AUC: 0.5372, ACC AUC: 0.6768, ACC NDCG@20: 0.0144, Seq_model training time: 102.34min
[LASER] START training seq_model 1, current time: 102.78min.
LASER Seq-model 1, Epoch [1/2000], Runs: 753, Loss: 0.2080, UL AUC: 0.5622, ACC AUC: 0.6720, ACC NDCG@20: 0.0067, Seq_model training time: 0.33min
LASER Seq-model 1, Epoch [2/2000], Runs: 753, Loss: 0.1389, UL AUC: 0.5603, ACC AUC: 0.6922, ACC NDCG@20: 0.0085, Seq_model training time: 0.66min
LASER Seq-model 1, Epoch [3/2000], Runs: 753, Loss: 0.1092, UL AUC: 0.5586, ACC AUC: 0.7014, ACC NDCG@20: 0.0096, Seq_model training time: 0.99min
LASER Seq-model 1, Epoch [4/2000], Runs: 753, Loss: 0.0934, UL AUC: 0.5583, ACC AUC: 0.7061, ACC NDCG@20: 0.0102, Seq_model training time: 1.32min
LASER Seq-model 1, Epoch [5/2000], Runs: 753, Loss: 0.0824, UL AUC: 0.5578, ACC AUC: 0.7089, ACC NDCG@20: 0.0106, Seq_model training time: 1.64min
LASER Seq-model 1, Epoch [6/2000], Runs: 753, Loss: 0.0749, UL AUC: 0.5578, ACC AUC: 0.7108, ACC NDCG@20: 0.0110, Seq_model training time: 1.98min
LASER Seq-model 1, Epoch [7/2000], Runs: 753, Loss: 0.0687, UL AUC: 0.5581, ACC AUC: 0.7119, ACC NDCG@20: 0.0111, Seq_model training time: 2.30min
LASER Seq-model 1, Epoch [8/2000], Runs: 753, Loss: 0.0635, UL AUC: 0.5578, ACC AUC: 0.7123, ACC NDCG@20: 0.0114, Seq_model training time: 2.63min
LASER Seq-model 1, Epoch [9/2000], Runs: 753, Loss: 0.0597, UL AUC: 0.5572, ACC AUC: 0.7125, ACC NDCG@20: 0.0115, Seq_model training time: 2.96min
LASER Seq-model 1, Epoch [10/2000], Runs: 753, Loss: 0.0567, UL AUC: 0.5571, ACC AUC: 0.7125, ACC NDCG@20: 0.0116, Seq_model training time: 3.29min
LASER Seq-model 1, Epoch [11/2000], Runs: 753, Loss: 0.0535, UL AUC: 0.5573, ACC AUC: 0.7119, ACC NDCG@20: 0.0117, Seq_model training time: 3.61min
LASER Seq-model 1, Epoch [12/2000], Runs: 753, Loss: 0.0504, UL AUC: 0.5569, ACC AUC: 0.7118, ACC NDCG@20: 0.0118, Seq_model training time: 3.94min
LASER Seq-model 1, Epoch [13/2000], Runs: 753, Loss: 0.0498, UL AUC: 0.5567, ACC AUC: 0.7113, ACC NDCG@20: 0.0119, Seq_model training time: 4.27min
LASER Seq-model 1, Epoch [14/2000], Runs: 753, Loss: 0.0470, UL AUC: 0.5565, ACC AUC: 0.7105, ACC NDCG@20: 0.0121, Seq_model training time: 4.60min
LASER Seq-model 1, Epoch [15/2000], Runs: 753, Loss: 0.0459, UL AUC: 0.5554, ACC AUC: 0.7099, ACC NDCG@20: 0.0121, Seq_model training time: 4.93min
LASER Seq-model 1, Epoch [16/2000], Runs: 753, Loss: 0.0435, UL AUC: 0.5545, ACC AUC: 0.7090, ACC NDCG@20: 0.0120, Seq_model training time: 5.26min
LASER Seq-model 1, Epoch [17/2000], Runs: 753, Loss: 0.0427, UL AUC: 0.5539, ACC AUC: 0.7085, ACC NDCG@20: 0.0122, Seq_model training time: 5.59min
LASER Seq-model 1, Epoch [18/2000], Runs: 753, Loss: 0.0424, UL AUC: 0.5532, ACC AUC: 0.7076, ACC NDCG@20: 0.0121, Seq_model training time: 5.90min
LASER Seq-model 1, Epoch [19/2000], Runs: 753, Loss: 0.0410, UL AUC: 0.5528, ACC AUC: 0.7066, ACC NDCG@20: 0.0122, Seq_model training time: 6.23min
LASER Seq-model 1, Epoch [20/2000], Runs: 753, Loss: 0.0402, UL AUC: 0.5521, ACC AUC: 0.7054, ACC NDCG@20: 0.0124, Seq_model training time: 6.56min
LASER Seq-model 1, Epoch [21/2000], Runs: 753, Loss: 0.0385, UL AUC: 0.5507, ACC AUC: 0.7044, ACC NDCG@20: 0.0125, Seq_model training time: 6.89min
LASER Seq-model 1, Epoch [22/2000], Runs: 753, Loss: 0.0380, UL AUC: 0.5505, ACC AUC: 0.7038, ACC NDCG@20: 0.0127, Seq_model training time: 7.21min
LASER Seq-model 1, Epoch [23/2000], Runs: 753, Loss: 0.0371, UL AUC: 0.5501, ACC AUC: 0.7027, ACC NDCG@20: 0.0125, Seq_model training time: 7.54min
LASER Seq-model 1, Epoch [24/2000], Runs: 753, Loss: 0.0362, UL AUC: 0.5496, ACC AUC: 0.7025, ACC NDCG@20: 0.0125, Seq_model training time: 7.86min
LASER Seq-model 1, Epoch [25/2000], Runs: 753, Loss: 0.0354, UL AUC: 0.5492, ACC AUC: 0.7019, ACC NDCG@20: 0.0125, Seq_model training time: 8.19min
LASER Seq-model 1, Epoch [26/2000], Runs: 753, Loss: 0.0352, UL AUC: 0.5483, ACC AUC: 0.7013, ACC NDCG@20: 0.0125, Seq_model training time: 8.52min
LASER Seq-model 1, Epoch [27/2000], Runs: 753, Loss: 0.0346, UL AUC: 0.5472, ACC AUC: 0.7005, ACC NDCG@20: 0.0125, Seq_model training time: 8.84min
LASER Seq-model 1, Epoch [28/2000], Runs: 753, Loss: 0.0344, UL AUC: 0.5474, ACC AUC: 0.7002, ACC NDCG@20: 0.0123, Seq_model training time: 9.17min
LASER Seq-model 1, Epoch [29/2000], Runs: 753, Loss: 0.0337, UL AUC: 0.5475, ACC AUC: 0.7002, ACC NDCG@20: 0.0124, Seq_model training time: 9.50min
LASER Seq-model 1, Epoch [30/2000], Runs: 753, Loss: 0.0331, UL AUC: 0.5476, ACC AUC: 0.6997, ACC NDCG@20: 0.0125, Seq_model training time: 9.82min
LASER Seq-model 1, Epoch [31/2000], Runs: 753, Loss: 0.0331, UL AUC: 0.5479, ACC AUC: 0.6993, ACC NDCG@20: 0.0125, Seq_model training time: 10.15min
LASER Seq-model 1, Epoch [32/2000], Runs: 753, Loss: 0.0325, UL AUC: 0.5478, ACC AUC: 0.6987, ACC NDCG@20: 0.0126, Seq_model training time: 10.48min
LASER Seq-model 1, Epoch [33/2000], Runs: 753, Loss: 0.0322, UL AUC: 0.5482, ACC AUC: 0.6986, ACC NDCG@20: 0.0126, Seq_model training time: 10.80min
LASER Seq-model 1, Epoch [34/2000], Runs: 753, Loss: 0.0315, UL AUC: 0.5483, ACC AUC: 0.6982, ACC NDCG@20: 0.0125, Seq_model training time: 11.13min
LASER Seq-model 1, Epoch [35/2000], Runs: 753, Loss: 0.0314, UL AUC: 0.5486, ACC AUC: 0.6980, ACC NDCG@20: 0.0124, Seq_model training time: 11.46min
LASER Seq-model 1, Epoch [36/2000], Runs: 753, Loss: 0.0313, UL AUC: 0.5483, ACC AUC: 0.6977, ACC NDCG@20: 0.0124, Seq_model training time: 11.79min
LASER Seq-model 1, Epoch [37/2000], Runs: 753, Loss: 0.0311, UL AUC: 0.5486, ACC AUC: 0.6973, ACC NDCG@20: 0.0122, Seq_model training time: 12.11min
LASER Seq-model 1, Epoch [38/2000], Runs: 753, Loss: 0.0307, UL AUC: 0.5480, ACC AUC: 0.6974, ACC NDCG@20: 0.0121, Seq_model training time: 12.44min
LASER Seq-model 1, Epoch [39/2000], Runs: 753, Loss: 0.0301, UL AUC: 0.5483, ACC AUC: 0.6974, ACC NDCG@20: 0.0122, Seq_model training time: 12.77min
LASER Seq-model 1, Epoch [40/2000], Runs: 753, Loss: 0.0301, UL AUC: 0.5470, ACC AUC: 0.6967, ACC NDCG@20: 0.0121, Seq_model training time: 13.10min
LASER Seq-model 1, Epoch [41/2000], Runs: 753, Loss: 0.0295, UL AUC: 0.5469, ACC AUC: 0.6966, ACC NDCG@20: 0.0121, Seq_model training time: 13.43min
LASER Seq-model 1, Epoch [42/2000], Runs: 753, Loss: 0.0298, UL AUC: 0.5476, ACC AUC: 0.6963, ACC NDCG@20: 0.0121, Seq_model training time: 13.76min
LASER Seq-model 1, Epoch [43/2000], Runs: 753, Loss: 0.0291, UL AUC: 0.5474, ACC AUC: 0.6960, ACC NDCG@20: 0.0121, Seq_model training time: 14.09min
LASER Seq-model 1, Epoch [44/2000], Runs: 753, Loss: 0.0291, UL AUC: 0.5472, ACC AUC: 0.6955, ACC NDCG@20: 0.0122, Seq_model training time: 14.42min
LASER Seq-model 1, Epoch [45/2000], Runs: 753, Loss: 0.0290, UL AUC: 0.5478, ACC AUC: 0.6954, ACC NDCG@20: 0.0121, Seq_model training time: 14.75min
LASER Seq-model 1, Epoch [46/2000], Runs: 753, Loss: 0.0290, UL AUC: 0.5479, ACC AUC: 0.6954, ACC NDCG@20: 0.0122, Seq_model training time: 15.08min
LASER Seq-model 1, Epoch [47/2000], Runs: 753, Loss: 0.0285, UL AUC: 0.5481, ACC AUC: 0.6952, ACC NDCG@20: 0.0120, Seq_model training time: 15.41min
LASER Seq-model 1, Epoch [48/2000], Runs: 753, Loss: 0.0283, UL AUC: 0.5477, ACC AUC: 0.6947, ACC NDCG@20: 0.0120, Seq_model training time: 15.74min
LASER Seq-model 1, Epoch [49/2000], Runs: 753, Loss: 0.0287, UL AUC: 0.5476, ACC AUC: 0.6945, ACC NDCG@20: 0.0121, Seq_model training time: 16.06min
LASER Seq-model 1, Epoch [50/2000], Runs: 753, Loss: 0.0280, UL AUC: 0.5483, ACC AUC: 0.6944, ACC NDCG@20: 0.0120, Seq_model training time: 16.39min
LASER Seq-model 1, Epoch [51/2000], Runs: 753, Loss: 0.0277, UL AUC: 0.5481, ACC AUC: 0.6942, ACC NDCG@20: 0.0120, Seq_model training time: 16.71min
LASER Seq-model 1, Epoch [52/2000], Runs: 753, Loss: 0.0277, UL AUC: 0.5478, ACC AUC: 0.6939, ACC NDCG@20: 0.0119, Seq_model training time: 17.03min
LASER Seq-model 1, Epoch [53/2000], Runs: 753, Loss: 0.0277, UL AUC: 0.5478, ACC AUC: 0.6939, ACC NDCG@20: 0.0120, Seq_model training time: 17.36min
LASER Seq-model 1, Epoch [54/2000], Runs: 753, Loss: 0.0274, UL AUC: 0.5477, ACC AUC: 0.6935, ACC NDCG@20: 0.0120, Seq_model training time: 17.69min
LASER Seq-model 1, Epoch [55/2000], Runs: 753, Loss: 0.0275, UL AUC: 0.5474, ACC AUC: 0.6932, ACC NDCG@20: 0.0121, Seq_model training time: 18.02min
LASER Seq-model 1, Epoch [56/2000], Runs: 753, Loss: 0.0276, UL AUC: 0.5479, ACC AUC: 0.6927, ACC NDCG@20: 0.0119, Seq_model training time: 18.35min
LASER Seq-model 1, Epoch [57/2000], Runs: 753, Loss: 0.0269, UL AUC: 0.5477, ACC AUC: 0.6930, ACC NDCG@20: 0.0120, Seq_model training time: 18.68min
LASER Seq-model 1, Epoch [58/2000], Runs: 753, Loss: 0.0270, UL AUC: 0.5487, ACC AUC: 0.6924, ACC NDCG@20: 0.0122, Seq_model training time: 19.00min
LASER Seq-model 1, Epoch [59/2000], Runs: 753, Loss: 0.0271, UL AUC: 0.5495, ACC AUC: 0.6917, ACC NDCG@20: 0.0119, Seq_model training time: 19.33min
LASER Seq-model 1, Epoch [60/2000], Runs: 753, Loss: 0.0266, UL AUC: 0.5495, ACC AUC: 0.6918, ACC NDCG@20: 0.0119, Seq_model training time: 19.66min
LASER Seq-model 1, Epoch [61/2000], Runs: 753, Loss: 0.0263, UL AUC: 0.5491, ACC AUC: 0.6920, ACC NDCG@20: 0.0120, Seq_model training time: 20.00min
LASER Seq-model 1, Epoch [62/2000], Runs: 753, Loss: 0.0268, UL AUC: 0.5486, ACC AUC: 0.6921, ACC NDCG@20: 0.0119, Seq_model training time: 20.33min
LASER Seq-model 1, Epoch [63/2000], Runs: 753, Loss: 0.0267, UL AUC: 0.5488, ACC AUC: 0.6918, ACC NDCG@20: 0.0120, Seq_model training time: 20.66min
LASER Seq-model 1, Epoch [64/2000], Runs: 753, Loss: 0.0263, UL AUC: 0.5481, ACC AUC: 0.6917, ACC NDCG@20: 0.0120, Seq_model training time: 20.99min
LASER Seq-model 1, Epoch [65/2000], Runs: 753, Loss: 0.0264, UL AUC: 0.5485, ACC AUC: 0.6917, ACC NDCG@20: 0.0121, Seq_model training time: 21.31min
LASER Seq-model 1, Epoch [66/2000], Runs: 753, Loss: 0.0264, UL AUC: 0.5480, ACC AUC: 0.6917, ACC NDCG@20: 0.0120, Seq_model training time: 21.64min
LASER Seq-model 1, Epoch [67/2000], Runs: 753, Loss: 0.0261, UL AUC: 0.5482, ACC AUC: 0.6913, ACC NDCG@20: 0.0119, Seq_model training time: 21.96min
LASER Seq-model 1, Epoch [68/2000], Runs: 753, Loss: 0.0258, UL AUC: 0.5481, ACC AUC: 0.6915, ACC NDCG@20: 0.0121, Seq_model training time: 22.29min
LASER Seq-model 1, Epoch [69/2000], Runs: 753, Loss: 0.0256, UL AUC: 0.5473, ACC AUC: 0.6911, ACC NDCG@20: 0.0120, Seq_model training time: 22.62min
LASER Seq-model 1, Epoch [70/2000], Runs: 753, Loss: 0.0260, UL AUC: 0.5480, ACC AUC: 0.6911, ACC NDCG@20: 0.0119, Seq_model training time: 22.95min
LASER Seq-model 1, Epoch [71/2000], Runs: 753, Loss: 0.0257, UL AUC: 0.5480, ACC AUC: 0.6909, ACC NDCG@20: 0.0119, Seq_model training time: 23.29min
LASER Seq-model 1, Epoch [72/2000], Runs: 753, Loss: 0.0258, UL AUC: 0.5481, ACC AUC: 0.6904, ACC NDCG@20: 0.0119, Seq_model training time: 23.61min
[LASER] START training seq_model 2, current time: 126.72min.
LASER Seq-model 2, Epoch [1/2000], Runs: 840, Loss: 0.1419, UL AUC: 0.5770, ACC AUC: 0.7340, ACC NDCG@20: 0.0154, Seq_model training time: 0.36min
LASER Seq-model 2, Epoch [2/2000], Runs: 840, Loss: 0.0892, UL AUC: 0.5740, ACC AUC: 0.7430, ACC NDCG@20: 0.0165, Seq_model training time: 0.72min
LASER Seq-model 2, Epoch [3/2000], Runs: 840, Loss: 0.0757, UL AUC: 0.5728, ACC AUC: 0.7464, ACC NDCG@20: 0.0171, Seq_model training time: 1.08min
LASER Seq-model 2, Epoch [4/2000], Runs: 840, Loss: 0.0659, UL AUC: 0.5720, ACC AUC: 0.7474, ACC NDCG@20: 0.0175, Seq_model training time: 1.44min
LASER Seq-model 2, Epoch [5/2000], Runs: 840, Loss: 0.0599, UL AUC: 0.5710, ACC AUC: 0.7476, ACC NDCG@20: 0.0178, Seq_model training time: 1.80min
LASER Seq-model 2, Epoch [6/2000], Runs: 840, Loss: 0.0543, UL AUC: 0.5698, ACC AUC: 0.7476, ACC NDCG@20: 0.0178, Seq_model training time: 2.16min
LASER Seq-model 2, Epoch [7/2000], Runs: 840, Loss: 0.0502, UL AUC: 0.5693, ACC AUC: 0.7466, ACC NDCG@20: 0.0184, Seq_model training time: 2.52min
LASER Seq-model 2, Epoch [8/2000], Runs: 840, Loss: 0.0477, UL AUC: 0.5686, ACC AUC: 0.7450, ACC NDCG@20: 0.0184, Seq_model training time: 2.87min
LASER Seq-model 2, Epoch [9/2000], Runs: 840, Loss: 0.0450, UL AUC: 0.5674, ACC AUC: 0.7436, ACC NDCG@20: 0.0187, Seq_model training time: 3.23min
LASER Seq-model 2, Epoch [10/2000], Runs: 840, Loss: 0.0424, UL AUC: 0.5667, ACC AUC: 0.7416, ACC NDCG@20: 0.0190, Seq_model training time: 3.59min
LASER Seq-model 2, Epoch [11/2000], Runs: 840, Loss: 0.0400, UL AUC: 0.5658, ACC AUC: 0.7398, ACC NDCG@20: 0.0190, Seq_model training time: 3.95min
LASER Seq-model 2, Epoch [12/2000], Runs: 840, Loss: 0.0392, UL AUC: 0.5653, ACC AUC: 0.7377, ACC NDCG@20: 0.0190, Seq_model training time: 4.30min
LASER Seq-model 2, Epoch [13/2000], Runs: 840, Loss: 0.0374, UL AUC: 0.5639, ACC AUC: 0.7357, ACC NDCG@20: 0.0192, Seq_model training time: 4.66min
LASER Seq-model 2, Epoch [14/2000], Runs: 840, Loss: 0.0361, UL AUC: 0.5625, ACC AUC: 0.7337, ACC NDCG@20: 0.0193, Seq_model training time: 5.02min
LASER Seq-model 2, Epoch [15/2000], Runs: 840, Loss: 0.0351, UL AUC: 0.5616, ACC AUC: 0.7320, ACC NDCG@20: 0.0197, Seq_model training time: 5.38min
LASER Seq-model 2, Epoch [16/2000], Runs: 840, Loss: 0.0339, UL AUC: 0.5607, ACC AUC: 0.7300, ACC NDCG@20: 0.0196, Seq_model training time: 5.73min
LASER Seq-model 2, Epoch [17/2000], Runs: 840, Loss: 0.0328, UL AUC: 0.5590, ACC AUC: 0.7279, ACC NDCG@20: 0.0198, Seq_model training time: 6.09min
LASER Seq-model 2, Epoch [18/2000], Runs: 840, Loss: 0.0319, UL AUC: 0.5575, ACC AUC: 0.7256, ACC NDCG@20: 0.0198, Seq_model training time: 6.45min
LASER Seq-model 2, Epoch [19/2000], Runs: 840, Loss: 0.0310, UL AUC: 0.5566, ACC AUC: 0.7239, ACC NDCG@20: 0.0197, Seq_model training time: 6.81min
LASER Seq-model 2, Epoch [20/2000], Runs: 840, Loss: 0.0304, UL AUC: 0.5554, ACC AUC: 0.7219, ACC NDCG@20: 0.0195, Seq_model training time: 7.16min
LASER Seq-model 2, Epoch [21/2000], Runs: 840, Loss: 0.0302, UL AUC: 0.5545, ACC AUC: 0.7204, ACC NDCG@20: 0.0197, Seq_model training time: 7.51min
LASER Seq-model 2, Epoch [22/2000], Runs: 840, Loss: 0.0296, UL AUC: 0.5531, ACC AUC: 0.7192, ACC NDCG@20: 0.0197, Seq_model training time: 7.86min
LASER Seq-model 2, Epoch [23/2000], Runs: 840, Loss: 0.0286, UL AUC: 0.5522, ACC AUC: 0.7176, ACC NDCG@20: 0.0197, Seq_model training time: 8.22min
LASER Seq-model 2, Epoch [24/2000], Runs: 840, Loss: 0.0282, UL AUC: 0.5515, ACC AUC: 0.7160, ACC NDCG@20: 0.0195, Seq_model training time: 8.58min
LASER Seq-model 2, Epoch [25/2000], Runs: 840, Loss: 0.0275, UL AUC: 0.5510, ACC AUC: 0.7155, ACC NDCG@20: 0.0199, Seq_model training time: 8.93min
LASER Seq-model 2, Epoch [26/2000], Runs: 840, Loss: 0.0275, UL AUC: 0.5509, ACC AUC: 0.7142, ACC NDCG@20: 0.0198, Seq_model training time: 9.29min
LASER Seq-model 2, Epoch [27/2000], Runs: 840, Loss: 0.0268, UL AUC: 0.5503, ACC AUC: 0.7132, ACC NDCG@20: 0.0196, Seq_model training time: 9.64min
LASER Seq-model 2, Epoch [28/2000], Runs: 840, Loss: 0.0262, UL AUC: 0.5495, ACC AUC: 0.7121, ACC NDCG@20: 0.0197, Seq_model training time: 10.00min
LASER Seq-model 2, Epoch [29/2000], Runs: 840, Loss: 0.0264, UL AUC: 0.5498, ACC AUC: 0.7109, ACC NDCG@20: 0.0196, Seq_model training time: 10.35min
LASER Seq-model 2, Epoch [30/2000], Runs: 840, Loss: 0.0262, UL AUC: 0.5490, ACC AUC: 0.7099, ACC NDCG@20: 0.0197, Seq_model training time: 10.71min
LASER Seq-model 2, Epoch [31/2000], Runs: 840, Loss: 0.0256, UL AUC: 0.5485, ACC AUC: 0.7094, ACC NDCG@20: 0.0196, Seq_model training time: 11.06min
LASER Seq-model 2, Epoch [32/2000], Runs: 840, Loss: 0.0257, UL AUC: 0.5493, ACC AUC: 0.7088, ACC NDCG@20: 0.0196, Seq_model training time: 11.41min
LASER Seq-model 2, Epoch [33/2000], Runs: 840, Loss: 0.0256, UL AUC: 0.5496, ACC AUC: 0.7083, ACC NDCG@20: 0.0195, Seq_model training time: 11.77min
LASER Seq-model 2, Epoch [34/2000], Runs: 840, Loss: 0.0251, UL AUC: 0.5496, ACC AUC: 0.7077, ACC NDCG@20: 0.0194, Seq_model training time: 12.12min
LASER Seq-model 2, Epoch [35/2000], Runs: 840, Loss: 0.0251, UL AUC: 0.5487, ACC AUC: 0.7071, ACC NDCG@20: 0.0195, Seq_model training time: 12.47min
LASER Seq-model 2, Epoch [36/2000], Runs: 840, Loss: 0.0244, UL AUC: 0.5497, ACC AUC: 0.7066, ACC NDCG@20: 0.0194, Seq_model training time: 12.83min
LASER Seq-model 2, Epoch [37/2000], Runs: 840, Loss: 0.0242, UL AUC: 0.5496, ACC AUC: 0.7065, ACC NDCG@20: 0.0197, Seq_model training time: 13.18min
LASER Seq-model 2, Epoch [38/2000], Runs: 840, Loss: 0.0241, UL AUC: 0.5491, ACC AUC: 0.7061, ACC NDCG@20: 0.0197, Seq_model training time: 13.54min
LASER Seq-model 2, Epoch [39/2000], Runs: 840, Loss: 0.0239, UL AUC: 0.5494, ACC AUC: 0.7060, ACC NDCG@20: 0.0196, Seq_model training time: 13.89min
LASER Seq-model 2, Epoch [40/2000], Runs: 840, Loss: 0.0236, UL AUC: 0.5487, ACC AUC: 0.7057, ACC NDCG@20: 0.0194, Seq_model training time: 14.24min
LASER Seq-model 2, Epoch [41/2000], Runs: 840, Loss: 0.0235, UL AUC: 0.5492, ACC AUC: 0.7054, ACC NDCG@20: 0.0198, Seq_model training time: 14.60min
LASER Seq-model 2, Epoch [42/2000], Runs: 840, Loss: 0.0235, UL AUC: 0.5473, ACC AUC: 0.7046, ACC NDCG@20: 0.0194, Seq_model training time: 14.95min
LASER Seq-model 2, Epoch [43/2000], Runs: 840, Loss: 0.0234, UL AUC: 0.5481, ACC AUC: 0.7044, ACC NDCG@20: 0.0197, Seq_model training time: 15.30min
LASER Seq-model 2, Epoch [44/2000], Runs: 840, Loss: 0.0227, UL AUC: 0.5473, ACC AUC: 0.7043, ACC NDCG@20: 0.0200, Seq_model training time: 15.65min
LASER Seq-model 2, Epoch [45/2000], Runs: 840, Loss: 0.0232, UL AUC: 0.5483, ACC AUC: 0.7035, ACC NDCG@20: 0.0198, Seq_model training time: 16.00min
LASER Seq-model 2, Epoch [46/2000], Runs: 840, Loss: 0.0228, UL AUC: 0.5494, ACC AUC: 0.7028, ACC NDCG@20: 0.0198, Seq_model training time: 16.36min
LASER Seq-model 2, Epoch [47/2000], Runs: 840, Loss: 0.0230, UL AUC: 0.5500, ACC AUC: 0.7028, ACC NDCG@20: 0.0197, Seq_model training time: 16.71min
LASER Seq-model 2, Epoch [48/2000], Runs: 840, Loss: 0.0226, UL AUC: 0.5496, ACC AUC: 0.7021, ACC NDCG@20: 0.0198, Seq_model training time: 17.05min
LASER Seq-model 2, Epoch [49/2000], Runs: 840, Loss: 0.0226, UL AUC: 0.5493, ACC AUC: 0.7019, ACC NDCG@20: 0.0198, Seq_model training time: 17.41min
LASER Seq-model 2, Epoch [50/2000], Runs: 840, Loss: 0.0227, UL AUC: 0.5485, ACC AUC: 0.7020, ACC NDCG@20: 0.0197, Seq_model training time: 17.77min
LASER Seq-model 2, Epoch [51/2000], Runs: 840, Loss: 0.0221, UL AUC: 0.5483, ACC AUC: 0.7014, ACC NDCG@20: 0.0198, Seq_model training time: 18.12min
LASER Seq-model 2, Epoch [52/2000], Runs: 840, Loss: 0.0220, UL AUC: 0.5492, ACC AUC: 0.7007, ACC NDCG@20: 0.0197, Seq_model training time: 18.48min
LASER Seq-model 2, Epoch [53/2000], Runs: 840, Loss: 0.0219, UL AUC: 0.5495, ACC AUC: 0.7009, ACC NDCG@20: 0.0198, Seq_model training time: 18.84min
LASER Seq-model 2, Epoch [54/2000], Runs: 840, Loss: 0.0223, UL AUC: 0.5500, ACC AUC: 0.7008, ACC NDCG@20: 0.0194, Seq_model training time: 19.19min
LASER Seq-model 2, Epoch [55/2000], Runs: 840, Loss: 0.0219, UL AUC: 0.5503, ACC AUC: 0.7008, ACC NDCG@20: 0.0197, Seq_model training time: 19.54min
LASER Seq-model 2, Epoch [56/2000], Runs: 840, Loss: 0.0220, UL AUC: 0.5497, ACC AUC: 0.7007, ACC NDCG@20: 0.0195, Seq_model training time: 19.90min
LASER Seq-model 2, Epoch [57/2000], Runs: 840, Loss: 0.0220, UL AUC: 0.5494, ACC AUC: 0.7009, ACC NDCG@20: 0.0197, Seq_model training time: 20.25min
LASER Seq-model 2, Epoch [58/2000], Runs: 840, Loss: 0.0214, UL AUC: 0.5487, ACC AUC: 0.7001, ACC NDCG@20: 0.0195, Seq_model training time: 20.60min
LASER Seq-model 2, Epoch [59/2000], Runs: 840, Loss: 0.0216, UL AUC: 0.5502, ACC AUC: 0.7002, ACC NDCG@20: 0.0196, Seq_model training time: 20.96min
LASER Seq-model 2, Epoch [60/2000], Runs: 840, Loss: 0.0212, UL AUC: 0.5500, ACC AUC: 0.7000, ACC NDCG@20: 0.0197, Seq_model training time: 21.32min
LASER Seq-model 2, Epoch [61/2000], Runs: 840, Loss: 0.0217, UL AUC: 0.5500, ACC AUC: 0.7000, ACC NDCG@20: 0.0196, Seq_model training time: 21.66min
LASER Seq-model 2, Epoch [62/2000], Runs: 840, Loss: 0.0214, UL AUC: 0.5503, ACC AUC: 0.6994, ACC NDCG@20: 0.0196, Seq_model training time: 22.02min
LASER Seq-model 2, Epoch [63/2000], Runs: 840, Loss: 0.0216, UL AUC: 0.5496, ACC AUC: 0.6994, ACC NDCG@20: 0.0195, Seq_model training time: 22.37min
LASER Seq-model 2, Epoch [64/2000], Runs: 840, Loss: 0.0214, UL AUC: 0.5493, ACC AUC: 0.6988, ACC NDCG@20: 0.0195, Seq_model training time: 22.72min
LASER Seq-model 2, Epoch [65/2000], Runs: 840, Loss: 0.0216, UL AUC: 0.5491, ACC AUC: 0.6991, ACC NDCG@20: 0.0199, Seq_model training time: 23.07min
LASER Seq-model 2, Epoch [66/2000], Runs: 840, Loss: 0.0212, UL AUC: 0.5498, ACC AUC: 0.6988, ACC NDCG@20: 0.0200, Seq_model training time: 23.42min
LASER Seq-model 2, Epoch [67/2000], Runs: 840, Loss: 0.0211, UL AUC: 0.5507, ACC AUC: 0.6987, ACC NDCG@20: 0.0200, Seq_model training time: 23.78min
LASER Seq-model 2, Epoch [68/2000], Runs: 840, Loss: 0.0213, UL AUC: 0.5507, ACC AUC: 0.6982, ACC NDCG@20: 0.0197, Seq_model training time: 24.13min
LASER Seq-model 2, Epoch [69/2000], Runs: 840, Loss: 0.0207, UL AUC: 0.5505, ACC AUC: 0.6987, ACC NDCG@20: 0.0197, Seq_model training time: 24.48min
LASER Seq-model 2, Epoch [70/2000], Runs: 840, Loss: 0.0210, UL AUC: 0.5513, ACC AUC: 0.6985, ACC NDCG@20: 0.0195, Seq_model training time: 24.84min
LASER Seq-model 2, Epoch [71/2000], Runs: 840, Loss: 0.0212, UL AUC: 0.5506, ACC AUC: 0.6981, ACC NDCG@20: 0.0193, Seq_model training time: 25.19min
LASER Seq-model 2, Epoch [72/2000], Runs: 840, Loss: 0.0207, UL AUC: 0.5519, ACC AUC: 0.6981, ACC NDCG@20: 0.0193, Seq_model training time: 25.54min
LASER Seq-model 2, Epoch [73/2000], Runs: 840, Loss: 0.0206, UL AUC: 0.5521, ACC AUC: 0.6978, ACC NDCG@20: 0.0194, Seq_model training time: 25.90min
LASER Seq-model 2, Epoch [74/2000], Runs: 840, Loss: 0.0206, UL AUC: 0.5517, ACC AUC: 0.6976, ACC NDCG@20: 0.0195, Seq_model training time: 26.25min
LASER Seq-model 2, Epoch [75/2000], Runs: 840, Loss: 0.0206, UL AUC: 0.5512, ACC AUC: 0.6976, ACC NDCG@20: 0.0198, Seq_model training time: 26.60min
LASER Seq-model 2, Epoch [76/2000], Runs: 840, Loss: 0.0204, UL AUC: 0.5509, ACC AUC: 0.6980, ACC NDCG@20: 0.0200, Seq_model training time: 26.96min
LASER Seq-model 2, Epoch [77/2000], Runs: 840, Loss: 0.0206, UL AUC: 0.5519, ACC AUC: 0.6976, ACC NDCG@20: 0.0198, Seq_model training time: 27.31min
LASER Seq-model 2, Epoch [78/2000], Runs: 840, Loss: 0.0206, UL AUC: 0.5515, ACC AUC: 0.6970, ACC NDCG@20: 0.0198, Seq_model training time: 27.67min
LASER Seq-model 2, Epoch [79/2000], Runs: 840, Loss: 0.0203, UL AUC: 0.5510, ACC AUC: 0.6973, ACC NDCG@20: 0.0200, Seq_model training time: 28.02min
LASER Seq-model 2, Epoch [80/2000], Runs: 840, Loss: 0.0205, UL AUC: 0.5514, ACC AUC: 0.6966, ACC NDCG@20: 0.0199, Seq_model training time: 28.38min
LASER Seq-model 2, Epoch [81/2000], Runs: 840, Loss: 0.0205, UL AUC: 0.5508, ACC AUC: 0.6970, ACC NDCG@20: 0.0201, Seq_model training time: 28.74min
LASER Seq-model 2, Epoch [82/2000], Runs: 840, Loss: 0.0206, UL AUC: 0.5514, ACC AUC: 0.6974, ACC NDCG@20: 0.0203, Seq_model training time: 29.10min
LASER Seq-model 2, Epoch [83/2000], Runs: 840, Loss: 0.0205, UL AUC: 0.5507, ACC AUC: 0.6966, ACC NDCG@20: 0.0201, Seq_model training time: 29.46min
LASER Seq-model 2, Epoch [84/2000], Runs: 840, Loss: 0.0201, UL AUC: 0.5500, ACC AUC: 0.6967, ACC NDCG@20: 0.0204, Seq_model training time: 29.81min
LASER Seq-model 2, Epoch [85/2000], Runs: 840, Loss: 0.0202, UL AUC: 0.5505, ACC AUC: 0.6967, ACC NDCG@20: 0.0203, Seq_model training time: 30.16min
LASER Seq-model 2, Epoch [86/2000], Runs: 840, Loss: 0.0205, UL AUC: 0.5508, ACC AUC: 0.6966, ACC NDCG@20: 0.0200, Seq_model training time: 30.51min
LASER Seq-model 2, Epoch [87/2000], Runs: 840, Loss: 0.0200, UL AUC: 0.5506, ACC AUC: 0.6971, ACC NDCG@20: 0.0199, Seq_model training time: 30.87min
LASER Seq-model 2, Epoch [88/2000], Runs: 840, Loss: 0.0201, UL AUC: 0.5509, ACC AUC: 0.6970, ACC NDCG@20: 0.0201, Seq_model training time: 31.21min
LASER Seq-model 2, Epoch [89/2000], Runs: 840, Loss: 0.0202, UL AUC: 0.5507, ACC AUC: 0.6959, ACC NDCG@20: 0.0198, Seq_model training time: 31.57min
LASER Seq-model 2, Epoch [90/2000], Runs: 840, Loss: 0.0204, UL AUC: 0.5501, ACC AUC: 0.6962, ACC NDCG@20: 0.0199, Seq_model training time: 31.92min
LASER Seq-model 2, Epoch [91/2000], Runs: 840, Loss: 0.0203, UL AUC: 0.5506, ACC AUC: 0.6957, ACC NDCG@20: 0.0202, Seq_model training time: 32.27min
LASER Seq-model 2, Epoch [92/2000], Runs: 840, Loss: 0.0201, UL AUC: 0.5510, ACC AUC: 0.6962, ACC NDCG@20: 0.0200, Seq_model training time: 32.62min
LASER Seq-model 2, Epoch [93/2000], Runs: 840, Loss: 0.0203, UL AUC: 0.5513, ACC AUC: 0.6958, ACC NDCG@20: 0.0200, Seq_model training time: 32.98min
LASER Seq-model 2, Epoch [94/2000], Runs: 840, Loss: 0.0199, UL AUC: 0.5511, ACC AUC: 0.6956, ACC NDCG@20: 0.0200, Seq_model training time: 33.33min
LASER Seq-model 2, Epoch [95/2000], Runs: 840, Loss: 0.0198, UL AUC: 0.5506, ACC AUC: 0.6959, ACC NDCG@20: 0.0198, Seq_model training time: 33.68min
LASER Seq-model 2, Epoch [96/2000], Runs: 840, Loss: 0.0199, UL AUC: 0.5503, ACC AUC: 0.6960, ACC NDCG@20: 0.0201, Seq_model training time: 34.04min
LASER Seq-model 2, Epoch [97/2000], Runs: 840, Loss: 0.0205, UL AUC: 0.5509, ACC AUC: 0.6959, ACC NDCG@20: 0.0201, Seq_model training time: 34.39min
LASER Seq-model 2, Epoch [98/2000], Runs: 840, Loss: 0.0203, UL AUC: 0.5504, ACC AUC: 0.6954, ACC NDCG@20: 0.0198, Seq_model training time: 34.75min
LASER Seq-model 2, Epoch [99/2000], Runs: 840, Loss: 0.0200, UL AUC: 0.5498, ACC AUC: 0.6950, ACC NDCG@20: 0.0198, Seq_model training time: 35.10min
LASER Seq-model 2, Epoch [100/2000], Runs: 840, Loss: 0.0198, UL AUC: 0.5496, ACC AUC: 0.6953, ACC NDCG@20: 0.0200, Seq_model training time: 35.45min
LASER Seq-model 2, Epoch [101/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5486, ACC AUC: 0.6961, ACC NDCG@20: 0.0200, Seq_model training time: 35.80min
LASER Seq-model 2, Epoch [102/2000], Runs: 840, Loss: 0.0199, UL AUC: 0.5506, ACC AUC: 0.6961, ACC NDCG@20: 0.0197, Seq_model training time: 36.16min
LASER Seq-model 2, Epoch [103/2000], Runs: 840, Loss: 0.0201, UL AUC: 0.5498, ACC AUC: 0.6951, ACC NDCG@20: 0.0197, Seq_model training time: 36.51min
LASER Seq-model 2, Epoch [104/2000], Runs: 840, Loss: 0.0200, UL AUC: 0.5501, ACC AUC: 0.6953, ACC NDCG@20: 0.0198, Seq_model training time: 36.85min
LASER Seq-model 2, Epoch [105/2000], Runs: 840, Loss: 0.0198, UL AUC: 0.5504, ACC AUC: 0.6951, ACC NDCG@20: 0.0199, Seq_model training time: 37.21min
LASER Seq-model 2, Epoch [106/2000], Runs: 840, Loss: 0.0200, UL AUC: 0.5493, ACC AUC: 0.6953, ACC NDCG@20: 0.0197, Seq_model training time: 37.57min
LASER Seq-model 2, Epoch [107/2000], Runs: 840, Loss: 0.0197, UL AUC: 0.5490, ACC AUC: 0.6952, ACC NDCG@20: 0.0198, Seq_model training time: 37.92min
LASER Seq-model 2, Epoch [108/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5501, ACC AUC: 0.6957, ACC NDCG@20: 0.0198, Seq_model training time: 38.27min
LASER Seq-model 2, Epoch [109/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5503, ACC AUC: 0.6952, ACC NDCG@20: 0.0197, Seq_model training time: 38.62min
LASER Seq-model 2, Epoch [110/2000], Runs: 840, Loss: 0.0196, UL AUC: 0.5506, ACC AUC: 0.6953, ACC NDCG@20: 0.0198, Seq_model training time: 38.98min
LASER Seq-model 2, Epoch [111/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5499, ACC AUC: 0.6945, ACC NDCG@20: 0.0196, Seq_model training time: 39.33min
LASER Seq-model 2, Epoch [112/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5504, ACC AUC: 0.6952, ACC NDCG@20: 0.0199, Seq_model training time: 39.68min
LASER Seq-model 2, Epoch [113/2000], Runs: 840, Loss: 0.0196, UL AUC: 0.5506, ACC AUC: 0.6954, ACC NDCG@20: 0.0197, Seq_model training time: 40.03min
LASER Seq-model 2, Epoch [114/2000], Runs: 840, Loss: 0.0196, UL AUC: 0.5499, ACC AUC: 0.6949, ACC NDCG@20: 0.0200, Seq_model training time: 40.38min
LASER Seq-model 2, Epoch [115/2000], Runs: 840, Loss: 0.0193, UL AUC: 0.5497, ACC AUC: 0.6958, ACC NDCG@20: 0.0201, Seq_model training time: 40.74min
LASER Seq-model 2, Epoch [116/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5493, ACC AUC: 0.6948, ACC NDCG@20: 0.0200, Seq_model training time: 41.09min
LASER Seq-model 2, Epoch [117/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5502, ACC AUC: 0.6948, ACC NDCG@20: 0.0198, Seq_model training time: 41.45min
LASER Seq-model 2, Epoch [118/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5517, ACC AUC: 0.6944, ACC NDCG@20: 0.0199, Seq_model training time: 41.80min
LASER Seq-model 2, Epoch [119/2000], Runs: 840, Loss: 0.0196, UL AUC: 0.5499, ACC AUC: 0.6948, ACC NDCG@20: 0.0199, Seq_model training time: 42.16min
LASER Seq-model 2, Epoch [120/2000], Runs: 840, Loss: 0.0196, UL AUC: 0.5504, ACC AUC: 0.6950, ACC NDCG@20: 0.0201, Seq_model training time: 42.51min
LASER Seq-model 2, Epoch [121/2000], Runs: 840, Loss: 0.0198, UL AUC: 0.5509, ACC AUC: 0.6946, ACC NDCG@20: 0.0199, Seq_model training time: 42.87min
LASER Seq-model 2, Epoch [122/2000], Runs: 840, Loss: 0.0196, UL AUC: 0.5512, ACC AUC: 0.6951, ACC NDCG@20: 0.0201, Seq_model training time: 43.22min
LASER Seq-model 2, Epoch [123/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5522, ACC AUC: 0.6951, ACC NDCG@20: 0.0201, Seq_model training time: 43.58min
LASER Seq-model 2, Epoch [124/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5512, ACC AUC: 0.6946, ACC NDCG@20: 0.0199, Seq_model training time: 43.93min
LASER Seq-model 2, Epoch [125/2000], Runs: 840, Loss: 0.0193, UL AUC: 0.5525, ACC AUC: 0.6945, ACC NDCG@20: 0.0200, Seq_model training time: 44.29min
LASER Seq-model 2, Epoch [126/2000], Runs: 840, Loss: 0.0192, UL AUC: 0.5519, ACC AUC: 0.6948, ACC NDCG@20: 0.0200, Seq_model training time: 44.64min
LASER Seq-model 2, Epoch [127/2000], Runs: 840, Loss: 0.0195, UL AUC: 0.5514, ACC AUC: 0.6950, ACC NDCG@20: 0.0202, Seq_model training time: 44.99min
LASER Seq-model 2, Epoch [128/2000], Runs: 840, Loss: 0.0191, UL AUC: 0.5500, ACC AUC: 0.6946, ACC NDCG@20: 0.0201, Seq_model training time: 45.35min
LASER Seq-model 2, Epoch [129/2000], Runs: 840, Loss: 0.0194, UL AUC: 0.5502, ACC AUC: 0.6942, ACC NDCG@20: 0.0198, Seq_model training time: 45.70min
LASER Seq-model 2, Epoch [130/2000], Runs: 840, Loss: 0.0191, UL AUC: 0.5495, ACC AUC: 0.6946, ACC NDCG@20: 0.0199, Seq_model training time: 46.05min
LASER Seq-model 2, Epoch [131/2000], Runs: 840, Loss: 0.0194, UL AUC: 0.5510, ACC AUC: 0.6946, ACC NDCG@20: 0.0198, Seq_model training time: 46.41min
LASER Seq-model 2, Epoch [132/2000], Runs: 840, Loss: 0.0194, UL AUC: 0.5516, ACC AUC: 0.6946, ACC NDCG@20: 0.0200, Seq_model training time: 46.76min
LASER Seq-model 2, Epoch [133/2000], Runs: 840, Loss: 0.0192, UL AUC: 0.5511, ACC AUC: 0.6955, ACC NDCG@20: 0.0200, Seq_model training time: 47.10min
LASER Seq-model 2, Epoch [134/2000], Runs: 840, Loss: 0.0193, UL AUC: 0.5512, ACC AUC: 0.6952, ACC NDCG@20: 0.0201, Seq_model training time: 47.45min
[LASER] FINISH training SEQ_MODELS, current time: 174.52min.
TOTAL RUNNING TIME: 174.52min
[LASER] TRAINING FINISHED. TOTAL TIME: 174.52min.
Precision@20: 0.0115; Recall@20: 0.0253;  NDCG@20: 0.0206;  
Precision@50: 0.0089; Recall@50: 0.0481;  NDCG@50: 0.0292;  
Precision@100: 0.0071; Recall@100: 0.0764;  NDCG@100: 0.0385;  
Before unlearning: ACC AUC: 0.9280, UL AUC: 0.5021, ACC NDCG@20: 0.0460
After unlearning: ACC AUC: 0.6967, UL AUC: 0.5500, ACC NDCG@20: 0.0206
