Read ml-1M dataset done! u_num: 6040, i_num: 3883
Load a pre-trained model
 UL AUC before unlearning: 0.5083
ACC AUC before unlearning: 0.8614
NDCG@20 before unlearning: 0.2260
[LASER] START TRAINING. CURRENT TIME: 0.00min.
Start grouping!
Finish grouping!
[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: 192, Loss: 0.7513, UL AUC: 0.5117, ACC AUC: 0.5001, ACC NDCG@20: 0.0074, Seq_model training time: 0.06min
LASER Seq-model 0, Epoch [2/2000], Runs: 192, Loss: 0.7222, UL AUC: 0.5147, ACC AUC: 0.5002, ACC NDCG@20: 0.0073, Seq_model training time: 0.09min
LASER Seq-model 0, Epoch [3/2000], Runs: 192, Loss: 0.6999, UL AUC: 0.5166, ACC AUC: 0.5005, ACC NDCG@20: 0.0074, Seq_model training time: 0.13min
LASER Seq-model 0, Epoch [4/2000], Runs: 192, Loss: 0.6863, UL AUC: 0.5181, ACC AUC: 0.5009, ACC NDCG@20: 0.0073, Seq_model training time: 0.17min
LASER Seq-model 0, Epoch [5/2000], Runs: 192, Loss: 0.6748, UL AUC: 0.5200, ACC AUC: 0.5013, ACC NDCG@20: 0.0074, Seq_model training time: 0.21min
LASER Seq-model 0, Epoch [6/2000], Runs: 192, Loss: 0.6655, UL AUC: 0.5218, ACC AUC: 0.5020, ACC NDCG@20: 0.0075, Seq_model training time: 0.24min
LASER Seq-model 0, Epoch [7/2000], Runs: 192, Loss: 0.6561, UL AUC: 0.5231, ACC AUC: 0.5029, ACC NDCG@20: 0.0076, Seq_model training time: 0.28min
LASER Seq-model 0, Epoch [8/2000], Runs: 192, Loss: 0.6477, UL AUC: 0.5239, ACC AUC: 0.5043, ACC NDCG@20: 0.0078, Seq_model training time: 0.31min
LASER Seq-model 0, Epoch [9/2000], Runs: 192, Loss: 0.6402, UL AUC: 0.5257, ACC AUC: 0.5064, ACC NDCG@20: 0.0082, Seq_model training time: 0.35min
LASER Seq-model 0, Epoch [10/2000], Runs: 192, Loss: 0.6319, UL AUC: 0.5270, ACC AUC: 0.5088, ACC NDCG@20: 0.0086, Seq_model training time: 0.39min
LASER Seq-model 0, Epoch [11/2000], Runs: 192, Loss: 0.6216, UL AUC: 0.5279, ACC AUC: 0.5122, ACC NDCG@20: 0.0089, Seq_model training time: 0.42min
LASER Seq-model 0, Epoch [12/2000], Runs: 192, Loss: 0.6116, UL AUC: 0.5295, ACC AUC: 0.5167, ACC NDCG@20: 0.0098, Seq_model training time: 0.46min
LASER Seq-model 0, Epoch [13/2000], Runs: 192, Loss: 0.5989, UL AUC: 0.5311, ACC AUC: 0.5224, ACC NDCG@20: 0.0109, Seq_model training time: 0.50min
LASER Seq-model 0, Epoch [14/2000], Runs: 192, Loss: 0.5852, UL AUC: 0.5321, ACC AUC: 0.5296, ACC NDCG@20: 0.0127, Seq_model training time: 0.53min
LASER Seq-model 0, Epoch [15/2000], Runs: 192, Loss: 0.5692, UL AUC: 0.5319, ACC AUC: 0.5382, ACC NDCG@20: 0.0153, Seq_model training time: 0.57min
LASER Seq-model 0, Epoch [16/2000], Runs: 192, Loss: 0.5528, UL AUC: 0.5333, ACC AUC: 0.5485, ACC NDCG@20: 0.0185, Seq_model training time: 0.61min
LASER Seq-model 0, Epoch [17/2000], Runs: 192, Loss: 0.5356, UL AUC: 0.5341, ACC AUC: 0.5590, ACC NDCG@20: 0.0223, Seq_model training time: 0.64min
LASER Seq-model 0, Epoch [18/2000], Runs: 192, Loss: 0.5191, UL AUC: 0.5345, ACC AUC: 0.5691, ACC NDCG@20: 0.0258, Seq_model training time: 0.68min
LASER Seq-model 0, Epoch [19/2000], Runs: 192, Loss: 0.5047, UL AUC: 0.5352, ACC AUC: 0.5790, ACC NDCG@20: 0.0291, Seq_model training time: 0.71min
LASER Seq-model 0, Epoch [20/2000], Runs: 192, Loss: 0.4905, UL AUC: 0.5355, ACC AUC: 0.5878, ACC NDCG@20: 0.0318, Seq_model training time: 0.75min
LASER Seq-model 0, Epoch [21/2000], Runs: 192, Loss: 0.4792, UL AUC: 0.5364, ACC AUC: 0.5962, ACC NDCG@20: 0.0342, Seq_model training time: 0.78min
LASER Seq-model 0, Epoch [22/2000], Runs: 192, Loss: 0.4709, UL AUC: 0.5376, ACC AUC: 0.6031, ACC NDCG@20: 0.0360, Seq_model training time: 0.82min
LASER Seq-model 0, Epoch [23/2000], Runs: 192, Loss: 0.4634, UL AUC: 0.5384, ACC AUC: 0.6094, ACC NDCG@20: 0.0374, Seq_model training time: 0.85min
LASER Seq-model 0, Epoch [24/2000], Runs: 192, Loss: 0.4559, UL AUC: 0.5387, ACC AUC: 0.6146, ACC NDCG@20: 0.0384, Seq_model training time: 0.89min
LASER Seq-model 0, Epoch [25/2000], Runs: 192, Loss: 0.4508, UL AUC: 0.5390, ACC AUC: 0.6192, ACC NDCG@20: 0.0394, Seq_model training time: 0.93min
LASER Seq-model 0, Epoch [26/2000], Runs: 192, Loss: 0.4457, UL AUC: 0.5403, ACC AUC: 0.6229, ACC NDCG@20: 0.0397, Seq_model training time: 0.97min
LASER Seq-model 0, Epoch [27/2000], Runs: 192, Loss: 0.4431, UL AUC: 0.5408, ACC AUC: 0.6264, ACC NDCG@20: 0.0405, Seq_model training time: 1.01min
LASER Seq-model 0, Epoch [28/2000], Runs: 192, Loss: 0.4392, UL AUC: 0.5425, ACC AUC: 0.6294, ACC NDCG@20: 0.0407, Seq_model training time: 1.04min
LASER Seq-model 0, Epoch [29/2000], Runs: 192, Loss: 0.4355, UL AUC: 0.5430, ACC AUC: 0.6318, ACC NDCG@20: 0.0409, Seq_model training time: 1.08min
LASER Seq-model 0, Epoch [30/2000], Runs: 192, Loss: 0.4334, UL AUC: 0.5440, ACC AUC: 0.6343, ACC NDCG@20: 0.0411, Seq_model training time: 1.11min
LASER Seq-model 0, Epoch [31/2000], Runs: 192, Loss: 0.4306, UL AUC: 0.5442, ACC AUC: 0.6362, ACC NDCG@20: 0.0414, Seq_model training time: 1.15min
LASER Seq-model 0, Epoch [32/2000], Runs: 192, Loss: 0.4285, UL AUC: 0.5453, ACC AUC: 0.6378, ACC NDCG@20: 0.0412, Seq_model training time: 1.18min
LASER Seq-model 0, Epoch [33/2000], Runs: 192, Loss: 0.4268, UL AUC: 0.5456, ACC AUC: 0.6393, ACC NDCG@20: 0.0410, Seq_model training time: 1.22min
LASER Seq-model 0, Epoch [34/2000], Runs: 192, Loss: 0.4245, UL AUC: 0.5457, ACC AUC: 0.6406, ACC NDCG@20: 0.0409, Seq_model training time: 1.25min
LASER Seq-model 0, Epoch [35/2000], Runs: 192, Loss: 0.4234, UL AUC: 0.5463, ACC AUC: 0.6417, ACC NDCG@20: 0.0404, Seq_model training time: 1.29min
LASER Seq-model 0, Epoch [36/2000], Runs: 192, Loss: 0.4216, UL AUC: 0.5472, ACC AUC: 0.6426, ACC NDCG@20: 0.0400, Seq_model training time: 1.33min
LASER Seq-model 0, Epoch [37/2000], Runs: 192, Loss: 0.4204, UL AUC: 0.5475, ACC AUC: 0.6436, ACC NDCG@20: 0.0392, Seq_model training time: 1.37min
LASER Seq-model 0, Epoch [38/2000], Runs: 192, Loss: 0.4178, UL AUC: 0.5483, ACC AUC: 0.6443, ACC NDCG@20: 0.0383, Seq_model training time: 1.40min
LASER Seq-model 0, Epoch [39/2000], Runs: 192, Loss: 0.4174, UL AUC: 0.5482, ACC AUC: 0.6449, ACC NDCG@20: 0.0373, Seq_model training time: 1.44min
LASER Seq-model 0, Epoch [40/2000], Runs: 192, Loss: 0.4162, UL AUC: 0.5495, ACC AUC: 0.6451, ACC NDCG@20: 0.0364, Seq_model training time: 1.47min
LASER Seq-model 0, Epoch [41/2000], Runs: 192, Loss: 0.4140, UL AUC: 0.5502, ACC AUC: 0.6453, ACC NDCG@20: 0.0359, Seq_model training time: 1.51min
LASER Seq-model 0, Epoch [42/2000], Runs: 192, Loss: 0.4142, UL AUC: 0.5506, ACC AUC: 0.6455, ACC NDCG@20: 0.0346, Seq_model training time: 1.55min
LASER Seq-model 0, Epoch [43/2000], Runs: 192, Loss: 0.4130, UL AUC: 0.5506, ACC AUC: 0.6457, ACC NDCG@20: 0.0339, Seq_model training time: 1.58min
LASER Seq-model 0, Epoch [44/2000], Runs: 192, Loss: 0.4118, UL AUC: 0.5512, ACC AUC: 0.6457, ACC NDCG@20: 0.0329, Seq_model training time: 1.62min
LASER Seq-model 0, Epoch [45/2000], Runs: 192, Loss: 0.4113, UL AUC: 0.5521, ACC AUC: 0.6455, ACC NDCG@20: 0.0320, Seq_model training time: 1.65min
LASER Seq-model 0, Epoch [46/2000], Runs: 192, Loss: 0.4099, UL AUC: 0.5521, ACC AUC: 0.6455, ACC NDCG@20: 0.0314, Seq_model training time: 1.69min
LASER Seq-model 0, Epoch [47/2000], Runs: 192, Loss: 0.4098, UL AUC: 0.5534, ACC AUC: 0.6455, ACC NDCG@20: 0.0309, Seq_model training time: 1.72min
LASER Seq-model 0, Epoch [48/2000], Runs: 192, Loss: 0.4094, UL AUC: 0.5537, ACC AUC: 0.6452, ACC NDCG@20: 0.0307, Seq_model training time: 1.76min
LASER Seq-model 0, Epoch [49/2000], Runs: 192, Loss: 0.4075, UL AUC: 0.5548, ACC AUC: 0.6454, ACC NDCG@20: 0.0307, Seq_model training time: 1.80min
LASER Seq-model 0, Epoch [50/2000], Runs: 192, Loss: 0.4071, UL AUC: 0.5553, ACC AUC: 0.6453, ACC NDCG@20: 0.0306, Seq_model training time: 1.83min
LASER Seq-model 0, Epoch [51/2000], Runs: 192, Loss: 0.4060, UL AUC: 0.5562, ACC AUC: 0.6450, ACC NDCG@20: 0.0307, Seq_model training time: 1.87min
LASER Seq-model 0, Epoch [52/2000], Runs: 192, Loss: 0.4053, UL AUC: 0.5561, ACC AUC: 0.6451, ACC NDCG@20: 0.0311, Seq_model training time: 1.91min
LASER Seq-model 0, Epoch [53/2000], Runs: 192, Loss: 0.4051, UL AUC: 0.5564, ACC AUC: 0.6451, ACC NDCG@20: 0.0315, Seq_model training time: 1.95min
LASER Seq-model 0, Epoch [54/2000], Runs: 192, Loss: 0.4048, UL AUC: 0.5565, ACC AUC: 0.6451, ACC NDCG@20: 0.0316, Seq_model training time: 1.98min
LASER Seq-model 0, Epoch [55/2000], Runs: 192, Loss: 0.4036, UL AUC: 0.5572, ACC AUC: 0.6452, ACC NDCG@20: 0.0322, Seq_model training time: 2.02min
LASER Seq-model 0, Epoch [56/2000], Runs: 192, Loss: 0.4032, UL AUC: 0.5574, ACC AUC: 0.6450, ACC NDCG@20: 0.0324, Seq_model training time: 2.06min
LASER Seq-model 0, Epoch [57/2000], Runs: 192, Loss: 0.4028, UL AUC: 0.5580, ACC AUC: 0.6451, ACC NDCG@20: 0.0328, Seq_model training time: 2.09min
LASER Seq-model 0, Epoch [58/2000], Runs: 192, Loss: 0.4019, UL AUC: 0.5582, ACC AUC: 0.6451, ACC NDCG@20: 0.0330, Seq_model training time: 2.13min
LASER Seq-model 0, Epoch [59/2000], Runs: 192, Loss: 0.4018, UL AUC: 0.5582, ACC AUC: 0.6450, ACC NDCG@20: 0.0331, Seq_model training time: 2.17min
LASER Seq-model 0, Epoch [60/2000], Runs: 192, Loss: 0.4012, UL AUC: 0.5578, ACC AUC: 0.6450, ACC NDCG@20: 0.0336, Seq_model training time: 2.20min
LASER Seq-model 0, Epoch [61/2000], Runs: 192, Loss: 0.4002, UL AUC: 0.5583, ACC AUC: 0.6447, ACC NDCG@20: 0.0339, Seq_model training time: 2.24min
LASER Seq-model 0, Epoch [62/2000], Runs: 192, Loss: 0.4003, UL AUC: 0.5591, ACC AUC: 0.6445, ACC NDCG@20: 0.0341, Seq_model training time: 2.28min
LASER Seq-model 0, Epoch [63/2000], Runs: 192, Loss: 0.3999, UL AUC: 0.5594, ACC AUC: 0.6443, ACC NDCG@20: 0.0348, Seq_model training time: 2.32min
LASER Seq-model 0, Epoch [64/2000], Runs: 192, Loss: 0.3985, UL AUC: 0.5595, ACC AUC: 0.6443, ACC NDCG@20: 0.0349, Seq_model training time: 2.35min
LASER Seq-model 0, Epoch [65/2000], Runs: 192, Loss: 0.3976, UL AUC: 0.5611, ACC AUC: 0.6439, ACC NDCG@20: 0.0357, Seq_model training time: 2.39min
LASER Seq-model 0, Epoch [66/2000], Runs: 192, Loss: 0.3983, UL AUC: 0.5609, ACC AUC: 0.6437, ACC NDCG@20: 0.0363, Seq_model training time: 2.43min
LASER Seq-model 0, Epoch [67/2000], Runs: 192, Loss: 0.3973, UL AUC: 0.5609, ACC AUC: 0.6434, ACC NDCG@20: 0.0364, Seq_model training time: 2.47min
LASER Seq-model 0, Epoch [68/2000], Runs: 192, Loss: 0.3967, UL AUC: 0.5613, ACC AUC: 0.6431, ACC NDCG@20: 0.0371, Seq_model training time: 2.50min
LASER Seq-model 0, Epoch [69/2000], Runs: 192, Loss: 0.3964, UL AUC: 0.5618, ACC AUC: 0.6426, ACC NDCG@20: 0.0375, Seq_model training time: 2.54min
LASER Seq-model 0, Epoch [70/2000], Runs: 192, Loss: 0.3954, UL AUC: 0.5625, ACC AUC: 0.6421, ACC NDCG@20: 0.0379, Seq_model training time: 2.57min
LASER Seq-model 0, Epoch [71/2000], Runs: 192, Loss: 0.3959, UL AUC: 0.5630, ACC AUC: 0.6413, ACC NDCG@20: 0.0383, Seq_model training time: 2.61min
LASER Seq-model 0, Epoch [72/2000], Runs: 192, Loss: 0.3951, UL AUC: 0.5633, ACC AUC: 0.6407, ACC NDCG@20: 0.0390, Seq_model training time: 2.64min
LASER Seq-model 0, Epoch [73/2000], Runs: 192, Loss: 0.3950, UL AUC: 0.5630, ACC AUC: 0.6403, ACC NDCG@20: 0.0393, Seq_model training time: 2.68min
LASER Seq-model 0, Epoch [74/2000], Runs: 192, Loss: 0.3944, UL AUC: 0.5632, ACC AUC: 0.6398, ACC NDCG@20: 0.0402, Seq_model training time: 2.71min
LASER Seq-model 0, Epoch [75/2000], Runs: 192, Loss: 0.3943, UL AUC: 0.5632, ACC AUC: 0.6392, ACC NDCG@20: 0.0402, Seq_model training time: 2.75min
LASER Seq-model 0, Epoch [76/2000], Runs: 192, Loss: 0.3936, UL AUC: 0.5636, ACC AUC: 0.6386, ACC NDCG@20: 0.0409, Seq_model training time: 2.78min
LASER Seq-model 0, Epoch [77/2000], Runs: 192, Loss: 0.3930, UL AUC: 0.5640, ACC AUC: 0.6378, ACC NDCG@20: 0.0418, Seq_model training time: 2.82min
LASER Seq-model 0, Epoch [78/2000], Runs: 192, Loss: 0.3926, UL AUC: 0.5648, ACC AUC: 0.6372, ACC NDCG@20: 0.0419, Seq_model training time: 2.85min
LASER Seq-model 0, Epoch [79/2000], Runs: 192, Loss: 0.3916, UL AUC: 0.5651, ACC AUC: 0.6366, ACC NDCG@20: 0.0424, Seq_model training time: 2.89min
LASER Seq-model 0, Epoch [80/2000], Runs: 192, Loss: 0.3923, UL AUC: 0.5654, ACC AUC: 0.6361, ACC NDCG@20: 0.0435, Seq_model training time: 2.92min
LASER Seq-model 0, Epoch [81/2000], Runs: 192, Loss: 0.3916, UL AUC: 0.5658, ACC AUC: 0.6356, ACC NDCG@20: 0.0441, Seq_model training time: 2.97min
LASER Seq-model 0, Epoch [82/2000], Runs: 192, Loss: 0.3919, UL AUC: 0.5659, ACC AUC: 0.6347, ACC NDCG@20: 0.0445, Seq_model training time: 3.00min
LASER Seq-model 0, Epoch [83/2000], Runs: 192, Loss: 0.3914, UL AUC: 0.5664, ACC AUC: 0.6342, ACC NDCG@20: 0.0453, Seq_model training time: 3.04min
LASER Seq-model 0, Epoch [84/2000], Runs: 192, Loss: 0.3904, UL AUC: 0.5664, ACC AUC: 0.6336, ACC NDCG@20: 0.0459, Seq_model training time: 3.07min
LASER Seq-model 0, Epoch [85/2000], Runs: 192, Loss: 0.3897, UL AUC: 0.5663, ACC AUC: 0.6331, ACC NDCG@20: 0.0462, Seq_model training time: 3.11min
LASER Seq-model 0, Epoch [86/2000], Runs: 192, Loss: 0.3899, UL AUC: 0.5656, ACC AUC: 0.6327, ACC NDCG@20: 0.0469, Seq_model training time: 3.14min
LASER Seq-model 0, Epoch [87/2000], Runs: 192, Loss: 0.3896, UL AUC: 0.5661, ACC AUC: 0.6321, ACC NDCG@20: 0.0475, Seq_model training time: 3.18min
LASER Seq-model 0, Epoch [88/2000], Runs: 192, Loss: 0.3892, UL AUC: 0.5657, ACC AUC: 0.6315, ACC NDCG@20: 0.0480, Seq_model training time: 3.21min
LASER Seq-model 0, Epoch [89/2000], Runs: 192, Loss: 0.3887, UL AUC: 0.5653, ACC AUC: 0.6312, ACC NDCG@20: 0.0481, Seq_model training time: 3.25min
LASER Seq-model 0, Epoch [90/2000], Runs: 192, Loss: 0.3884, UL AUC: 0.5660, ACC AUC: 0.6309, ACC NDCG@20: 0.0487, Seq_model training time: 3.28min
LASER Seq-model 0, Epoch [91/2000], Runs: 192, Loss: 0.3881, UL AUC: 0.5658, ACC AUC: 0.6304, ACC NDCG@20: 0.0493, Seq_model training time: 3.31min
LASER Seq-model 0, Epoch [92/2000], Runs: 192, Loss: 0.3876, UL AUC: 0.5667, ACC AUC: 0.6302, ACC NDCG@20: 0.0497, Seq_model training time: 3.35min
LASER Seq-model 0, Epoch [93/2000], Runs: 192, Loss: 0.3874, UL AUC: 0.5668, ACC AUC: 0.6299, ACC NDCG@20: 0.0501, Seq_model training time: 3.39min
LASER Seq-model 0, Epoch [94/2000], Runs: 192, Loss: 0.3874, UL AUC: 0.5665, ACC AUC: 0.6297, ACC NDCG@20: 0.0514, Seq_model training time: 3.43min
LASER Seq-model 0, Epoch [95/2000], Runs: 192, Loss: 0.3866, UL AUC: 0.5670, ACC AUC: 0.6292, ACC NDCG@20: 0.0519, Seq_model training time: 3.46min
LASER Seq-model 0, Epoch [96/2000], Runs: 192, Loss: 0.3866, UL AUC: 0.5672, ACC AUC: 0.6287, ACC NDCG@20: 0.0524, Seq_model training time: 3.50min
LASER Seq-model 0, Epoch [97/2000], Runs: 192, Loss: 0.3865, UL AUC: 0.5673, ACC AUC: 0.6285, ACC NDCG@20: 0.0527, Seq_model training time: 3.54min
LASER Seq-model 0, Epoch [98/2000], Runs: 192, Loss: 0.3859, UL AUC: 0.5671, ACC AUC: 0.6284, ACC NDCG@20: 0.0534, Seq_model training time: 3.57min
LASER Seq-model 0, Epoch [99/2000], Runs: 192, Loss: 0.3856, UL AUC: 0.5679, ACC AUC: 0.6279, ACC NDCG@20: 0.0535, Seq_model training time: 3.61min
LASER Seq-model 0, Epoch [100/2000], Runs: 192, Loss: 0.3856, UL AUC: 0.5679, ACC AUC: 0.6277, ACC NDCG@20: 0.0542, Seq_model training time: 3.64min
LASER Seq-model 0, Epoch [101/2000], Runs: 192, Loss: 0.3849, UL AUC: 0.5682, ACC AUC: 0.6275, ACC NDCG@20: 0.0547, Seq_model training time: 3.68min
LASER Seq-model 0, Epoch [102/2000], Runs: 192, Loss: 0.3848, UL AUC: 0.5689, ACC AUC: 0.6272, ACC NDCG@20: 0.0557, Seq_model training time: 3.72min
LASER Seq-model 0, Epoch [103/2000], Runs: 192, Loss: 0.3850, UL AUC: 0.5686, ACC AUC: 0.6272, ACC NDCG@20: 0.0551, Seq_model training time: 3.75min
LASER Seq-model 0, Epoch [104/2000], Runs: 192, Loss: 0.3841, UL AUC: 0.5691, ACC AUC: 0.6270, ACC NDCG@20: 0.0557, Seq_model training time: 3.79min
LASER Seq-model 0, Epoch [105/2000], Runs: 192, Loss: 0.3841, UL AUC: 0.5686, ACC AUC: 0.6268, ACC NDCG@20: 0.0565, Seq_model training time: 3.83min
LASER Seq-model 0, Epoch [106/2000], Runs: 192, Loss: 0.3837, UL AUC: 0.5693, ACC AUC: 0.6265, ACC NDCG@20: 0.0572, Seq_model training time: 3.86min
LASER Seq-model 0, Epoch [107/2000], Runs: 192, Loss: 0.3833, UL AUC: 0.5699, ACC AUC: 0.6265, ACC NDCG@20: 0.0580, Seq_model training time: 3.90min
LASER Seq-model 0, Epoch [108/2000], Runs: 192, Loss: 0.3834, UL AUC: 0.5702, ACC AUC: 0.6263, ACC NDCG@20: 0.0582, Seq_model training time: 3.93min
LASER Seq-model 0, Epoch [109/2000], Runs: 192, Loss: 0.3823, UL AUC: 0.5703, ACC AUC: 0.6261, ACC NDCG@20: 0.0589, Seq_model training time: 3.97min
LASER Seq-model 0, Epoch [110/2000], Runs: 192, Loss: 0.3830, UL AUC: 0.5704, ACC AUC: 0.6262, ACC NDCG@20: 0.0589, Seq_model training time: 4.01min
LASER Seq-model 0, Epoch [111/2000], Runs: 192, Loss: 0.3828, UL AUC: 0.5704, ACC AUC: 0.6261, ACC NDCG@20: 0.0595, Seq_model training time: 4.04min
LASER Seq-model 0, Epoch [112/2000], Runs: 192, Loss: 0.3821, UL AUC: 0.5709, ACC AUC: 0.6260, ACC NDCG@20: 0.0602, Seq_model training time: 4.07min
LASER Seq-model 0, Epoch [113/2000], Runs: 192, Loss: 0.3825, UL AUC: 0.5711, ACC AUC: 0.6259, ACC NDCG@20: 0.0607, Seq_model training time: 4.11min
LASER Seq-model 0, Epoch [114/2000], Runs: 192, Loss: 0.3818, UL AUC: 0.5713, ACC AUC: 0.6255, ACC NDCG@20: 0.0611, Seq_model training time: 4.15min
LASER Seq-model 0, Epoch [115/2000], Runs: 192, Loss: 0.3813, UL AUC: 0.5721, ACC AUC: 0.6256, ACC NDCG@20: 0.0616, Seq_model training time: 4.18min
LASER Seq-model 0, Epoch [116/2000], Runs: 192, Loss: 0.3810, UL AUC: 0.5723, ACC AUC: 0.6253, ACC NDCG@20: 0.0622, Seq_model training time: 4.22min
LASER Seq-model 0, Epoch [117/2000], Runs: 192, Loss: 0.3812, UL AUC: 0.5722, ACC AUC: 0.6252, ACC NDCG@20: 0.0624, Seq_model training time: 4.25min
LASER Seq-model 0, Epoch [118/2000], Runs: 192, Loss: 0.3807, UL AUC: 0.5733, ACC AUC: 0.6250, ACC NDCG@20: 0.0627, Seq_model training time: 4.29min
LASER Seq-model 0, Epoch [119/2000], Runs: 192, Loss: 0.3809, UL AUC: 0.5734, ACC AUC: 0.6251, ACC NDCG@20: 0.0632, Seq_model training time: 4.33min
LASER Seq-model 0, Epoch [120/2000], Runs: 192, Loss: 0.3800, UL AUC: 0.5732, ACC AUC: 0.6251, ACC NDCG@20: 0.0640, Seq_model training time: 4.37min
LASER Seq-model 0, Epoch [121/2000], Runs: 192, Loss: 0.3802, UL AUC: 0.5733, ACC AUC: 0.6247, ACC NDCG@20: 0.0646, Seq_model training time: 4.40min
LASER Seq-model 0, Epoch [122/2000], Runs: 192, Loss: 0.3797, UL AUC: 0.5730, ACC AUC: 0.6248, ACC NDCG@20: 0.0644, Seq_model training time: 4.43min
LASER Seq-model 0, Epoch [123/2000], Runs: 192, Loss: 0.3794, UL AUC: 0.5734, ACC AUC: 0.6246, ACC NDCG@20: 0.0647, Seq_model training time: 4.47min
LASER Seq-model 0, Epoch [124/2000], Runs: 192, Loss: 0.3793, UL AUC: 0.5740, ACC AUC: 0.6242, ACC NDCG@20: 0.0649, Seq_model training time: 4.51min
LASER Seq-model 0, Epoch [125/2000], Runs: 192, Loss: 0.3795, UL AUC: 0.5737, ACC AUC: 0.6240, ACC NDCG@20: 0.0646, Seq_model training time: 4.55min
LASER Seq-model 0, Epoch [126/2000], Runs: 192, Loss: 0.3783, UL AUC: 0.5738, ACC AUC: 0.6240, ACC NDCG@20: 0.0653, Seq_model training time: 4.58min
LASER Seq-model 0, Epoch [127/2000], Runs: 192, Loss: 0.3790, UL AUC: 0.5744, ACC AUC: 0.6238, ACC NDCG@20: 0.0657, Seq_model training time: 4.61min
LASER Seq-model 0, Epoch [128/2000], Runs: 192, Loss: 0.3789, UL AUC: 0.5745, ACC AUC: 0.6237, ACC NDCG@20: 0.0657, Seq_model training time: 4.65min
LASER Seq-model 0, Epoch [129/2000], Runs: 192, Loss: 0.3785, UL AUC: 0.5749, ACC AUC: 0.6235, ACC NDCG@20: 0.0666, Seq_model training time: 4.68min
LASER Seq-model 0, Epoch [130/2000], Runs: 192, Loss: 0.3780, UL AUC: 0.5741, ACC AUC: 0.6233, ACC NDCG@20: 0.0668, Seq_model training time: 4.71min
LASER Seq-model 0, Epoch [131/2000], Runs: 192, Loss: 0.3782, UL AUC: 0.5735, ACC AUC: 0.6233, ACC NDCG@20: 0.0673, Seq_model training time: 4.74min
LASER Seq-model 0, Epoch [132/2000], Runs: 192, Loss: 0.3777, UL AUC: 0.5738, ACC AUC: 0.6230, ACC NDCG@20: 0.0671, Seq_model training time: 4.78min
LASER Seq-model 0, Epoch [133/2000], Runs: 192, Loss: 0.3779, UL AUC: 0.5741, ACC AUC: 0.6233, ACC NDCG@20: 0.0678, Seq_model training time: 4.81min
LASER Seq-model 0, Epoch [134/2000], Runs: 192, Loss: 0.3769, UL AUC: 0.5739, ACC AUC: 0.6227, ACC NDCG@20: 0.0682, Seq_model training time: 4.85min
LASER Seq-model 0, Epoch [135/2000], Runs: 192, Loss: 0.3777, UL AUC: 0.5733, ACC AUC: 0.6226, ACC NDCG@20: 0.0689, Seq_model training time: 4.88min
LASER Seq-model 0, Epoch [136/2000], Runs: 192, Loss: 0.3768, UL AUC: 0.5735, ACC AUC: 0.6227, ACC NDCG@20: 0.0688, Seq_model training time: 4.92min
LASER Seq-model 0, Epoch [137/2000], Runs: 192, Loss: 0.3767, UL AUC: 0.5743, ACC AUC: 0.6225, ACC NDCG@20: 0.0691, Seq_model training time: 4.96min
LASER Seq-model 0, Epoch [138/2000], Runs: 192, Loss: 0.3765, UL AUC: 0.5747, ACC AUC: 0.6225, ACC NDCG@20: 0.0695, Seq_model training time: 4.99min
LASER Seq-model 0, Epoch [139/2000], Runs: 192, Loss: 0.3765, UL AUC: 0.5746, ACC AUC: 0.6225, ACC NDCG@20: 0.0696, Seq_model training time: 5.03min
LASER Seq-model 0, Epoch [140/2000], Runs: 192, Loss: 0.3764, UL AUC: 0.5750, ACC AUC: 0.6228, ACC NDCG@20: 0.0703, Seq_model training time: 5.07min
LASER Seq-model 0, Epoch [141/2000], Runs: 192, Loss: 0.3757, UL AUC: 0.5750, ACC AUC: 0.6224, ACC NDCG@20: 0.0704, Seq_model training time: 5.10min
LASER Seq-model 0, Epoch [142/2000], Runs: 192, Loss: 0.3757, UL AUC: 0.5747, ACC AUC: 0.6220, ACC NDCG@20: 0.0714, Seq_model training time: 5.14min
LASER Seq-model 0, Epoch [143/2000], Runs: 192, Loss: 0.3757, UL AUC: 0.5748, ACC AUC: 0.6219, ACC NDCG@20: 0.0715, Seq_model training time: 5.18min
LASER Seq-model 0, Epoch [144/2000], Runs: 192, Loss: 0.3756, UL AUC: 0.5753, ACC AUC: 0.6220, ACC NDCG@20: 0.0715, Seq_model training time: 5.21min
LASER Seq-model 0, Epoch [145/2000], Runs: 192, Loss: 0.3751, UL AUC: 0.5746, ACC AUC: 0.6217, ACC NDCG@20: 0.0716, Seq_model training time: 5.25min
LASER Seq-model 0, Epoch [146/2000], Runs: 192, Loss: 0.3751, UL AUC: 0.5743, ACC AUC: 0.6218, ACC NDCG@20: 0.0721, Seq_model training time: 5.29min
LASER Seq-model 0, Epoch [147/2000], Runs: 192, Loss: 0.3753, UL AUC: 0.5744, ACC AUC: 0.6218, ACC NDCG@20: 0.0718, Seq_model training time: 5.33min
LASER Seq-model 0, Epoch [148/2000], Runs: 192, Loss: 0.3744, UL AUC: 0.5749, ACC AUC: 0.6216, ACC NDCG@20: 0.0724, Seq_model training time: 5.36min
LASER Seq-model 0, Epoch [149/2000], Runs: 192, Loss: 0.3747, UL AUC: 0.5744, ACC AUC: 0.6216, ACC NDCG@20: 0.0727, Seq_model training time: 5.40min
LASER Seq-model 0, Epoch [150/2000], Runs: 192, Loss: 0.3744, UL AUC: 0.5753, ACC AUC: 0.6213, ACC NDCG@20: 0.0728, Seq_model training time: 5.44min
LASER Seq-model 0, Epoch [151/2000], Runs: 192, Loss: 0.3743, UL AUC: 0.5745, ACC AUC: 0.6212, ACC NDCG@20: 0.0732, Seq_model training time: 5.48min
LASER Seq-model 0, Epoch [152/2000], Runs: 192, Loss: 0.3741, UL AUC: 0.5748, ACC AUC: 0.6213, ACC NDCG@20: 0.0732, Seq_model training time: 5.51min
LASER Seq-model 0, Epoch [153/2000], Runs: 192, Loss: 0.3740, UL AUC: 0.5753, ACC AUC: 0.6212, ACC NDCG@20: 0.0736, Seq_model training time: 5.55min
LASER Seq-model 0, Epoch [154/2000], Runs: 192, Loss: 0.3737, UL AUC: 0.5753, ACC AUC: 0.6211, ACC NDCG@20: 0.0737, Seq_model training time: 5.58min
LASER Seq-model 0, Epoch [155/2000], Runs: 192, Loss: 0.3738, UL AUC: 0.5758, ACC AUC: 0.6209, ACC NDCG@20: 0.0737, Seq_model training time: 5.62min
LASER Seq-model 0, Epoch [156/2000], Runs: 192, Loss: 0.3729, UL AUC: 0.5759, ACC AUC: 0.6209, ACC NDCG@20: 0.0745, Seq_model training time: 5.66min
LASER Seq-model 0, Epoch [157/2000], Runs: 192, Loss: 0.3734, UL AUC: 0.5764, ACC AUC: 0.6207, ACC NDCG@20: 0.0747, Seq_model training time: 5.69min
LASER Seq-model 0, Epoch [158/2000], Runs: 192, Loss: 0.3729, UL AUC: 0.5763, ACC AUC: 0.6209, ACC NDCG@20: 0.0749, Seq_model training time: 5.73min
LASER Seq-model 0, Epoch [159/2000], Runs: 192, Loss: 0.3734, UL AUC: 0.5761, ACC AUC: 0.6207, ACC NDCG@20: 0.0752, Seq_model training time: 5.77min
LASER Seq-model 0, Epoch [160/2000], Runs: 192, Loss: 0.3726, UL AUC: 0.5764, ACC AUC: 0.6212, ACC NDCG@20: 0.0759, Seq_model training time: 5.80min
LASER Seq-model 0, Epoch [161/2000], Runs: 192, Loss: 0.3726, UL AUC: 0.5761, ACC AUC: 0.6209, ACC NDCG@20: 0.0766, Seq_model training time: 5.83min
LASER Seq-model 0, Epoch [162/2000], Runs: 192, Loss: 0.3730, UL AUC: 0.5766, ACC AUC: 0.6208, ACC NDCG@20: 0.0761, Seq_model training time: 5.87min
LASER Seq-model 0, Epoch [163/2000], Runs: 192, Loss: 0.3724, UL AUC: 0.5765, ACC AUC: 0.6209, ACC NDCG@20: 0.0756, Seq_model training time: 5.91min
LASER Seq-model 0, Epoch [164/2000], Runs: 192, Loss: 0.3724, UL AUC: 0.5764, ACC AUC: 0.6208, ACC NDCG@20: 0.0760, Seq_model training time: 5.94min
LASER Seq-model 0, Epoch [165/2000], Runs: 192, Loss: 0.3718, UL AUC: 0.5771, ACC AUC: 0.6206, ACC NDCG@20: 0.0764, Seq_model training time: 5.97min
LASER Seq-model 0, Epoch [166/2000], Runs: 192, Loss: 0.3719, UL AUC: 0.5772, ACC AUC: 0.6208, ACC NDCG@20: 0.0757, Seq_model training time: 6.01min
LASER Seq-model 0, Epoch [167/2000], Runs: 192, Loss: 0.3710, UL AUC: 0.5770, ACC AUC: 0.6210, ACC NDCG@20: 0.0764, Seq_model training time: 6.05min
LASER Seq-model 0, Epoch [168/2000], Runs: 192, Loss: 0.3723, UL AUC: 0.5768, ACC AUC: 0.6209, ACC NDCG@20: 0.0765, Seq_model training time: 6.08min
LASER Seq-model 0, Epoch [169/2000], Runs: 192, Loss: 0.3710, UL AUC: 0.5764, ACC AUC: 0.6211, ACC NDCG@20: 0.0770, Seq_model training time: 6.13min
LASER Seq-model 0, Epoch [170/2000], Runs: 192, Loss: 0.3712, UL AUC: 0.5765, ACC AUC: 0.6211, ACC NDCG@20: 0.0775, Seq_model training time: 6.16min
LASER Seq-model 0, Epoch [171/2000], Runs: 192, Loss: 0.3709, UL AUC: 0.5767, ACC AUC: 0.6209, ACC NDCG@20: 0.0770, Seq_model training time: 6.20min
LASER Seq-model 0, Epoch [172/2000], Runs: 192, Loss: 0.3708, UL AUC: 0.5770, ACC AUC: 0.6211, ACC NDCG@20: 0.0778, Seq_model training time: 6.24min
LASER Seq-model 0, Epoch [173/2000], Runs: 192, Loss: 0.3705, UL AUC: 0.5771, ACC AUC: 0.6206, ACC NDCG@20: 0.0774, Seq_model training time: 6.27min
LASER Seq-model 0, Epoch [174/2000], Runs: 192, Loss: 0.3707, UL AUC: 0.5775, ACC AUC: 0.6206, ACC NDCG@20: 0.0781, Seq_model training time: 6.31min
LASER Seq-model 0, Epoch [175/2000], Runs: 192, Loss: 0.3704, UL AUC: 0.5771, ACC AUC: 0.6207, ACC NDCG@20: 0.0789, Seq_model training time: 6.34min
LASER Seq-model 0, Epoch [176/2000], Runs: 192, Loss: 0.3703, UL AUC: 0.5783, ACC AUC: 0.6206, ACC NDCG@20: 0.0788, Seq_model training time: 6.38min
LASER Seq-model 0, Epoch [177/2000], Runs: 192, Loss: 0.3702, UL AUC: 0.5781, ACC AUC: 0.6206, ACC NDCG@20: 0.0783, Seq_model training time: 6.42min
LASER Seq-model 0, Epoch [178/2000], Runs: 192, Loss: 0.3701, UL AUC: 0.5777, ACC AUC: 0.6205, ACC NDCG@20: 0.0789, Seq_model training time: 6.45min
LASER Seq-model 0, Epoch [179/2000], Runs: 192, Loss: 0.3699, UL AUC: 0.5775, ACC AUC: 0.6204, ACC NDCG@20: 0.0789, Seq_model training time: 6.49min
LASER Seq-model 0, Epoch [180/2000], Runs: 192, Loss: 0.3699, UL AUC: 0.5764, ACC AUC: 0.6204, ACC NDCG@20: 0.0785, Seq_model training time: 6.52min
LASER Seq-model 0, Epoch [181/2000], Runs: 192, Loss: 0.3694, UL AUC: 0.5772, ACC AUC: 0.6202, ACC NDCG@20: 0.0790, Seq_model training time: 6.56min
LASER Seq-model 0, Epoch [182/2000], Runs: 192, Loss: 0.3695, UL AUC: 0.5763, ACC AUC: 0.6204, ACC NDCG@20: 0.0788, Seq_model training time: 6.59min
LASER Seq-model 0, Epoch [183/2000], Runs: 192, Loss: 0.3692, UL AUC: 0.5769, ACC AUC: 0.6201, ACC NDCG@20: 0.0786, Seq_model training time: 6.63min
LASER Seq-model 0, Epoch [184/2000], Runs: 192, Loss: 0.3690, UL AUC: 0.5774, ACC AUC: 0.6203, ACC NDCG@20: 0.0794, Seq_model training time: 6.67min
LASER Seq-model 0, Epoch [185/2000], Runs: 192, Loss: 0.3689, UL AUC: 0.5771, ACC AUC: 0.6201, ACC NDCG@20: 0.0795, Seq_model training time: 6.71min
LASER Seq-model 0, Epoch [186/2000], Runs: 192, Loss: 0.3690, UL AUC: 0.5776, ACC AUC: 0.6202, ACC NDCG@20: 0.0797, Seq_model training time: 6.74min
LASER Seq-model 0, Epoch [187/2000], Runs: 192, Loss: 0.3687, UL AUC: 0.5782, ACC AUC: 0.6201, ACC NDCG@20: 0.0801, Seq_model training time: 6.78min
LASER Seq-model 0, Epoch [188/2000], Runs: 192, Loss: 0.3689, UL AUC: 0.5778, ACC AUC: 0.6201, ACC NDCG@20: 0.0798, Seq_model training time: 6.82min
LASER Seq-model 0, Epoch [189/2000], Runs: 192, Loss: 0.3687, UL AUC: 0.5777, ACC AUC: 0.6199, ACC NDCG@20: 0.0802, Seq_model training time: 6.85min
LASER Seq-model 0, Epoch [190/2000], Runs: 192, Loss: 0.3685, UL AUC: 0.5777, ACC AUC: 0.6198, ACC NDCG@20: 0.0800, Seq_model training time: 6.89min
LASER Seq-model 0, Epoch [191/2000], Runs: 192, Loss: 0.3684, UL AUC: 0.5771, ACC AUC: 0.6200, ACC NDCG@20: 0.0804, Seq_model training time: 6.92min
LASER Seq-model 0, Epoch [192/2000], Runs: 192, Loss: 0.3689, UL AUC: 0.5777, ACC AUC: 0.6199, ACC NDCG@20: 0.0801, Seq_model training time: 6.96min
LASER Seq-model 0, Epoch [193/2000], Runs: 192, Loss: 0.3681, UL AUC: 0.5781, ACC AUC: 0.6199, ACC NDCG@20: 0.0803, Seq_model training time: 6.99min
LASER Seq-model 0, Epoch [194/2000], Runs: 192, Loss: 0.3687, UL AUC: 0.5768, ACC AUC: 0.6199, ACC NDCG@20: 0.0803, Seq_model training time: 7.03min
LASER Seq-model 0, Epoch [195/2000], Runs: 192, Loss: 0.3687, UL AUC: 0.5773, ACC AUC: 0.6197, ACC NDCG@20: 0.0815, Seq_model training time: 7.06min
LASER Seq-model 0, Epoch [196/2000], Runs: 192, Loss: 0.3679, UL AUC: 0.5765, ACC AUC: 0.6200, ACC NDCG@20: 0.0806, Seq_model training time: 7.10min
LASER Seq-model 0, Epoch [197/2000], Runs: 192, Loss: 0.3679, UL AUC: 0.5765, ACC AUC: 0.6199, ACC NDCG@20: 0.0809, Seq_model training time: 7.14min
LASER Seq-model 0, Epoch [198/2000], Runs: 192, Loss: 0.3676, UL AUC: 0.5766, ACC AUC: 0.6200, ACC NDCG@20: 0.0812, Seq_model training time: 7.18min
LASER Seq-model 0, Epoch [199/2000], Runs: 192, Loss: 0.3674, UL AUC: 0.5775, ACC AUC: 0.6199, ACC NDCG@20: 0.0814, Seq_model training time: 7.21min
LASER Seq-model 0, Epoch [200/2000], Runs: 192, Loss: 0.3677, UL AUC: 0.5778, ACC AUC: 0.6199, ACC NDCG@20: 0.0815, Seq_model training time: 7.25min
LASER Seq-model 0, Epoch [201/2000], Runs: 192, Loss: 0.3674, UL AUC: 0.5779, ACC AUC: 0.6202, ACC NDCG@20: 0.0816, Seq_model training time: 7.28min
LASER Seq-model 0, Epoch [202/2000], Runs: 192, Loss: 0.3675, UL AUC: 0.5777, ACC AUC: 0.6204, ACC NDCG@20: 0.0819, Seq_model training time: 7.32min
LASER Seq-model 0, Epoch [203/2000], Runs: 192, Loss: 0.3676, UL AUC: 0.5776, ACC AUC: 0.6201, ACC NDCG@20: 0.0817, Seq_model training time: 7.36min
LASER Seq-model 0, Epoch [204/2000], Runs: 192, Loss: 0.3673, UL AUC: 0.5772, ACC AUC: 0.6197, ACC NDCG@20: 0.0821, Seq_model training time: 7.39min
LASER Seq-model 0, Epoch [205/2000], Runs: 192, Loss: 0.3669, UL AUC: 0.5773, ACC AUC: 0.6200, ACC NDCG@20: 0.0824, Seq_model training time: 7.43min
LASER Seq-model 0, Epoch [206/2000], Runs: 192, Loss: 0.3669, UL AUC: 0.5771, ACC AUC: 0.6200, ACC NDCG@20: 0.0821, Seq_model training time: 7.46min
LASER Seq-model 0, Epoch [207/2000], Runs: 192, Loss: 0.3666, UL AUC: 0.5780, ACC AUC: 0.6202, ACC NDCG@20: 0.0824, Seq_model training time: 7.50min
LASER Seq-model 0, Epoch [208/2000], Runs: 192, Loss: 0.3668, UL AUC: 0.5777, ACC AUC: 0.6202, ACC NDCG@20: 0.0819, Seq_model training time: 7.53min
LASER Seq-model 0, Epoch [209/2000], Runs: 192, Loss: 0.3662, UL AUC: 0.5785, ACC AUC: 0.6201, ACC NDCG@20: 0.0820, Seq_model training time: 7.57min
LASER Seq-model 0, Epoch [210/2000], Runs: 192, Loss: 0.3666, UL AUC: 0.5788, ACC AUC: 0.6203, ACC NDCG@20: 0.0818, Seq_model training time: 7.60min
LASER Seq-model 0, Epoch [211/2000], Runs: 192, Loss: 0.3663, UL AUC: 0.5792, ACC AUC: 0.6198, ACC NDCG@20: 0.0824, Seq_model training time: 7.63min
LASER Seq-model 0, Epoch [212/2000], Runs: 192, Loss: 0.3661, UL AUC: 0.5792, ACC AUC: 0.6199, ACC NDCG@20: 0.0825, Seq_model training time: 7.67min
LASER Seq-model 0, Epoch [213/2000], Runs: 192, Loss: 0.3659, UL AUC: 0.5794, ACC AUC: 0.6199, ACC NDCG@20: 0.0826, Seq_model training time: 7.70min
LASER Seq-model 0, Epoch [214/2000], Runs: 192, Loss: 0.3662, UL AUC: 0.5793, ACC AUC: 0.6195, ACC NDCG@20: 0.0824, Seq_model training time: 7.74min
LASER Seq-model 0, Epoch [215/2000], Runs: 192, Loss: 0.3661, UL AUC: 0.5793, ACC AUC: 0.6195, ACC NDCG@20: 0.0824, Seq_model training time: 7.78min
LASER Seq-model 0, Epoch [216/2000], Runs: 192, Loss: 0.3658, UL AUC: 0.5790, ACC AUC: 0.6195, ACC NDCG@20: 0.0826, Seq_model training time: 7.82min
LASER Seq-model 0, Epoch [217/2000], Runs: 192, Loss: 0.3658, UL AUC: 0.5793, ACC AUC: 0.6194, ACC NDCG@20: 0.0826, Seq_model training time: 7.85min
LASER Seq-model 0, Epoch [218/2000], Runs: 192, Loss: 0.3654, UL AUC: 0.5792, ACC AUC: 0.6197, ACC NDCG@20: 0.0826, Seq_model training time: 7.89min
LASER Seq-model 0, Epoch [219/2000], Runs: 192, Loss: 0.3654, UL AUC: 0.5795, ACC AUC: 0.6196, ACC NDCG@20: 0.0828, Seq_model training time: 7.93min
LASER Seq-model 0, Epoch [220/2000], Runs: 192, Loss: 0.3651, UL AUC: 0.5792, ACC AUC: 0.6194, ACC NDCG@20: 0.0830, Seq_model training time: 7.96min
LASER Seq-model 0, Epoch [221/2000], Runs: 192, Loss: 0.3654, UL AUC: 0.5789, ACC AUC: 0.6192, ACC NDCG@20: 0.0824, Seq_model training time: 7.99min
LASER Seq-model 0, Epoch [222/2000], Runs: 192, Loss: 0.3653, UL AUC: 0.5785, ACC AUC: 0.6191, ACC NDCG@20: 0.0825, Seq_model training time: 8.03min
LASER Seq-model 0, Epoch [223/2000], Runs: 192, Loss: 0.3649, UL AUC: 0.5787, ACC AUC: 0.6190, ACC NDCG@20: 0.0822, Seq_model training time: 8.06min
LASER Seq-model 0, Epoch [224/2000], Runs: 192, Loss: 0.3648, UL AUC: 0.5780, ACC AUC: 0.6193, ACC NDCG@20: 0.0824, Seq_model training time: 8.10min
LASER Seq-model 0, Epoch [225/2000], Runs: 192, Loss: 0.3648, UL AUC: 0.5785, ACC AUC: 0.6191, ACC NDCG@20: 0.0829, Seq_model training time: 8.14min
LASER Seq-model 0, Epoch [226/2000], Runs: 192, Loss: 0.3652, UL AUC: 0.5784, ACC AUC: 0.6193, ACC NDCG@20: 0.0831, Seq_model training time: 8.18min
LASER Seq-model 0, Epoch [227/2000], Runs: 192, Loss: 0.3651, UL AUC: 0.5785, ACC AUC: 0.6191, ACC NDCG@20: 0.0833, Seq_model training time: 8.21min
LASER Seq-model 0, Epoch [228/2000], Runs: 192, Loss: 0.3650, UL AUC: 0.5782, ACC AUC: 0.6191, ACC NDCG@20: 0.0836, Seq_model training time: 8.24min
LASER Seq-model 0, Epoch [229/2000], Runs: 192, Loss: 0.3649, UL AUC: 0.5786, ACC AUC: 0.6196, ACC NDCG@20: 0.0834, Seq_model training time: 8.28min
LASER Seq-model 0, Epoch [230/2000], Runs: 192, Loss: 0.3648, UL AUC: 0.5789, ACC AUC: 0.6195, ACC NDCG@20: 0.0830, Seq_model training time: 8.32min
LASER Seq-model 0, Epoch [231/2000], Runs: 192, Loss: 0.3643, UL AUC: 0.5785, ACC AUC: 0.6193, ACC NDCG@20: 0.0834, Seq_model training time: 8.35min
LASER Seq-model 0, Epoch [232/2000], Runs: 192, Loss: 0.3643, UL AUC: 0.5789, ACC AUC: 0.6193, ACC NDCG@20: 0.0834, Seq_model training time: 8.40min
LASER Seq-model 0, Epoch [233/2000], Runs: 192, Loss: 0.3647, UL AUC: 0.5794, ACC AUC: 0.6194, ACC NDCG@20: 0.0836, Seq_model training time: 8.43min
LASER Seq-model 0, Epoch [234/2000], Runs: 192, Loss: 0.3642, UL AUC: 0.5806, ACC AUC: 0.6193, ACC NDCG@20: 0.0839, Seq_model training time: 8.46min
LASER Seq-model 0, Epoch [235/2000], Runs: 192, Loss: 0.3638, UL AUC: 0.5812, ACC AUC: 0.6194, ACC NDCG@20: 0.0838, Seq_model training time: 8.49min
LASER Seq-model 0, Epoch [236/2000], Runs: 192, Loss: 0.3640, UL AUC: 0.5811, ACC AUC: 0.6191, ACC NDCG@20: 0.0839, Seq_model training time: 8.53min
LASER Seq-model 0, Epoch [237/2000], Runs: 192, Loss: 0.3638, UL AUC: 0.5811, ACC AUC: 0.6191, ACC NDCG@20: 0.0849, Seq_model training time: 8.56min
LASER Seq-model 0, Epoch [238/2000], Runs: 192, Loss: 0.3637, UL AUC: 0.5811, ACC AUC: 0.6190, ACC NDCG@20: 0.0850, Seq_model training time: 8.60min
LASER Seq-model 0, Epoch [239/2000], Runs: 192, Loss: 0.3644, UL AUC: 0.5812, ACC AUC: 0.6191, ACC NDCG@20: 0.0847, Seq_model training time: 8.63min
LASER Seq-model 0, Epoch [240/2000], Runs: 192, Loss: 0.3637, UL AUC: 0.5809, ACC AUC: 0.6187, ACC NDCG@20: 0.0850, Seq_model training time: 8.67min
LASER Seq-model 0, Epoch [241/2000], Runs: 192, Loss: 0.3640, UL AUC: 0.5813, ACC AUC: 0.6186, ACC NDCG@20: 0.0846, Seq_model training time: 8.71min
LASER Seq-model 0, Epoch [242/2000], Runs: 192, Loss: 0.3629, UL AUC: 0.5810, ACC AUC: 0.6189, ACC NDCG@20: 0.0847, Seq_model training time: 8.74min
LASER Seq-model 0, Epoch [243/2000], Runs: 192, Loss: 0.3636, UL AUC: 0.5816, ACC AUC: 0.6188, ACC NDCG@20: 0.0850, Seq_model training time: 8.78min
LASER Seq-model 0, Epoch [244/2000], Runs: 192, Loss: 0.3636, UL AUC: 0.5816, ACC AUC: 0.6189, ACC NDCG@20: 0.0854, Seq_model training time: 8.81min
LASER Seq-model 0, Epoch [245/2000], Runs: 192, Loss: 0.3636, UL AUC: 0.5824, ACC AUC: 0.6190, ACC NDCG@20: 0.0848, Seq_model training time: 8.84min
LASER Seq-model 0, Epoch [246/2000], Runs: 192, Loss: 0.3630, UL AUC: 0.5829, ACC AUC: 0.6190, ACC NDCG@20: 0.0851, Seq_model training time: 8.88min
LASER Seq-model 0, Epoch [247/2000], Runs: 192, Loss: 0.3633, UL AUC: 0.5829, ACC AUC: 0.6189, ACC NDCG@20: 0.0856, Seq_model training time: 8.92min
LASER Seq-model 0, Epoch [248/2000], Runs: 192, Loss: 0.3631, UL AUC: 0.5833, ACC AUC: 0.6190, ACC NDCG@20: 0.0853, Seq_model training time: 8.95min
LASER Seq-model 0, Epoch [249/2000], Runs: 192, Loss: 0.3636, UL AUC: 0.5827, ACC AUC: 0.6191, ACC NDCG@20: 0.0854, Seq_model training time: 8.99min
LASER Seq-model 0, Epoch [250/2000], Runs: 192, Loss: 0.3631, UL AUC: 0.5826, ACC AUC: 0.6187, ACC NDCG@20: 0.0854, Seq_model training time: 9.03min
LASER Seq-model 0, Epoch [251/2000], Runs: 192, Loss: 0.3627, UL AUC: 0.5823, ACC AUC: 0.6187, ACC NDCG@20: 0.0850, Seq_model training time: 9.06min
LASER Seq-model 0, Epoch [252/2000], Runs: 192, Loss: 0.3627, UL AUC: 0.5817, ACC AUC: 0.6189, ACC NDCG@20: 0.0848, Seq_model training time: 9.10min
LASER Seq-model 0, Epoch [253/2000], Runs: 192, Loss: 0.3629, UL AUC: 0.5814, ACC AUC: 0.6190, ACC NDCG@20: 0.0852, Seq_model training time: 9.13min
LASER Seq-model 0, Epoch [254/2000], Runs: 192, Loss: 0.3627, UL AUC: 0.5820, ACC AUC: 0.6188, ACC NDCG@20: 0.0846, Seq_model training time: 9.17min
LASER Seq-model 0, Epoch [255/2000], Runs: 192, Loss: 0.3626, UL AUC: 0.5818, ACC AUC: 0.6191, ACC NDCG@20: 0.0851, Seq_model training time: 9.21min
LASER Seq-model 0, Epoch [256/2000], Runs: 192, Loss: 0.3623, UL AUC: 0.5813, ACC AUC: 0.6188, ACC NDCG@20: 0.0857, Seq_model training time: 9.24min
LASER Seq-model 0, Epoch [257/2000], Runs: 192, Loss: 0.3625, UL AUC: 0.5825, ACC AUC: 0.6189, ACC NDCG@20: 0.0850, Seq_model training time: 9.28min
LASER Seq-model 0, Epoch [258/2000], Runs: 192, Loss: 0.3623, UL AUC: 0.5823, ACC AUC: 0.6190, ACC NDCG@20: 0.0858, Seq_model training time: 9.32min
LASER Seq-model 0, Epoch [259/2000], Runs: 192, Loss: 0.3617, UL AUC: 0.5827, ACC AUC: 0.6187, ACC NDCG@20: 0.0853, Seq_model training time: 9.36min
LASER Seq-model 0, Epoch [260/2000], Runs: 192, Loss: 0.3621, UL AUC: 0.5824, ACC AUC: 0.6186, ACC NDCG@20: 0.0852, Seq_model training time: 9.39min
LASER Seq-model 0, Epoch [261/2000], Runs: 192, Loss: 0.3625, UL AUC: 0.5826, ACC AUC: 0.6186, ACC NDCG@20: 0.0860, Seq_model training time: 9.43min
LASER Seq-model 0, Epoch [262/2000], Runs: 192, Loss: 0.3618, UL AUC: 0.5830, ACC AUC: 0.6186, ACC NDCG@20: 0.0862, Seq_model training time: 9.47min
LASER Seq-model 0, Epoch [263/2000], Runs: 192, Loss: 0.3621, UL AUC: 0.5828, ACC AUC: 0.6186, ACC NDCG@20: 0.0855, Seq_model training time: 9.50min
LASER Seq-model 0, Epoch [264/2000], Runs: 192, Loss: 0.3623, UL AUC: 0.5828, ACC AUC: 0.6187, ACC NDCG@20: 0.0860, Seq_model training time: 9.54min
LASER Seq-model 0, Epoch [265/2000], Runs: 192, Loss: 0.3616, UL AUC: 0.5830, ACC AUC: 0.6185, ACC NDCG@20: 0.0864, Seq_model training time: 9.58min
LASER Seq-model 0, Epoch [266/2000], Runs: 192, Loss: 0.3617, UL AUC: 0.5825, ACC AUC: 0.6186, ACC NDCG@20: 0.0855, Seq_model training time: 9.61min
LASER Seq-model 0, Epoch [267/2000], Runs: 192, Loss: 0.3621, UL AUC: 0.5836, ACC AUC: 0.6184, ACC NDCG@20: 0.0849, Seq_model training time: 9.64min
LASER Seq-model 0, Epoch [268/2000], Runs: 192, Loss: 0.3623, UL AUC: 0.5831, ACC AUC: 0.6185, ACC NDCG@20: 0.0854, Seq_model training time: 9.68min
LASER Seq-model 0, Epoch [269/2000], Runs: 192, Loss: 0.3617, UL AUC: 0.5817, ACC AUC: 0.6185, ACC NDCG@20: 0.0853, Seq_model training time: 9.71min
LASER Seq-model 0, Epoch [270/2000], Runs: 192, Loss: 0.3616, UL AUC: 0.5803, ACC AUC: 0.6185, ACC NDCG@20: 0.0857, Seq_model training time: 9.75min
LASER Seq-model 0, Epoch [271/2000], Runs: 192, Loss: 0.3618, UL AUC: 0.5806, ACC AUC: 0.6187, ACC NDCG@20: 0.0858, Seq_model training time: 9.78min
LASER Seq-model 0, Epoch [272/2000], Runs: 192, Loss: 0.3614, UL AUC: 0.5805, ACC AUC: 0.6184, ACC NDCG@20: 0.0860, Seq_model training time: 9.82min
LASER Seq-model 0, Epoch [273/2000], Runs: 192, Loss: 0.3615, UL AUC: 0.5811, ACC AUC: 0.6184, ACC NDCG@20: 0.0861, Seq_model training time: 9.86min
LASER Seq-model 0, Epoch [274/2000], Runs: 192, Loss: 0.3614, UL AUC: 0.5822, ACC AUC: 0.6184, ACC NDCG@20: 0.0856, Seq_model training time: 9.90min
LASER Seq-model 0, Epoch [275/2000], Runs: 192, Loss: 0.3621, UL AUC: 0.5815, ACC AUC: 0.6184, ACC NDCG@20: 0.0852, Seq_model training time: 9.93min
LASER Seq-model 0, Epoch [276/2000], Runs: 192, Loss: 0.3610, UL AUC: 0.5809, ACC AUC: 0.6183, ACC NDCG@20: 0.0855, Seq_model training time: 9.97min
LASER Seq-model 0, Epoch [277/2000], Runs: 192, Loss: 0.3612, UL AUC: 0.5817, ACC AUC: 0.6187, ACC NDCG@20: 0.0860, Seq_model training time: 10.01min
LASER Seq-model 0, Epoch [278/2000], Runs: 192, Loss: 0.3614, UL AUC: 0.5820, ACC AUC: 0.6181, ACC NDCG@20: 0.0862, Seq_model training time: 10.04min
LASER Seq-model 0, Epoch [279/2000], Runs: 192, Loss: 0.3609, UL AUC: 0.5826, ACC AUC: 0.6182, ACC NDCG@20: 0.0862, Seq_model training time: 10.09min
LASER Seq-model 0, Epoch [280/2000], Runs: 192, Loss: 0.3612, UL AUC: 0.5826, ACC AUC: 0.6183, ACC NDCG@20: 0.0861, Seq_model training time: 10.12min
LASER Seq-model 0, Epoch [281/2000], Runs: 192, Loss: 0.3609, UL AUC: 0.5818, ACC AUC: 0.6184, ACC NDCG@20: 0.0864, Seq_model training time: 10.16min
LASER Seq-model 0, Epoch [282/2000], Runs: 192, Loss: 0.3606, UL AUC: 0.5816, ACC AUC: 0.6181, ACC NDCG@20: 0.0863, Seq_model training time: 10.20min
LASER Seq-model 0, Epoch [283/2000], Runs: 192, Loss: 0.3608, UL AUC: 0.5812, ACC AUC: 0.6181, ACC NDCG@20: 0.0865, Seq_model training time: 10.24min
LASER Seq-model 0, Epoch [284/2000], Runs: 192, Loss: 0.3609, UL AUC: 0.5810, ACC AUC: 0.6183, ACC NDCG@20: 0.0865, Seq_model training time: 10.28min
LASER Seq-model 0, Epoch [285/2000], Runs: 192, Loss: 0.3611, UL AUC: 0.5815, ACC AUC: 0.6180, ACC NDCG@20: 0.0866, Seq_model training time: 10.31min
LASER Seq-model 0, Epoch [286/2000], Runs: 192, Loss: 0.3611, UL AUC: 0.5826, ACC AUC: 0.6182, ACC NDCG@20: 0.0868, Seq_model training time: 10.35min
LASER Seq-model 0, Epoch [287/2000], Runs: 192, Loss: 0.3611, UL AUC: 0.5825, ACC AUC: 0.6178, ACC NDCG@20: 0.0868, Seq_model training time: 10.39min
LASER Seq-model 0, Epoch [288/2000], Runs: 192, Loss: 0.3607, UL AUC: 0.5823, ACC AUC: 0.6179, ACC NDCG@20: 0.0865, Seq_model training time: 10.42min
LASER Seq-model 0, Epoch [289/2000], Runs: 192, Loss: 0.3610, UL AUC: 0.5827, ACC AUC: 0.6177, ACC NDCG@20: 0.0867, Seq_model training time: 10.46min
LASER Seq-model 0, Epoch [290/2000], Runs: 192, Loss: 0.3603, UL AUC: 0.5831, ACC AUC: 0.6177, ACC NDCG@20: 0.0866, Seq_model training time: 10.50min
LASER Seq-model 0, Epoch [291/2000], Runs: 192, Loss: 0.3611, UL AUC: 0.5827, ACC AUC: 0.6175, ACC NDCG@20: 0.0874, Seq_model training time: 10.54min
LASER Seq-model 0, Epoch [292/2000], Runs: 192, Loss: 0.3602, UL AUC: 0.5823, ACC AUC: 0.6176, ACC NDCG@20: 0.0875, Seq_model training time: 10.57min
LASER Seq-model 0, Epoch [293/2000], Runs: 192, Loss: 0.3599, UL AUC: 0.5821, ACC AUC: 0.6180, ACC NDCG@20: 0.0872, Seq_model training time: 10.61min
LASER Seq-model 0, Epoch [294/2000], Runs: 192, Loss: 0.3604, UL AUC: 0.5821, ACC AUC: 0.6178, ACC NDCG@20: 0.0870, Seq_model training time: 10.64min
LASER Seq-model 0, Epoch [295/2000], Runs: 192, Loss: 0.3606, UL AUC: 0.5821, ACC AUC: 0.6179, ACC NDCG@20: 0.0873, Seq_model training time: 10.68min
LASER Seq-model 0, Epoch [296/2000], Runs: 192, Loss: 0.3606, UL AUC: 0.5824, ACC AUC: 0.6181, ACC NDCG@20: 0.0871, Seq_model training time: 10.72min
LASER Seq-model 0, Epoch [297/2000], Runs: 192, Loss: 0.3602, UL AUC: 0.5824, ACC AUC: 0.6178, ACC NDCG@20: 0.0877, Seq_model training time: 10.75min
LASER Seq-model 0, Epoch [298/2000], Runs: 192, Loss: 0.3598, UL AUC: 0.5824, ACC AUC: 0.6179, ACC NDCG@20: 0.0870, Seq_model training time: 10.79min
LASER Seq-model 0, Epoch [299/2000], Runs: 192, Loss: 0.3600, UL AUC: 0.5826, ACC AUC: 0.6179, ACC NDCG@20: 0.0873, Seq_model training time: 10.82min
LASER Seq-model 0, Epoch [300/2000], Runs: 192, Loss: 0.3603, UL AUC: 0.5824, ACC AUC: 0.6175, ACC NDCG@20: 0.0872, Seq_model training time: 10.86min
LASER Seq-model 0, Epoch [301/2000], Runs: 192, Loss: 0.3598, UL AUC: 0.5819, ACC AUC: 0.6175, ACC NDCG@20: 0.0867, Seq_model training time: 10.90min
LASER Seq-model 0, Epoch [302/2000], Runs: 192, Loss: 0.3601, UL AUC: 0.5820, ACC AUC: 0.6177, ACC NDCG@20: 0.0873, Seq_model training time: 10.93min
LASER Seq-model 0, Epoch [303/2000], Runs: 192, Loss: 0.3596, UL AUC: 0.5822, ACC AUC: 0.6173, ACC NDCG@20: 0.0872, Seq_model training time: 10.97min
LASER Seq-model 0, Epoch [304/2000], Runs: 192, Loss: 0.3600, UL AUC: 0.5821, ACC AUC: 0.6173, ACC NDCG@20: 0.0871, Seq_model training time: 11.01min
LASER Seq-model 0, Epoch [305/2000], Runs: 192, Loss: 0.3599, UL AUC: 0.5819, ACC AUC: 0.6176, ACC NDCG@20: 0.0872, Seq_model training time: 11.05min
LASER Seq-model 0, Epoch [306/2000], Runs: 192, Loss: 0.3598, UL AUC: 0.5817, ACC AUC: 0.6175, ACC NDCG@20: 0.0876, Seq_model training time: 11.08min
LASER Seq-model 0, Epoch [307/2000], Runs: 192, Loss: 0.3600, UL AUC: 0.5816, ACC AUC: 0.6173, ACC NDCG@20: 0.0876, Seq_model training time: 11.11min
LASER Seq-model 0, Epoch [308/2000], Runs: 192, Loss: 0.3600, UL AUC: 0.5818, ACC AUC: 0.6175, ACC NDCG@20: 0.0880, Seq_model training time: 11.15min
LASER Seq-model 0, Epoch [309/2000], Runs: 192, Loss: 0.3599, UL AUC: 0.5823, ACC AUC: 0.6175, ACC NDCG@20: 0.0872, Seq_model training time: 11.19min
LASER Seq-model 0, Epoch [310/2000], Runs: 192, Loss: 0.3598, UL AUC: 0.5818, ACC AUC: 0.6176, ACC NDCG@20: 0.0874, Seq_model training time: 11.22min
LASER Seq-model 0, Epoch [311/2000], Runs: 192, Loss: 0.3595, UL AUC: 0.5819, ACC AUC: 0.6177, ACC NDCG@20: 0.0876, Seq_model training time: 11.26min
LASER Seq-model 0, Epoch [312/2000], Runs: 192, Loss: 0.3595, UL AUC: 0.5809, ACC AUC: 0.6173, ACC NDCG@20: 0.0871, Seq_model training time: 11.30min
LASER Seq-model 0, Epoch [313/2000], Runs: 192, Loss: 0.3595, UL AUC: 0.5814, ACC AUC: 0.6174, ACC NDCG@20: 0.0874, Seq_model training time: 11.33min
LASER Seq-model 0, Epoch [314/2000], Runs: 192, Loss: 0.3593, UL AUC: 0.5820, ACC AUC: 0.6176, ACC NDCG@20: 0.0875, Seq_model training time: 11.37min
LASER Seq-model 0, Epoch [315/2000], Runs: 192, Loss: 0.3590, UL AUC: 0.5811, ACC AUC: 0.6173, ACC NDCG@20: 0.0878, Seq_model training time: 11.40min
LASER Seq-model 0, Epoch [316/2000], Runs: 192, Loss: 0.3593, UL AUC: 0.5808, ACC AUC: 0.6174, ACC NDCG@20: 0.0880, Seq_model training time: 11.44min
LASER Seq-model 0, Epoch [317/2000], Runs: 192, Loss: 0.3592, UL AUC: 0.5812, ACC AUC: 0.6174, ACC NDCG@20: 0.0875, Seq_model training time: 11.48min
LASER Seq-model 0, Epoch [318/2000], Runs: 192, Loss: 0.3592, UL AUC: 0.5808, ACC AUC: 0.6178, ACC NDCG@20: 0.0879, Seq_model training time: 11.51min
LASER Seq-model 0, Epoch [319/2000], Runs: 192, Loss: 0.3598, UL AUC: 0.5808, ACC AUC: 0.6173, ACC NDCG@20: 0.0882, Seq_model training time: 11.55min
LASER Seq-model 0, Epoch [320/2000], Runs: 192, Loss: 0.3595, UL AUC: 0.5808, ACC AUC: 0.6177, ACC NDCG@20: 0.0879, Seq_model training time: 11.59min
LASER Seq-model 0, Epoch [321/2000], Runs: 192, Loss: 0.3591, UL AUC: 0.5816, ACC AUC: 0.6175, ACC NDCG@20: 0.0874, Seq_model training time: 11.62min
LASER Seq-model 0, Epoch [322/2000], Runs: 192, Loss: 0.3591, UL AUC: 0.5813, ACC AUC: 0.6174, ACC NDCG@20: 0.0877, Seq_model training time: 11.67min
LASER Seq-model 0, Epoch [323/2000], Runs: 192, Loss: 0.3593, UL AUC: 0.5816, ACC AUC: 0.6175, ACC NDCG@20: 0.0887, Seq_model training time: 11.70min
LASER Seq-model 0, Epoch [324/2000], Runs: 192, Loss: 0.3590, UL AUC: 0.5818, ACC AUC: 0.6176, ACC NDCG@20: 0.0883, Seq_model training time: 11.74min
LASER Seq-model 0, Epoch [325/2000], Runs: 192, Loss: 0.3589, UL AUC: 0.5817, ACC AUC: 0.6176, ACC NDCG@20: 0.0885, Seq_model training time: 11.77min
LASER Seq-model 0, Epoch [326/2000], Runs: 192, Loss: 0.3591, UL AUC: 0.5806, ACC AUC: 0.6179, ACC NDCG@20: 0.0884, Seq_model training time: 11.82min
LASER Seq-model 0, Epoch [327/2000], Runs: 192, Loss: 0.3590, UL AUC: 0.5818, ACC AUC: 0.6178, ACC NDCG@20: 0.0883, Seq_model training time: 11.85min
LASER Seq-model 0, Epoch [328/2000], Runs: 192, Loss: 0.3588, UL AUC: 0.5811, ACC AUC: 0.6180, ACC NDCG@20: 0.0885, Seq_model training time: 11.88min
LASER Seq-model 0, Epoch [329/2000], Runs: 192, Loss: 0.3588, UL AUC: 0.5806, ACC AUC: 0.6180, ACC NDCG@20: 0.0888, Seq_model training time: 11.93min
LASER Seq-model 0, Epoch [330/2000], Runs: 192, Loss: 0.3590, UL AUC: 0.5809, ACC AUC: 0.6178, ACC NDCG@20: 0.0881, Seq_model training time: 11.96min
LASER Seq-model 0, Epoch [331/2000], Runs: 192, Loss: 0.3588, UL AUC: 0.5806, ACC AUC: 0.6181, ACC NDCG@20: 0.0881, Seq_model training time: 12.00min
LASER Seq-model 0, Epoch [332/2000], Runs: 192, Loss: 0.3589, UL AUC: 0.5815, ACC AUC: 0.6176, ACC NDCG@20: 0.0886, Seq_model training time: 12.04min
LASER Seq-model 0, Epoch [333/2000], Runs: 192, Loss: 0.3580, UL AUC: 0.5822, ACC AUC: 0.6177, ACC NDCG@20: 0.0880, Seq_model training time: 12.07min
LASER Seq-model 0, Epoch [334/2000], Runs: 192, Loss: 0.3587, UL AUC: 0.5820, ACC AUC: 0.6178, ACC NDCG@20: 0.0880, Seq_model training time: 12.11min
LASER Seq-model 0, Epoch [335/2000], Runs: 192, Loss: 0.3584, UL AUC: 0.5823, ACC AUC: 0.6176, ACC NDCG@20: 0.0882, Seq_model training time: 12.14min
LASER Seq-model 0, Epoch [336/2000], Runs: 192, Loss: 0.3588, UL AUC: 0.5828, ACC AUC: 0.6178, ACC NDCG@20: 0.0882, Seq_model training time: 12.18min
LASER Seq-model 0, Epoch [337/2000], Runs: 192, Loss: 0.3583, UL AUC: 0.5832, ACC AUC: 0.6179, ACC NDCG@20: 0.0879, Seq_model training time: 12.22min
LASER Seq-model 0, Epoch [338/2000], Runs: 192, Loss: 0.3580, UL AUC: 0.5826, ACC AUC: 0.6182, ACC NDCG@20: 0.0876, Seq_model training time: 12.26min
LASER Seq-model 0, Epoch [339/2000], Runs: 192, Loss: 0.3586, UL AUC: 0.5832, ACC AUC: 0.6177, ACC NDCG@20: 0.0886, Seq_model training time: 12.29min
LASER Seq-model 0, Epoch [340/2000], Runs: 192, Loss: 0.3586, UL AUC: 0.5828, ACC AUC: 0.6178, ACC NDCG@20: 0.0884, Seq_model training time: 12.33min
LASER Seq-model 0, Epoch [341/2000], Runs: 192, Loss: 0.3581, UL AUC: 0.5833, ACC AUC: 0.6178, ACC NDCG@20: 0.0887, Seq_model training time: 12.36min
LASER Seq-model 0, Epoch [342/2000], Runs: 192, Loss: 0.3584, UL AUC: 0.5830, ACC AUC: 0.6178, ACC NDCG@20: 0.0890, Seq_model training time: 12.40min
LASER Seq-model 0, Epoch [343/2000], Runs: 192, Loss: 0.3577, UL AUC: 0.5836, ACC AUC: 0.6179, ACC NDCG@20: 0.0893, Seq_model training time: 12.43min
LASER Seq-model 0, Epoch [344/2000], Runs: 192, Loss: 0.3578, UL AUC: 0.5835, ACC AUC: 0.6179, ACC NDCG@20: 0.0890, Seq_model training time: 12.48min
LASER Seq-model 0, Epoch [345/2000], Runs: 192, Loss: 0.3582, UL AUC: 0.5839, ACC AUC: 0.6178, ACC NDCG@20: 0.0891, Seq_model training time: 12.51min
LASER Seq-model 0, Epoch [346/2000], Runs: 192, Loss: 0.3583, UL AUC: 0.5843, ACC AUC: 0.6175, ACC NDCG@20: 0.0887, Seq_model training time: 12.55min
LASER Seq-model 0, Epoch [347/2000], Runs: 192, Loss: 0.3581, UL AUC: 0.5840, ACC AUC: 0.6176, ACC NDCG@20: 0.0887, Seq_model training time: 12.59min
LASER Seq-model 0, Epoch [348/2000], Runs: 192, Loss: 0.3581, UL AUC: 0.5838, ACC AUC: 0.6177, ACC NDCG@20: 0.0885, Seq_model training time: 12.62min
LASER Seq-model 0, Epoch [349/2000], Runs: 192, Loss: 0.3581, UL AUC: 0.5833, ACC AUC: 0.6179, ACC NDCG@20: 0.0889, Seq_model training time: 12.66min
LASER Seq-model 0, Epoch [350/2000], Runs: 192, Loss: 0.3585, UL AUC: 0.5829, ACC AUC: 0.6176, ACC NDCG@20: 0.0880, Seq_model training time: 12.70min
LASER Seq-model 0, Epoch [351/2000], Runs: 192, Loss: 0.3584, UL AUC: 0.5818, ACC AUC: 0.6175, ACC NDCG@20: 0.0883, Seq_model training time: 12.73min
LASER Seq-model 0, Epoch [352/2000], Runs: 192, Loss: 0.3578, UL AUC: 0.5827, ACC AUC: 0.6177, ACC NDCG@20: 0.0881, Seq_model training time: 12.78min
LASER Seq-model 0, Epoch [353/2000], Runs: 192, Loss: 0.3583, UL AUC: 0.5827, ACC AUC: 0.6176, ACC NDCG@20: 0.0881, Seq_model training time: 12.81min
LASER Seq-model 0, Epoch [354/2000], Runs: 192, Loss: 0.3577, UL AUC: 0.5821, ACC AUC: 0.6175, ACC NDCG@20: 0.0877, Seq_model training time: 12.85min
LASER Seq-model 0, Epoch [355/2000], Runs: 192, Loss: 0.3576, UL AUC: 0.5814, ACC AUC: 0.6173, ACC NDCG@20: 0.0880, Seq_model training time: 12.88min
LASER Seq-model 0, Epoch [356/2000], Runs: 192, Loss: 0.3579, UL AUC: 0.5819, ACC AUC: 0.6172, ACC NDCG@20: 0.0878, Seq_model training time: 12.92min
LASER Seq-model 0, Epoch [357/2000], Runs: 192, Loss: 0.3578, UL AUC: 0.5819, ACC AUC: 0.6175, ACC NDCG@20: 0.0874, Seq_model training time: 12.95min
LASER Seq-model 0, Epoch [358/2000], Runs: 192, Loss: 0.3577, UL AUC: 0.5805, ACC AUC: 0.6175, ACC NDCG@20: 0.0876, Seq_model training time: 12.99min
LASER Seq-model 0, Epoch [359/2000], Runs: 192, Loss: 0.3578, UL AUC: 0.5806, ACC AUC: 0.6172, ACC NDCG@20: 0.0870, Seq_model training time: 13.03min
LASER Seq-model 0, Epoch [360/2000], Runs: 192, Loss: 0.3572, UL AUC: 0.5810, ACC AUC: 0.6172, ACC NDCG@20: 0.0870, Seq_model training time: 13.07min
LASER Seq-model 0, Epoch [361/2000], Runs: 192, Loss: 0.3577, UL AUC: 0.5809, ACC AUC: 0.6172, ACC NDCG@20: 0.0878, Seq_model training time: 13.11min
LASER Seq-model 0, Epoch [362/2000], Runs: 192, Loss: 0.3576, UL AUC: 0.5809, ACC AUC: 0.6168, ACC NDCG@20: 0.0884, Seq_model training time: 13.14min
LASER Seq-model 0, Epoch [363/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5810, ACC AUC: 0.6169, ACC NDCG@20: 0.0879, Seq_model training time: 13.18min
LASER Seq-model 0, Epoch [364/2000], Runs: 192, Loss: 0.3579, UL AUC: 0.5810, ACC AUC: 0.6169, ACC NDCG@20: 0.0875, Seq_model training time: 13.22min
LASER Seq-model 0, Epoch [365/2000], Runs: 192, Loss: 0.3575, UL AUC: 0.5811, ACC AUC: 0.6168, ACC NDCG@20: 0.0879, Seq_model training time: 13.26min
LASER Seq-model 0, Epoch [366/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5814, ACC AUC: 0.6166, ACC NDCG@20: 0.0877, Seq_model training time: 13.29min
LASER Seq-model 0, Epoch [367/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5816, ACC AUC: 0.6168, ACC NDCG@20: 0.0877, Seq_model training time: 13.33min
LASER Seq-model 0, Epoch [368/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5816, ACC AUC: 0.6167, ACC NDCG@20: 0.0884, Seq_model training time: 13.37min
LASER Seq-model 0, Epoch [369/2000], Runs: 192, Loss: 0.3575, UL AUC: 0.5819, ACC AUC: 0.6168, ACC NDCG@20: 0.0881, Seq_model training time: 13.40min
LASER Seq-model 0, Epoch [370/2000], Runs: 192, Loss: 0.3575, UL AUC: 0.5816, ACC AUC: 0.6165, ACC NDCG@20: 0.0885, Seq_model training time: 13.44min
LASER Seq-model 0, Epoch [371/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5818, ACC AUC: 0.6165, ACC NDCG@20: 0.0882, Seq_model training time: 13.47min
LASER Seq-model 0, Epoch [372/2000], Runs: 192, Loss: 0.3576, UL AUC: 0.5809, ACC AUC: 0.6165, ACC NDCG@20: 0.0889, Seq_model training time: 13.51min
LASER Seq-model 0, Epoch [373/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5812, ACC AUC: 0.6164, ACC NDCG@20: 0.0894, Seq_model training time: 13.55min
LASER Seq-model 0, Epoch [374/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5816, ACC AUC: 0.6164, ACC NDCG@20: 0.0879, Seq_model training time: 13.59min
LASER Seq-model 0, Epoch [375/2000], Runs: 192, Loss: 0.3572, UL AUC: 0.5813, ACC AUC: 0.6163, ACC NDCG@20: 0.0885, Seq_model training time: 13.62min
LASER Seq-model 0, Epoch [376/2000], Runs: 192, Loss: 0.3570, UL AUC: 0.5809, ACC AUC: 0.6162, ACC NDCG@20: 0.0888, Seq_model training time: 13.66min
LASER Seq-model 0, Epoch [377/2000], Runs: 192, Loss: 0.3570, UL AUC: 0.5801, ACC AUC: 0.6164, ACC NDCG@20: 0.0884, Seq_model training time: 13.69min
LASER Seq-model 0, Epoch [378/2000], Runs: 192, Loss: 0.3571, UL AUC: 0.5805, ACC AUC: 0.6164, ACC NDCG@20: 0.0885, Seq_model training time: 13.73min
LASER Seq-model 0, Epoch [379/2000], Runs: 192, Loss: 0.3573, UL AUC: 0.5808, ACC AUC: 0.6164, ACC NDCG@20: 0.0886, Seq_model training time: 13.77min
LASER Seq-model 0, Epoch [380/2000], Runs: 192, Loss: 0.3574, UL AUC: 0.5805, ACC AUC: 0.6166, ACC NDCG@20: 0.0889, Seq_model training time: 13.80min
LASER Seq-model 0, Epoch [381/2000], Runs: 192, Loss: 0.3566, UL AUC: 0.5805, ACC AUC: 0.6166, ACC NDCG@20: 0.0886, Seq_model training time: 13.84min
LASER Seq-model 0, Epoch [382/2000], Runs: 192, Loss: 0.3569, UL AUC: 0.5804, ACC AUC: 0.6167, ACC NDCG@20: 0.0886, Seq_model training time: 13.88min
LASER Seq-model 0, Epoch [383/2000], Runs: 192, Loss: 0.3571, UL AUC: 0.5804, ACC AUC: 0.6166, ACC NDCG@20: 0.0885, Seq_model training time: 13.91min
LASER Seq-model 0, Epoch [384/2000], Runs: 192, Loss: 0.3570, UL AUC: 0.5805, ACC AUC: 0.6166, ACC NDCG@20: 0.0889, Seq_model training time: 13.95min
LASER Seq-model 0, Epoch [385/2000], Runs: 192, Loss: 0.3569, UL AUC: 0.5810, ACC AUC: 0.6169, ACC NDCG@20: 0.0891, Seq_model training time: 13.99min
LASER Seq-model 0, Epoch [386/2000], Runs: 192, Loss: 0.3567, UL AUC: 0.5801, ACC AUC: 0.6166, ACC NDCG@20: 0.0894, Seq_model training time: 14.02min
LASER Seq-model 0, Epoch [387/2000], Runs: 192, Loss: 0.3570, UL AUC: 0.5803, ACC AUC: 0.6168, ACC NDCG@20: 0.0886, Seq_model training time: 14.06min
LASER Seq-model 0, Epoch [388/2000], Runs: 192, Loss: 0.3568, UL AUC: 0.5797, ACC AUC: 0.6165, ACC NDCG@20: 0.0891, Seq_model training time: 14.09min
LASER Seq-model 0, Epoch [389/2000], Runs: 192, Loss: 0.3569, UL AUC: 0.5798, ACC AUC: 0.6169, ACC NDCG@20: 0.0896, Seq_model training time: 14.13min
LASER Seq-model 0, Epoch [390/2000], Runs: 192, Loss: 0.3571, UL AUC: 0.5797, ACC AUC: 0.6168, ACC NDCG@20: 0.0896, Seq_model training time: 14.17min
LASER Seq-model 0, Epoch [391/2000], Runs: 192, Loss: 0.3572, UL AUC: 0.5796, ACC AUC: 0.6167, ACC NDCG@20: 0.0899, Seq_model training time: 14.21min
LASER Seq-model 0, Epoch [392/2000], Runs: 192, Loss: 0.3571, UL AUC: 0.5789, ACC AUC: 0.6166, ACC NDCG@20: 0.0897, Seq_model training time: 14.25min
LASER Seq-model 0, Epoch [393/2000], Runs: 192, Loss: 0.3566, UL AUC: 0.5790, ACC AUC: 0.6166, ACC NDCG@20: 0.0894, Seq_model training time: 14.28min
LASER Seq-model 0, Epoch [394/2000], Runs: 192, Loss: 0.3569, UL AUC: 0.5797, ACC AUC: 0.6165, ACC NDCG@20: 0.0902, Seq_model training time: 14.32min
LASER Seq-model 0, Epoch [395/2000], Runs: 192, Loss: 0.3567, UL AUC: 0.5796, ACC AUC: 0.6166, ACC NDCG@20: 0.0901, Seq_model training time: 14.36min
LASER Seq-model 0, Epoch [396/2000], Runs: 192, Loss: 0.3566, UL AUC: 0.5801, ACC AUC: 0.6167, ACC NDCG@20: 0.0898, Seq_model training time: 14.39min
LASER Seq-model 0, Epoch [397/2000], Runs: 192, Loss: 0.3567, UL AUC: 0.5795, ACC AUC: 0.6166, ACC NDCG@20: 0.0894, Seq_model training time: 14.43min
LASER Seq-model 0, Epoch [398/2000], Runs: 192, Loss: 0.3568, UL AUC: 0.5801, ACC AUC: 0.6164, ACC NDCG@20: 0.0893, Seq_model training time: 14.46min
LASER Seq-model 0, Epoch [399/2000], Runs: 192, Loss: 0.3563, UL AUC: 0.5804, ACC AUC: 0.6164, ACC NDCG@20: 0.0898, Seq_model training time: 14.50min
LASER Seq-model 0, Epoch [400/2000], Runs: 192, Loss: 0.3566, UL AUC: 0.5805, ACC AUC: 0.6164, ACC NDCG@20: 0.0899, Seq_model training time: 14.54min
LASER Seq-model 0, Epoch [401/2000], Runs: 192, Loss: 0.3566, UL AUC: 0.5816, ACC AUC: 0.6162, ACC NDCG@20: 0.0902, Seq_model training time: 14.57min
LASER Seq-model 0, Epoch [402/2000], Runs: 192, Loss: 0.3567, UL AUC: 0.5809, ACC AUC: 0.6165, ACC NDCG@20: 0.0904, Seq_model training time: 14.60min
LASER Seq-model 0, Epoch [403/2000], Runs: 192, Loss: 0.3564, UL AUC: 0.5807, ACC AUC: 0.6166, ACC NDCG@20: 0.0898, Seq_model training time: 14.64min
LASER Seq-model 0, Epoch [404/2000], Runs: 192, Loss: 0.3560, UL AUC: 0.5807, ACC AUC: 0.6164, ACC NDCG@20: 0.0897, Seq_model training time: 14.67min
LASER Seq-model 0, Epoch [405/2000], Runs: 192, Loss: 0.3563, UL AUC: 0.5813, ACC AUC: 0.6161, ACC NDCG@20: 0.0901, Seq_model training time: 14.71min
LASER Seq-model 0, Epoch [406/2000], Runs: 192, Loss: 0.3561, UL AUC: 0.5816, ACC AUC: 0.6160, ACC NDCG@20: 0.0896, Seq_model training time: 14.74min
LASER Seq-model 0, Epoch [407/2000], Runs: 192, Loss: 0.3565, UL AUC: 0.5815, ACC AUC: 0.6164, ACC NDCG@20: 0.0894, Seq_model training time: 14.78min
LASER Seq-model 0, Epoch [408/2000], Runs: 192, Loss: 0.3560, UL AUC: 0.5818, ACC AUC: 0.6163, ACC NDCG@20: 0.0898, Seq_model training time: 14.81min
LASER Seq-model 0, Epoch [409/2000], Runs: 192, Loss: 0.3566, UL AUC: 0.5816, ACC AUC: 0.6164, ACC NDCG@20: 0.0895, Seq_model training time: 14.85min
LASER Seq-model 0, Epoch [410/2000], Runs: 192, Loss: 0.3563, UL AUC: 0.5813, ACC AUC: 0.6163, ACC NDCG@20: 0.0899, Seq_model training time: 14.89min
LASER Seq-model 0, Epoch [411/2000], Runs: 192, Loss: 0.3562, UL AUC: 0.5810, ACC AUC: 0.6168, ACC NDCG@20: 0.0898, Seq_model training time: 14.92min
LASER Seq-model 0, Epoch [412/2000], Runs: 192, Loss: 0.3562, UL AUC: 0.5805, ACC AUC: 0.6166, ACC NDCG@20: 0.0897, Seq_model training time: 14.96min
LASER Seq-model 0, Epoch [413/2000], Runs: 192, Loss: 0.3567, UL AUC: 0.5807, ACC AUC: 0.6163, ACC NDCG@20: 0.0898, Seq_model training time: 15.00min
LASER Seq-model 0, Epoch [414/2000], Runs: 192, Loss: 0.3563, UL AUC: 0.5806, ACC AUC: 0.6164, ACC NDCG@20: 0.0899, Seq_model training time: 15.03min
LASER Seq-model 0, Epoch [415/2000], Runs: 192, Loss: 0.3562, UL AUC: 0.5808, ACC AUC: 0.6164, ACC NDCG@20: 0.0898, Seq_model training time: 15.06min
LASER Seq-model 0, Epoch [416/2000], Runs: 192, Loss: 0.3565, UL AUC: 0.5810, ACC AUC: 0.6165, ACC NDCG@20: 0.0900, Seq_model training time: 15.10min
LASER Seq-model 0, Epoch [417/2000], Runs: 192, Loss: 0.3558, UL AUC: 0.5815, ACC AUC: 0.6160, ACC NDCG@20: 0.0900, Seq_model training time: 15.14min
LASER Seq-model 0, Epoch [418/2000], Runs: 192, Loss: 0.3560, UL AUC: 0.5811, ACC AUC: 0.6161, ACC NDCG@20: 0.0897, Seq_model training time: 15.17min
LASER Seq-model 0, Epoch [419/2000], Runs: 192, Loss: 0.3555, UL AUC: 0.5813, ACC AUC: 0.6164, ACC NDCG@20: 0.0903, Seq_model training time: 15.21min
LASER Seq-model 0, Epoch [420/2000], Runs: 192, Loss: 0.3559, UL AUC: 0.5812, ACC AUC: 0.6165, ACC NDCG@20: 0.0898, Seq_model training time: 15.25min
LASER Seq-model 0, Epoch [421/2000], Runs: 192, Loss: 0.3559, UL AUC: 0.5812, ACC AUC: 0.6165, ACC NDCG@20: 0.0902, Seq_model training time: 15.28min
LASER Seq-model 0, Epoch [422/2000], Runs: 192, Loss: 0.3558, UL AUC: 0.5819, ACC AUC: 0.6163, ACC NDCG@20: 0.0899, Seq_model training time: 15.32min
LASER Seq-model 0, Epoch [423/2000], Runs: 192, Loss: 0.3562, UL AUC: 0.5813, ACC AUC: 0.6164, ACC NDCG@20: 0.0899, Seq_model training time: 15.35min
LASER Seq-model 0, Epoch [424/2000], Runs: 192, Loss: 0.3556, UL AUC: 0.5822, ACC AUC: 0.6164, ACC NDCG@20: 0.0900, Seq_model training time: 15.38min
LASER Seq-model 0, Epoch [425/2000], Runs: 192, Loss: 0.3557, UL AUC: 0.5817, ACC AUC: 0.6162, ACC NDCG@20: 0.0896, Seq_model training time: 15.42min
LASER Seq-model 0, Epoch [426/2000], Runs: 192, Loss: 0.3557, UL AUC: 0.5824, ACC AUC: 0.6159, ACC NDCG@20: 0.0900, Seq_model training time: 15.46min
LASER Seq-model 0, Epoch [427/2000], Runs: 192, Loss: 0.3560, UL AUC: 0.5819, ACC AUC: 0.6161, ACC NDCG@20: 0.0899, Seq_model training time: 15.49min
LASER Seq-model 0, Epoch [428/2000], Runs: 192, Loss: 0.3557, UL AUC: 0.5819, ACC AUC: 0.6160, ACC NDCG@20: 0.0902, Seq_model training time: 15.53min
LASER Seq-model 0, Epoch [429/2000], Runs: 192, Loss: 0.3555, UL AUC: 0.5812, ACC AUC: 0.6161, ACC NDCG@20: 0.0901, Seq_model training time: 15.57min
LASER Seq-model 0, Epoch [430/2000], Runs: 192, Loss: 0.3558, UL AUC: 0.5820, ACC AUC: 0.6162, ACC NDCG@20: 0.0903, Seq_model training time: 15.61min
LASER Seq-model 0, Epoch [431/2000], Runs: 192, Loss: 0.3555, UL AUC: 0.5812, ACC AUC: 0.6163, ACC NDCG@20: 0.0897, Seq_model training time: 15.64min
LASER Seq-model 0, Epoch [432/2000], Runs: 192, Loss: 0.3556, UL AUC: 0.5816, ACC AUC: 0.6163, ACC NDCG@20: 0.0900, Seq_model training time: 15.68min
LASER Seq-model 0, Epoch [433/2000], Runs: 192, Loss: 0.3554, UL AUC: 0.5817, ACC AUC: 0.6162, ACC NDCG@20: 0.0898, Seq_model training time: 15.71min
LASER Seq-model 0, Epoch [434/2000], Runs: 192, Loss: 0.3556, UL AUC: 0.5814, ACC AUC: 0.6162, ACC NDCG@20: 0.0899, Seq_model training time: 15.75min
LASER Seq-model 0, Epoch [435/2000], Runs: 192, Loss: 0.3555, UL AUC: 0.5818, ACC AUC: 0.6162, ACC NDCG@20: 0.0900, Seq_model training time: 15.78min
LASER Seq-model 0, Epoch [436/2000], Runs: 192, Loss: 0.3554, UL AUC: 0.5815, ACC AUC: 0.6165, ACC NDCG@20: 0.0902, Seq_model training time: 15.82min
LASER Seq-model 0, Epoch [437/2000], Runs: 192, Loss: 0.3560, UL AUC: 0.5819, ACC AUC: 0.6163, ACC NDCG@20: 0.0898, Seq_model training time: 15.86min
LASER Seq-model 0, Epoch [438/2000], Runs: 192, Loss: 0.3552, UL AUC: 0.5819, ACC AUC: 0.6166, ACC NDCG@20: 0.0893, Seq_model training time: 15.89min
LASER Seq-model 0, Epoch [439/2000], Runs: 192, Loss: 0.3553, UL AUC: 0.5816, ACC AUC: 0.6165, ACC NDCG@20: 0.0899, Seq_model training time: 15.93min
LASER Seq-model 0, Epoch [440/2000], Runs: 192, Loss: 0.3553, UL AUC: 0.5811, ACC AUC: 0.6161, ACC NDCG@20: 0.0894, Seq_model training time: 15.97min
LASER Seq-model 0, Epoch [441/2000], Runs: 192, Loss: 0.3554, UL AUC: 0.5810, ACC AUC: 0.6164, ACC NDCG@20: 0.0900, Seq_model training time: 16.00min
LASER Seq-model 0, Epoch [442/2000], Runs: 192, Loss: 0.3556, UL AUC: 0.5807, ACC AUC: 0.6162, ACC NDCG@20: 0.0898, Seq_model training time: 16.04min
LASER Seq-model 0, Epoch [443/2000], Runs: 192, Loss: 0.3553, UL AUC: 0.5806, ACC AUC: 0.6165, ACC NDCG@20: 0.0891, Seq_model training time: 16.07min
LASER Seq-model 0, Epoch [444/2000], Runs: 192, Loss: 0.3555, UL AUC: 0.5815, ACC AUC: 0.6162, ACC NDCG@20: 0.0895, Seq_model training time: 16.11min
LASER Seq-model 0, Epoch [445/2000], Runs: 192, Loss: 0.3551, UL AUC: 0.5808, ACC AUC: 0.6161, ACC NDCG@20: 0.0894, Seq_model training time: 16.14min
LASER Seq-model 0, Epoch [446/2000], Runs: 192, Loss: 0.3552, UL AUC: 0.5812, ACC AUC: 0.6161, ACC NDCG@20: 0.0893, Seq_model training time: 16.18min
LASER Seq-model 0, Epoch [447/2000], Runs: 192, Loss: 0.3550, UL AUC: 0.5805, ACC AUC: 0.6162, ACC NDCG@20: 0.0898, Seq_model training time: 16.22min
LASER Seq-model 0, Epoch [448/2000], Runs: 192, Loss: 0.3551, UL AUC: 0.5803, ACC AUC: 0.6162, ACC NDCG@20: 0.0897, Seq_model training time: 16.25min
LASER Seq-model 0, Epoch [449/2000], Runs: 192, Loss: 0.3551, UL AUC: 0.5809, ACC AUC: 0.6160, ACC NDCG@20: 0.0897, Seq_model training time: 16.29min
LASER Seq-model 0, Epoch [450/2000], Runs: 192, Loss: 0.3553, UL AUC: 0.5808, ACC AUC: 0.6160, ACC NDCG@20: 0.0893, Seq_model training time: 16.33min
LASER Seq-model 0, Epoch [451/2000], Runs: 192, Loss: 0.3554, UL AUC: 0.5814, ACC AUC: 0.6160, ACC NDCG@20: 0.0896, Seq_model training time: 16.36min
LASER Seq-model 0, Epoch [452/2000], Runs: 192, Loss: 0.3555, UL AUC: 0.5814, ACC AUC: 0.6159, ACC NDCG@20: 0.0904, Seq_model training time: 16.39min
LASER Seq-model 0, Epoch [453/2000], Runs: 192, Loss: 0.3551, UL AUC: 0.5812, ACC AUC: 0.6156, ACC NDCG@20: 0.0899, Seq_model training time: 16.43min
LASER Seq-model 0, Epoch [454/2000], Runs: 192, Loss: 0.3552, UL AUC: 0.5812, ACC AUC: 0.6156, ACC NDCG@20: 0.0906, Seq_model training time: 16.47min
LASER Seq-model 0, Epoch [455/2000], Runs: 192, Loss: 0.3554, UL AUC: 0.5820, ACC AUC: 0.6159, ACC NDCG@20: 0.0905, Seq_model training time: 16.50min
LASER Seq-model 0, Epoch [456/2000], Runs: 192, Loss: 0.3550, UL AUC: 0.5819, ACC AUC: 0.6158, ACC NDCG@20: 0.0908, Seq_model training time: 16.54min
LASER Seq-model 0, Epoch [457/2000], Runs: 192, Loss: 0.3545, UL AUC: 0.5821, ACC AUC: 0.6158, ACC NDCG@20: 0.0904, Seq_model training time: 16.58min
LASER Seq-model 0, Epoch [458/2000], Runs: 192, Loss: 0.3551, UL AUC: 0.5826, ACC AUC: 0.6156, ACC NDCG@20: 0.0903, Seq_model training time: 16.62min
LASER Seq-model 0, Epoch [459/2000], Runs: 192, Loss: 0.3549, UL AUC: 0.5828, ACC AUC: 0.6156, ACC NDCG@20: 0.0909, Seq_model training time: 16.66min
LASER Seq-model 0, Epoch [460/2000], Runs: 192, Loss: 0.3549, UL AUC: 0.5830, ACC AUC: 0.6157, ACC NDCG@20: 0.0904, Seq_model training time: 16.69min
LASER Seq-model 0, Epoch [461/2000], Runs: 192, Loss: 0.3549, UL AUC: 0.5824, ACC AUC: 0.6159, ACC NDCG@20: 0.0906, Seq_model training time: 16.73min
LASER Seq-model 0, Epoch [462/2000], Runs: 192, Loss: 0.3547, UL AUC: 0.5832, ACC AUC: 0.6159, ACC NDCG@20: 0.0901, Seq_model training time: 16.77min
LASER Seq-model 0, Epoch [463/2000], Runs: 192, Loss: 0.3548, UL AUC: 0.5830, ACC AUC: 0.6160, ACC NDCG@20: 0.0901, Seq_model training time: 16.80min
LASER Seq-model 0, Epoch [464/2000], Runs: 192, Loss: 0.3550, UL AUC: 0.5832, ACC AUC: 0.6157, ACC NDCG@20: 0.0900, Seq_model training time: 16.84min
LASER Seq-model 0, Epoch [465/2000], Runs: 192, Loss: 0.3550, UL AUC: 0.5824, ACC AUC: 0.6158, ACC NDCG@20: 0.0906, Seq_model training time: 16.87min
LASER Seq-model 0, Epoch [466/2000], Runs: 192, Loss: 0.3548, UL AUC: 0.5826, ACC AUC: 0.6155, ACC NDCG@20: 0.0904, Seq_model training time: 16.91min
LASER Seq-model 0, Epoch [467/2000], Runs: 192, Loss: 0.3551, UL AUC: 0.5826, ACC AUC: 0.6154, ACC NDCG@20: 0.0902, Seq_model training time: 16.95min
LASER Seq-model 0, Epoch [468/2000], Runs: 192, Loss: 0.3545, UL AUC: 0.5829, ACC AUC: 0.6154, ACC NDCG@20: 0.0899, Seq_model training time: 16.98min
LASER Seq-model 0, Epoch [469/2000], Runs: 192, Loss: 0.3547, UL AUC: 0.5832, ACC AUC: 0.6156, ACC NDCG@20: 0.0897, Seq_model training time: 17.02min
LASER Seq-model 0, Epoch [470/2000], Runs: 192, Loss: 0.3549, UL AUC: 0.5837, ACC AUC: 0.6154, ACC NDCG@20: 0.0898, Seq_model training time: 17.05min
LASER Seq-model 0, Epoch [471/2000], Runs: 192, Loss: 0.3550, UL AUC: 0.5838, ACC AUC: 0.6154, ACC NDCG@20: 0.0894, Seq_model training time: 17.09min
LASER Seq-model 0, Epoch [472/2000], Runs: 192, Loss: 0.3543, UL AUC: 0.5827, ACC AUC: 0.6156, ACC NDCG@20: 0.0894, Seq_model training time: 17.12min
LASER Seq-model 0, Epoch [473/2000], Runs: 192, Loss: 0.3547, UL AUC: 0.5825, ACC AUC: 0.6156, ACC NDCG@20: 0.0900, Seq_model training time: 17.16min
LASER Seq-model 0, Epoch [474/2000], Runs: 192, Loss: 0.3549, UL AUC: 0.5832, ACC AUC: 0.6155, ACC NDCG@20: 0.0897, Seq_model training time: 17.19min
LASER Seq-model 0, Epoch [475/2000], Runs: 192, Loss: 0.3541, UL AUC: 0.5828, ACC AUC: 0.6156, ACC NDCG@20: 0.0896, Seq_model training time: 17.22min
LASER Seq-model 0, Epoch [476/2000], Runs: 192, Loss: 0.3545, UL AUC: 0.5823, ACC AUC: 0.6153, ACC NDCG@20: 0.0903, Seq_model training time: 17.26min
LASER Seq-model 0, Epoch [477/2000], Runs: 192, Loss: 0.3544, UL AUC: 0.5828, ACC AUC: 0.6155, ACC NDCG@20: 0.0905, Seq_model training time: 17.30min
LASER Seq-model 0, Epoch [478/2000], Runs: 192, Loss: 0.3550, UL AUC: 0.5821, ACC AUC: 0.6152, ACC NDCG@20: 0.0903, Seq_model training time: 17.33min
LASER Seq-model 0, Epoch [479/2000], Runs: 192, Loss: 0.3549, UL AUC: 0.5813, ACC AUC: 0.6154, ACC NDCG@20: 0.0900, Seq_model training time: 17.37min
LASER Seq-model 0, Epoch [480/2000], Runs: 192, Loss: 0.3546, UL AUC: 0.5806, ACC AUC: 0.6155, ACC NDCG@20: 0.0902, Seq_model training time: 17.41min
LASER Seq-model 0, Epoch [481/2000], Runs: 192, Loss: 0.3545, UL AUC: 0.5811, ACC AUC: 0.6152, ACC NDCG@20: 0.0897, Seq_model training time: 17.44min
LASER Seq-model 0, Epoch [482/2000], Runs: 192, Loss: 0.3540, UL AUC: 0.5814, ACC AUC: 0.6153, ACC NDCG@20: 0.0899, Seq_model training time: 17.48min
LASER Seq-model 0, Epoch [483/2000], Runs: 192, Loss: 0.3544, UL AUC: 0.5818, ACC AUC: 0.6157, ACC NDCG@20: 0.0903, Seq_model training time: 17.52min
LASER Seq-model 0, Epoch [484/2000], Runs: 192, Loss: 0.3546, UL AUC: 0.5818, ACC AUC: 0.6154, ACC NDCG@20: 0.0898, Seq_model training time: 17.55min
LASER Seq-model 0, Epoch [485/2000], Runs: 192, Loss: 0.3540, UL AUC: 0.5822, ACC AUC: 0.6157, ACC NDCG@20: 0.0897, Seq_model training time: 17.59min
LASER Seq-model 0, Epoch [486/2000], Runs: 192, Loss: 0.3546, UL AUC: 0.5827, ACC AUC: 0.6153, ACC NDCG@20: 0.0897, Seq_model training time: 17.62min
LASER Seq-model 0, Epoch [487/2000], Runs: 192, Loss: 0.3544, UL AUC: 0.5822, ACC AUC: 0.6152, ACC NDCG@20: 0.0897, Seq_model training time: 17.66min
LASER Seq-model 0, Epoch [488/2000], Runs: 192, Loss: 0.3547, UL AUC: 0.5814, ACC AUC: 0.6153, ACC NDCG@20: 0.0898, Seq_model training time: 17.70min
LASER Seq-model 0, Epoch [489/2000], Runs: 192, Loss: 0.3543, UL AUC: 0.5819, ACC AUC: 0.6152, ACC NDCG@20: 0.0900, Seq_model training time: 17.73min
LASER Seq-model 0, Epoch [490/2000], Runs: 192, Loss: 0.3537, UL AUC: 0.5819, ACC AUC: 0.6154, ACC NDCG@20: 0.0900, Seq_model training time: 17.77min
LASER Seq-model 0, Epoch [491/2000], Runs: 192, Loss: 0.3542, UL AUC: 0.5828, ACC AUC: 0.6154, ACC NDCG@20: 0.0896, Seq_model training time: 17.81min
LASER Seq-model 0, Epoch [492/2000], Runs: 192, Loss: 0.3543, UL AUC: 0.5831, ACC AUC: 0.6152, ACC NDCG@20: 0.0897, Seq_model training time: 17.84min
LASER Seq-model 0, Epoch [493/2000], Runs: 192, Loss: 0.3544, UL AUC: 0.5833, ACC AUC: 0.6152, ACC NDCG@20: 0.0899, Seq_model training time: 17.87min
LASER Seq-model 0, Epoch [494/2000], Runs: 192, Loss: 0.3542, UL AUC: 0.5829, ACC AUC: 0.6152, ACC NDCG@20: 0.0897, Seq_model training time: 17.91min
LASER Seq-model 0, Epoch [495/2000], Runs: 192, Loss: 0.3545, UL AUC: 0.5831, ACC AUC: 0.6154, ACC NDCG@20: 0.0895, Seq_model training time: 17.95min
LASER Seq-model 0, Epoch [496/2000], Runs: 192, Loss: 0.3543, UL AUC: 0.5825, ACC AUC: 0.6155, ACC NDCG@20: 0.0894, Seq_model training time: 17.98min
LASER Seq-model 0, Epoch [497/2000], Runs: 192, Loss: 0.3544, UL AUC: 0.5823, ACC AUC: 0.6153, ACC NDCG@20: 0.0898, Seq_model training time: 18.02min
LASER Seq-model 0, Epoch [498/2000], Runs: 192, Loss: 0.3543, UL AUC: 0.5825, ACC AUC: 0.6153, ACC NDCG@20: 0.0896, Seq_model training time: 18.05min
LASER Seq-model 0, Epoch [499/2000], Runs: 192, Loss: 0.3545, UL AUC: 0.5823, ACC AUC: 0.6155, ACC NDCG@20: 0.0897, Seq_model training time: 18.09min
LASER Seq-model 0, Epoch [500/2000], Runs: 192, Loss: 0.3544, UL AUC: 0.5828, ACC AUC: 0.6153, ACC NDCG@20: 0.0894, Seq_model training time: 18.13min
LASER Seq-model 0, Epoch [501/2000], Runs: 192, Loss: 0.3538, UL AUC: 0.5826, ACC AUC: 0.6155, ACC NDCG@20: 0.0899, Seq_model training time: 18.16min
LASER Seq-model 0, Epoch [502/2000], Runs: 192, Loss: 0.3545, UL AUC: 0.5816, ACC AUC: 0.6153, ACC NDCG@20: 0.0894, Seq_model training time: 18.19min
LASER Seq-model 0, Epoch [503/2000], Runs: 192, Loss: 0.3544, UL AUC: 0.5817, ACC AUC: 0.6153, ACC NDCG@20: 0.0897, Seq_model training time: 18.23min
LASER Seq-model 0, Epoch [504/2000], Runs: 192, Loss: 0.3541, UL AUC: 0.5820, ACC AUC: 0.6153, ACC NDCG@20: 0.0904, Seq_model training time: 18.26min
LASER Seq-model 0, Epoch [505/2000], Runs: 192, Loss: 0.3538, UL AUC: 0.5827, ACC AUC: 0.6155, ACC NDCG@20: 0.0897, Seq_model training time: 18.30min
LASER Seq-model 0, Epoch [506/2000], Runs: 192, Loss: 0.3543, UL AUC: 0.5824, ACC AUC: 0.6154, ACC NDCG@20: 0.0899, Seq_model training time: 18.33min
LASER Seq-model 0, Epoch [507/2000], Runs: 192, Loss: 0.3533, UL AUC: 0.5819, ACC AUC: 0.6155, ACC NDCG@20: 0.0903, Seq_model training time: 18.37min
LASER Seq-model 0, Epoch [508/2000], Runs: 192, Loss: 0.3547, UL AUC: 0.5814, ACC AUC: 0.6153, ACC NDCG@20: 0.0897, Seq_model training time: 18.41min
LASER Seq-model 0, Epoch [509/2000], Runs: 192, Loss: 0.3542, UL AUC: 0.5814, ACC AUC: 0.6155, ACC NDCG@20: 0.0900, Seq_model training time: 18.44min
[LASER] START training seq_model 1, current time: 18.50min.
LASER Seq-model 1, Epoch [1/2000], Runs: 329, Loss: 0.6988, UL AUC: 0.5860, ACC AUC: 0.6377, ACC NDCG@20: 0.0701, Seq_model training time: 0.06min
LASER Seq-model 1, Epoch [2/2000], Runs: 329, Loss: 0.6160, UL AUC: 0.5882, ACC AUC: 0.6670, ACC NDCG@20: 0.0749, Seq_model training time: 0.11min
LASER Seq-model 1, Epoch [3/2000], Runs: 329, Loss: 0.5604, UL AUC: 0.5869, ACC AUC: 0.6934, ACC NDCG@20: 0.0813, Seq_model training time: 0.16min
LASER Seq-model 1, Epoch [4/2000], Runs: 329, Loss: 0.5237, UL AUC: 0.5844, ACC AUC: 0.7131, ACC NDCG@20: 0.0864, Seq_model training time: 0.22min
LASER Seq-model 1, Epoch [5/2000], Runs: 329, Loss: 0.4972, UL AUC: 0.5824, ACC AUC: 0.7268, ACC NDCG@20: 0.0905, Seq_model training time: 0.27min
LASER Seq-model 1, Epoch [6/2000], Runs: 329, Loss: 0.4791, UL AUC: 0.5796, ACC AUC: 0.7355, ACC NDCG@20: 0.0936, Seq_model training time: 0.32min
LASER Seq-model 1, Epoch [7/2000], Runs: 329, Loss: 0.4669, UL AUC: 0.5774, ACC AUC: 0.7407, ACC NDCG@20: 0.0958, Seq_model training time: 0.37min
LASER Seq-model 1, Epoch [8/2000], Runs: 329, Loss: 0.4590, UL AUC: 0.5771, ACC AUC: 0.7443, ACC NDCG@20: 0.0975, Seq_model training time: 0.42min
LASER Seq-model 1, Epoch [9/2000], Runs: 329, Loss: 0.4524, UL AUC: 0.5768, ACC AUC: 0.7466, ACC NDCG@20: 0.0987, Seq_model training time: 0.48min
LASER Seq-model 1, Epoch [10/2000], Runs: 329, Loss: 0.4463, UL AUC: 0.5775, ACC AUC: 0.7479, ACC NDCG@20: 0.1003, Seq_model training time: 0.54min
LASER Seq-model 1, Epoch [11/2000], Runs: 329, Loss: 0.4426, UL AUC: 0.5773, ACC AUC: 0.7490, ACC NDCG@20: 0.1012, Seq_model training time: 0.59min
LASER Seq-model 1, Epoch [12/2000], Runs: 329, Loss: 0.4382, UL AUC: 0.5782, ACC AUC: 0.7495, ACC NDCG@20: 0.1019, Seq_model training time: 0.64min
LASER Seq-model 1, Epoch [13/2000], Runs: 329, Loss: 0.4353, UL AUC: 0.5789, ACC AUC: 0.7497, ACC NDCG@20: 0.1015, Seq_model training time: 0.69min
LASER Seq-model 1, Epoch [14/2000], Runs: 329, Loss: 0.4315, UL AUC: 0.5796, ACC AUC: 0.7497, ACC NDCG@20: 0.1018, Seq_model training time: 0.75min
LASER Seq-model 1, Epoch [15/2000], Runs: 329, Loss: 0.4289, UL AUC: 0.5800, ACC AUC: 0.7501, ACC NDCG@20: 0.1017, Seq_model training time: 0.80min
LASER Seq-model 1, Epoch [16/2000], Runs: 329, Loss: 0.4265, UL AUC: 0.5817, ACC AUC: 0.7499, ACC NDCG@20: 0.1021, Seq_model training time: 0.86min
LASER Seq-model 1, Epoch [17/2000], Runs: 329, Loss: 0.4246, UL AUC: 0.5814, ACC AUC: 0.7496, ACC NDCG@20: 0.1009, Seq_model training time: 0.91min
LASER Seq-model 1, Epoch [18/2000], Runs: 329, Loss: 0.4227, UL AUC: 0.5818, ACC AUC: 0.7493, ACC NDCG@20: 0.1006, Seq_model training time: 0.96min
LASER Seq-model 1, Epoch [19/2000], Runs: 329, Loss: 0.4212, UL AUC: 0.5830, ACC AUC: 0.7488, ACC NDCG@20: 0.1005, Seq_model training time: 1.01min
LASER Seq-model 1, Epoch [20/2000], Runs: 329, Loss: 0.4195, UL AUC: 0.5834, ACC AUC: 0.7482, ACC NDCG@20: 0.1002, Seq_model training time: 1.06min
LASER Seq-model 1, Epoch [21/2000], Runs: 329, Loss: 0.4169, UL AUC: 0.5845, ACC AUC: 0.7476, ACC NDCG@20: 0.1002, Seq_model training time: 1.12min
LASER Seq-model 1, Epoch [22/2000], Runs: 329, Loss: 0.4159, UL AUC: 0.5842, ACC AUC: 0.7467, ACC NDCG@20: 0.0997, Seq_model training time: 1.17min
LASER Seq-model 1, Epoch [23/2000], Runs: 329, Loss: 0.4144, UL AUC: 0.5840, ACC AUC: 0.7456, ACC NDCG@20: 0.0995, Seq_model training time: 1.23min
LASER Seq-model 1, Epoch [24/2000], Runs: 329, Loss: 0.4141, UL AUC: 0.5849, ACC AUC: 0.7446, ACC NDCG@20: 0.0997, Seq_model training time: 1.28min
LASER Seq-model 1, Epoch [25/2000], Runs: 329, Loss: 0.4130, UL AUC: 0.5847, ACC AUC: 0.7433, ACC NDCG@20: 0.1002, Seq_model training time: 1.33min
LASER Seq-model 1, Epoch [26/2000], Runs: 329, Loss: 0.4112, UL AUC: 0.5846, ACC AUC: 0.7421, ACC NDCG@20: 0.1003, Seq_model training time: 1.38min
LASER Seq-model 1, Epoch [27/2000], Runs: 329, Loss: 0.4110, UL AUC: 0.5861, ACC AUC: 0.7406, ACC NDCG@20: 0.1005, Seq_model training time: 1.43min
LASER Seq-model 1, Epoch [28/2000], Runs: 329, Loss: 0.4101, UL AUC: 0.5856, ACC AUC: 0.7395, ACC NDCG@20: 0.1009, Seq_model training time: 1.48min
LASER Seq-model 1, Epoch [29/2000], Runs: 329, Loss: 0.4086, UL AUC: 0.5864, ACC AUC: 0.7379, ACC NDCG@20: 0.1010, Seq_model training time: 1.54min
LASER Seq-model 1, Epoch [30/2000], Runs: 329, Loss: 0.4082, UL AUC: 0.5860, ACC AUC: 0.7368, ACC NDCG@20: 0.1018, Seq_model training time: 1.59min
LASER Seq-model 1, Epoch [31/2000], Runs: 329, Loss: 0.4069, UL AUC: 0.5867, ACC AUC: 0.7356, ACC NDCG@20: 0.1030, Seq_model training time: 1.64min
LASER Seq-model 1, Epoch [32/2000], Runs: 329, Loss: 0.4065, UL AUC: 0.5860, ACC AUC: 0.7345, ACC NDCG@20: 0.1026, Seq_model training time: 1.69min
LASER Seq-model 1, Epoch [33/2000], Runs: 329, Loss: 0.4050, UL AUC: 0.5862, ACC AUC: 0.7336, ACC NDCG@20: 0.1032, Seq_model training time: 1.74min
LASER Seq-model 1, Epoch [34/2000], Runs: 329, Loss: 0.4050, UL AUC: 0.5873, ACC AUC: 0.7325, ACC NDCG@20: 0.1038, Seq_model training time: 1.80min
LASER Seq-model 1, Epoch [35/2000], Runs: 329, Loss: 0.4041, UL AUC: 0.5868, ACC AUC: 0.7319, ACC NDCG@20: 0.1049, Seq_model training time: 1.85min
LASER Seq-model 1, Epoch [36/2000], Runs: 329, Loss: 0.4029, UL AUC: 0.5872, ACC AUC: 0.7310, ACC NDCG@20: 0.1058, Seq_model training time: 1.90min
LASER Seq-model 1, Epoch [37/2000], Runs: 329, Loss: 0.4033, UL AUC: 0.5868, ACC AUC: 0.7306, ACC NDCG@20: 0.1054, Seq_model training time: 1.96min
LASER Seq-model 1, Epoch [38/2000], Runs: 329, Loss: 0.4018, UL AUC: 0.5866, ACC AUC: 0.7299, ACC NDCG@20: 0.1057, Seq_model training time: 2.01min
LASER Seq-model 1, Epoch [39/2000], Runs: 329, Loss: 0.4020, UL AUC: 0.5876, ACC AUC: 0.7294, ACC NDCG@20: 0.1056, Seq_model training time: 2.06min
LASER Seq-model 1, Epoch [40/2000], Runs: 329, Loss: 0.4011, UL AUC: 0.5876, ACC AUC: 0.7289, ACC NDCG@20: 0.1062, Seq_model training time: 2.11min
LASER Seq-model 1, Epoch [41/2000], Runs: 329, Loss: 0.4010, UL AUC: 0.5871, ACC AUC: 0.7284, ACC NDCG@20: 0.1065, Seq_model training time: 2.17min
LASER Seq-model 1, Epoch [42/2000], Runs: 329, Loss: 0.4005, UL AUC: 0.5870, ACC AUC: 0.7275, ACC NDCG@20: 0.1077, Seq_model training time: 2.22min
LASER Seq-model 1, Epoch [43/2000], Runs: 329, Loss: 0.4003, UL AUC: 0.5871, ACC AUC: 0.7270, ACC NDCG@20: 0.1094, Seq_model training time: 2.27min
LASER Seq-model 1, Epoch [44/2000], Runs: 329, Loss: 0.3992, UL AUC: 0.5878, ACC AUC: 0.7264, ACC NDCG@20: 0.1100, Seq_model training time: 2.32min
LASER Seq-model 1, Epoch [45/2000], Runs: 329, Loss: 0.3993, UL AUC: 0.5875, ACC AUC: 0.7258, ACC NDCG@20: 0.1099, Seq_model training time: 2.37min
LASER Seq-model 1, Epoch [46/2000], Runs: 329, Loss: 0.3985, UL AUC: 0.5881, ACC AUC: 0.7250, ACC NDCG@20: 0.1090, Seq_model training time: 2.43min
LASER Seq-model 1, Epoch [47/2000], Runs: 329, Loss: 0.3983, UL AUC: 0.5883, ACC AUC: 0.7246, ACC NDCG@20: 0.1091, Seq_model training time: 2.48min
LASER Seq-model 1, Epoch [48/2000], Runs: 329, Loss: 0.3975, UL AUC: 0.5899, ACC AUC: 0.7244, ACC NDCG@20: 0.1094, Seq_model training time: 2.54min
LASER Seq-model 1, Epoch [49/2000], Runs: 329, Loss: 0.3972, UL AUC: 0.5905, ACC AUC: 0.7238, ACC NDCG@20: 0.1093, Seq_model training time: 2.59min
LASER Seq-model 1, Epoch [50/2000], Runs: 329, Loss: 0.3967, UL AUC: 0.5906, ACC AUC: 0.7234, ACC NDCG@20: 0.1102, Seq_model training time: 2.64min
LASER Seq-model 1, Epoch [51/2000], Runs: 329, Loss: 0.3966, UL AUC: 0.5902, ACC AUC: 0.7226, ACC NDCG@20: 0.1095, Seq_model training time: 2.70min
LASER Seq-model 1, Epoch [52/2000], Runs: 329, Loss: 0.3964, UL AUC: 0.5896, ACC AUC: 0.7225, ACC NDCG@20: 0.1099, Seq_model training time: 2.75min
LASER Seq-model 1, Epoch [53/2000], Runs: 329, Loss: 0.3959, UL AUC: 0.5902, ACC AUC: 0.7221, ACC NDCG@20: 0.1102, Seq_model training time: 2.80min
LASER Seq-model 1, Epoch [54/2000], Runs: 329, Loss: 0.3952, UL AUC: 0.5905, ACC AUC: 0.7220, ACC NDCG@20: 0.1107, Seq_model training time: 2.85min
LASER Seq-model 1, Epoch [55/2000], Runs: 329, Loss: 0.3949, UL AUC: 0.5918, ACC AUC: 0.7212, ACC NDCG@20: 0.1113, Seq_model training time: 2.91min
LASER Seq-model 1, Epoch [56/2000], Runs: 329, Loss: 0.3946, UL AUC: 0.5918, ACC AUC: 0.7213, ACC NDCG@20: 0.1115, Seq_model training time: 2.96min
LASER Seq-model 1, Epoch [57/2000], Runs: 329, Loss: 0.3946, UL AUC: 0.5912, ACC AUC: 0.7208, ACC NDCG@20: 0.1124, Seq_model training time: 3.01min
LASER Seq-model 1, Epoch [58/2000], Runs: 329, Loss: 0.3948, UL AUC: 0.5909, ACC AUC: 0.7204, ACC NDCG@20: 0.1123, Seq_model training time: 3.06min
LASER Seq-model 1, Epoch [59/2000], Runs: 329, Loss: 0.3941, UL AUC: 0.5916, ACC AUC: 0.7200, ACC NDCG@20: 0.1119, Seq_model training time: 3.12min
LASER Seq-model 1, Epoch [60/2000], Runs: 329, Loss: 0.3941, UL AUC: 0.5918, ACC AUC: 0.7195, ACC NDCG@20: 0.1116, Seq_model training time: 3.17min
LASER Seq-model 1, Epoch [61/2000], Runs: 329, Loss: 0.3936, UL AUC: 0.5914, ACC AUC: 0.7189, ACC NDCG@20: 0.1126, Seq_model training time: 3.22min
LASER Seq-model 1, Epoch [62/2000], Runs: 329, Loss: 0.3933, UL AUC: 0.5910, ACC AUC: 0.7189, ACC NDCG@20: 0.1134, Seq_model training time: 3.28min
LASER Seq-model 1, Epoch [63/2000], Runs: 329, Loss: 0.3929, UL AUC: 0.5910, ACC AUC: 0.7187, ACC NDCG@20: 0.1130, Seq_model training time: 3.33min
LASER Seq-model 1, Epoch [64/2000], Runs: 329, Loss: 0.3925, UL AUC: 0.5913, ACC AUC: 0.7182, ACC NDCG@20: 0.1128, Seq_model training time: 3.39min
LASER Seq-model 1, Epoch [65/2000], Runs: 329, Loss: 0.3921, UL AUC: 0.5917, ACC AUC: 0.7180, ACC NDCG@20: 0.1133, Seq_model training time: 3.43min
LASER Seq-model 1, Epoch [66/2000], Runs: 329, Loss: 0.3920, UL AUC: 0.5909, ACC AUC: 0.7175, ACC NDCG@20: 0.1134, Seq_model training time: 3.49min
LASER Seq-model 1, Epoch [67/2000], Runs: 329, Loss: 0.3923, UL AUC: 0.5916, ACC AUC: 0.7174, ACC NDCG@20: 0.1140, Seq_model training time: 3.54min
LASER Seq-model 1, Epoch [68/2000], Runs: 329, Loss: 0.3920, UL AUC: 0.5921, ACC AUC: 0.7172, ACC NDCG@20: 0.1138, Seq_model training time: 3.59min
LASER Seq-model 1, Epoch [69/2000], Runs: 329, Loss: 0.3907, UL AUC: 0.5922, ACC AUC: 0.7168, ACC NDCG@20: 0.1141, Seq_model training time: 3.64min
LASER Seq-model 1, Epoch [70/2000], Runs: 329, Loss: 0.3915, UL AUC: 0.5929, ACC AUC: 0.7167, ACC NDCG@20: 0.1139, Seq_model training time: 3.69min
LASER Seq-model 1, Epoch [71/2000], Runs: 329, Loss: 0.3910, UL AUC: 0.5928, ACC AUC: 0.7164, ACC NDCG@20: 0.1150, Seq_model training time: 3.75min
LASER Seq-model 1, Epoch [72/2000], Runs: 329, Loss: 0.3901, UL AUC: 0.5927, ACC AUC: 0.7158, ACC NDCG@20: 0.1143, Seq_model training time: 3.80min
LASER Seq-model 1, Epoch [73/2000], Runs: 329, Loss: 0.3908, UL AUC: 0.5918, ACC AUC: 0.7157, ACC NDCG@20: 0.1148, Seq_model training time: 3.85min
LASER Seq-model 1, Epoch [74/2000], Runs: 329, Loss: 0.3906, UL AUC: 0.5927, ACC AUC: 0.7155, ACC NDCG@20: 0.1158, Seq_model training time: 3.91min
LASER Seq-model 1, Epoch [75/2000], Runs: 329, Loss: 0.3903, UL AUC: 0.5924, ACC AUC: 0.7155, ACC NDCG@20: 0.1164, Seq_model training time: 3.96min
LASER Seq-model 1, Epoch [76/2000], Runs: 329, Loss: 0.3899, UL AUC: 0.5916, ACC AUC: 0.7151, ACC NDCG@20: 0.1164, Seq_model training time: 4.01min
LASER Seq-model 1, Epoch [77/2000], Runs: 329, Loss: 0.3892, UL AUC: 0.5924, ACC AUC: 0.7150, ACC NDCG@20: 0.1157, Seq_model training time: 4.07min
LASER Seq-model 1, Epoch [78/2000], Runs: 329, Loss: 0.3897, UL AUC: 0.5920, ACC AUC: 0.7142, ACC NDCG@20: 0.1166, Seq_model training time: 4.12min
LASER Seq-model 1, Epoch [79/2000], Runs: 329, Loss: 0.3892, UL AUC: 0.5923, ACC AUC: 0.7139, ACC NDCG@20: 0.1157, Seq_model training time: 4.17min
LASER Seq-model 1, Epoch [80/2000], Runs: 329, Loss: 0.3892, UL AUC: 0.5925, ACC AUC: 0.7135, ACC NDCG@20: 0.1161, Seq_model training time: 4.22min
LASER Seq-model 1, Epoch [81/2000], Runs: 329, Loss: 0.3891, UL AUC: 0.5920, ACC AUC: 0.7133, ACC NDCG@20: 0.1153, Seq_model training time: 4.28min
LASER Seq-model 1, Epoch [82/2000], Runs: 329, Loss: 0.3888, UL AUC: 0.5928, ACC AUC: 0.7129, ACC NDCG@20: 0.1164, Seq_model training time: 4.32min
LASER Seq-model 1, Epoch [83/2000], Runs: 329, Loss: 0.3886, UL AUC: 0.5928, ACC AUC: 0.7130, ACC NDCG@20: 0.1173, Seq_model training time: 4.37min
LASER Seq-model 1, Epoch [84/2000], Runs: 329, Loss: 0.3888, UL AUC: 0.5919, ACC AUC: 0.7129, ACC NDCG@20: 0.1169, Seq_model training time: 4.43min
LASER Seq-model 1, Epoch [85/2000], Runs: 329, Loss: 0.3892, UL AUC: 0.5936, ACC AUC: 0.7123, ACC NDCG@20: 0.1159, Seq_model training time: 4.48min
LASER Seq-model 1, Epoch [86/2000], Runs: 329, Loss: 0.3885, UL AUC: 0.5933, ACC AUC: 0.7120, ACC NDCG@20: 0.1167, Seq_model training time: 4.53min
LASER Seq-model 1, Epoch [87/2000], Runs: 329, Loss: 0.3886, UL AUC: 0.5937, ACC AUC: 0.7118, ACC NDCG@20: 0.1172, Seq_model training time: 4.59min
LASER Seq-model 1, Epoch [88/2000], Runs: 329, Loss: 0.3878, UL AUC: 0.5938, ACC AUC: 0.7116, ACC NDCG@20: 0.1179, Seq_model training time: 4.64min
LASER Seq-model 1, Epoch [89/2000], Runs: 329, Loss: 0.3878, UL AUC: 0.5948, ACC AUC: 0.7114, ACC NDCG@20: 0.1166, Seq_model training time: 4.70min
LASER Seq-model 1, Epoch [90/2000], Runs: 329, Loss: 0.3878, UL AUC: 0.5937, ACC AUC: 0.7110, ACC NDCG@20: 0.1177, Seq_model training time: 4.75min
LASER Seq-model 1, Epoch [91/2000], Runs: 329, Loss: 0.3880, UL AUC: 0.5931, ACC AUC: 0.7110, ACC NDCG@20: 0.1177, Seq_model training time: 4.80min
LASER Seq-model 1, Epoch [92/2000], Runs: 329, Loss: 0.3878, UL AUC: 0.5945, ACC AUC: 0.7104, ACC NDCG@20: 0.1176, Seq_model training time: 4.85min
LASER Seq-model 1, Epoch [93/2000], Runs: 329, Loss: 0.3874, UL AUC: 0.5944, ACC AUC: 0.7105, ACC NDCG@20: 0.1174, Seq_model training time: 4.90min
LASER Seq-model 1, Epoch [94/2000], Runs: 329, Loss: 0.3869, UL AUC: 0.5941, ACC AUC: 0.7105, ACC NDCG@20: 0.1173, Seq_model training time: 4.96min
LASER Seq-model 1, Epoch [95/2000], Runs: 329, Loss: 0.3865, UL AUC: 0.5938, ACC AUC: 0.7098, ACC NDCG@20: 0.1178, Seq_model training time: 5.01min
LASER Seq-model 1, Epoch [96/2000], Runs: 329, Loss: 0.3866, UL AUC: 0.5933, ACC AUC: 0.7097, ACC NDCG@20: 0.1180, Seq_model training time: 5.06min
LASER Seq-model 1, Epoch [97/2000], Runs: 329, Loss: 0.3871, UL AUC: 0.5936, ACC AUC: 0.7091, ACC NDCG@20: 0.1176, Seq_model training time: 5.12min
LASER Seq-model 1, Epoch [98/2000], Runs: 329, Loss: 0.3864, UL AUC: 0.5938, ACC AUC: 0.7090, ACC NDCG@20: 0.1181, Seq_model training time: 5.17min
LASER Seq-model 1, Epoch [99/2000], Runs: 329, Loss: 0.3865, UL AUC: 0.5935, ACC AUC: 0.7091, ACC NDCG@20: 0.1181, Seq_model training time: 5.22min
LASER Seq-model 1, Epoch [100/2000], Runs: 329, Loss: 0.3865, UL AUC: 0.5944, ACC AUC: 0.7090, ACC NDCG@20: 0.1180, Seq_model training time: 5.27min
LASER Seq-model 1, Epoch [101/2000], Runs: 329, Loss: 0.3861, UL AUC: 0.5943, ACC AUC: 0.7089, ACC NDCG@20: 0.1183, Seq_model training time: 5.33min
LASER Seq-model 1, Epoch [102/2000], Runs: 329, Loss: 0.3857, UL AUC: 0.5944, ACC AUC: 0.7089, ACC NDCG@20: 0.1180, Seq_model training time: 5.38min
LASER Seq-model 1, Epoch [103/2000], Runs: 329, Loss: 0.3859, UL AUC: 0.5938, ACC AUC: 0.7085, ACC NDCG@20: 0.1183, Seq_model training time: 5.43min
LASER Seq-model 1, Epoch [104/2000], Runs: 329, Loss: 0.3855, UL AUC: 0.5946, ACC AUC: 0.7083, ACC NDCG@20: 0.1181, Seq_model training time: 5.48min
LASER Seq-model 1, Epoch [105/2000], Runs: 329, Loss: 0.3859, UL AUC: 0.5936, ACC AUC: 0.7083, ACC NDCG@20: 0.1190, Seq_model training time: 5.54min
LASER Seq-model 1, Epoch [106/2000], Runs: 329, Loss: 0.3853, UL AUC: 0.5942, ACC AUC: 0.7082, ACC NDCG@20: 0.1196, Seq_model training time: 5.59min
LASER Seq-model 1, Epoch [107/2000], Runs: 329, Loss: 0.3859, UL AUC: 0.5948, ACC AUC: 0.7080, ACC NDCG@20: 0.1194, Seq_model training time: 5.64min
LASER Seq-model 1, Epoch [108/2000], Runs: 329, Loss: 0.3858, UL AUC: 0.5952, ACC AUC: 0.7075, ACC NDCG@20: 0.1208, Seq_model training time: 5.70min
LASER Seq-model 1, Epoch [109/2000], Runs: 329, Loss: 0.3853, UL AUC: 0.5951, ACC AUC: 0.7075, ACC NDCG@20: 0.1214, Seq_model training time: 5.75min
LASER Seq-model 1, Epoch [110/2000], Runs: 329, Loss: 0.3851, UL AUC: 0.5958, ACC AUC: 0.7073, ACC NDCG@20: 0.1214, Seq_model training time: 5.80min
LASER Seq-model 1, Epoch [111/2000], Runs: 329, Loss: 0.3852, UL AUC: 0.5959, ACC AUC: 0.7076, ACC NDCG@20: 0.1205, Seq_model training time: 5.86min
LASER Seq-model 1, Epoch [112/2000], Runs: 329, Loss: 0.3851, UL AUC: 0.5963, ACC AUC: 0.7068, ACC NDCG@20: 0.1204, Seq_model training time: 5.91min
LASER Seq-model 1, Epoch [113/2000], Runs: 329, Loss: 0.3848, UL AUC: 0.5959, ACC AUC: 0.7064, ACC NDCG@20: 0.1213, Seq_model training time: 5.96min
LASER Seq-model 1, Epoch [114/2000], Runs: 329, Loss: 0.3849, UL AUC: 0.5964, ACC AUC: 0.7067, ACC NDCG@20: 0.1205, Seq_model training time: 6.02min
LASER Seq-model 1, Epoch [115/2000], Runs: 329, Loss: 0.3845, UL AUC: 0.5964, ACC AUC: 0.7058, ACC NDCG@20: 0.1210, Seq_model training time: 6.07min
LASER Seq-model 1, Epoch [116/2000], Runs: 329, Loss: 0.3841, UL AUC: 0.5959, ACC AUC: 0.7063, ACC NDCG@20: 0.1203, Seq_model training time: 6.12min
LASER Seq-model 1, Epoch [117/2000], Runs: 329, Loss: 0.3843, UL AUC: 0.5956, ACC AUC: 0.7058, ACC NDCG@20: 0.1204, Seq_model training time: 6.17min
LASER Seq-model 1, Epoch [118/2000], Runs: 329, Loss: 0.3841, UL AUC: 0.5955, ACC AUC: 0.7062, ACC NDCG@20: 0.1207, Seq_model training time: 6.22min
LASER Seq-model 1, Epoch [119/2000], Runs: 329, Loss: 0.3841, UL AUC: 0.5946, ACC AUC: 0.7057, ACC NDCG@20: 0.1202, Seq_model training time: 6.28min
LASER Seq-model 1, Epoch [120/2000], Runs: 329, Loss: 0.3844, UL AUC: 0.5951, ACC AUC: 0.7060, ACC NDCG@20: 0.1205, Seq_model training time: 6.33min
LASER Seq-model 1, Epoch [121/2000], Runs: 329, Loss: 0.3842, UL AUC: 0.5949, ACC AUC: 0.7057, ACC NDCG@20: 0.1203, Seq_model training time: 6.38min
LASER Seq-model 1, Epoch [122/2000], Runs: 329, Loss: 0.3835, UL AUC: 0.5952, ACC AUC: 0.7052, ACC NDCG@20: 0.1199, Seq_model training time: 6.43min
LASER Seq-model 1, Epoch [123/2000], Runs: 329, Loss: 0.3836, UL AUC: 0.5947, ACC AUC: 0.7054, ACC NDCG@20: 0.1200, Seq_model training time: 6.48min
LASER Seq-model 1, Epoch [124/2000], Runs: 329, Loss: 0.3837, UL AUC: 0.5956, ACC AUC: 0.7050, ACC NDCG@20: 0.1194, Seq_model training time: 6.54min
LASER Seq-model 1, Epoch [125/2000], Runs: 329, Loss: 0.3838, UL AUC: 0.5948, ACC AUC: 0.7047, ACC NDCG@20: 0.1203, Seq_model training time: 6.59min
LASER Seq-model 1, Epoch [126/2000], Runs: 329, Loss: 0.3840, UL AUC: 0.5957, ACC AUC: 0.7045, ACC NDCG@20: 0.1205, Seq_model training time: 6.64min
LASER Seq-model 1, Epoch [127/2000], Runs: 329, Loss: 0.3835, UL AUC: 0.5951, ACC AUC: 0.7044, ACC NDCG@20: 0.1209, Seq_model training time: 6.69min
LASER Seq-model 1, Epoch [128/2000], Runs: 329, Loss: 0.3835, UL AUC: 0.5961, ACC AUC: 0.7041, ACC NDCG@20: 0.1203, Seq_model training time: 6.75min
LASER Seq-model 1, Epoch [129/2000], Runs: 329, Loss: 0.3835, UL AUC: 0.5959, ACC AUC: 0.7042, ACC NDCG@20: 0.1210, Seq_model training time: 6.80min
LASER Seq-model 1, Epoch [130/2000], Runs: 329, Loss: 0.3837, UL AUC: 0.5961, ACC AUC: 0.7040, ACC NDCG@20: 0.1212, Seq_model training time: 6.86min
LASER Seq-model 1, Epoch [131/2000], Runs: 329, Loss: 0.3829, UL AUC: 0.5954, ACC AUC: 0.7036, ACC NDCG@20: 0.1205, Seq_model training time: 6.91min
LASER Seq-model 1, Epoch [132/2000], Runs: 329, Loss: 0.3831, UL AUC: 0.5955, ACC AUC: 0.7035, ACC NDCG@20: 0.1204, Seq_model training time: 6.96min
LASER Seq-model 1, Epoch [133/2000], Runs: 329, Loss: 0.3826, UL AUC: 0.5959, ACC AUC: 0.7030, ACC NDCG@20: 0.1206, Seq_model training time: 7.02min
LASER Seq-model 1, Epoch [134/2000], Runs: 329, Loss: 0.3829, UL AUC: 0.5956, ACC AUC: 0.7034, ACC NDCG@20: 0.1224, Seq_model training time: 7.07min
LASER Seq-model 1, Epoch [135/2000], Runs: 329, Loss: 0.3833, UL AUC: 0.5957, ACC AUC: 0.7033, ACC NDCG@20: 0.1221, Seq_model training time: 7.13min
LASER Seq-model 1, Epoch [136/2000], Runs: 329, Loss: 0.3825, UL AUC: 0.5966, ACC AUC: 0.7028, ACC NDCG@20: 0.1221, Seq_model training time: 7.18min
LASER Seq-model 1, Epoch [137/2000], Runs: 329, Loss: 0.3819, UL AUC: 0.5964, ACC AUC: 0.7032, ACC NDCG@20: 0.1217, Seq_model training time: 7.23min
LASER Seq-model 1, Epoch [138/2000], Runs: 329, Loss: 0.3826, UL AUC: 0.5964, ACC AUC: 0.7031, ACC NDCG@20: 0.1226, Seq_model training time: 7.29min
LASER Seq-model 1, Epoch [139/2000], Runs: 329, Loss: 0.3824, UL AUC: 0.5967, ACC AUC: 0.7027, ACC NDCG@20: 0.1225, Seq_model training time: 7.34min
LASER Seq-model 1, Epoch [140/2000], Runs: 329, Loss: 0.3826, UL AUC: 0.5964, ACC AUC: 0.7027, ACC NDCG@20: 0.1229, Seq_model training time: 7.39min
LASER Seq-model 1, Epoch [141/2000], Runs: 329, Loss: 0.3819, UL AUC: 0.5965, ACC AUC: 0.7025, ACC NDCG@20: 0.1233, Seq_model training time: 7.45min
LASER Seq-model 1, Epoch [142/2000], Runs: 329, Loss: 0.3824, UL AUC: 0.5961, ACC AUC: 0.7023, ACC NDCG@20: 0.1228, Seq_model training time: 7.50min
LASER Seq-model 1, Epoch [143/2000], Runs: 329, Loss: 0.3821, UL AUC: 0.5968, ACC AUC: 0.7020, ACC NDCG@20: 0.1216, Seq_model training time: 7.56min
LASER Seq-model 1, Epoch [144/2000], Runs: 329, Loss: 0.3824, UL AUC: 0.5966, ACC AUC: 0.7020, ACC NDCG@20: 0.1215, Seq_model training time: 7.61min
LASER Seq-model 1, Epoch [145/2000], Runs: 329, Loss: 0.3819, UL AUC: 0.5955, ACC AUC: 0.7021, ACC NDCG@20: 0.1205, Seq_model training time: 7.66min
LASER Seq-model 1, Epoch [146/2000], Runs: 329, Loss: 0.3821, UL AUC: 0.5966, ACC AUC: 0.7013, ACC NDCG@20: 0.1211, Seq_model training time: 7.72min
LASER Seq-model 1, Epoch [147/2000], Runs: 329, Loss: 0.3816, UL AUC: 0.5970, ACC AUC: 0.7015, ACC NDCG@20: 0.1213, Seq_model training time: 7.77min
LASER Seq-model 1, Epoch [148/2000], Runs: 329, Loss: 0.3813, UL AUC: 0.5974, ACC AUC: 0.7014, ACC NDCG@20: 0.1216, Seq_model training time: 7.82min
LASER Seq-model 1, Epoch [149/2000], Runs: 329, Loss: 0.3821, UL AUC: 0.5977, ACC AUC: 0.7009, ACC NDCG@20: 0.1222, Seq_model training time: 7.87min
LASER Seq-model 1, Epoch [150/2000], Runs: 329, Loss: 0.3818, UL AUC: 0.5975, ACC AUC: 0.7010, ACC NDCG@20: 0.1221, Seq_model training time: 7.93min
LASER Seq-model 1, Epoch [151/2000], Runs: 329, Loss: 0.3818, UL AUC: 0.5974, ACC AUC: 0.7009, ACC NDCG@20: 0.1222, Seq_model training time: 7.98min
LASER Seq-model 1, Epoch [152/2000], Runs: 329, Loss: 0.3816, UL AUC: 0.5975, ACC AUC: 0.7008, ACC NDCG@20: 0.1219, Seq_model training time: 8.04min
LASER Seq-model 1, Epoch [153/2000], Runs: 329, Loss: 0.3817, UL AUC: 0.5974, ACC AUC: 0.7007, ACC NDCG@20: 0.1230, Seq_model training time: 8.09min
LASER Seq-model 1, Epoch [154/2000], Runs: 329, Loss: 0.3819, UL AUC: 0.5982, ACC AUC: 0.7008, ACC NDCG@20: 0.1228, Seq_model training time: 8.14min
LASER Seq-model 1, Epoch [155/2000], Runs: 329, Loss: 0.3814, UL AUC: 0.5981, ACC AUC: 0.7008, ACC NDCG@20: 0.1224, Seq_model training time: 8.19min
LASER Seq-model 1, Epoch [156/2000], Runs: 329, Loss: 0.3811, UL AUC: 0.5978, ACC AUC: 0.7007, ACC NDCG@20: 0.1213, Seq_model training time: 8.24min
LASER Seq-model 1, Epoch [157/2000], Runs: 329, Loss: 0.3807, UL AUC: 0.5978, ACC AUC: 0.7002, ACC NDCG@20: 0.1217, Seq_model training time: 8.30min
LASER Seq-model 1, Epoch [158/2000], Runs: 329, Loss: 0.3811, UL AUC: 0.5985, ACC AUC: 0.7006, ACC NDCG@20: 0.1215, Seq_model training time: 8.36min
LASER Seq-model 1, Epoch [159/2000], Runs: 329, Loss: 0.3814, UL AUC: 0.5971, ACC AUC: 0.6997, ACC NDCG@20: 0.1219, Seq_model training time: 8.41min
LASER Seq-model 1, Epoch [160/2000], Runs: 329, Loss: 0.3813, UL AUC: 0.5974, ACC AUC: 0.6998, ACC NDCG@20: 0.1214, Seq_model training time: 8.45min
LASER Seq-model 1, Epoch [161/2000], Runs: 329, Loss: 0.3811, UL AUC: 0.5979, ACC AUC: 0.6992, ACC NDCG@20: 0.1218, Seq_model training time: 8.50min
LASER Seq-model 1, Epoch [162/2000], Runs: 329, Loss: 0.3811, UL AUC: 0.5964, ACC AUC: 0.6999, ACC NDCG@20: 0.1216, Seq_model training time: 8.55min
LASER Seq-model 1, Epoch [163/2000], Runs: 329, Loss: 0.3806, UL AUC: 0.5971, ACC AUC: 0.6995, ACC NDCG@20: 0.1211, Seq_model training time: 8.60min
LASER Seq-model 1, Epoch [164/2000], Runs: 329, Loss: 0.3810, UL AUC: 0.5978, ACC AUC: 0.6998, ACC NDCG@20: 0.1215, Seq_model training time: 8.66min
LASER Seq-model 1, Epoch [165/2000], Runs: 329, Loss: 0.3812, UL AUC: 0.5980, ACC AUC: 0.6991, ACC NDCG@20: 0.1219, Seq_model training time: 8.71min
LASER Seq-model 1, Epoch [166/2000], Runs: 329, Loss: 0.3809, UL AUC: 0.5977, ACC AUC: 0.6991, ACC NDCG@20: 0.1223, Seq_model training time: 8.76min
LASER Seq-model 1, Epoch [167/2000], Runs: 329, Loss: 0.3806, UL AUC: 0.5984, ACC AUC: 0.6990, ACC NDCG@20: 0.1217, Seq_model training time: 8.82min
LASER Seq-model 1, Epoch [168/2000], Runs: 329, Loss: 0.3811, UL AUC: 0.5985, ACC AUC: 0.6991, ACC NDCG@20: 0.1224, Seq_model training time: 8.87min
LASER Seq-model 1, Epoch [169/2000], Runs: 329, Loss: 0.3806, UL AUC: 0.5994, ACC AUC: 0.6992, ACC NDCG@20: 0.1219, Seq_model training time: 8.92min
LASER Seq-model 1, Epoch [170/2000], Runs: 329, Loss: 0.3807, UL AUC: 0.5992, ACC AUC: 0.6994, ACC NDCG@20: 0.1221, Seq_model training time: 8.98min
LASER Seq-model 1, Epoch [171/2000], Runs: 329, Loss: 0.3803, UL AUC: 0.5991, ACC AUC: 0.6988, ACC NDCG@20: 0.1233, Seq_model training time: 9.02min
LASER Seq-model 1, Epoch [172/2000], Runs: 329, Loss: 0.3802, UL AUC: 0.6001, ACC AUC: 0.6987, ACC NDCG@20: 0.1226, Seq_model training time: 9.08min
LASER Seq-model 1, Epoch [173/2000], Runs: 329, Loss: 0.3800, UL AUC: 0.6005, ACC AUC: 0.6983, ACC NDCG@20: 0.1227, Seq_model training time: 9.13min
LASER Seq-model 1, Epoch [174/2000], Runs: 329, Loss: 0.3798, UL AUC: 0.6009, ACC AUC: 0.6985, ACC NDCG@20: 0.1221, Seq_model training time: 9.19min
LASER Seq-model 1, Epoch [175/2000], Runs: 329, Loss: 0.3801, UL AUC: 0.6005, ACC AUC: 0.6982, ACC NDCG@20: 0.1222, Seq_model training time: 9.24min
LASER Seq-model 1, Epoch [176/2000], Runs: 329, Loss: 0.3804, UL AUC: 0.6012, ACC AUC: 0.6983, ACC NDCG@20: 0.1224, Seq_model training time: 9.29min
LASER Seq-model 1, Epoch [177/2000], Runs: 329, Loss: 0.3796, UL AUC: 0.6009, ACC AUC: 0.6981, ACC NDCG@20: 0.1220, Seq_model training time: 9.34min
LASER Seq-model 1, Epoch [178/2000], Runs: 329, Loss: 0.3797, UL AUC: 0.6002, ACC AUC: 0.6980, ACC NDCG@20: 0.1216, Seq_model training time: 9.40min
LASER Seq-model 1, Epoch [179/2000], Runs: 329, Loss: 0.3796, UL AUC: 0.6004, ACC AUC: 0.6977, ACC NDCG@20: 0.1216, Seq_model training time: 9.46min
LASER Seq-model 1, Epoch [180/2000], Runs: 329, Loss: 0.3799, UL AUC: 0.5999, ACC AUC: 0.6977, ACC NDCG@20: 0.1223, Seq_model training time: 9.51min
LASER Seq-model 1, Epoch [181/2000], Runs: 329, Loss: 0.3799, UL AUC: 0.5997, ACC AUC: 0.6977, ACC NDCG@20: 0.1230, Seq_model training time: 9.56min
LASER Seq-model 1, Epoch [182/2000], Runs: 329, Loss: 0.3800, UL AUC: 0.6004, ACC AUC: 0.6977, ACC NDCG@20: 0.1220, Seq_model training time: 9.61min
LASER Seq-model 1, Epoch [183/2000], Runs: 329, Loss: 0.3799, UL AUC: 0.6009, ACC AUC: 0.6976, ACC NDCG@20: 0.1214, Seq_model training time: 9.67min
LASER Seq-model 1, Epoch [184/2000], Runs: 329, Loss: 0.3795, UL AUC: 0.6004, ACC AUC: 0.6970, ACC NDCG@20: 0.1224, Seq_model training time: 9.72min
LASER Seq-model 1, Epoch [185/2000], Runs: 329, Loss: 0.3800, UL AUC: 0.6011, ACC AUC: 0.6970, ACC NDCG@20: 0.1207, Seq_model training time: 9.77min
LASER Seq-model 1, Epoch [186/2000], Runs: 329, Loss: 0.3788, UL AUC: 0.6000, ACC AUC: 0.6975, ACC NDCG@20: 0.1210, Seq_model training time: 9.82min
LASER Seq-model 1, Epoch [187/2000], Runs: 329, Loss: 0.3796, UL AUC: 0.6002, ACC AUC: 0.6970, ACC NDCG@20: 0.1215, Seq_model training time: 9.87min
LASER Seq-model 1, Epoch [188/2000], Runs: 329, Loss: 0.3792, UL AUC: 0.6006, ACC AUC: 0.6968, ACC NDCG@20: 0.1221, Seq_model training time: 9.93min
LASER Seq-model 1, Epoch [189/2000], Runs: 329, Loss: 0.3800, UL AUC: 0.6002, ACC AUC: 0.6971, ACC NDCG@20: 0.1217, Seq_model training time: 9.98min
LASER Seq-model 1, Epoch [190/2000], Runs: 329, Loss: 0.3796, UL AUC: 0.6002, ACC AUC: 0.6967, ACC NDCG@20: 0.1214, Seq_model training time: 10.04min
LASER Seq-model 1, Epoch [191/2000], Runs: 329, Loss: 0.3790, UL AUC: 0.6004, ACC AUC: 0.6971, ACC NDCG@20: 0.1212, Seq_model training time: 10.09min
LASER Seq-model 1, Epoch [192/2000], Runs: 329, Loss: 0.3791, UL AUC: 0.6011, ACC AUC: 0.6969, ACC NDCG@20: 0.1219, Seq_model training time: 10.14min
LASER Seq-model 1, Epoch [193/2000], Runs: 329, Loss: 0.3787, UL AUC: 0.6008, ACC AUC: 0.6967, ACC NDCG@20: 0.1216, Seq_model training time: 10.20min
LASER Seq-model 1, Epoch [194/2000], Runs: 329, Loss: 0.3794, UL AUC: 0.5998, ACC AUC: 0.6968, ACC NDCG@20: 0.1217, Seq_model training time: 10.25min
LASER Seq-model 1, Epoch [195/2000], Runs: 329, Loss: 0.3790, UL AUC: 0.6003, ACC AUC: 0.6964, ACC NDCG@20: 0.1224, Seq_model training time: 10.31min
LASER Seq-model 1, Epoch [196/2000], Runs: 329, Loss: 0.3794, UL AUC: 0.6003, ACC AUC: 0.6968, ACC NDCG@20: 0.1214, Seq_model training time: 10.36min
LASER Seq-model 1, Epoch [197/2000], Runs: 329, Loss: 0.3796, UL AUC: 0.5996, ACC AUC: 0.6966, ACC NDCG@20: 0.1219, Seq_model training time: 10.41min
LASER Seq-model 1, Epoch [198/2000], Runs: 329, Loss: 0.3788, UL AUC: 0.6014, ACC AUC: 0.6967, ACC NDCG@20: 0.1217, Seq_model training time: 10.47min
LASER Seq-model 1, Epoch [199/2000], Runs: 329, Loss: 0.3793, UL AUC: 0.6006, ACC AUC: 0.6961, ACC NDCG@20: 0.1221, Seq_model training time: 10.52min
LASER Seq-model 1, Epoch [200/2000], Runs: 329, Loss: 0.3787, UL AUC: 0.6000, ACC AUC: 0.6965, ACC NDCG@20: 0.1217, Seq_model training time: 10.57min
LASER Seq-model 1, Epoch [201/2000], Runs: 329, Loss: 0.3784, UL AUC: 0.5991, ACC AUC: 0.6959, ACC NDCG@20: 0.1222, Seq_model training time: 10.63min
LASER Seq-model 1, Epoch [202/2000], Runs: 329, Loss: 0.3791, UL AUC: 0.5993, ACC AUC: 0.6963, ACC NDCG@20: 0.1213, Seq_model training time: 10.68min
LASER Seq-model 1, Epoch [203/2000], Runs: 329, Loss: 0.3784, UL AUC: 0.5989, ACC AUC: 0.6962, ACC NDCG@20: 0.1216, Seq_model training time: 10.73min
LASER Seq-model 1, Epoch [204/2000], Runs: 329, Loss: 0.3783, UL AUC: 0.6004, ACC AUC: 0.6960, ACC NDCG@20: 0.1209, Seq_model training time: 10.79min
LASER Seq-model 1, Epoch [205/2000], Runs: 329, Loss: 0.3786, UL AUC: 0.6009, ACC AUC: 0.6960, ACC NDCG@20: 0.1215, Seq_model training time: 10.84min
LASER Seq-model 1, Epoch [206/2000], Runs: 329, Loss: 0.3783, UL AUC: 0.6004, ACC AUC: 0.6956, ACC NDCG@20: 0.1210, Seq_model training time: 10.89min
LASER Seq-model 1, Epoch [207/2000], Runs: 329, Loss: 0.3785, UL AUC: 0.6002, ACC AUC: 0.6961, ACC NDCG@20: 0.1219, Seq_model training time: 10.94min
LASER Seq-model 1, Epoch [208/2000], Runs: 329, Loss: 0.3789, UL AUC: 0.6002, ACC AUC: 0.6960, ACC NDCG@20: 0.1217, Seq_model training time: 10.99min
LASER Seq-model 1, Epoch [209/2000], Runs: 329, Loss: 0.3788, UL AUC: 0.5994, ACC AUC: 0.6958, ACC NDCG@20: 0.1218, Seq_model training time: 11.05min
LASER Seq-model 1, Epoch [210/2000], Runs: 329, Loss: 0.3788, UL AUC: 0.5996, ACC AUC: 0.6959, ACC NDCG@20: 0.1216, Seq_model training time: 11.10min
LASER Seq-model 1, Epoch [211/2000], Runs: 329, Loss: 0.3788, UL AUC: 0.5994, ACC AUC: 0.6959, ACC NDCG@20: 0.1229, Seq_model training time: 11.16min
LASER Seq-model 1, Epoch [212/2000], Runs: 329, Loss: 0.3782, UL AUC: 0.5986, ACC AUC: 0.6954, ACC NDCG@20: 0.1223, Seq_model training time: 11.21min
LASER Seq-model 1, Epoch [213/2000], Runs: 329, Loss: 0.3786, UL AUC: 0.5991, ACC AUC: 0.6952, ACC NDCG@20: 0.1228, Seq_model training time: 11.25min
LASER Seq-model 1, Epoch [214/2000], Runs: 329, Loss: 0.3783, UL AUC: 0.5997, ACC AUC: 0.6953, ACC NDCG@20: 0.1235, Seq_model training time: 11.31min
LASER Seq-model 1, Epoch [215/2000], Runs: 329, Loss: 0.3785, UL AUC: 0.6002, ACC AUC: 0.6956, ACC NDCG@20: 0.1229, Seq_model training time: 11.36min
LASER Seq-model 1, Epoch [216/2000], Runs: 329, Loss: 0.3781, UL AUC: 0.5996, ACC AUC: 0.6960, ACC NDCG@20: 0.1229, Seq_model training time: 11.41min
LASER Seq-model 1, Epoch [217/2000], Runs: 329, Loss: 0.3778, UL AUC: 0.6004, ACC AUC: 0.6951, ACC NDCG@20: 0.1232, Seq_model training time: 11.46min
LASER Seq-model 1, Epoch [218/2000], Runs: 329, Loss: 0.3786, UL AUC: 0.6002, ACC AUC: 0.6951, ACC NDCG@20: 0.1230, Seq_model training time: 11.52min
LASER Seq-model 1, Epoch [219/2000], Runs: 329, Loss: 0.3782, UL AUC: 0.5999, ACC AUC: 0.6950, ACC NDCG@20: 0.1229, Seq_model training time: 11.57min
LASER Seq-model 1, Epoch [220/2000], Runs: 329, Loss: 0.3775, UL AUC: 0.6004, ACC AUC: 0.6951, ACC NDCG@20: 0.1222, Seq_model training time: 11.63min
LASER Seq-model 1, Epoch [221/2000], Runs: 329, Loss: 0.3773, UL AUC: 0.5998, ACC AUC: 0.6951, ACC NDCG@20: 0.1226, Seq_model training time: 11.68min
LASER Seq-model 1, Epoch [222/2000], Runs: 329, Loss: 0.3781, UL AUC: 0.6002, ACC AUC: 0.6947, ACC NDCG@20: 0.1222, Seq_model training time: 11.73min
LASER Seq-model 1, Epoch [223/2000], Runs: 329, Loss: 0.3778, UL AUC: 0.6002, ACC AUC: 0.6947, ACC NDCG@20: 0.1220, Seq_model training time: 11.78min
LASER Seq-model 1, Epoch [224/2000], Runs: 329, Loss: 0.3781, UL AUC: 0.6006, ACC AUC: 0.6951, ACC NDCG@20: 0.1226, Seq_model training time: 11.84min
LASER Seq-model 1, Epoch [225/2000], Runs: 329, Loss: 0.3781, UL AUC: 0.6013, ACC AUC: 0.6947, ACC NDCG@20: 0.1231, Seq_model training time: 11.89min
LASER Seq-model 1, Epoch [226/2000], Runs: 329, Loss: 0.3779, UL AUC: 0.6013, ACC AUC: 0.6945, ACC NDCG@20: 0.1232, Seq_model training time: 11.94min
LASER Seq-model 1, Epoch [227/2000], Runs: 329, Loss: 0.3783, UL AUC: 0.6015, ACC AUC: 0.6942, ACC NDCG@20: 0.1223, Seq_model training time: 11.99min
LASER Seq-model 1, Epoch [228/2000], Runs: 329, Loss: 0.3780, UL AUC: 0.6012, ACC AUC: 0.6941, ACC NDCG@20: 0.1232, Seq_model training time: 12.05min
LASER Seq-model 1, Epoch [229/2000], Runs: 329, Loss: 0.3781, UL AUC: 0.6006, ACC AUC: 0.6937, ACC NDCG@20: 0.1224, Seq_model training time: 12.10min
LASER Seq-model 1, Epoch [230/2000], Runs: 329, Loss: 0.3775, UL AUC: 0.6016, ACC AUC: 0.6938, ACC NDCG@20: 0.1231, Seq_model training time: 12.15min
LASER Seq-model 1, Epoch [231/2000], Runs: 329, Loss: 0.3784, UL AUC: 0.6008, ACC AUC: 0.6934, ACC NDCG@20: 0.1231, Seq_model training time: 12.21min
LASER Seq-model 1, Epoch [232/2000], Runs: 329, Loss: 0.3773, UL AUC: 0.6006, ACC AUC: 0.6937, ACC NDCG@20: 0.1234, Seq_model training time: 12.26min
LASER Seq-model 1, Epoch [233/2000], Runs: 329, Loss: 0.3772, UL AUC: 0.6008, ACC AUC: 0.6931, ACC NDCG@20: 0.1237, Seq_model training time: 12.31min
LASER Seq-model 1, Epoch [234/2000], Runs: 329, Loss: 0.3775, UL AUC: 0.6011, ACC AUC: 0.6932, ACC NDCG@20: 0.1227, Seq_model training time: 12.36min
LASER Seq-model 1, Epoch [235/2000], Runs: 329, Loss: 0.3776, UL AUC: 0.6005, ACC AUC: 0.6929, ACC NDCG@20: 0.1230, Seq_model training time: 12.41min
LASER Seq-model 1, Epoch [236/2000], Runs: 329, Loss: 0.3776, UL AUC: 0.6007, ACC AUC: 0.6925, ACC NDCG@20: 0.1232, Seq_model training time: 12.47min
LASER Seq-model 1, Epoch [237/2000], Runs: 329, Loss: 0.3774, UL AUC: 0.6000, ACC AUC: 0.6923, ACC NDCG@20: 0.1227, Seq_model training time: 12.52min
LASER Seq-model 1, Epoch [238/2000], Runs: 329, Loss: 0.3774, UL AUC: 0.6007, ACC AUC: 0.6926, ACC NDCG@20: 0.1229, Seq_model training time: 12.57min
LASER Seq-model 1, Epoch [239/2000], Runs: 329, Loss: 0.3774, UL AUC: 0.6011, ACC AUC: 0.6927, ACC NDCG@20: 0.1229, Seq_model training time: 12.63min
LASER Seq-model 1, Epoch [240/2000], Runs: 329, Loss: 0.3779, UL AUC: 0.6010, ACC AUC: 0.6927, ACC NDCG@20: 0.1228, Seq_model training time: 12.68min
LASER Seq-model 1, Epoch [241/2000], Runs: 329, Loss: 0.3772, UL AUC: 0.6001, ACC AUC: 0.6928, ACC NDCG@20: 0.1233, Seq_model training time: 12.74min
LASER Seq-model 1, Epoch [242/2000], Runs: 329, Loss: 0.3776, UL AUC: 0.6006, ACC AUC: 0.6927, ACC NDCG@20: 0.1238, Seq_model training time: 12.79min
LASER Seq-model 1, Epoch [243/2000], Runs: 329, Loss: 0.3777, UL AUC: 0.6017, ACC AUC: 0.6930, ACC NDCG@20: 0.1232, Seq_model training time: 12.84min
LASER Seq-model 1, Epoch [244/2000], Runs: 329, Loss: 0.3773, UL AUC: 0.6016, ACC AUC: 0.6924, ACC NDCG@20: 0.1236, Seq_model training time: 12.89min
LASER Seq-model 1, Epoch [245/2000], Runs: 329, Loss: 0.3772, UL AUC: 0.6017, ACC AUC: 0.6924, ACC NDCG@20: 0.1226, Seq_model training time: 12.95min
LASER Seq-model 1, Epoch [246/2000], Runs: 329, Loss: 0.3772, UL AUC: 0.6020, ACC AUC: 0.6924, ACC NDCG@20: 0.1233, Seq_model training time: 13.00min
LASER Seq-model 1, Epoch [247/2000], Runs: 329, Loss: 0.3771, UL AUC: 0.6024, ACC AUC: 0.6921, ACC NDCG@20: 0.1222, Seq_model training time: 13.05min
LASER Seq-model 1, Epoch [248/2000], Runs: 329, Loss: 0.3771, UL AUC: 0.6017, ACC AUC: 0.6923, ACC NDCG@20: 0.1225, Seq_model training time: 13.11min
LASER Seq-model 1, Epoch [249/2000], Runs: 329, Loss: 0.3767, UL AUC: 0.6018, ACC AUC: 0.6920, ACC NDCG@20: 0.1219, Seq_model training time: 13.16min
LASER Seq-model 1, Epoch [250/2000], Runs: 329, Loss: 0.3764, UL AUC: 0.6015, ACC AUC: 0.6920, ACC NDCG@20: 0.1237, Seq_model training time: 13.21min
LASER Seq-model 1, Epoch [251/2000], Runs: 329, Loss: 0.3771, UL AUC: 0.6007, ACC AUC: 0.6917, ACC NDCG@20: 0.1242, Seq_model training time: 13.26min
LASER Seq-model 1, Epoch [252/2000], Runs: 329, Loss: 0.3770, UL AUC: 0.6008, ACC AUC: 0.6920, ACC NDCG@20: 0.1242, Seq_model training time: 13.32min
LASER Seq-model 1, Epoch [253/2000], Runs: 329, Loss: 0.3771, UL AUC: 0.6011, ACC AUC: 0.6919, ACC NDCG@20: 0.1239, Seq_model training time: 13.37min
LASER Seq-model 1, Epoch [254/2000], Runs: 329, Loss: 0.3772, UL AUC: 0.6028, ACC AUC: 0.6918, ACC NDCG@20: 0.1229, Seq_model training time: 13.42min
LASER Seq-model 1, Epoch [255/2000], Runs: 329, Loss: 0.3768, UL AUC: 0.6025, ACC AUC: 0.6917, ACC NDCG@20: 0.1235, Seq_model training time: 13.48min
LASER Seq-model 1, Epoch [256/2000], Runs: 329, Loss: 0.3767, UL AUC: 0.6021, ACC AUC: 0.6912, ACC NDCG@20: 0.1231, Seq_model training time: 13.53min
LASER Seq-model 1, Epoch [257/2000], Runs: 329, Loss: 0.3773, UL AUC: 0.6030, ACC AUC: 0.6916, ACC NDCG@20: 0.1232, Seq_model training time: 13.58min
LASER Seq-model 1, Epoch [258/2000], Runs: 329, Loss: 0.3765, UL AUC: 0.6036, ACC AUC: 0.6916, ACC NDCG@20: 0.1224, Seq_model training time: 13.63min
LASER Seq-model 1, Epoch [259/2000], Runs: 329, Loss: 0.3766, UL AUC: 0.6030, ACC AUC: 0.6914, ACC NDCG@20: 0.1231, Seq_model training time: 13.69min
LASER Seq-model 1, Epoch [260/2000], Runs: 329, Loss: 0.3763, UL AUC: 0.6042, ACC AUC: 0.6912, ACC NDCG@20: 0.1225, Seq_model training time: 13.74min
LASER Seq-model 1, Epoch [261/2000], Runs: 329, Loss: 0.3764, UL AUC: 0.6037, ACC AUC: 0.6916, ACC NDCG@20: 0.1225, Seq_model training time: 13.79min
LASER Seq-model 1, Epoch [262/2000], Runs: 329, Loss: 0.3767, UL AUC: 0.6029, ACC AUC: 0.6914, ACC NDCG@20: 0.1225, Seq_model training time: 13.85min
LASER Seq-model 1, Epoch [263/2000], Runs: 329, Loss: 0.3764, UL AUC: 0.6036, ACC AUC: 0.6912, ACC NDCG@20: 0.1231, Seq_model training time: 13.90min
LASER Seq-model 1, Epoch [264/2000], Runs: 329, Loss: 0.3766, UL AUC: 0.6021, ACC AUC: 0.6909, ACC NDCG@20: 0.1223, Seq_model training time: 13.95min
LASER Seq-model 1, Epoch [265/2000], Runs: 329, Loss: 0.3769, UL AUC: 0.6029, ACC AUC: 0.6913, ACC NDCG@20: 0.1225, Seq_model training time: 13.99min
LASER Seq-model 1, Epoch [266/2000], Runs: 329, Loss: 0.3764, UL AUC: 0.6039, ACC AUC: 0.6910, ACC NDCG@20: 0.1223, Seq_model training time: 14.05min
LASER Seq-model 1, Epoch [267/2000], Runs: 329, Loss: 0.3766, UL AUC: 0.6024, ACC AUC: 0.6909, ACC NDCG@20: 0.1229, Seq_model training time: 14.10min
LASER Seq-model 1, Epoch [268/2000], Runs: 329, Loss: 0.3765, UL AUC: 0.6035, ACC AUC: 0.6908, ACC NDCG@20: 0.1221, Seq_model training time: 14.15min
LASER Seq-model 1, Epoch [269/2000], Runs: 329, Loss: 0.3766, UL AUC: 0.6048, ACC AUC: 0.6905, ACC NDCG@20: 0.1223, Seq_model training time: 14.21min
LASER Seq-model 1, Epoch [270/2000], Runs: 329, Loss: 0.3760, UL AUC: 0.6038, ACC AUC: 0.6902, ACC NDCG@20: 0.1224, Seq_model training time: 14.26min
LASER Seq-model 1, Epoch [271/2000], Runs: 329, Loss: 0.3766, UL AUC: 0.6046, ACC AUC: 0.6903, ACC NDCG@20: 0.1226, Seq_model training time: 14.31min
LASER Seq-model 1, Epoch [272/2000], Runs: 329, Loss: 0.3764, UL AUC: 0.6032, ACC AUC: 0.6900, ACC NDCG@20: 0.1235, Seq_model training time: 14.36min
LASER Seq-model 1, Epoch [273/2000], Runs: 329, Loss: 0.3758, UL AUC: 0.6030, ACC AUC: 0.6897, ACC NDCG@20: 0.1233, Seq_model training time: 14.42min
LASER Seq-model 1, Epoch [274/2000], Runs: 329, Loss: 0.3763, UL AUC: 0.6035, ACC AUC: 0.6892, ACC NDCG@20: 0.1217, Seq_model training time: 14.47min
LASER Seq-model 1, Epoch [275/2000], Runs: 329, Loss: 0.3762, UL AUC: 0.6025, ACC AUC: 0.6895, ACC NDCG@20: 0.1217, Seq_model training time: 14.52min
LASER Seq-model 1, Epoch [276/2000], Runs: 329, Loss: 0.3761, UL AUC: 0.6034, ACC AUC: 0.6892, ACC NDCG@20: 0.1214, Seq_model training time: 14.57min
LASER Seq-model 1, Epoch [277/2000], Runs: 329, Loss: 0.3762, UL AUC: 0.6039, ACC AUC: 0.6893, ACC NDCG@20: 0.1209, Seq_model training time: 14.62min
LASER Seq-model 1, Epoch [278/2000], Runs: 329, Loss: 0.3761, UL AUC: 0.6026, ACC AUC: 0.6893, ACC NDCG@20: 0.1212, Seq_model training time: 14.68min
LASER Seq-model 1, Epoch [279/2000], Runs: 329, Loss: 0.3759, UL AUC: 0.6037, ACC AUC: 0.6892, ACC NDCG@20: 0.1214, Seq_model training time: 14.73min
LASER Seq-model 1, Epoch [280/2000], Runs: 329, Loss: 0.3764, UL AUC: 0.6036, ACC AUC: 0.6891, ACC NDCG@20: 0.1216, Seq_model training time: 14.78min
LASER Seq-model 1, Epoch [281/2000], Runs: 329, Loss: 0.3760, UL AUC: 0.6033, ACC AUC: 0.6890, ACC NDCG@20: 0.1219, Seq_model training time: 14.84min
LASER Seq-model 1, Epoch [282/2000], Runs: 329, Loss: 0.3760, UL AUC: 0.6034, ACC AUC: 0.6893, ACC NDCG@20: 0.1223, Seq_model training time: 14.89min
LASER Seq-model 1, Epoch [283/2000], Runs: 329, Loss: 0.3757, UL AUC: 0.6033, ACC AUC: 0.6890, ACC NDCG@20: 0.1219, Seq_model training time: 14.94min
LASER Seq-model 1, Epoch [284/2000], Runs: 329, Loss: 0.3760, UL AUC: 0.6026, ACC AUC: 0.6889, ACC NDCG@20: 0.1231, Seq_model training time: 15.00min
LASER Seq-model 1, Epoch [285/2000], Runs: 329, Loss: 0.3758, UL AUC: 0.6031, ACC AUC: 0.6884, ACC NDCG@20: 0.1223, Seq_model training time: 15.05min
LASER Seq-model 1, Epoch [286/2000], Runs: 329, Loss: 0.3759, UL AUC: 0.6027, ACC AUC: 0.6885, ACC NDCG@20: 0.1216, Seq_model training time: 15.10min
LASER Seq-model 1, Epoch [287/2000], Runs: 329, Loss: 0.3761, UL AUC: 0.6029, ACC AUC: 0.6885, ACC NDCG@20: 0.1211, Seq_model training time: 15.16min
LASER Seq-model 1, Epoch [288/2000], Runs: 329, Loss: 0.3767, UL AUC: 0.6028, ACC AUC: 0.6881, ACC NDCG@20: 0.1210, Seq_model training time: 15.21min
LASER Seq-model 1, Epoch [289/2000], Runs: 329, Loss: 0.3760, UL AUC: 0.6033, ACC AUC: 0.6880, ACC NDCG@20: 0.1218, Seq_model training time: 15.26min
LASER Seq-model 1, Epoch [290/2000], Runs: 329, Loss: 0.3756, UL AUC: 0.6023, ACC AUC: 0.6882, ACC NDCG@20: 0.1217, Seq_model training time: 15.31min
LASER Seq-model 1, Epoch [291/2000], Runs: 329, Loss: 0.3760, UL AUC: 0.6027, ACC AUC: 0.6883, ACC NDCG@20: 0.1222, Seq_model training time: 15.37min
LASER Seq-model 1, Epoch [292/2000], Runs: 329, Loss: 0.3759, UL AUC: 0.6028, ACC AUC: 0.6881, ACC NDCG@20: 0.1219, Seq_model training time: 15.42min
LASER Seq-model 1, Epoch [293/2000], Runs: 329, Loss: 0.3757, UL AUC: 0.6027, ACC AUC: 0.6882, ACC NDCG@20: 0.1210, Seq_model training time: 15.47min
LASER Seq-model 1, Epoch [294/2000], Runs: 329, Loss: 0.3754, UL AUC: 0.6036, ACC AUC: 0.6881, ACC NDCG@20: 0.1214, Seq_model training time: 15.53min
LASER Seq-model 1, Epoch [295/2000], Runs: 329, Loss: 0.3752, UL AUC: 0.6027, ACC AUC: 0.6884, ACC NDCG@20: 0.1220, Seq_model training time: 15.58min
LASER Seq-model 1, Epoch [296/2000], Runs: 329, Loss: 0.3757, UL AUC: 0.6033, ACC AUC: 0.6879, ACC NDCG@20: 0.1219, Seq_model training time: 15.63min
LASER Seq-model 1, Epoch [297/2000], Runs: 329, Loss: 0.3756, UL AUC: 0.6025, ACC AUC: 0.6879, ACC NDCG@20: 0.1219, Seq_model training time: 15.68min
LASER Seq-model 1, Epoch [298/2000], Runs: 329, Loss: 0.3756, UL AUC: 0.6030, ACC AUC: 0.6883, ACC NDCG@20: 0.1216, Seq_model training time: 15.73min
LASER Seq-model 1, Epoch [299/2000], Runs: 329, Loss: 0.3757, UL AUC: 0.6021, ACC AUC: 0.6876, ACC NDCG@20: 0.1212, Seq_model training time: 15.79min
LASER Seq-model 1, Epoch [300/2000], Runs: 329, Loss: 0.3753, UL AUC: 0.6037, ACC AUC: 0.6879, ACC NDCG@20: 0.1210, Seq_model training time: 15.84min
LASER Seq-model 1, Epoch [301/2000], Runs: 329, Loss: 0.3753, UL AUC: 0.6029, ACC AUC: 0.6876, ACC NDCG@20: 0.1213, Seq_model training time: 15.89min
LASER Seq-model 1, Epoch [302/2000], Runs: 329, Loss: 0.3757, UL AUC: 0.6025, ACC AUC: 0.6871, ACC NDCG@20: 0.1208, Seq_model training time: 15.95min
[LASER] START training seq_model 2, current time: 34.50min.
LASER Seq-model 2, Epoch [1/2000], Runs: 342, Loss: 0.6872, UL AUC: 0.6024, ACC AUC: 0.7140, ACC NDCG@20: 0.0935, Seq_model training time: 0.06min
LASER Seq-model 2, Epoch [2/2000], Runs: 342, Loss: 0.5952, UL AUC: 0.5989, ACC AUC: 0.7399, ACC NDCG@20: 0.0985, Seq_model training time: 0.11min
LASER Seq-model 2, Epoch [3/2000], Runs: 342, Loss: 0.5441, UL AUC: 0.5948, ACC AUC: 0.7584, ACC NDCG@20: 0.1021, Seq_model training time: 0.17min
LASER Seq-model 2, Epoch [4/2000], Runs: 342, Loss: 0.5127, UL AUC: 0.5908, ACC AUC: 0.7705, ACC NDCG@20: 0.1055, Seq_model training time: 0.23min
LASER Seq-model 2, Epoch [5/2000], Runs: 342, Loss: 0.4931, UL AUC: 0.5866, ACC AUC: 0.7781, ACC NDCG@20: 0.1082, Seq_model training time: 0.29min
LASER Seq-model 2, Epoch [6/2000], Runs: 342, Loss: 0.4791, UL AUC: 0.5857, ACC AUC: 0.7824, ACC NDCG@20: 0.1094, Seq_model training time: 0.34min
LASER Seq-model 2, Epoch [7/2000], Runs: 342, Loss: 0.4689, UL AUC: 0.5848, ACC AUC: 0.7850, ACC NDCG@20: 0.1113, Seq_model training time: 0.40min
LASER Seq-model 2, Epoch [8/2000], Runs: 342, Loss: 0.4619, UL AUC: 0.5849, ACC AUC: 0.7860, ACC NDCG@20: 0.1122, Seq_model training time: 0.45min
LASER Seq-model 2, Epoch [9/2000], Runs: 342, Loss: 0.4554, UL AUC: 0.5847, ACC AUC: 0.7864, ACC NDCG@20: 0.1128, Seq_model training time: 0.51min
LASER Seq-model 2, Epoch [10/2000], Runs: 342, Loss: 0.4506, UL AUC: 0.5839, ACC AUC: 0.7864, ACC NDCG@20: 0.1130, Seq_model training time: 0.57min
LASER Seq-model 2, Epoch [11/2000], Runs: 342, Loss: 0.4466, UL AUC: 0.5859, ACC AUC: 0.7859, ACC NDCG@20: 0.1136, Seq_model training time: 0.63min
LASER Seq-model 2, Epoch [12/2000], Runs: 342, Loss: 0.4429, UL AUC: 0.5867, ACC AUC: 0.7850, ACC NDCG@20: 0.1139, Seq_model training time: 0.68min
LASER Seq-model 2, Epoch [13/2000], Runs: 342, Loss: 0.4401, UL AUC: 0.5875, ACC AUC: 0.7843, ACC NDCG@20: 0.1137, Seq_model training time: 0.74min
LASER Seq-model 2, Epoch [14/2000], Runs: 342, Loss: 0.4371, UL AUC: 0.5888, ACC AUC: 0.7828, ACC NDCG@20: 0.1134, Seq_model training time: 0.79min
LASER Seq-model 2, Epoch [15/2000], Runs: 342, Loss: 0.4348, UL AUC: 0.5891, ACC AUC: 0.7816, ACC NDCG@20: 0.1127, Seq_model training time: 0.85min
LASER Seq-model 2, Epoch [16/2000], Runs: 342, Loss: 0.4327, UL AUC: 0.5899, ACC AUC: 0.7802, ACC NDCG@20: 0.1121, Seq_model training time: 0.90min
LASER Seq-model 2, Epoch [17/2000], Runs: 342, Loss: 0.4305, UL AUC: 0.5908, ACC AUC: 0.7782, ACC NDCG@20: 0.1111, Seq_model training time: 0.95min
LASER Seq-model 2, Epoch [18/2000], Runs: 342, Loss: 0.4288, UL AUC: 0.5905, ACC AUC: 0.7765, ACC NDCG@20: 0.1106, Seq_model training time: 1.01min
LASER Seq-model 2, Epoch [19/2000], Runs: 342, Loss: 0.4264, UL AUC: 0.5907, ACC AUC: 0.7747, ACC NDCG@20: 0.1092, Seq_model training time: 1.06min
LASER Seq-model 2, Epoch [20/2000], Runs: 342, Loss: 0.4254, UL AUC: 0.5908, ACC AUC: 0.7727, ACC NDCG@20: 0.1087, Seq_model training time: 1.12min
LASER Seq-model 2, Epoch [21/2000], Runs: 342, Loss: 0.4241, UL AUC: 0.5914, ACC AUC: 0.7704, ACC NDCG@20: 0.1084, Seq_model training time: 1.17min
LASER Seq-model 2, Epoch [22/2000], Runs: 342, Loss: 0.4229, UL AUC: 0.5918, ACC AUC: 0.7677, ACC NDCG@20: 0.1076, Seq_model training time: 1.23min
LASER Seq-model 2, Epoch [23/2000], Runs: 342, Loss: 0.4221, UL AUC: 0.5923, ACC AUC: 0.7654, ACC NDCG@20: 0.1064, Seq_model training time: 1.28min
LASER Seq-model 2, Epoch [24/2000], Runs: 342, Loss: 0.4202, UL AUC: 0.5925, ACC AUC: 0.7625, ACC NDCG@20: 0.1059, Seq_model training time: 1.33min
LASER Seq-model 2, Epoch [25/2000], Runs: 342, Loss: 0.4191, UL AUC: 0.5925, ACC AUC: 0.7600, ACC NDCG@20: 0.1051, Seq_model training time: 1.39min
LASER Seq-model 2, Epoch [26/2000], Runs: 342, Loss: 0.4185, UL AUC: 0.5938, ACC AUC: 0.7571, ACC NDCG@20: 0.1049, Seq_model training time: 1.44min
LASER Seq-model 2, Epoch [27/2000], Runs: 342, Loss: 0.4176, UL AUC: 0.5932, ACC AUC: 0.7545, ACC NDCG@20: 0.1052, Seq_model training time: 1.50min
LASER Seq-model 2, Epoch [28/2000], Runs: 342, Loss: 0.4161, UL AUC: 0.5936, ACC AUC: 0.7520, ACC NDCG@20: 0.1041, Seq_model training time: 1.55min
LASER Seq-model 2, Epoch [29/2000], Runs: 342, Loss: 0.4153, UL AUC: 0.5941, ACC AUC: 0.7497, ACC NDCG@20: 0.1034, Seq_model training time: 1.60min
LASER Seq-model 2, Epoch [30/2000], Runs: 342, Loss: 0.4145, UL AUC: 0.5941, ACC AUC: 0.7472, ACC NDCG@20: 0.1032, Seq_model training time: 1.66min
LASER Seq-model 2, Epoch [31/2000], Runs: 342, Loss: 0.4131, UL AUC: 0.5945, ACC AUC: 0.7452, ACC NDCG@20: 0.1035, Seq_model training time: 1.71min
LASER Seq-model 2, Epoch [32/2000], Runs: 342, Loss: 0.4127, UL AUC: 0.5943, ACC AUC: 0.7430, ACC NDCG@20: 0.1028, Seq_model training time: 1.77min
LASER Seq-model 2, Epoch [33/2000], Runs: 342, Loss: 0.4127, UL AUC: 0.5938, ACC AUC: 0.7412, ACC NDCG@20: 0.1030, Seq_model training time: 1.82min
LASER Seq-model 2, Epoch [34/2000], Runs: 342, Loss: 0.4116, UL AUC: 0.5946, ACC AUC: 0.7394, ACC NDCG@20: 0.1025, Seq_model training time: 1.87min
LASER Seq-model 2, Epoch [35/2000], Runs: 342, Loss: 0.4105, UL AUC: 0.5930, ACC AUC: 0.7380, ACC NDCG@20: 0.1029, Seq_model training time: 1.93min
LASER Seq-model 2, Epoch [36/2000], Runs: 342, Loss: 0.4096, UL AUC: 0.5937, ACC AUC: 0.7366, ACC NDCG@20: 0.1028, Seq_model training time: 1.98min
LASER Seq-model 2, Epoch [37/2000], Runs: 342, Loss: 0.4092, UL AUC: 0.5936, ACC AUC: 0.7353, ACC NDCG@20: 0.1019, Seq_model training time: 2.04min
LASER Seq-model 2, Epoch [38/2000], Runs: 342, Loss: 0.4088, UL AUC: 0.5945, ACC AUC: 0.7337, ACC NDCG@20: 0.1030, Seq_model training time: 2.09min
LASER Seq-model 2, Epoch [39/2000], Runs: 342, Loss: 0.4087, UL AUC: 0.5949, ACC AUC: 0.7318, ACC NDCG@20: 0.1027, Seq_model training time: 2.14min
LASER Seq-model 2, Epoch [40/2000], Runs: 342, Loss: 0.4083, UL AUC: 0.5949, ACC AUC: 0.7309, ACC NDCG@20: 0.1020, Seq_model training time: 2.19min
LASER Seq-model 2, Epoch [41/2000], Runs: 342, Loss: 0.4066, UL AUC: 0.5958, ACC AUC: 0.7299, ACC NDCG@20: 0.1028, Seq_model training time: 2.25min
LASER Seq-model 2, Epoch [42/2000], Runs: 342, Loss: 0.4068, UL AUC: 0.5958, ACC AUC: 0.7288, ACC NDCG@20: 0.1036, Seq_model training time: 2.30min
LASER Seq-model 2, Epoch [43/2000], Runs: 342, Loss: 0.4063, UL AUC: 0.5961, ACC AUC: 0.7278, ACC NDCG@20: 0.1036, Seq_model training time: 2.36min
LASER Seq-model 2, Epoch [44/2000], Runs: 342, Loss: 0.4054, UL AUC: 0.5954, ACC AUC: 0.7271, ACC NDCG@20: 0.1049, Seq_model training time: 2.41min
LASER Seq-model 2, Epoch [45/2000], Runs: 342, Loss: 0.4052, UL AUC: 0.5957, ACC AUC: 0.7256, ACC NDCG@20: 0.1028, Seq_model training time: 2.47min
LASER Seq-model 2, Epoch [46/2000], Runs: 342, Loss: 0.4048, UL AUC: 0.5960, ACC AUC: 0.7247, ACC NDCG@20: 0.1052, Seq_model training time: 2.52min
LASER Seq-model 2, Epoch [47/2000], Runs: 342, Loss: 0.4049, UL AUC: 0.5957, ACC AUC: 0.7235, ACC NDCG@20: 0.1050, Seq_model training time: 2.58min
LASER Seq-model 2, Epoch [48/2000], Runs: 342, Loss: 0.4048, UL AUC: 0.5961, ACC AUC: 0.7221, ACC NDCG@20: 0.1029, Seq_model training time: 2.63min
LASER Seq-model 2, Epoch [49/2000], Runs: 342, Loss: 0.4037, UL AUC: 0.5960, ACC AUC: 0.7214, ACC NDCG@20: 0.1030, Seq_model training time: 2.68min
LASER Seq-model 2, Epoch [50/2000], Runs: 342, Loss: 0.4034, UL AUC: 0.5944, ACC AUC: 0.7204, ACC NDCG@20: 0.1041, Seq_model training time: 2.73min
LASER Seq-model 2, Epoch [51/2000], Runs: 342, Loss: 0.4029, UL AUC: 0.5954, ACC AUC: 0.7196, ACC NDCG@20: 0.1034, Seq_model training time: 2.79min
LASER Seq-model 2, Epoch [52/2000], Runs: 342, Loss: 0.4025, UL AUC: 0.5963, ACC AUC: 0.7194, ACC NDCG@20: 0.1038, Seq_model training time: 2.85min
LASER Seq-model 2, Epoch [53/2000], Runs: 342, Loss: 0.4020, UL AUC: 0.5962, ACC AUC: 0.7182, ACC NDCG@20: 0.1034, Seq_model training time: 2.91min
LASER Seq-model 2, Epoch [54/2000], Runs: 342, Loss: 0.4018, UL AUC: 0.5960, ACC AUC: 0.7181, ACC NDCG@20: 0.1052, Seq_model training time: 2.96min
LASER Seq-model 2, Epoch [55/2000], Runs: 342, Loss: 0.4012, UL AUC: 0.5957, ACC AUC: 0.7164, ACC NDCG@20: 0.1039, Seq_model training time: 3.02min
LASER Seq-model 2, Epoch [56/2000], Runs: 342, Loss: 0.4010, UL AUC: 0.5943, ACC AUC: 0.7156, ACC NDCG@20: 0.1037, Seq_model training time: 3.07min
LASER Seq-model 2, Epoch [57/2000], Runs: 342, Loss: 0.4002, UL AUC: 0.5946, ACC AUC: 0.7150, ACC NDCG@20: 0.1051, Seq_model training time: 3.12min
LASER Seq-model 2, Epoch [58/2000], Runs: 342, Loss: 0.4000, UL AUC: 0.5947, ACC AUC: 0.7145, ACC NDCG@20: 0.1044, Seq_model training time: 3.18min
LASER Seq-model 2, Epoch [59/2000], Runs: 342, Loss: 0.3999, UL AUC: 0.5941, ACC AUC: 0.7143, ACC NDCG@20: 0.1044, Seq_model training time: 3.24min
LASER Seq-model 2, Epoch [60/2000], Runs: 342, Loss: 0.4002, UL AUC: 0.5956, ACC AUC: 0.7132, ACC NDCG@20: 0.1046, Seq_model training time: 3.30min
LASER Seq-model 2, Epoch [61/2000], Runs: 342, Loss: 0.3996, UL AUC: 0.5956, ACC AUC: 0.7127, ACC NDCG@20: 0.1048, Seq_model training time: 3.35min
LASER Seq-model 2, Epoch [62/2000], Runs: 342, Loss: 0.3994, UL AUC: 0.5966, ACC AUC: 0.7113, ACC NDCG@20: 0.1044, Seq_model training time: 3.40min
[LASER] FINISH training SEQ_MODELS, current time: 37.96min.
TOTAL RUNNING TIME: 37.96min
Precision@20: 0.1487; Recall@20: 0.0992;  NDCG@20: 0.1542;  
Precision@50: 0.1275; Recall@50: 0.2126;  NDCG@50: 0.1916;  
Precision@100: 0.1004; Recall@100: 0.3348;  NDCG@100: 0.2563;  
Before unlearning: ACC AUC: 0.8614, UL AUC: 0.5083, ACC NDCG@20: 0.2260
After unlearning: ACC AUC: 0.7850, UL AUC: 0.5867, ACC NDCG@20: 0.1542
