Read ml-1M dataset done! u_num: 6040, i_num: 3883
Load a pre-trained model
UL AUC before unlearning: 0.4898
ACC AUC before unlearning: 0.9108
NDCG@20 before unlearning: 0.2855
Start grouping!
Finish grouping!
[LASER] START TRAINING. CURRENT TIME: 0.02min.
[LASER] INFLUENCED GROUPS: {0, 1, 2}, current time: 0.02min.
[LASER] START training 3 SEQ_MODELS, current time: 0.02min.
[LASER] START training seq_model 0, current time: 0.02min.
LASER Seq-model 0, Epoch [1/2000], Runs: 329, Loss: 0.4405, UL AUC: 0.5083, ACC AUC: 0.6158, ACC NDCG@20: 0.0879, Seq_model training time: 0.18min
LASER Seq-model 0, Epoch [2/2000], Runs: 329, Loss: 0.3321, UL AUC: 0.5105, ACC AUC: 0.6270, ACC NDCG@20: 0.0874, Seq_model training time: 0.32min
LASER Seq-model 0, Epoch [3/2000], Runs: 329, Loss: 0.3051, UL AUC: 0.5117, ACC AUC: 0.6341, ACC NDCG@20: 0.0867, Seq_model training time: 0.47min
LASER Seq-model 0, Epoch [4/2000], Runs: 329, Loss: 0.2846, UL AUC: 0.5128, ACC AUC: 0.6392, ACC NDCG@20: 0.0866, Seq_model training time: 0.61min
LASER Seq-model 0, Epoch [5/2000], Runs: 329, Loss: 0.2665, UL AUC: 0.5144, ACC AUC: 0.6434, ACC NDCG@20: 0.0881, Seq_model training time: 0.75min
LASER Seq-model 0, Epoch [6/2000], Runs: 329, Loss: 0.2492, UL AUC: 0.5155, ACC AUC: 0.6465, ACC NDCG@20: 0.0918, Seq_model training time: 0.90min
LASER Seq-model 0, Epoch [7/2000], Runs: 329, Loss: 0.2376, UL AUC: 0.5160, ACC AUC: 0.6491, ACC NDCG@20: 0.0936, Seq_model training time: 1.04min
LASER Seq-model 0, Epoch [8/2000], Runs: 329, Loss: 0.2253, UL AUC: 0.5164, ACC AUC: 0.6508, ACC NDCG@20: 0.0967, Seq_model training time: 1.19min
LASER Seq-model 0, Epoch [9/2000], Runs: 329, Loss: 0.2123, UL AUC: 0.5179, ACC AUC: 0.6521, ACC NDCG@20: 0.0987, Seq_model training time: 1.33min
LASER Seq-model 0, Epoch [10/2000], Runs: 329, Loss: 0.2076, UL AUC: 0.5189, ACC AUC: 0.6532, ACC NDCG@20: 0.1003, Seq_model training time: 1.48min
LASER Seq-model 0, Epoch [11/2000], Runs: 329, Loss: 0.1978, UL AUC: 0.5195, ACC AUC: 0.6539, ACC NDCG@20: 0.1015, Seq_model training time: 1.63min
LASER Seq-model 0, Epoch [12/2000], Runs: 329, Loss: 0.1931, UL AUC: 0.5201, ACC AUC: 0.6548, ACC NDCG@20: 0.1024, Seq_model training time: 1.78min
LASER Seq-model 0, Epoch [13/2000], Runs: 329, Loss: 0.1879, UL AUC: 0.5207, ACC AUC: 0.6553, ACC NDCG@20: 0.1027, Seq_model training time: 1.93min
LASER Seq-model 0, Epoch [14/2000], Runs: 329, Loss: 0.1818, UL AUC: 0.5204, ACC AUC: 0.6558, ACC NDCG@20: 0.1055, Seq_model training time: 2.07min
LASER Seq-model 0, Epoch [15/2000], Runs: 329, Loss: 0.1780, UL AUC: 0.5215, ACC AUC: 0.6564, ACC NDCG@20: 0.1042, Seq_model training time: 2.22min
LASER Seq-model 0, Epoch [16/2000], Runs: 329, Loss: 0.1745, UL AUC: 0.5216, ACC AUC: 0.6566, ACC NDCG@20: 0.1050, Seq_model training time: 2.36min
LASER Seq-model 0, Epoch [17/2000], Runs: 329, Loss: 0.1700, UL AUC: 0.5228, ACC AUC: 0.6571, ACC NDCG@20: 0.1051, Seq_model training time: 2.51min
LASER Seq-model 0, Epoch [18/2000], Runs: 329, Loss: 0.1689, UL AUC: 0.5235, ACC AUC: 0.6573, ACC NDCG@20: 0.1048, Seq_model training time: 2.65min
LASER Seq-model 0, Epoch [19/2000], Runs: 329, Loss: 0.1655, UL AUC: 0.5246, ACC AUC: 0.6575, ACC NDCG@20: 0.1053, Seq_model training time: 2.80min
LASER Seq-model 0, Epoch [20/2000], Runs: 329, Loss: 0.1618, UL AUC: 0.5246, ACC AUC: 0.6578, ACC NDCG@20: 0.1073, Seq_model training time: 2.95min
LASER Seq-model 0, Epoch [21/2000], Runs: 329, Loss: 0.1592, UL AUC: 0.5250, ACC AUC: 0.6584, ACC NDCG@20: 0.1058, Seq_model training time: 3.09min
LASER Seq-model 0, Epoch [22/2000], Runs: 329, Loss: 0.1569, UL AUC: 0.5257, ACC AUC: 0.6587, ACC NDCG@20: 0.1059, Seq_model training time: 3.24min
LASER Seq-model 0, Epoch [23/2000], Runs: 329, Loss: 0.1563, UL AUC: 0.5261, ACC AUC: 0.6587, ACC NDCG@20: 0.1062, Seq_model training time: 3.38min
LASER Seq-model 0, Epoch [24/2000], Runs: 329, Loss: 0.1536, UL AUC: 0.5265, ACC AUC: 0.6588, ACC NDCG@20: 0.1060, Seq_model training time: 3.53min
LASER Seq-model 0, Epoch [25/2000], Runs: 329, Loss: 0.1506, UL AUC: 0.5268, ACC AUC: 0.6588, ACC NDCG@20: 0.1062, Seq_model training time: 3.67min
LASER Seq-model 0, Epoch [26/2000], Runs: 329, Loss: 0.1481, UL AUC: 0.5266, ACC AUC: 0.6590, ACC NDCG@20: 0.1076, Seq_model training time: 3.82min
LASER Seq-model 0, Epoch [27/2000], Runs: 329, Loss: 0.1470, UL AUC: 0.5273, ACC AUC: 0.6591, ACC NDCG@20: 0.1068, Seq_model training time: 3.97min
LASER Seq-model 0, Epoch [28/2000], Runs: 329, Loss: 0.1466, UL AUC: 0.5279, ACC AUC: 0.6592, ACC NDCG@20: 0.1060, Seq_model training time: 4.11min
LASER Seq-model 0, Epoch [29/2000], Runs: 329, Loss: 0.1448, UL AUC: 0.5281, ACC AUC: 0.6593, ACC NDCG@20: 0.1074, Seq_model training time: 4.26min
LASER Seq-model 0, Epoch [30/2000], Runs: 329, Loss: 0.1445, UL AUC: 0.5288, ACC AUC: 0.6595, ACC NDCG@20: 0.1055, Seq_model training time: 4.41min
LASER Seq-model 0, Epoch [31/2000], Runs: 329, Loss: 0.1402, UL AUC: 0.5293, ACC AUC: 0.6596, ACC NDCG@20: 0.1066, Seq_model training time: 4.55min
LASER Seq-model 0, Epoch [32/2000], Runs: 329, Loss: 0.1393, UL AUC: 0.5303, ACC AUC: 0.6593, ACC NDCG@20: 0.1051, Seq_model training time: 4.70min
LASER Seq-model 0, Epoch [33/2000], Runs: 329, Loss: 0.1391, UL AUC: 0.5303, ACC AUC: 0.6594, ACC NDCG@20: 0.1061, Seq_model training time: 4.85min
LASER Seq-model 0, Epoch [34/2000], Runs: 329, Loss: 0.1387, UL AUC: 0.5302, ACC AUC: 0.6596, ACC NDCG@20: 0.1076, Seq_model training time: 4.99min
LASER Seq-model 0, Epoch [35/2000], Runs: 329, Loss: 0.1382, UL AUC: 0.5303, ACC AUC: 0.6597, ACC NDCG@20: 0.1062, Seq_model training time: 5.14min
LASER Seq-model 0, Epoch [36/2000], Runs: 329, Loss: 0.1365, UL AUC: 0.5305, ACC AUC: 0.6597, ACC NDCG@20: 0.1067, Seq_model training time: 5.28min
LASER Seq-model 0, Epoch [37/2000], Runs: 329, Loss: 0.1358, UL AUC: 0.5306, ACC AUC: 0.6598, ACC NDCG@20: 0.1073, Seq_model training time: 5.42min
LASER Seq-model 0, Epoch [38/2000], Runs: 329, Loss: 0.1343, UL AUC: 0.5311, ACC AUC: 0.6597, ACC NDCG@20: 0.1069, Seq_model training time: 5.57min
LASER Seq-model 0, Epoch [39/2000], Runs: 329, Loss: 0.1319, UL AUC: 0.5317, ACC AUC: 0.6599, ACC NDCG@20: 0.1067, Seq_model training time: 5.71min
LASER Seq-model 0, Epoch [40/2000], Runs: 329, Loss: 0.1328, UL AUC: 0.5319, ACC AUC: 0.6600, ACC NDCG@20: 0.1066, Seq_model training time: 5.86min
LASER Seq-model 0, Epoch [41/2000], Runs: 329, Loss: 0.1326, UL AUC: 0.5324, ACC AUC: 0.6599, ACC NDCG@20: 0.1063, Seq_model training time: 6.00min
LASER Seq-model 0, Epoch [42/2000], Runs: 329, Loss: 0.1308, UL AUC: 0.5323, ACC AUC: 0.6601, ACC NDCG@20: 0.1064, Seq_model training time: 6.15min
LASER Seq-model 0, Epoch [43/2000], Runs: 329, Loss: 0.1323, UL AUC: 0.5322, ACC AUC: 0.6601, ACC NDCG@20: 0.1066, Seq_model training time: 6.30min
LASER Seq-model 0, Epoch [44/2000], Runs: 329, Loss: 0.1298, UL AUC: 0.5321, ACC AUC: 0.6600, ACC NDCG@20: 0.1072, Seq_model training time: 6.44min
LASER Seq-model 0, Epoch [45/2000], Runs: 329, Loss: 0.1287, UL AUC: 0.5324, ACC AUC: 0.6599, ACC NDCG@20: 0.1084, Seq_model training time: 6.59min
LASER Seq-model 0, Epoch [46/2000], Runs: 329, Loss: 0.1275, UL AUC: 0.5334, ACC AUC: 0.6599, ACC NDCG@20: 0.1071, Seq_model training time: 6.73min
LASER Seq-model 0, Epoch [47/2000], Runs: 329, Loss: 0.1279, UL AUC: 0.5334, ACC AUC: 0.6598, ACC NDCG@20: 0.1067, Seq_model training time: 6.88min
LASER Seq-model 0, Epoch [48/2000], Runs: 329, Loss: 0.1274, UL AUC: 0.5330, ACC AUC: 0.6596, ACC NDCG@20: 0.1081, Seq_model training time: 7.02min
LASER Seq-model 0, Epoch [49/2000], Runs: 329, Loss: 0.1269, UL AUC: 0.5340, ACC AUC: 0.6599, ACC NDCG@20: 0.1067, Seq_model training time: 7.17min
LASER Seq-model 0, Epoch [50/2000], Runs: 329, Loss: 0.1260, UL AUC: 0.5344, ACC AUC: 0.6598, ACC NDCG@20: 0.1069, Seq_model training time: 7.31min
LASER Seq-model 0, Epoch [51/2000], Runs: 329, Loss: 0.1241, UL AUC: 0.5344, ACC AUC: 0.6600, ACC NDCG@20: 0.1074, Seq_model training time: 7.46min
LASER Seq-model 0, Epoch [52/2000], Runs: 329, Loss: 0.1260, UL AUC: 0.5347, ACC AUC: 0.6599, ACC NDCG@20: 0.1068, Seq_model training time: 7.60min
LASER Seq-model 0, Epoch [53/2000], Runs: 329, Loss: 0.1247, UL AUC: 0.5349, ACC AUC: 0.6600, ACC NDCG@20: 0.1070, Seq_model training time: 7.75min
LASER Seq-model 0, Epoch [54/2000], Runs: 329, Loss: 0.1229, UL AUC: 0.5353, ACC AUC: 0.6599, ACC NDCG@20: 0.1068, Seq_model training time: 7.90min
LASER Seq-model 0, Epoch [55/2000], Runs: 329, Loss: 0.1235, UL AUC: 0.5356, ACC AUC: 0.6599, ACC NDCG@20: 0.1067, Seq_model training time: 8.04min
LASER Seq-model 0, Epoch [56/2000], Runs: 329, Loss: 0.1244, UL AUC: 0.5360, ACC AUC: 0.6597, ACC NDCG@20: 0.1053, Seq_model training time: 8.19min
LASER Seq-model 0, Epoch [57/2000], Runs: 329, Loss: 0.1227, UL AUC: 0.5359, ACC AUC: 0.6600, ACC NDCG@20: 0.1054, Seq_model training time: 8.34min
LASER Seq-model 0, Epoch [58/2000], Runs: 329, Loss: 0.1230, UL AUC: 0.5357, ACC AUC: 0.6598, ACC NDCG@20: 0.1063, Seq_model training time: 8.48min
LASER Seq-model 0, Epoch [59/2000], Runs: 329, Loss: 0.1235, UL AUC: 0.5358, ACC AUC: 0.6598, ACC NDCG@20: 0.1058, Seq_model training time: 8.63min
LASER Seq-model 0, Epoch [60/2000], Runs: 329, Loss: 0.1210, UL AUC: 0.5361, ACC AUC: 0.6598, ACC NDCG@20: 0.1061, Seq_model training time: 8.78min
LASER Seq-model 0, Epoch [61/2000], Runs: 329, Loss: 0.1212, UL AUC: 0.5360, ACC AUC: 0.6598, ACC NDCG@20: 0.1061, Seq_model training time: 8.92min
LASER Seq-model 0, Epoch [62/2000], Runs: 329, Loss: 0.1206, UL AUC: 0.5358, ACC AUC: 0.6596, ACC NDCG@20: 0.1071, Seq_model training time: 9.07min
LASER Seq-model 0, Epoch [63/2000], Runs: 329, Loss: 0.1195, UL AUC: 0.5366, ACC AUC: 0.6595, ACC NDCG@20: 0.1042, Seq_model training time: 9.22min
LASER Seq-model 0, Epoch [64/2000], Runs: 329, Loss: 0.1202, UL AUC: 0.5368, ACC AUC: 0.6597, ACC NDCG@20: 0.1046, Seq_model training time: 9.36min
LASER Seq-model 0, Epoch [65/2000], Runs: 329, Loss: 0.1198, UL AUC: 0.5362, ACC AUC: 0.6597, ACC NDCG@20: 0.1064, Seq_model training time: 9.51min
LASER Seq-model 0, Epoch [66/2000], Runs: 329, Loss: 0.1198, UL AUC: 0.5366, ACC AUC: 0.6596, ACC NDCG@20: 0.1047, Seq_model training time: 9.65min
LASER Seq-model 0, Epoch [67/2000], Runs: 329, Loss: 0.1203, UL AUC: 0.5367, ACC AUC: 0.6597, ACC NDCG@20: 0.1029, Seq_model training time: 9.80min
LASER Seq-model 0, Epoch [68/2000], Runs: 329, Loss: 0.1205, UL AUC: 0.5372, ACC AUC: 0.6595, ACC NDCG@20: 0.1038, Seq_model training time: 9.95min
LASER Seq-model 0, Epoch [69/2000], Runs: 329, Loss: 0.1185, UL AUC: 0.5366, ACC AUC: 0.6597, ACC NDCG@20: 0.1055, Seq_model training time: 10.09min
LASER Seq-model 0, Epoch [70/2000], Runs: 329, Loss: 0.1196, UL AUC: 0.5365, ACC AUC: 0.6596, ACC NDCG@20: 0.1050, Seq_model training time: 10.24min
LASER Seq-model 0, Epoch [71/2000], Runs: 329, Loss: 0.1186, UL AUC: 0.5363, ACC AUC: 0.6597, ACC NDCG@20: 0.1060, Seq_model training time: 10.39min
LASER Seq-model 0, Epoch [72/2000], Runs: 329, Loss: 0.1194, UL AUC: 0.5366, ACC AUC: 0.6597, ACC NDCG@20: 0.1055, Seq_model training time: 10.53min
LASER Seq-model 0, Epoch [73/2000], Runs: 329, Loss: 0.1180, UL AUC: 0.5363, ACC AUC: 0.6594, ACC NDCG@20: 0.1058, Seq_model training time: 10.67min
LASER Seq-model 0, Epoch [74/2000], Runs: 329, Loss: 0.1181, UL AUC: 0.5364, ACC AUC: 0.6595, ACC NDCG@20: 0.1051, Seq_model training time: 10.82min
LASER Seq-model 0, Epoch [75/2000], Runs: 329, Loss: 0.1180, UL AUC: 0.5370, ACC AUC: 0.6598, ACC NDCG@20: 0.1040, Seq_model training time: 10.96min
LASER Seq-model 0, Epoch [76/2000], Runs: 329, Loss: 0.1170, UL AUC: 0.5366, ACC AUC: 0.6596, ACC NDCG@20: 0.1057, Seq_model training time: 11.10min
LASER Seq-model 0, Epoch [77/2000], Runs: 329, Loss: 0.1166, UL AUC: 0.5370, ACC AUC: 0.6596, ACC NDCG@20: 0.1057, Seq_model training time: 11.25min
LASER Seq-model 0, Epoch [78/2000], Runs: 329, Loss: 0.1171, UL AUC: 0.5368, ACC AUC: 0.6596, ACC NDCG@20: 0.1064, Seq_model training time: 11.39min
LASER Seq-model 0, Epoch [79/2000], Runs: 329, Loss: 0.1153, UL AUC: 0.5366, ACC AUC: 0.6596, ACC NDCG@20: 0.1074, Seq_model training time: 11.54min
LASER Seq-model 0, Epoch [80/2000], Runs: 329, Loss: 0.1169, UL AUC: 0.5365, ACC AUC: 0.6596, ACC NDCG@20: 0.1078, Seq_model training time: 11.69min
LASER Seq-model 0, Epoch [81/2000], Runs: 329, Loss: 0.1158, UL AUC: 0.5366, ACC AUC: 0.6595, ACC NDCG@20: 0.1060, Seq_model training time: 11.84min
LASER Seq-model 0, Epoch [82/2000], Runs: 329, Loss: 0.1166, UL AUC: 0.5366, ACC AUC: 0.6596, ACC NDCG@20: 0.1057, Seq_model training time: 11.98min
LASER Seq-model 0, Epoch [83/2000], Runs: 329, Loss: 0.1153, UL AUC: 0.5363, ACC AUC: 0.6594, ACC NDCG@20: 0.1058, Seq_model training time: 12.13min
LASER Seq-model 0, Epoch [84/2000], Runs: 329, Loss: 0.1178, UL AUC: 0.5365, ACC AUC: 0.6594, ACC NDCG@20: 0.1067, Seq_model training time: 12.27min
LASER Seq-model 0, Epoch [85/2000], Runs: 329, Loss: 0.1152, UL AUC: 0.5370, ACC AUC: 0.6593, ACC NDCG@20: 0.1060, Seq_model training time: 12.42min
LASER Seq-model 0, Epoch [86/2000], Runs: 329, Loss: 0.1150, UL AUC: 0.5375, ACC AUC: 0.6594, ACC NDCG@20: 0.1042, Seq_model training time: 12.56min
LASER Seq-model 0, Epoch [87/2000], Runs: 329, Loss: 0.1157, UL AUC: 0.5371, ACC AUC: 0.6592, ACC NDCG@20: 0.1061, Seq_model training time: 12.71min
LASER Seq-model 0, Epoch [88/2000], Runs: 329, Loss: 0.1153, UL AUC: 0.5376, ACC AUC: 0.6593, ACC NDCG@20: 0.1046, Seq_model training time: 12.85min
LASER Seq-model 0, Epoch [89/2000], Runs: 329, Loss: 0.1144, UL AUC: 0.5369, ACC AUC: 0.6593, ACC NDCG@20: 0.1064, Seq_model training time: 13.00min
LASER Seq-model 0, Epoch [90/2000], Runs: 329, Loss: 0.1136, UL AUC: 0.5369, ACC AUC: 0.6590, ACC NDCG@20: 0.1063, Seq_model training time: 13.14min
LASER Seq-model 0, Epoch [91/2000], Runs: 329, Loss: 0.1147, UL AUC: 0.5376, ACC AUC: 0.6593, ACC NDCG@20: 0.1058, Seq_model training time: 13.29min
LASER Seq-model 0, Epoch [92/2000], Runs: 329, Loss: 0.1144, UL AUC: 0.5372, ACC AUC: 0.6589, ACC NDCG@20: 0.1063, Seq_model training time: 13.44min
LASER Seq-model 0, Epoch [93/2000], Runs: 329, Loss: 0.1146, UL AUC: 0.5373, ACC AUC: 0.6590, ACC NDCG@20: 0.1070, Seq_model training time: 13.58min
LASER Seq-model 0, Epoch [94/2000], Runs: 329, Loss: 0.1141, UL AUC: 0.5372, ACC AUC: 0.6591, ACC NDCG@20: 0.1072, Seq_model training time: 13.73min
LASER Seq-model 0, Epoch [95/2000], Runs: 329, Loss: 0.1149, UL AUC: 0.5374, ACC AUC: 0.6588, ACC NDCG@20: 0.1071, Seq_model training time: 13.87min
[LASER] START training seq_model 1, current time: 14.04min.
LASER Seq-model 1, Epoch [1/2000], Runs: 211, Loss: 0.3366, UL AUC: 0.5529, ACC AUC: 0.7204, ACC NDCG@20: 0.0526, Seq_model training time: 0.11min
LASER Seq-model 1, Epoch [2/2000], Runs: 211, Loss: 0.2650, UL AUC: 0.5529, ACC AUC: 0.7302, ACC NDCG@20: 0.0639, Seq_model training time: 0.22min
LASER Seq-model 1, Epoch [3/2000], Runs: 211, Loss: 0.2371, UL AUC: 0.5533, ACC AUC: 0.7371, ACC NDCG@20: 0.0697, Seq_model training time: 0.33min
LASER Seq-model 1, Epoch [4/2000], Runs: 211, Loss: 0.2202, UL AUC: 0.5528, ACC AUC: 0.7422, ACC NDCG@20: 0.0757, Seq_model training time: 0.45min
LASER Seq-model 1, Epoch [5/2000], Runs: 211, Loss: 0.2066, UL AUC: 0.5528, ACC AUC: 0.7459, ACC NDCG@20: 0.0795, Seq_model training time: 0.56min
LASER Seq-model 1, Epoch [6/2000], Runs: 211, Loss: 0.1970, UL AUC: 0.5531, ACC AUC: 0.7487, ACC NDCG@20: 0.0827, Seq_model training time: 0.66min
LASER Seq-model 1, Epoch [7/2000], Runs: 211, Loss: 0.1881, UL AUC: 0.5526, ACC AUC: 0.7503, ACC NDCG@20: 0.0850, Seq_model training time: 0.77min
LASER Seq-model 1, Epoch [8/2000], Runs: 211, Loss: 0.1811, UL AUC: 0.5533, ACC AUC: 0.7523, ACC NDCG@20: 0.0854, Seq_model training time: 0.88min
LASER Seq-model 1, Epoch [9/2000], Runs: 211, Loss: 0.1745, UL AUC: 0.5534, ACC AUC: 0.7536, ACC NDCG@20: 0.0866, Seq_model training time: 0.99min
LASER Seq-model 1, Epoch [10/2000], Runs: 211, Loss: 0.1681, UL AUC: 0.5532, ACC AUC: 0.7546, ACC NDCG@20: 0.0889, Seq_model training time: 1.11min
LASER Seq-model 1, Epoch [11/2000], Runs: 211, Loss: 0.1649, UL AUC: 0.5533, ACC AUC: 0.7556, ACC NDCG@20: 0.0917, Seq_model training time: 1.22min
LASER Seq-model 1, Epoch [12/2000], Runs: 211, Loss: 0.1586, UL AUC: 0.5544, ACC AUC: 0.7567, ACC NDCG@20: 0.0908, Seq_model training time: 1.32min
LASER Seq-model 1, Epoch [13/2000], Runs: 211, Loss: 0.1556, UL AUC: 0.5539, ACC AUC: 0.7571, ACC NDCG@20: 0.0928, Seq_model training time: 1.43min
LASER Seq-model 1, Epoch [14/2000], Runs: 211, Loss: 0.1514, UL AUC: 0.5540, ACC AUC: 0.7579, ACC NDCG@20: 0.0926, Seq_model training time: 1.55min
LASER Seq-model 1, Epoch [15/2000], Runs: 211, Loss: 0.1459, UL AUC: 0.5538, ACC AUC: 0.7582, ACC NDCG@20: 0.0943, Seq_model training time: 1.66min
LASER Seq-model 1, Epoch [16/2000], Runs: 211, Loss: 0.1448, UL AUC: 0.5545, ACC AUC: 0.7590, ACC NDCG@20: 0.0950, Seq_model training time: 1.77min
LASER Seq-model 1, Epoch [17/2000], Runs: 211, Loss: 0.1413, UL AUC: 0.5548, ACC AUC: 0.7596, ACC NDCG@20: 0.0969, Seq_model training time: 1.88min
LASER Seq-model 1, Epoch [18/2000], Runs: 211, Loss: 0.1370, UL AUC: 0.5547, ACC AUC: 0.7596, ACC NDCG@20: 0.0964, Seq_model training time: 1.99min
LASER Seq-model 1, Epoch [19/2000], Runs: 211, Loss: 0.1351, UL AUC: 0.5540, ACC AUC: 0.7598, ACC NDCG@20: 0.0985, Seq_model training time: 2.10min
LASER Seq-model 1, Epoch [20/2000], Runs: 211, Loss: 0.1326, UL AUC: 0.5546, ACC AUC: 0.7599, ACC NDCG@20: 0.0985, Seq_model training time: 2.21min
LASER Seq-model 1, Epoch [21/2000], Runs: 211, Loss: 0.1302, UL AUC: 0.5540, ACC AUC: 0.7598, ACC NDCG@20: 0.0998, Seq_model training time: 2.32min
LASER Seq-model 1, Epoch [22/2000], Runs: 211, Loss: 0.1282, UL AUC: 0.5545, ACC AUC: 0.7597, ACC NDCG@20: 0.0999, Seq_model training time: 2.43min
LASER Seq-model 1, Epoch [23/2000], Runs: 211, Loss: 0.1263, UL AUC: 0.5542, ACC AUC: 0.7595, ACC NDCG@20: 0.1022, Seq_model training time: 2.54min
LASER Seq-model 1, Epoch [24/2000], Runs: 211, Loss: 0.1274, UL AUC: 0.5544, ACC AUC: 0.7595, ACC NDCG@20: 0.1017, Seq_model training time: 2.66min
LASER Seq-model 1, Epoch [25/2000], Runs: 211, Loss: 0.1216, UL AUC: 0.5543, ACC AUC: 0.7596, ACC NDCG@20: 0.1016, Seq_model training time: 2.77min
LASER Seq-model 1, Epoch [26/2000], Runs: 211, Loss: 0.1211, UL AUC: 0.5545, ACC AUC: 0.7593, ACC NDCG@20: 0.1016, Seq_model training time: 2.88min
LASER Seq-model 1, Epoch [27/2000], Runs: 211, Loss: 0.1210, UL AUC: 0.5549, ACC AUC: 0.7594, ACC NDCG@20: 0.1020, Seq_model training time: 3.00min
LASER Seq-model 1, Epoch [28/2000], Runs: 211, Loss: 0.1196, UL AUC: 0.5550, ACC AUC: 0.7595, ACC NDCG@20: 0.1017, Seq_model training time: 3.11min
LASER Seq-model 1, Epoch [29/2000], Runs: 211, Loss: 0.1172, UL AUC: 0.5545, ACC AUC: 0.7590, ACC NDCG@20: 0.1024, Seq_model training time: 3.22min
LASER Seq-model 1, Epoch [30/2000], Runs: 211, Loss: 0.1153, UL AUC: 0.5549, ACC AUC: 0.7589, ACC NDCG@20: 0.1018, Seq_model training time: 3.33min
LASER Seq-model 1, Epoch [31/2000], Runs: 211, Loss: 0.1147, UL AUC: 0.5546, ACC AUC: 0.7586, ACC NDCG@20: 0.1036, Seq_model training time: 3.44min
LASER Seq-model 1, Epoch [32/2000], Runs: 211, Loss: 0.1142, UL AUC: 0.5550, ACC AUC: 0.7585, ACC NDCG@20: 0.1020, Seq_model training time: 3.55min
LASER Seq-model 1, Epoch [33/2000], Runs: 211, Loss: 0.1127, UL AUC: 0.5545, ACC AUC: 0.7581, ACC NDCG@20: 0.1038, Seq_model training time: 3.66min
LASER Seq-model 1, Epoch [34/2000], Runs: 211, Loss: 0.1090, UL AUC: 0.5540, ACC AUC: 0.7576, ACC NDCG@20: 0.1056, Seq_model training time: 3.77min
LASER Seq-model 1, Epoch [35/2000], Runs: 211, Loss: 0.1097, UL AUC: 0.5546, ACC AUC: 0.7576, ACC NDCG@20: 0.1046, Seq_model training time: 3.88min
LASER Seq-model 1, Epoch [36/2000], Runs: 211, Loss: 0.1087, UL AUC: 0.5543, ACC AUC: 0.7574, ACC NDCG@20: 0.1050, Seq_model training time: 3.99min
LASER Seq-model 1, Epoch [37/2000], Runs: 211, Loss: 0.1074, UL AUC: 0.5543, ACC AUC: 0.7570, ACC NDCG@20: 0.1039, Seq_model training time: 4.10min
LASER Seq-model 1, Epoch [38/2000], Runs: 211, Loss: 0.1067, UL AUC: 0.5546, ACC AUC: 0.7569, ACC NDCG@20: 0.1032, Seq_model training time: 4.21min
LASER Seq-model 1, Epoch [39/2000], Runs: 211, Loss: 0.1069, UL AUC: 0.5543, ACC AUC: 0.7566, ACC NDCG@20: 0.1042, Seq_model training time: 4.32min
LASER Seq-model 1, Epoch [40/2000], Runs: 211, Loss: 0.1052, UL AUC: 0.5544, ACC AUC: 0.7564, ACC NDCG@20: 0.1035, Seq_model training time: 4.43min
LASER Seq-model 1, Epoch [41/2000], Runs: 211, Loss: 0.1039, UL AUC: 0.5542, ACC AUC: 0.7562, ACC NDCG@20: 0.1050, Seq_model training time: 4.54min
LASER Seq-model 1, Epoch [42/2000], Runs: 211, Loss: 0.1029, UL AUC: 0.5544, ACC AUC: 0.7558, ACC NDCG@20: 0.1047, Seq_model training time: 4.65min
LASER Seq-model 1, Epoch [43/2000], Runs: 211, Loss: 0.1040, UL AUC: 0.5544, ACC AUC: 0.7553, ACC NDCG@20: 0.1044, Seq_model training time: 4.76min
LASER Seq-model 1, Epoch [44/2000], Runs: 211, Loss: 0.1019, UL AUC: 0.5541, ACC AUC: 0.7551, ACC NDCG@20: 0.1048, Seq_model training time: 4.87min
LASER Seq-model 1, Epoch [45/2000], Runs: 211, Loss: 0.1032, UL AUC: 0.5539, ACC AUC: 0.7549, ACC NDCG@20: 0.1052, Seq_model training time: 4.98min
LASER Seq-model 1, Epoch [46/2000], Runs: 211, Loss: 0.1011, UL AUC: 0.5539, ACC AUC: 0.7547, ACC NDCG@20: 0.1048, Seq_model training time: 5.09min
LASER Seq-model 1, Epoch [47/2000], Runs: 211, Loss: 0.0995, UL AUC: 0.5536, ACC AUC: 0.7544, ACC NDCG@20: 0.1066, Seq_model training time: 5.21min
LASER Seq-model 1, Epoch [48/2000], Runs: 211, Loss: 0.1005, UL AUC: 0.5534, ACC AUC: 0.7537, ACC NDCG@20: 0.1056, Seq_model training time: 5.32min
LASER Seq-model 1, Epoch [49/2000], Runs: 211, Loss: 0.0987, UL AUC: 0.5540, ACC AUC: 0.7536, ACC NDCG@20: 0.1053, Seq_model training time: 5.43min
LASER Seq-model 1, Epoch [50/2000], Runs: 211, Loss: 0.0986, UL AUC: 0.5540, ACC AUC: 0.7533, ACC NDCG@20: 0.1056, Seq_model training time: 5.54min
LASER Seq-model 1, Epoch [51/2000], Runs: 211, Loss: 0.0967, UL AUC: 0.5544, ACC AUC: 0.7533, ACC NDCG@20: 0.1053, Seq_model training time: 5.65min
LASER Seq-model 1, Epoch [52/2000], Runs: 211, Loss: 0.0973, UL AUC: 0.5538, ACC AUC: 0.7527, ACC NDCG@20: 0.1074, Seq_model training time: 5.76min
LASER Seq-model 1, Epoch [53/2000], Runs: 211, Loss: 0.0961, UL AUC: 0.5538, ACC AUC: 0.7525, ACC NDCG@20: 0.1065, Seq_model training time: 5.87min
LASER Seq-model 1, Epoch [54/2000], Runs: 211, Loss: 0.0969, UL AUC: 0.5541, ACC AUC: 0.7524, ACC NDCG@20: 0.1044, Seq_model training time: 5.98min
LASER Seq-model 1, Epoch [55/2000], Runs: 211, Loss: 0.0954, UL AUC: 0.5538, ACC AUC: 0.7520, ACC NDCG@20: 0.1052, Seq_model training time: 6.09min
LASER Seq-model 1, Epoch [56/2000], Runs: 211, Loss: 0.0960, UL AUC: 0.5538, ACC AUC: 0.7515, ACC NDCG@20: 0.1065, Seq_model training time: 6.21min
LASER Seq-model 1, Epoch [57/2000], Runs: 211, Loss: 0.0952, UL AUC: 0.5542, ACC AUC: 0.7516, ACC NDCG@20: 0.1044, Seq_model training time: 6.32min
LASER Seq-model 1, Epoch [58/2000], Runs: 211, Loss: 0.0957, UL AUC: 0.5545, ACC AUC: 0.7514, ACC NDCG@20: 0.1048, Seq_model training time: 6.42min
LASER Seq-model 1, Epoch [59/2000], Runs: 211, Loss: 0.0944, UL AUC: 0.5544, ACC AUC: 0.7509, ACC NDCG@20: 0.1045, Seq_model training time: 6.54min
LASER Seq-model 1, Epoch [60/2000], Runs: 211, Loss: 0.0953, UL AUC: 0.5540, ACC AUC: 0.7504, ACC NDCG@20: 0.1048, Seq_model training time: 6.65min
LASER Seq-model 1, Epoch [61/2000], Runs: 211, Loss: 0.0951, UL AUC: 0.5539, ACC AUC: 0.7504, ACC NDCG@20: 0.1043, Seq_model training time: 6.76min
LASER Seq-model 1, Epoch [62/2000], Runs: 211, Loss: 0.0954, UL AUC: 0.5537, ACC AUC: 0.7504, ACC NDCG@20: 0.1055, Seq_model training time: 6.87min
LASER Seq-model 1, Epoch [63/2000], Runs: 211, Loss: 0.0937, UL AUC: 0.5538, ACC AUC: 0.7502, ACC NDCG@20: 0.1054, Seq_model training time: 6.98min
LASER Seq-model 1, Epoch [64/2000], Runs: 211, Loss: 0.0930, UL AUC: 0.5542, ACC AUC: 0.7503, ACC NDCG@20: 0.1043, Seq_model training time: 7.09min
LASER Seq-model 1, Epoch [65/2000], Runs: 211, Loss: 0.0909, UL AUC: 0.5538, ACC AUC: 0.7500, ACC NDCG@20: 0.1050, Seq_model training time: 7.20min
LASER Seq-model 1, Epoch [66/2000], Runs: 211, Loss: 0.0904, UL AUC: 0.5535, ACC AUC: 0.7497, ACC NDCG@20: 0.1044, Seq_model training time: 7.31min
LASER Seq-model 1, Epoch [67/2000], Runs: 211, Loss: 0.0910, UL AUC: 0.5534, ACC AUC: 0.7494, ACC NDCG@20: 0.1057, Seq_model training time: 7.42min
LASER Seq-model 1, Epoch [68/2000], Runs: 211, Loss: 0.0903, UL AUC: 0.5530, ACC AUC: 0.7489, ACC NDCG@20: 0.1066, Seq_model training time: 7.53min
LASER Seq-model 1, Epoch [69/2000], Runs: 211, Loss: 0.0913, UL AUC: 0.5538, ACC AUC: 0.7487, ACC NDCG@20: 0.1051, Seq_model training time: 7.65min
LASER Seq-model 1, Epoch [70/2000], Runs: 211, Loss: 0.0908, UL AUC: 0.5543, ACC AUC: 0.7488, ACC NDCG@20: 0.1047, Seq_model training time: 7.76min
LASER Seq-model 1, Epoch [71/2000], Runs: 211, Loss: 0.0905, UL AUC: 0.5541, ACC AUC: 0.7486, ACC NDCG@20: 0.1054, Seq_model training time: 7.87min
LASER Seq-model 1, Epoch [72/2000], Runs: 211, Loss: 0.0901, UL AUC: 0.5540, ACC AUC: 0.7483, ACC NDCG@20: 0.1068, Seq_model training time: 7.98min
LASER Seq-model 1, Epoch [73/2000], Runs: 211, Loss: 0.0888, UL AUC: 0.5546, ACC AUC: 0.7482, ACC NDCG@20: 0.1053, Seq_model training time: 8.10min
LASER Seq-model 1, Epoch [74/2000], Runs: 211, Loss: 0.0885, UL AUC: 0.5545, ACC AUC: 0.7480, ACC NDCG@20: 0.1065, Seq_model training time: 8.21min
LASER Seq-model 1, Epoch [75/2000], Runs: 211, Loss: 0.0900, UL AUC: 0.5541, ACC AUC: 0.7477, ACC NDCG@20: 0.1073, Seq_model training time: 8.32min
LASER Seq-model 1, Epoch [76/2000], Runs: 211, Loss: 0.0888, UL AUC: 0.5542, ACC AUC: 0.7477, ACC NDCG@20: 0.1056, Seq_model training time: 8.43min
LASER Seq-model 1, Epoch [77/2000], Runs: 211, Loss: 0.0874, UL AUC: 0.5534, ACC AUC: 0.7472, ACC NDCG@20: 0.1079, Seq_model training time: 8.54min
LASER Seq-model 1, Epoch [78/2000], Runs: 211, Loss: 0.0877, UL AUC: 0.5538, ACC AUC: 0.7472, ACC NDCG@20: 0.1067, Seq_model training time: 8.65min
LASER Seq-model 1, Epoch [79/2000], Runs: 211, Loss: 0.0873, UL AUC: 0.5540, ACC AUC: 0.7471, ACC NDCG@20: 0.1057, Seq_model training time: 8.76min
LASER Seq-model 1, Epoch [80/2000], Runs: 211, Loss: 0.0884, UL AUC: 0.5542, ACC AUC: 0.7470, ACC NDCG@20: 0.1054, Seq_model training time: 8.87min
LASER Seq-model 1, Epoch [81/2000], Runs: 211, Loss: 0.0876, UL AUC: 0.5543, ACC AUC: 0.7466, ACC NDCG@20: 0.1054, Seq_model training time: 8.98min
LASER Seq-model 1, Epoch [82/2000], Runs: 211, Loss: 0.0874, UL AUC: 0.5543, ACC AUC: 0.7462, ACC NDCG@20: 0.1061, Seq_model training time: 9.08min
LASER Seq-model 1, Epoch [83/2000], Runs: 211, Loss: 0.0878, UL AUC: 0.5546, ACC AUC: 0.7464, ACC NDCG@20: 0.1058, Seq_model training time: 9.19min
LASER Seq-model 1, Epoch [84/2000], Runs: 211, Loss: 0.0877, UL AUC: 0.5551, ACC AUC: 0.7463, ACC NDCG@20: 0.1054, Seq_model training time: 9.30min
LASER Seq-model 1, Epoch [85/2000], Runs: 211, Loss: 0.0875, UL AUC: 0.5547, ACC AUC: 0.7462, ACC NDCG@20: 0.1050, Seq_model training time: 9.41min
LASER Seq-model 1, Epoch [86/2000], Runs: 211, Loss: 0.0866, UL AUC: 0.5541, ACC AUC: 0.7459, ACC NDCG@20: 0.1069, Seq_model training time: 9.52min
LASER Seq-model 1, Epoch [87/2000], Runs: 211, Loss: 0.0857, UL AUC: 0.5540, ACC AUC: 0.7456, ACC NDCG@20: 0.1071, Seq_model training time: 9.63min
LASER Seq-model 1, Epoch [88/2000], Runs: 211, Loss: 0.0844, UL AUC: 0.5539, ACC AUC: 0.7456, ACC NDCG@20: 0.1073, Seq_model training time: 9.74min
LASER Seq-model 1, Epoch [89/2000], Runs: 211, Loss: 0.0853, UL AUC: 0.5538, ACC AUC: 0.7454, ACC NDCG@20: 0.1067, Seq_model training time: 9.85min
LASER Seq-model 1, Epoch [90/2000], Runs: 211, Loss: 0.0865, UL AUC: 0.5537, ACC AUC: 0.7454, ACC NDCG@20: 0.1058, Seq_model training time: 9.96min
LASER Seq-model 1, Epoch [91/2000], Runs: 211, Loss: 0.0855, UL AUC: 0.5539, ACC AUC: 0.7453, ACC NDCG@20: 0.1048, Seq_model training time: 10.07min
LASER Seq-model 1, Epoch [92/2000], Runs: 211, Loss: 0.0851, UL AUC: 0.5537, ACC AUC: 0.7450, ACC NDCG@20: 0.1051, Seq_model training time: 10.19min
LASER Seq-model 1, Epoch [93/2000], Runs: 211, Loss: 0.0848, UL AUC: 0.5532, ACC AUC: 0.7450, ACC NDCG@20: 0.1073, Seq_model training time: 10.30min
LASER Seq-model 1, Epoch [94/2000], Runs: 211, Loss: 0.0856, UL AUC: 0.5531, ACC AUC: 0.7448, ACC NDCG@20: 0.1062, Seq_model training time: 10.40min
LASER Seq-model 1, Epoch [95/2000], Runs: 211, Loss: 0.0847, UL AUC: 0.5531, ACC AUC: 0.7448, ACC NDCG@20: 0.1064, Seq_model training time: 10.52min
LASER Seq-model 1, Epoch [96/2000], Runs: 211, Loss: 0.0850, UL AUC: 0.5532, ACC AUC: 0.7444, ACC NDCG@20: 0.1062, Seq_model training time: 10.62min
LASER Seq-model 1, Epoch [97/2000], Runs: 211, Loss: 0.0851, UL AUC: 0.5530, ACC AUC: 0.7442, ACC NDCG@20: 0.1066, Seq_model training time: 10.73min
LASER Seq-model 1, Epoch [98/2000], Runs: 211, Loss: 0.0836, UL AUC: 0.5530, ACC AUC: 0.7441, ACC NDCG@20: 0.1064, Seq_model training time: 10.84min
LASER Seq-model 1, Epoch [99/2000], Runs: 211, Loss: 0.0845, UL AUC: 0.5530, ACC AUC: 0.7440, ACC NDCG@20: 0.1062, Seq_model training time: 10.95min
LASER Seq-model 1, Epoch [100/2000], Runs: 211, Loss: 0.0846, UL AUC: 0.5534, ACC AUC: 0.7439, ACC NDCG@20: 0.1059, Seq_model training time: 11.06min
LASER Seq-model 1, Epoch [101/2000], Runs: 211, Loss: 0.0844, UL AUC: 0.5535, ACC AUC: 0.7440, ACC NDCG@20: 0.1051, Seq_model training time: 11.17min
LASER Seq-model 1, Epoch [102/2000], Runs: 211, Loss: 0.0832, UL AUC: 0.5530, ACC AUC: 0.7438, ACC NDCG@20: 0.1066, Seq_model training time: 11.28min
LASER Seq-model 1, Epoch [103/2000], Runs: 211, Loss: 0.0835, UL AUC: 0.5532, ACC AUC: 0.7438, ACC NDCG@20: 0.1064, Seq_model training time: 11.39min
LASER Seq-model 1, Epoch [104/2000], Runs: 211, Loss: 0.0841, UL AUC: 0.5535, ACC AUC: 0.7436, ACC NDCG@20: 0.1061, Seq_model training time: 11.50min
LASER Seq-model 1, Epoch [105/2000], Runs: 211, Loss: 0.0839, UL AUC: 0.5538, ACC AUC: 0.7437, ACC NDCG@20: 0.1061, Seq_model training time: 11.60min
LASER Seq-model 1, Epoch [106/2000], Runs: 211, Loss: 0.0828, UL AUC: 0.5539, ACC AUC: 0.7436, ACC NDCG@20: 0.1056, Seq_model training time: 11.71min
LASER Seq-model 1, Epoch [107/2000], Runs: 211, Loss: 0.0837, UL AUC: 0.5532, ACC AUC: 0.7436, ACC NDCG@20: 0.1075, Seq_model training time: 11.82min
LASER Seq-model 1, Epoch [108/2000], Runs: 211, Loss: 0.0841, UL AUC: 0.5536, ACC AUC: 0.7435, ACC NDCG@20: 0.1064, Seq_model training time: 11.92min
LASER Seq-model 1, Epoch [109/2000], Runs: 211, Loss: 0.0836, UL AUC: 0.5529, ACC AUC: 0.7431, ACC NDCG@20: 0.1066, Seq_model training time: 12.04min
LASER Seq-model 1, Epoch [110/2000], Runs: 211, Loss: 0.0824, UL AUC: 0.5532, ACC AUC: 0.7428, ACC NDCG@20: 0.1057, Seq_model training time: 12.15min
LASER Seq-model 1, Epoch [111/2000], Runs: 211, Loss: 0.0830, UL AUC: 0.5532, ACC AUC: 0.7424, ACC NDCG@20: 0.1060, Seq_model training time: 12.26min
LASER Seq-model 1, Epoch [112/2000], Runs: 211, Loss: 0.0819, UL AUC: 0.5534, ACC AUC: 0.7426, ACC NDCG@20: 0.1062, Seq_model training time: 12.37min
LASER Seq-model 1, Epoch [113/2000], Runs: 211, Loss: 0.0833, UL AUC: 0.5529, ACC AUC: 0.7424, ACC NDCG@20: 0.1076, Seq_model training time: 12.48min
LASER Seq-model 1, Epoch [114/2000], Runs: 211, Loss: 0.0830, UL AUC: 0.5531, ACC AUC: 0.7426, ACC NDCG@20: 0.1069, Seq_model training time: 12.59min
LASER Seq-model 1, Epoch [115/2000], Runs: 211, Loss: 0.0816, UL AUC: 0.5526, ACC AUC: 0.7424, ACC NDCG@20: 0.1077, Seq_model training time: 12.70min
LASER Seq-model 1, Epoch [116/2000], Runs: 211, Loss: 0.0819, UL AUC: 0.5532, ACC AUC: 0.7422, ACC NDCG@20: 0.1069, Seq_model training time: 12.80min
LASER Seq-model 1, Epoch [117/2000], Runs: 211, Loss: 0.0822, UL AUC: 0.5524, ACC AUC: 0.7417, ACC NDCG@20: 0.1086, Seq_model training time: 12.92min
LASER Seq-model 1, Epoch [118/2000], Runs: 211, Loss: 0.0826, UL AUC: 0.5532, ACC AUC: 0.7417, ACC NDCG@20: 0.1070, Seq_model training time: 13.03min
LASER Seq-model 1, Epoch [119/2000], Runs: 211, Loss: 0.0820, UL AUC: 0.5535, ACC AUC: 0.7419, ACC NDCG@20: 0.1072, Seq_model training time: 13.14min
LASER Seq-model 1, Epoch [120/2000], Runs: 211, Loss: 0.0817, UL AUC: 0.5533, ACC AUC: 0.7418, ACC NDCG@20: 0.1074, Seq_model training time: 13.25min
LASER Seq-model 1, Epoch [121/2000], Runs: 211, Loss: 0.0816, UL AUC: 0.5536, ACC AUC: 0.7418, ACC NDCG@20: 0.1068, Seq_model training time: 13.36min
LASER Seq-model 1, Epoch [122/2000], Runs: 211, Loss: 0.0801, UL AUC: 0.5534, ACC AUC: 0.7417, ACC NDCG@20: 0.1069, Seq_model training time: 13.47min
LASER Seq-model 1, Epoch [123/2000], Runs: 211, Loss: 0.0805, UL AUC: 0.5533, ACC AUC: 0.7417, ACC NDCG@20: 0.1075, Seq_model training time: 13.58min
LASER Seq-model 1, Epoch [124/2000], Runs: 211, Loss: 0.0808, UL AUC: 0.5532, ACC AUC: 0.7412, ACC NDCG@20: 0.1083, Seq_model training time: 13.69min
LASER Seq-model 1, Epoch [125/2000], Runs: 211, Loss: 0.0807, UL AUC: 0.5534, ACC AUC: 0.7414, ACC NDCG@20: 0.1080, Seq_model training time: 13.80min
LASER Seq-model 1, Epoch [126/2000], Runs: 211, Loss: 0.0817, UL AUC: 0.5531, ACC AUC: 0.7412, ACC NDCG@20: 0.1086, Seq_model training time: 13.91min
LASER Seq-model 1, Epoch [127/2000], Runs: 211, Loss: 0.0812, UL AUC: 0.5529, ACC AUC: 0.7410, ACC NDCG@20: 0.1091, Seq_model training time: 14.02min
LASER Seq-model 1, Epoch [128/2000], Runs: 211, Loss: 0.0815, UL AUC: 0.5530, ACC AUC: 0.7409, ACC NDCG@20: 0.1074, Seq_model training time: 14.13min
LASER Seq-model 1, Epoch [129/2000], Runs: 211, Loss: 0.0812, UL AUC: 0.5534, ACC AUC: 0.7408, ACC NDCG@20: 0.1069, Seq_model training time: 14.24min
LASER Seq-model 1, Epoch [130/2000], Runs: 211, Loss: 0.0822, UL AUC: 0.5523, ACC AUC: 0.7406, ACC NDCG@20: 0.1084, Seq_model training time: 14.35min
LASER Seq-model 1, Epoch [131/2000], Runs: 211, Loss: 0.0807, UL AUC: 0.5532, ACC AUC: 0.7410, ACC NDCG@20: 0.1065, Seq_model training time: 14.46min
LASER Seq-model 1, Epoch [132/2000], Runs: 211, Loss: 0.0799, UL AUC: 0.5529, ACC AUC: 0.7409, ACC NDCG@20: 0.1060, Seq_model training time: 14.57min
LASER Seq-model 1, Epoch [133/2000], Runs: 211, Loss: 0.0808, UL AUC: 0.5521, ACC AUC: 0.7409, ACC NDCG@20: 0.1085, Seq_model training time: 14.68min
LASER Seq-model 1, Epoch [134/2000], Runs: 211, Loss: 0.0798, UL AUC: 0.5525, ACC AUC: 0.7408, ACC NDCG@20: 0.1068, Seq_model training time: 14.79min
LASER Seq-model 1, Epoch [135/2000], Runs: 211, Loss: 0.0798, UL AUC: 0.5525, ACC AUC: 0.7408, ACC NDCG@20: 0.1072, Seq_model training time: 14.90min
LASER Seq-model 1, Epoch [136/2000], Runs: 211, Loss: 0.0798, UL AUC: 0.5523, ACC AUC: 0.7404, ACC NDCG@20: 0.1088, Seq_model training time: 15.01min
LASER Seq-model 1, Epoch [137/2000], Runs: 211, Loss: 0.0811, UL AUC: 0.5533, ACC AUC: 0.7405, ACC NDCG@20: 0.1069, Seq_model training time: 15.11min
LASER Seq-model 1, Epoch [138/2000], Runs: 211, Loss: 0.0795, UL AUC: 0.5532, ACC AUC: 0.7404, ACC NDCG@20: 0.1066, Seq_model training time: 15.22min
LASER Seq-model 1, Epoch [139/2000], Runs: 211, Loss: 0.0793, UL AUC: 0.5531, ACC AUC: 0.7403, ACC NDCG@20: 0.1074, Seq_model training time: 15.33min
LASER Seq-model 1, Epoch [140/2000], Runs: 211, Loss: 0.0795, UL AUC: 0.5531, ACC AUC: 0.7401, ACC NDCG@20: 0.1064, Seq_model training time: 15.44min
LASER Seq-model 1, Epoch [141/2000], Runs: 211, Loss: 0.0777, UL AUC: 0.5529, ACC AUC: 0.7399, ACC NDCG@20: 0.1072, Seq_model training time: 15.55min
LASER Seq-model 1, Epoch [142/2000], Runs: 211, Loss: 0.0792, UL AUC: 0.5525, ACC AUC: 0.7400, ACC NDCG@20: 0.1084, Seq_model training time: 15.66min
LASER Seq-model 1, Epoch [143/2000], Runs: 211, Loss: 0.0798, UL AUC: 0.5520, ACC AUC: 0.7397, ACC NDCG@20: 0.1083, Seq_model training time: 15.77min
LASER Seq-model 1, Epoch [144/2000], Runs: 211, Loss: 0.0792, UL AUC: 0.5522, ACC AUC: 0.7397, ACC NDCG@20: 0.1072, Seq_model training time: 15.88min
LASER Seq-model 1, Epoch [145/2000], Runs: 211, Loss: 0.0790, UL AUC: 0.5522, ACC AUC: 0.7398, ACC NDCG@20: 0.1077, Seq_model training time: 15.99min
LASER Seq-model 1, Epoch [146/2000], Runs: 211, Loss: 0.0802, UL AUC: 0.5523, ACC AUC: 0.7398, ACC NDCG@20: 0.1086, Seq_model training time: 16.10min
LASER Seq-model 1, Epoch [147/2000], Runs: 211, Loss: 0.0801, UL AUC: 0.5527, ACC AUC: 0.7400, ACC NDCG@20: 0.1060, Seq_model training time: 16.21min
LASER Seq-model 1, Epoch [148/2000], Runs: 211, Loss: 0.0786, UL AUC: 0.5521, ACC AUC: 0.7394, ACC NDCG@20: 0.1082, Seq_model training time: 16.31min
LASER Seq-model 1, Epoch [149/2000], Runs: 211, Loss: 0.0795, UL AUC: 0.5518, ACC AUC: 0.7394, ACC NDCG@20: 0.1084, Seq_model training time: 16.43min
LASER Seq-model 1, Epoch [150/2000], Runs: 211, Loss: 0.0775, UL AUC: 0.5521, ACC AUC: 0.7392, ACC NDCG@20: 0.1079, Seq_model training time: 16.54min
LASER Seq-model 1, Epoch [151/2000], Runs: 211, Loss: 0.0777, UL AUC: 0.5523, ACC AUC: 0.7390, ACC NDCG@20: 0.1086, Seq_model training time: 16.65min
LASER Seq-model 1, Epoch [152/2000], Runs: 211, Loss: 0.0796, UL AUC: 0.5516, ACC AUC: 0.7387, ACC NDCG@20: 0.1090, Seq_model training time: 16.76min
LASER Seq-model 1, Epoch [153/2000], Runs: 211, Loss: 0.0786, UL AUC: 0.5518, ACC AUC: 0.7388, ACC NDCG@20: 0.1089, Seq_model training time: 16.87min
LASER Seq-model 1, Epoch [154/2000], Runs: 211, Loss: 0.0779, UL AUC: 0.5517, ACC AUC: 0.7388, ACC NDCG@20: 0.1080, Seq_model training time: 16.98min
LASER Seq-model 1, Epoch [155/2000], Runs: 211, Loss: 0.0771, UL AUC: 0.5520, ACC AUC: 0.7389, ACC NDCG@20: 0.1069, Seq_model training time: 17.09min
LASER Seq-model 1, Epoch [156/2000], Runs: 211, Loss: 0.0789, UL AUC: 0.5520, ACC AUC: 0.7389, ACC NDCG@20: 0.1069, Seq_model training time: 17.20min
LASER Seq-model 1, Epoch [157/2000], Runs: 211, Loss: 0.0787, UL AUC: 0.5521, ACC AUC: 0.7387, ACC NDCG@20: 0.1081, Seq_model training time: 17.31min
LASER Seq-model 1, Epoch [158/2000], Runs: 211, Loss: 0.0791, UL AUC: 0.5526, ACC AUC: 0.7389, ACC NDCG@20: 0.1071, Seq_model training time: 17.42min
LASER Seq-model 1, Epoch [159/2000], Runs: 211, Loss: 0.0775, UL AUC: 0.5516, ACC AUC: 0.7388, ACC NDCG@20: 0.1088, Seq_model training time: 17.53min
LASER Seq-model 1, Epoch [160/2000], Runs: 211, Loss: 0.0772, UL AUC: 0.5520, ACC AUC: 0.7386, ACC NDCG@20: 0.1065, Seq_model training time: 17.65min
LASER Seq-model 1, Epoch [161/2000], Runs: 211, Loss: 0.0775, UL AUC: 0.5522, ACC AUC: 0.7381, ACC NDCG@20: 0.1063, Seq_model training time: 17.75min
LASER Seq-model 1, Epoch [162/2000], Runs: 211, Loss: 0.0776, UL AUC: 0.5522, ACC AUC: 0.7381, ACC NDCG@20: 0.1049, Seq_model training time: 17.86min
LASER Seq-model 1, Epoch [163/2000], Runs: 211, Loss: 0.0791, UL AUC: 0.5518, ACC AUC: 0.7382, ACC NDCG@20: 0.1079, Seq_model training time: 17.96min
LASER Seq-model 1, Epoch [164/2000], Runs: 211, Loss: 0.0778, UL AUC: 0.5516, ACC AUC: 0.7384, ACC NDCG@20: 0.1087, Seq_model training time: 18.07min
LASER Seq-model 1, Epoch [165/2000], Runs: 211, Loss: 0.0774, UL AUC: 0.5517, ACC AUC: 0.7386, ACC NDCG@20: 0.1078, Seq_model training time: 18.19min
LASER Seq-model 1, Epoch [166/2000], Runs: 211, Loss: 0.0785, UL AUC: 0.5514, ACC AUC: 0.7384, ACC NDCG@20: 0.1096, Seq_model training time: 18.30min
LASER Seq-model 1, Epoch [167/2000], Runs: 211, Loss: 0.0772, UL AUC: 0.5518, ACC AUC: 0.7380, ACC NDCG@20: 0.1086, Seq_model training time: 18.41min
LASER Seq-model 1, Epoch [168/2000], Runs: 211, Loss: 0.0787, UL AUC: 0.5518, ACC AUC: 0.7380, ACC NDCG@20: 0.1071, Seq_model training time: 18.52min
LASER Seq-model 1, Epoch [169/2000], Runs: 211, Loss: 0.0782, UL AUC: 0.5515, ACC AUC: 0.7380, ACC NDCG@20: 0.1073, Seq_model training time: 18.63min
LASER Seq-model 1, Epoch [170/2000], Runs: 211, Loss: 0.0784, UL AUC: 0.5516, ACC AUC: 0.7380, ACC NDCG@20: 0.1072, Seq_model training time: 18.74min
LASER Seq-model 1, Epoch [171/2000], Runs: 211, Loss: 0.0783, UL AUC: 0.5518, ACC AUC: 0.7380, ACC NDCG@20: 0.1062, Seq_model training time: 18.85min
LASER Seq-model 1, Epoch [172/2000], Runs: 211, Loss: 0.0788, UL AUC: 0.5522, ACC AUC: 0.7382, ACC NDCG@20: 0.1068, Seq_model training time: 18.96min
LASER Seq-model 1, Epoch [173/2000], Runs: 211, Loss: 0.0777, UL AUC: 0.5518, ACC AUC: 0.7380, ACC NDCG@20: 0.1075, Seq_model training time: 19.07min
LASER Seq-model 1, Epoch [174/2000], Runs: 211, Loss: 0.0765, UL AUC: 0.5510, ACC AUC: 0.7375, ACC NDCG@20: 0.1087, Seq_model training time: 19.18min
LASER Seq-model 1, Epoch [175/2000], Runs: 211, Loss: 0.0787, UL AUC: 0.5513, ACC AUC: 0.7374, ACC NDCG@20: 0.1083, Seq_model training time: 19.29min
LASER Seq-model 1, Epoch [176/2000], Runs: 211, Loss: 0.0764, UL AUC: 0.5514, ACC AUC: 0.7376, ACC NDCG@20: 0.1088, Seq_model training time: 19.40min
LASER Seq-model 1, Epoch [177/2000], Runs: 211, Loss: 0.0766, UL AUC: 0.5513, ACC AUC: 0.7373, ACC NDCG@20: 0.1091, Seq_model training time: 19.50min
LASER Seq-model 1, Epoch [178/2000], Runs: 211, Loss: 0.0774, UL AUC: 0.5516, ACC AUC: 0.7373, ACC NDCG@20: 0.1082, Seq_model training time: 19.62min
LASER Seq-model 1, Epoch [179/2000], Runs: 211, Loss: 0.0776, UL AUC: 0.5514, ACC AUC: 0.7372, ACC NDCG@20: 0.1091, Seq_model training time: 19.73min
LASER Seq-model 1, Epoch [180/2000], Runs: 211, Loss: 0.0776, UL AUC: 0.5516, ACC AUC: 0.7374, ACC NDCG@20: 0.1073, Seq_model training time: 19.84min
LASER Seq-model 1, Epoch [181/2000], Runs: 211, Loss: 0.0776, UL AUC: 0.5513, ACC AUC: 0.7372, ACC NDCG@20: 0.1079, Seq_model training time: 19.95min
LASER Seq-model 1, Epoch [182/2000], Runs: 211, Loss: 0.0767, UL AUC: 0.5517, ACC AUC: 0.7371, ACC NDCG@20: 0.1064, Seq_model training time: 20.06min
LASER Seq-model 1, Epoch [183/2000], Runs: 211, Loss: 0.0769, UL AUC: 0.5514, ACC AUC: 0.7370, ACC NDCG@20: 0.1060, Seq_model training time: 20.17min
LASER Seq-model 1, Epoch [184/2000], Runs: 211, Loss: 0.0764, UL AUC: 0.5512, ACC AUC: 0.7372, ACC NDCG@20: 0.1066, Seq_model training time: 20.28min
LASER Seq-model 1, Epoch [185/2000], Runs: 211, Loss: 0.0761, UL AUC: 0.5512, ACC AUC: 0.7372, ACC NDCG@20: 0.1065, Seq_model training time: 20.39min
LASER Seq-model 1, Epoch [186/2000], Runs: 211, Loss: 0.0778, UL AUC: 0.5513, ACC AUC: 0.7372, ACC NDCG@20: 0.1066, Seq_model training time: 20.50min
LASER Seq-model 1, Epoch [187/2000], Runs: 211, Loss: 0.0761, UL AUC: 0.5513, ACC AUC: 0.7368, ACC NDCG@20: 0.1072, Seq_model training time: 20.61min
LASER Seq-model 1, Epoch [188/2000], Runs: 211, Loss: 0.0749, UL AUC: 0.5510, ACC AUC: 0.7370, ACC NDCG@20: 0.1075, Seq_model training time: 20.72min
LASER Seq-model 1, Epoch [189/2000], Runs: 211, Loss: 0.0771, UL AUC: 0.5510, ACC AUC: 0.7366, ACC NDCG@20: 0.1062, Seq_model training time: 20.82min
LASER Seq-model 1, Epoch [190/2000], Runs: 211, Loss: 0.0772, UL AUC: 0.5513, ACC AUC: 0.7367, ACC NDCG@20: 0.1067, Seq_model training time: 20.93min
LASER Seq-model 1, Epoch [191/2000], Runs: 211, Loss: 0.0769, UL AUC: 0.5512, ACC AUC: 0.7368, ACC NDCG@20: 0.1075, Seq_model training time: 21.04min
LASER Seq-model 1, Epoch [192/2000], Runs: 211, Loss: 0.0763, UL AUC: 0.5509, ACC AUC: 0.7366, ACC NDCG@20: 0.1078, Seq_model training time: 21.15min
LASER Seq-model 1, Epoch [193/2000], Runs: 211, Loss: 0.0766, UL AUC: 0.5517, ACC AUC: 0.7368, ACC NDCG@20: 0.1057, Seq_model training time: 21.25min
LASER Seq-model 1, Epoch [194/2000], Runs: 211, Loss: 0.0760, UL AUC: 0.5517, ACC AUC: 0.7366, ACC NDCG@20: 0.1072, Seq_model training time: 21.36min
LASER Seq-model 1, Epoch [195/2000], Runs: 211, Loss: 0.0772, UL AUC: 0.5509, ACC AUC: 0.7364, ACC NDCG@20: 0.1084, Seq_model training time: 21.48min
LASER Seq-model 1, Epoch [196/2000], Runs: 211, Loss: 0.0789, UL AUC: 0.5518, ACC AUC: 0.7363, ACC NDCG@20: 0.1063, Seq_model training time: 21.59min
LASER Seq-model 1, Epoch [197/2000], Runs: 211, Loss: 0.0774, UL AUC: 0.5511, ACC AUC: 0.7360, ACC NDCG@20: 0.1079, Seq_model training time: 21.70min
LASER Seq-model 1, Epoch [198/2000], Runs: 211, Loss: 0.0773, UL AUC: 0.5509, ACC AUC: 0.7360, ACC NDCG@20: 0.1085, Seq_model training time: 21.81min
LASER Seq-model 1, Epoch [199/2000], Runs: 211, Loss: 0.0760, UL AUC: 0.5514, ACC AUC: 0.7358, ACC NDCG@20: 0.1076, Seq_model training time: 21.92min
LASER Seq-model 1, Epoch [200/2000], Runs: 211, Loss: 0.0770, UL AUC: 0.5511, ACC AUC: 0.7358, ACC NDCG@20: 0.1068, Seq_model training time: 22.03min
LASER Seq-model 1, Epoch [201/2000], Runs: 211, Loss: 0.0763, UL AUC: 0.5512, ACC AUC: 0.7356, ACC NDCG@20: 0.1070, Seq_model training time: 22.14min
LASER Seq-model 1, Epoch [202/2000], Runs: 211, Loss: 0.0766, UL AUC: 0.5513, ACC AUC: 0.7357, ACC NDCG@20: 0.1069, Seq_model training time: 22.25min
LASER Seq-model 1, Epoch [203/2000], Runs: 211, Loss: 0.0773, UL AUC: 0.5511, ACC AUC: 0.7357, ACC NDCG@20: 0.1067, Seq_model training time: 22.36min
LASER Seq-model 1, Epoch [204/2000], Runs: 211, Loss: 0.0755, UL AUC: 0.5510, ACC AUC: 0.7357, ACC NDCG@20: 0.1068, Seq_model training time: 22.47min
LASER Seq-model 1, Epoch [205/2000], Runs: 211, Loss: 0.0764, UL AUC: 0.5511, ACC AUC: 0.7354, ACC NDCG@20: 0.1066, Seq_model training time: 22.58min
LASER Seq-model 1, Epoch [206/2000], Runs: 211, Loss: 0.0760, UL AUC: 0.5509, ACC AUC: 0.7354, ACC NDCG@20: 0.1070, Seq_model training time: 22.69min
LASER Seq-model 1, Epoch [207/2000], Runs: 211, Loss: 0.0765, UL AUC: 0.5514, ACC AUC: 0.7356, ACC NDCG@20: 0.1058, Seq_model training time: 22.81min
LASER Seq-model 1, Epoch [208/2000], Runs: 211, Loss: 0.0768, UL AUC: 0.5510, ACC AUC: 0.7355, ACC NDCG@20: 0.1073, Seq_model training time: 22.91min
LASER Seq-model 1, Epoch [209/2000], Runs: 211, Loss: 0.0759, UL AUC: 0.5509, ACC AUC: 0.7355, ACC NDCG@20: 0.1074, Seq_model training time: 23.02min
LASER Seq-model 1, Epoch [210/2000], Runs: 211, Loss: 0.0757, UL AUC: 0.5510, ACC AUC: 0.7355, ACC NDCG@20: 0.1075, Seq_model training time: 23.13min
LASER Seq-model 1, Epoch [211/2000], Runs: 211, Loss: 0.0752, UL AUC: 0.5507, ACC AUC: 0.7354, ACC NDCG@20: 0.1092, Seq_model training time: 23.25min
LASER Seq-model 1, Epoch [212/2000], Runs: 211, Loss: 0.0751, UL AUC: 0.5510, ACC AUC: 0.7356, ACC NDCG@20: 0.1067, Seq_model training time: 23.36min
LASER Seq-model 1, Epoch [213/2000], Runs: 211, Loss: 0.0765, UL AUC: 0.5510, ACC AUC: 0.7356, ACC NDCG@20: 0.1076, Seq_model training time: 23.47min
LASER Seq-model 1, Epoch [214/2000], Runs: 211, Loss: 0.0763, UL AUC: 0.5507, ACC AUC: 0.7353, ACC NDCG@20: 0.1067, Seq_model training time: 23.58min
LASER Seq-model 1, Epoch [215/2000], Runs: 211, Loss: 0.0777, UL AUC: 0.5509, ACC AUC: 0.7353, ACC NDCG@20: 0.1045, Seq_model training time: 23.69min
LASER Seq-model 1, Epoch [216/2000], Runs: 211, Loss: 0.0757, UL AUC: 0.5506, ACC AUC: 0.7351, ACC NDCG@20: 0.1059, Seq_model training time: 23.80min
[LASER] START training seq_model 2, current time: 37.96min.
LASER Seq-model 2, Epoch [1/2000], Runs: 324, Loss: 0.3473, UL AUC: 0.5683, ACC AUC: 0.8104, ACC NDCG@20: 0.0678, Seq_model training time: 0.15min
LASER Seq-model 2, Epoch [2/2000], Runs: 324, Loss: 0.2867, UL AUC: 0.5671, ACC AUC: 0.8221, ACC NDCG@20: 0.0750, Seq_model training time: 0.29min
LASER Seq-model 2, Epoch [3/2000], Runs: 324, Loss: 0.2613, UL AUC: 0.5690, ACC AUC: 0.8290, ACC NDCG@20: 0.0796, Seq_model training time: 0.44min
LASER Seq-model 2, Epoch [4/2000], Runs: 324, Loss: 0.2463, UL AUC: 0.5695, ACC AUC: 0.8339, ACC NDCG@20: 0.0852, Seq_model training time: 0.58min
LASER Seq-model 2, Epoch [5/2000], Runs: 324, Loss: 0.2342, UL AUC: 0.5700, ACC AUC: 0.8372, ACC NDCG@20: 0.0890, Seq_model training time: 0.73min
LASER Seq-model 2, Epoch [6/2000], Runs: 324, Loss: 0.2240, UL AUC: 0.5707, ACC AUC: 0.8400, ACC NDCG@20: 0.0926, Seq_model training time: 0.88min
LASER Seq-model 2, Epoch [7/2000], Runs: 324, Loss: 0.2156, UL AUC: 0.5708, ACC AUC: 0.8422, ACC NDCG@20: 0.0950, Seq_model training time: 1.02min
LASER Seq-model 2, Epoch [8/2000], Runs: 324, Loss: 0.2062, UL AUC: 0.5700, ACC AUC: 0.8434, ACC NDCG@20: 0.0977, Seq_model training time: 1.17min
LASER Seq-model 2, Epoch [9/2000], Runs: 324, Loss: 0.2020, UL AUC: 0.5713, ACC AUC: 0.8449, ACC NDCG@20: 0.0991, Seq_model training time: 1.31min
LASER Seq-model 2, Epoch [10/2000], Runs: 324, Loss: 0.1968, UL AUC: 0.5710, ACC AUC: 0.8460, ACC NDCG@20: 0.1030, Seq_model training time: 1.46min
LASER Seq-model 2, Epoch [11/2000], Runs: 324, Loss: 0.1918, UL AUC: 0.5719, ACC AUC: 0.8469, ACC NDCG@20: 0.1055, Seq_model training time: 1.61min
LASER Seq-model 2, Epoch [12/2000], Runs: 324, Loss: 0.1865, UL AUC: 0.5723, ACC AUC: 0.8473, ACC NDCG@20: 0.1069, Seq_model training time: 1.75min
LASER Seq-model 2, Epoch [13/2000], Runs: 324, Loss: 0.1813, UL AUC: 0.5719, ACC AUC: 0.8479, ACC NDCG@20: 0.1098, Seq_model training time: 1.90min
LASER Seq-model 2, Epoch [14/2000], Runs: 324, Loss: 0.1773, UL AUC: 0.5720, ACC AUC: 0.8482, ACC NDCG@20: 0.1092, Seq_model training time: 2.05min
LASER Seq-model 2, Epoch [15/2000], Runs: 324, Loss: 0.1745, UL AUC: 0.5727, ACC AUC: 0.8484, ACC NDCG@20: 0.1115, Seq_model training time: 2.20min
LASER Seq-model 2, Epoch [16/2000], Runs: 324, Loss: 0.1717, UL AUC: 0.5723, ACC AUC: 0.8486, ACC NDCG@20: 0.1122, Seq_model training time: 2.34min
LASER Seq-model 2, Epoch [17/2000], Runs: 324, Loss: 0.1704, UL AUC: 0.5723, ACC AUC: 0.8488, ACC NDCG@20: 0.1138, Seq_model training time: 2.49min
LASER Seq-model 2, Epoch [18/2000], Runs: 324, Loss: 0.1656, UL AUC: 0.5724, ACC AUC: 0.8488, ACC NDCG@20: 0.1139, Seq_model training time: 2.64min
LASER Seq-model 2, Epoch [19/2000], Runs: 324, Loss: 0.1630, UL AUC: 0.5711, ACC AUC: 0.8485, ACC NDCG@20: 0.1164, Seq_model training time: 2.78min
LASER Seq-model 2, Epoch [20/2000], Runs: 324, Loss: 0.1610, UL AUC: 0.5727, ACC AUC: 0.8483, ACC NDCG@20: 0.1160, Seq_model training time: 2.93min
LASER Seq-model 2, Epoch [21/2000], Runs: 324, Loss: 0.1584, UL AUC: 0.5729, ACC AUC: 0.8481, ACC NDCG@20: 0.1167, Seq_model training time: 3.07min
LASER Seq-model 2, Epoch [22/2000], Runs: 324, Loss: 0.1580, UL AUC: 0.5736, ACC AUC: 0.8482, ACC NDCG@20: 0.1170, Seq_model training time: 3.22min
LASER Seq-model 2, Epoch [23/2000], Runs: 324, Loss: 0.1559, UL AUC: 0.5738, ACC AUC: 0.8480, ACC NDCG@20: 0.1185, Seq_model training time: 3.37min
LASER Seq-model 2, Epoch [24/2000], Runs: 324, Loss: 0.1531, UL AUC: 0.5736, ACC AUC: 0.8478, ACC NDCG@20: 0.1181, Seq_model training time: 3.51min
LASER Seq-model 2, Epoch [25/2000], Runs: 324, Loss: 0.1525, UL AUC: 0.5737, ACC AUC: 0.8473, ACC NDCG@20: 0.1195, Seq_model training time: 3.66min
LASER Seq-model 2, Epoch [26/2000], Runs: 324, Loss: 0.1501, UL AUC: 0.5731, ACC AUC: 0.8471, ACC NDCG@20: 0.1200, Seq_model training time: 3.80min
LASER Seq-model 2, Epoch [27/2000], Runs: 324, Loss: 0.1498, UL AUC: 0.5737, ACC AUC: 0.8470, ACC NDCG@20: 0.1187, Seq_model training time: 3.94min
LASER Seq-model 2, Epoch [28/2000], Runs: 324, Loss: 0.1455, UL AUC: 0.5737, ACC AUC: 0.8467, ACC NDCG@20: 0.1185, Seq_model training time: 4.08min
LASER Seq-model 2, Epoch [29/2000], Runs: 324, Loss: 0.1448, UL AUC: 0.5728, ACC AUC: 0.8463, ACC NDCG@20: 0.1202, Seq_model training time: 4.23min
LASER Seq-model 2, Epoch [30/2000], Runs: 324, Loss: 0.1426, UL AUC: 0.5729, ACC AUC: 0.8461, ACC NDCG@20: 0.1199, Seq_model training time: 4.37min
LASER Seq-model 2, Epoch [31/2000], Runs: 324, Loss: 0.1417, UL AUC: 0.5732, ACC AUC: 0.8456, ACC NDCG@20: 0.1187, Seq_model training time: 4.51min
LASER Seq-model 2, Epoch [32/2000], Runs: 324, Loss: 0.1427, UL AUC: 0.5735, ACC AUC: 0.8452, ACC NDCG@20: 0.1205, Seq_model training time: 4.66min
LASER Seq-model 2, Epoch [33/2000], Runs: 324, Loss: 0.1398, UL AUC: 0.5723, ACC AUC: 0.8450, ACC NDCG@20: 0.1207, Seq_model training time: 4.80min
LASER Seq-model 2, Epoch [34/2000], Runs: 324, Loss: 0.1389, UL AUC: 0.5727, ACC AUC: 0.8446, ACC NDCG@20: 0.1210, Seq_model training time: 4.95min
LASER Seq-model 2, Epoch [35/2000], Runs: 324, Loss: 0.1393, UL AUC: 0.5721, ACC AUC: 0.8444, ACC NDCG@20: 0.1214, Seq_model training time: 5.10min
LASER Seq-model 2, Epoch [36/2000], Runs: 324, Loss: 0.1370, UL AUC: 0.5719, ACC AUC: 0.8439, ACC NDCG@20: 0.1231, Seq_model training time: 5.24min
LASER Seq-model 2, Epoch [37/2000], Runs: 324, Loss: 0.1369, UL AUC: 0.5737, ACC AUC: 0.8441, ACC NDCG@20: 0.1212, Seq_model training time: 5.39min
LASER Seq-model 2, Epoch [38/2000], Runs: 324, Loss: 0.1349, UL AUC: 0.5731, ACC AUC: 0.8435, ACC NDCG@20: 0.1202, Seq_model training time: 5.53min
LASER Seq-model 2, Epoch [39/2000], Runs: 324, Loss: 0.1358, UL AUC: 0.5741, ACC AUC: 0.8435, ACC NDCG@20: 0.1187, Seq_model training time: 5.68min
LASER Seq-model 2, Epoch [40/2000], Runs: 324, Loss: 0.1338, UL AUC: 0.5721, ACC AUC: 0.8430, ACC NDCG@20: 0.1202, Seq_model training time: 5.82min
LASER Seq-model 2, Epoch [41/2000], Runs: 324, Loss: 0.1335, UL AUC: 0.5719, ACC AUC: 0.8427, ACC NDCG@20: 0.1220, Seq_model training time: 5.96min
LASER Seq-model 2, Epoch [42/2000], Runs: 324, Loss: 0.1325, UL AUC: 0.5730, ACC AUC: 0.8425, ACC NDCG@20: 0.1227, Seq_model training time: 6.10min
LASER Seq-model 2, Epoch [43/2000], Runs: 324, Loss: 0.1324, UL AUC: 0.5728, ACC AUC: 0.8422, ACC NDCG@20: 0.1224, Seq_model training time: 6.25min
LASER Seq-model 2, Epoch [44/2000], Runs: 324, Loss: 0.1314, UL AUC: 0.5736, ACC AUC: 0.8421, ACC NDCG@20: 0.1211, Seq_model training time: 6.39min
LASER Seq-model 2, Epoch [45/2000], Runs: 324, Loss: 0.1315, UL AUC: 0.5731, ACC AUC: 0.8419, ACC NDCG@20: 0.1229, Seq_model training time: 6.54min
LASER Seq-model 2, Epoch [46/2000], Runs: 324, Loss: 0.1302, UL AUC: 0.5732, ACC AUC: 0.8417, ACC NDCG@20: 0.1224, Seq_model training time: 6.68min
LASER Seq-model 2, Epoch [47/2000], Runs: 324, Loss: 0.1302, UL AUC: 0.5730, ACC AUC: 0.8414, ACC NDCG@20: 0.1229, Seq_model training time: 6.82min
LASER Seq-model 2, Epoch [48/2000], Runs: 324, Loss: 0.1285, UL AUC: 0.5733, ACC AUC: 0.8413, ACC NDCG@20: 0.1216, Seq_model training time: 6.97min
LASER Seq-model 2, Epoch [49/2000], Runs: 324, Loss: 0.1269, UL AUC: 0.5733, ACC AUC: 0.8411, ACC NDCG@20: 0.1217, Seq_model training time: 7.11min
LASER Seq-model 2, Epoch [50/2000], Runs: 324, Loss: 0.1269, UL AUC: 0.5725, ACC AUC: 0.8407, ACC NDCG@20: 0.1228, Seq_model training time: 7.25min
LASER Seq-model 2, Epoch [51/2000], Runs: 324, Loss: 0.1271, UL AUC: 0.5720, ACC AUC: 0.8407, ACC NDCG@20: 0.1230, Seq_model training time: 7.40min
LASER Seq-model 2, Epoch [52/2000], Runs: 324, Loss: 0.1255, UL AUC: 0.5716, ACC AUC: 0.8404, ACC NDCG@20: 0.1226, Seq_model training time: 7.54min
LASER Seq-model 2, Epoch [53/2000], Runs: 324, Loss: 0.1253, UL AUC: 0.5723, ACC AUC: 0.8406, ACC NDCG@20: 0.1227, Seq_model training time: 7.68min
LASER Seq-model 2, Epoch [54/2000], Runs: 324, Loss: 0.1262, UL AUC: 0.5720, ACC AUC: 0.8403, ACC NDCG@20: 0.1234, Seq_model training time: 7.82min
LASER Seq-model 2, Epoch [55/2000], Runs: 324, Loss: 0.1243, UL AUC: 0.5730, ACC AUC: 0.8401, ACC NDCG@20: 0.1211, Seq_model training time: 7.96min
LASER Seq-model 2, Epoch [56/2000], Runs: 324, Loss: 0.1233, UL AUC: 0.5720, ACC AUC: 0.8396, ACC NDCG@20: 0.1232, Seq_model training time: 8.11min
LASER Seq-model 2, Epoch [57/2000], Runs: 324, Loss: 0.1239, UL AUC: 0.5733, ACC AUC: 0.8397, ACC NDCG@20: 0.1217, Seq_model training time: 8.24min
LASER Seq-model 2, Epoch [58/2000], Runs: 324, Loss: 0.1239, UL AUC: 0.5734, ACC AUC: 0.8396, ACC NDCG@20: 0.1215, Seq_model training time: 8.39min
LASER Seq-model 2, Epoch [59/2000], Runs: 324, Loss: 0.1230, UL AUC: 0.5731, ACC AUC: 0.8398, ACC NDCG@20: 0.1216, Seq_model training time: 8.53min
LASER Seq-model 2, Epoch [60/2000], Runs: 324, Loss: 0.1237, UL AUC: 0.5724, ACC AUC: 0.8393, ACC NDCG@20: 0.1224, Seq_model training time: 8.67min
LASER Seq-model 2, Epoch [61/2000], Runs: 324, Loss: 0.1237, UL AUC: 0.5728, ACC AUC: 0.8388, ACC NDCG@20: 0.1226, Seq_model training time: 8.81min
LASER Seq-model 2, Epoch [62/2000], Runs: 324, Loss: 0.1215, UL AUC: 0.5714, ACC AUC: 0.8389, ACC NDCG@20: 0.1251, Seq_model training time: 8.96min
LASER Seq-model 2, Epoch [63/2000], Runs: 324, Loss: 0.1213, UL AUC: 0.5720, ACC AUC: 0.8388, ACC NDCG@20: 0.1231, Seq_model training time: 9.10min
LASER Seq-model 2, Epoch [64/2000], Runs: 324, Loss: 0.1228, UL AUC: 0.5729, ACC AUC: 0.8388, ACC NDCG@20: 0.1218, Seq_model training time: 9.25min
LASER Seq-model 2, Epoch [65/2000], Runs: 324, Loss: 0.1213, UL AUC: 0.5719, ACC AUC: 0.8387, ACC NDCG@20: 0.1240, Seq_model training time: 9.39min
LASER Seq-model 2, Epoch [66/2000], Runs: 324, Loss: 0.1213, UL AUC: 0.5722, ACC AUC: 0.8384, ACC NDCG@20: 0.1247, Seq_model training time: 9.53min
LASER Seq-model 2, Epoch [67/2000], Runs: 324, Loss: 0.1206, UL AUC: 0.5732, ACC AUC: 0.8383, ACC NDCG@20: 0.1232, Seq_model training time: 9.68min
LASER Seq-model 2, Epoch [68/2000], Runs: 324, Loss: 0.1211, UL AUC: 0.5722, ACC AUC: 0.8381, ACC NDCG@20: 0.1238, Seq_model training time: 9.82min
LASER Seq-model 2, Epoch [69/2000], Runs: 324, Loss: 0.1187, UL AUC: 0.5725, ACC AUC: 0.8381, ACC NDCG@20: 0.1226, Seq_model training time: 9.96min
LASER Seq-model 2, Epoch [70/2000], Runs: 324, Loss: 0.1209, UL AUC: 0.5712, ACC AUC: 0.8375, ACC NDCG@20: 0.1240, Seq_model training time: 10.11min
LASER Seq-model 2, Epoch [71/2000], Runs: 324, Loss: 0.1176, UL AUC: 0.5721, ACC AUC: 0.8374, ACC NDCG@20: 0.1221, Seq_model training time: 10.25min
LASER Seq-model 2, Epoch [72/2000], Runs: 324, Loss: 0.1184, UL AUC: 0.5720, ACC AUC: 0.8373, ACC NDCG@20: 0.1224, Seq_model training time: 10.40min
LASER Seq-model 2, Epoch [73/2000], Runs: 324, Loss: 0.1202, UL AUC: 0.5719, ACC AUC: 0.8369, ACC NDCG@20: 0.1236, Seq_model training time: 10.54min
LASER Seq-model 2, Epoch [74/2000], Runs: 324, Loss: 0.1187, UL AUC: 0.5717, ACC AUC: 0.8368, ACC NDCG@20: 0.1243, Seq_model training time: 10.68min
LASER Seq-model 2, Epoch [75/2000], Runs: 324, Loss: 0.1180, UL AUC: 0.5730, ACC AUC: 0.8367, ACC NDCG@20: 0.1208, Seq_model training time: 10.82min
LASER Seq-model 2, Epoch [76/2000], Runs: 324, Loss: 0.1181, UL AUC: 0.5731, ACC AUC: 0.8367, ACC NDCG@20: 0.1214, Seq_model training time: 10.97min
LASER Seq-model 2, Epoch [77/2000], Runs: 324, Loss: 0.1191, UL AUC: 0.5725, ACC AUC: 0.8366, ACC NDCG@20: 0.1234, Seq_model training time: 11.11min
LASER Seq-model 2, Epoch [78/2000], Runs: 324, Loss: 0.1180, UL AUC: 0.5716, ACC AUC: 0.8360, ACC NDCG@20: 0.1227, Seq_model training time: 11.25min
LASER Seq-model 2, Epoch [79/2000], Runs: 324, Loss: 0.1170, UL AUC: 0.5714, ACC AUC: 0.8361, ACC NDCG@20: 0.1226, Seq_model training time: 11.39min
LASER Seq-model 2, Epoch [80/2000], Runs: 324, Loss: 0.1159, UL AUC: 0.5704, ACC AUC: 0.8361, ACC NDCG@20: 0.1233, Seq_model training time: 11.54min
LASER Seq-model 2, Epoch [81/2000], Runs: 324, Loss: 0.1158, UL AUC: 0.5706, ACC AUC: 0.8360, ACC NDCG@20: 0.1246, Seq_model training time: 11.68min
LASER Seq-model 2, Epoch [82/2000], Runs: 324, Loss: 0.1173, UL AUC: 0.5704, ACC AUC: 0.8357, ACC NDCG@20: 0.1236, Seq_model training time: 11.82min
LASER Seq-model 2, Epoch [83/2000], Runs: 324, Loss: 0.1160, UL AUC: 0.5707, ACC AUC: 0.8357, ACC NDCG@20: 0.1225, Seq_model training time: 11.97min
LASER Seq-model 2, Epoch [84/2000], Runs: 324, Loss: 0.1156, UL AUC: 0.5712, ACC AUC: 0.8356, ACC NDCG@20: 0.1226, Seq_model training time: 12.11min
LASER Seq-model 2, Epoch [85/2000], Runs: 324, Loss: 0.1167, UL AUC: 0.5711, ACC AUC: 0.8356, ACC NDCG@20: 0.1219, Seq_model training time: 12.25min
LASER Seq-model 2, Epoch [86/2000], Runs: 324, Loss: 0.1152, UL AUC: 0.5712, ACC AUC: 0.8354, ACC NDCG@20: 0.1216, Seq_model training time: 12.40min
LASER Seq-model 2, Epoch [87/2000], Runs: 324, Loss: 0.1148, UL AUC: 0.5705, ACC AUC: 0.8353, ACC NDCG@20: 0.1221, Seq_model training time: 12.54min
LASER Seq-model 2, Epoch [88/2000], Runs: 324, Loss: 0.1146, UL AUC: 0.5706, ACC AUC: 0.8352, ACC NDCG@20: 0.1226, Seq_model training time: 12.68min
LASER Seq-model 2, Epoch [89/2000], Runs: 324, Loss: 0.1142, UL AUC: 0.5700, ACC AUC: 0.8348, ACC NDCG@20: 0.1233, Seq_model training time: 12.83min
LASER Seq-model 2, Epoch [90/2000], Runs: 324, Loss: 0.1139, UL AUC: 0.5703, ACC AUC: 0.8348, ACC NDCG@20: 0.1227, Seq_model training time: 12.98min
LASER Seq-model 2, Epoch [91/2000], Runs: 324, Loss: 0.1154, UL AUC: 0.5707, ACC AUC: 0.8345, ACC NDCG@20: 0.1234, Seq_model training time: 13.11min
LASER Seq-model 2, Epoch [92/2000], Runs: 324, Loss: 0.1147, UL AUC: 0.5712, ACC AUC: 0.8345, ACC NDCG@20: 0.1214, Seq_model training time: 13.25min
LASER Seq-model 2, Epoch [93/2000], Runs: 324, Loss: 0.1153, UL AUC: 0.5704, ACC AUC: 0.8341, ACC NDCG@20: 0.1218, Seq_model training time: 13.40min
LASER Seq-model 2, Epoch [94/2000], Runs: 324, Loss: 0.1125, UL AUC: 0.5703, ACC AUC: 0.8339, ACC NDCG@20: 0.1237, Seq_model training time: 13.54min
LASER Seq-model 2, Epoch [95/2000], Runs: 324, Loss: 0.1139, UL AUC: 0.5712, ACC AUC: 0.8339, ACC NDCG@20: 0.1217, Seq_model training time: 13.69min
LASER Seq-model 2, Epoch [96/2000], Runs: 324, Loss: 0.1137, UL AUC: 0.5706, ACC AUC: 0.8339, ACC NDCG@20: 0.1223, Seq_model training time: 13.83min
LASER Seq-model 2, Epoch [97/2000], Runs: 324, Loss: 0.1131, UL AUC: 0.5709, ACC AUC: 0.8341, ACC NDCG@20: 0.1232, Seq_model training time: 13.97min
LASER Seq-model 2, Epoch [98/2000], Runs: 324, Loss: 0.1133, UL AUC: 0.5703, ACC AUC: 0.8338, ACC NDCG@20: 0.1233, Seq_model training time: 14.12min
LASER Seq-model 2, Epoch [99/2000], Runs: 324, Loss: 0.1122, UL AUC: 0.5701, ACC AUC: 0.8339, ACC NDCG@20: 0.1229, Seq_model training time: 14.25min
LASER Seq-model 2, Epoch [100/2000], Runs: 324, Loss: 0.1145, UL AUC: 0.5689, ACC AUC: 0.8338, ACC NDCG@20: 0.1248, Seq_model training time: 14.40min
LASER Seq-model 2, Epoch [101/2000], Runs: 324, Loss: 0.1132, UL AUC: 0.5693, ACC AUC: 0.8337, ACC NDCG@20: 0.1237, Seq_model training time: 14.54min
LASER Seq-model 2, Epoch [102/2000], Runs: 324, Loss: 0.1112, UL AUC: 0.5710, ACC AUC: 0.8337, ACC NDCG@20: 0.1214, Seq_model training time: 14.68min
LASER Seq-model 2, Epoch [103/2000], Runs: 324, Loss: 0.1141, UL AUC: 0.5694, ACC AUC: 0.8332, ACC NDCG@20: 0.1236, Seq_model training time: 14.82min
LASER Seq-model 2, Epoch [104/2000], Runs: 324, Loss: 0.1120, UL AUC: 0.5699, ACC AUC: 0.8332, ACC NDCG@20: 0.1214, Seq_model training time: 14.96min
LASER Seq-model 2, Epoch [105/2000], Runs: 324, Loss: 0.1126, UL AUC: 0.5695, ACC AUC: 0.8329, ACC NDCG@20: 0.1217, Seq_model training time: 15.11min
LASER Seq-model 2, Epoch [106/2000], Runs: 324, Loss: 0.1118, UL AUC: 0.5704, ACC AUC: 0.8330, ACC NDCG@20: 0.1208, Seq_model training time: 15.25min
LASER Seq-model 2, Epoch [107/2000], Runs: 324, Loss: 0.1136, UL AUC: 0.5698, ACC AUC: 0.8327, ACC NDCG@20: 0.1215, Seq_model training time: 15.39min
LASER Seq-model 2, Epoch [108/2000], Runs: 324, Loss: 0.1113, UL AUC: 0.5701, ACC AUC: 0.8328, ACC NDCG@20: 0.1204, Seq_model training time: 15.53min
LASER Seq-model 2, Epoch [109/2000], Runs: 324, Loss: 0.1121, UL AUC: 0.5694, ACC AUC: 0.8327, ACC NDCG@20: 0.1217, Seq_model training time: 15.68min
LASER Seq-model 2, Epoch [110/2000], Runs: 324, Loss: 0.1104, UL AUC: 0.5696, ACC AUC: 0.8325, ACC NDCG@20: 0.1223, Seq_model training time: 15.82min
LASER Seq-model 2, Epoch [111/2000], Runs: 324, Loss: 0.1115, UL AUC: 0.5705, ACC AUC: 0.8323, ACC NDCG@20: 0.1204, Seq_model training time: 15.96min
LASER Seq-model 2, Epoch [112/2000], Runs: 324, Loss: 0.1118, UL AUC: 0.5693, ACC AUC: 0.8322, ACC NDCG@20: 0.1217, Seq_model training time: 16.10min
[LASER] FINISH training SEQ_MODELS, current time: 54.21min.
TOTAL RUNNING TIME: 54.21min
[LASER] TRAINING FINISHED. TOTAL TIME: 54.21min.
Precision@20: 0.1332; Recall@20: 0.0888;  NDCG@20: 0.1389;  
Precision@50: 0.1093; Recall@50: 0.1823;  NDCG@50: 0.1668;  
Precision@100: 0.0890; Recall@100: 0.2968;  NDCG@100: 0.2274;  
Before unlearning: ACC AUC: 0.9108, UL AUC: 0.4898, ACC NDCG@20: 0.2855
After unlearning: ACC AUC: 0.8389, UL AUC: 0.5714, ACC NDCG@20: 0.1389
