Read gowalla dataset done! u_num: 29858, i_num: 40981
INFO: A fully-trained model is needed before conducting unlearning! START TRAINING!
Epoch [1/2000], Loss: 0.7505, UL AUC: 0.4908, ACC AUC: 0.5011, ACC NDCG@20: 0.0004, Time: 5.57s
Epoch [2/2000], Loss: 0.6877, UL AUC: 0.4943, ACC AUC: 0.5020, ACC NDCG@20: 0.0004, Time: 4.96s
Epoch [3/2000], Loss: 0.6595, UL AUC: 0.4924, ACC AUC: 0.5033, ACC NDCG@20: 0.0004, Time: 4.71s
Epoch [4/2000], Loss: 0.6419, UL AUC: 0.4969, ACC AUC: 0.5053, ACC NDCG@20: 0.0004, Time: 4.68s
Epoch [5/2000], Loss: 0.6291, UL AUC: 0.4944, ACC AUC: 0.5081, ACC NDCG@20: 0.0004, Time: 4.84s
Epoch [6/2000], Loss: 0.6177, UL AUC: 0.4954, ACC AUC: 0.5121, ACC NDCG@20: 0.0004, Time: 4.86s
Epoch [7/2000], Loss: 0.6076, UL AUC: 0.4966, ACC AUC: 0.5171, ACC NDCG@20: 0.0005, Time: 4.82s
Epoch [8/2000], Loss: 0.5967, UL AUC: 0.4960, ACC AUC: 0.5240, ACC NDCG@20: 0.0007, Time: 4.61s
Epoch [9/2000], Loss: 0.5840, UL AUC: 0.4984, ACC AUC: 0.5323, ACC NDCG@20: 0.0009, Time: 4.73s
Epoch [10/2000], Loss: 0.5693, UL AUC: 0.4967, ACC AUC: 0.5425, ACC NDCG@20: 0.0013, Time: 4.81s
Epoch [11/2000], Loss: 0.5520, UL AUC: 0.4981, ACC AUC: 0.5548, ACC NDCG@20: 0.0021, Time: 4.95s
Epoch [12/2000], Loss: 0.5329, UL AUC: 0.4975, ACC AUC: 0.5675, ACC NDCG@20: 0.0028, Time: 4.77s
Epoch [13/2000], Loss: 0.5137, UL AUC: 0.4979, ACC AUC: 0.5803, ACC NDCG@20: 0.0036, Time: 4.64s
Epoch [14/2000], Loss: 0.4963, UL AUC: 0.4968, ACC AUC: 0.5935, ACC NDCG@20: 0.0042, Time: 5.03s
Epoch [15/2000], Loss: 0.4809, UL AUC: 0.4992, ACC AUC: 0.6061, ACC NDCG@20: 0.0045, Time: 4.66s
Epoch [16/2000], Loss: 0.4671, UL AUC: 0.4954, ACC AUC: 0.6185, ACC NDCG@20: 0.0047, Time: 4.67s
Epoch [17/2000], Loss: 0.4556, UL AUC: 0.5033, ACC AUC: 0.6308, ACC NDCG@20: 0.0047, Time: 4.67s
Epoch [18/2000], Loss: 0.4453, UL AUC: 0.5018, ACC AUC: 0.6428, ACC NDCG@20: 0.0043, Time: 4.78s
Epoch [19/2000], Loss: 0.4370, UL AUC: 0.4984, ACC AUC: 0.6543, ACC NDCG@20: 0.0043, Time: 4.83s
Epoch [20/2000], Loss: 0.4290, UL AUC: 0.4998, ACC AUC: 0.6660, ACC NDCG@20: 0.0045, Time: 4.77s
Epoch [21/2000], Loss: 0.4223, UL AUC: 0.4991, ACC AUC: 0.6783, ACC NDCG@20: 0.0047, Time: 5.02s
Epoch [22/2000], Loss: 0.4166, UL AUC: 0.4980, ACC AUC: 0.6896, ACC NDCG@20: 0.0049, Time: 4.86s
Epoch [23/2000], Loss: 0.4113, UL AUC: 0.4953, ACC AUC: 0.7013, ACC NDCG@20: 0.0053, Time: 4.70s
Epoch [24/2000], Loss: 0.4069, UL AUC: 0.4941, ACC AUC: 0.7124, ACC NDCG@20: 0.0060, Time: 4.68s
Epoch [25/2000], Loss: 0.4027, UL AUC: 0.5008, ACC AUC: 0.7231, ACC NDCG@20: 0.0065, Time: 4.64s
Epoch [26/2000], Loss: 0.3994, UL AUC: 0.4966, ACC AUC: 0.7334, ACC NDCG@20: 0.0072, Time: 4.72s
Epoch [27/2000], Loss: 0.3961, UL AUC: 0.4982, ACC AUC: 0.7425, ACC NDCG@20: 0.0081, Time: 4.67s
Epoch [28/2000], Loss: 0.3931, UL AUC: 0.4964, ACC AUC: 0.7516, ACC NDCG@20: 0.0086, Time: 4.92s
Epoch [29/2000], Loss: 0.3905, UL AUC: 0.4989, ACC AUC: 0.7609, ACC NDCG@20: 0.0097, Time: 4.68s
Epoch [30/2000], Loss: 0.3880, UL AUC: 0.4971, ACC AUC: 0.7695, ACC NDCG@20: 0.0102, Time: 4.65s
Epoch [31/2000], Loss: 0.3856, UL AUC: 0.5061, ACC AUC: 0.7773, ACC NDCG@20: 0.0110, Time: 4.66s
Epoch [32/2000], Loss: 0.3835, UL AUC: 0.5002, ACC AUC: 0.7846, ACC NDCG@20: 0.0122, Time: 4.66s
Epoch [33/2000], Loss: 0.3812, UL AUC: 0.5034, ACC AUC: 0.7920, ACC NDCG@20: 0.0131, Time: 4.88s
Epoch [34/2000], Loss: 0.3792, UL AUC: 0.5044, ACC AUC: 0.7985, ACC NDCG@20: 0.0137, Time: 4.71s
Epoch [35/2000], Loss: 0.3772, UL AUC: 0.5049, ACC AUC: 0.8052, ACC NDCG@20: 0.0151, Time: 5.04s
Epoch [36/2000], Loss: 0.3755, UL AUC: 0.4990, ACC AUC: 0.8110, ACC NDCG@20: 0.0161, Time: 4.86s
Epoch [37/2000], Loss: 0.3737, UL AUC: 0.5043, ACC AUC: 0.8168, ACC NDCG@20: 0.0167, Time: 5.03s
Epoch [38/2000], Loss: 0.3720, UL AUC: 0.4983, ACC AUC: 0.8219, ACC NDCG@20: 0.0179, Time: 4.70s
Epoch [39/2000], Loss: 0.3703, UL AUC: 0.4940, ACC AUC: 0.8269, ACC NDCG@20: 0.0187, Time: 4.88s
Epoch [40/2000], Loss: 0.3688, UL AUC: 0.4931, ACC AUC: 0.8316, ACC NDCG@20: 0.0201, Time: 4.70s
Epoch [41/2000], Loss: 0.3671, UL AUC: 0.4983, ACC AUC: 0.8361, ACC NDCG@20: 0.0209, Time: 4.79s
Epoch [42/2000], Loss: 0.3655, UL AUC: 0.4940, ACC AUC: 0.8404, ACC NDCG@20: 0.0216, Time: 4.73s
Epoch [43/2000], Loss: 0.3640, UL AUC: 0.4918, ACC AUC: 0.8446, ACC NDCG@20: 0.0231, Time: 5.30s
Epoch [44/2000], Loss: 0.3625, UL AUC: 0.4993, ACC AUC: 0.8482, ACC NDCG@20: 0.0245, Time: 4.91s
Epoch [45/2000], Loss: 0.3612, UL AUC: 0.4999, ACC AUC: 0.8514, ACC NDCG@20: 0.0256, Time: 4.69s
Epoch [46/2000], Loss: 0.3599, UL AUC: 0.4982, ACC AUC: 0.8542, ACC NDCG@20: 0.0265, Time: 4.85s
Epoch [47/2000], Loss: 0.3585, UL AUC: 0.5008, ACC AUC: 0.8571, ACC NDCG@20: 0.0279, Time: 4.77s
Epoch [48/2000], Loss: 0.3573, UL AUC: 0.4960, ACC AUC: 0.8598, ACC NDCG@20: 0.0284, Time: 4.71s
Epoch [49/2000], Loss: 0.3560, UL AUC: 0.5013, ACC AUC: 0.8617, ACC NDCG@20: 0.0300, Time: 4.70s
Epoch [50/2000], Loss: 0.3551, UL AUC: 0.4970, ACC AUC: 0.8641, ACC NDCG@20: 0.0316, Time: 5.01s
Epoch [51/2000], Loss: 0.3540, UL AUC: 0.5021, ACC AUC: 0.8665, ACC NDCG@20: 0.0331, Time: 5.00s
Epoch [52/2000], Loss: 0.3530, UL AUC: 0.4980, ACC AUC: 0.8686, ACC NDCG@20: 0.0336, Time: 4.84s
Epoch [53/2000], Loss: 0.3520, UL AUC: 0.4900, ACC AUC: 0.8701, ACC NDCG@20: 0.0349, Time: 4.89s
Epoch [54/2000], Loss: 0.3511, UL AUC: 0.4971, ACC AUC: 0.8719, ACC NDCG@20: 0.0356, Time: 4.72s
Epoch [55/2000], Loss: 0.3502, UL AUC: 0.4958, ACC AUC: 0.8737, ACC NDCG@20: 0.0369, Time: 4.82s
Epoch [56/2000], Loss: 0.3494, UL AUC: 0.4927, ACC AUC: 0.8750, ACC NDCG@20: 0.0382, Time: 4.90s
Epoch [57/2000], Loss: 0.3485, UL AUC: 0.4929, ACC AUC: 0.8762, ACC NDCG@20: 0.0402, Time: 5.10s
Epoch [58/2000], Loss: 0.3479, UL AUC: 0.4943, ACC AUC: 0.8774, ACC NDCG@20: 0.0408, Time: 4.92s
Epoch [59/2000], Loss: 0.3471, UL AUC: 0.4999, ACC AUC: 0.8784, ACC NDCG@20: 0.0430, Time: 4.72s
Epoch [60/2000], Loss: 0.3464, UL AUC: 0.4944, ACC AUC: 0.8796, ACC NDCG@20: 0.0431, Time: 4.67s
Epoch [61/2000], Loss: 0.3460, UL AUC: 0.4991, ACC AUC: 0.8805, ACC NDCG@20: 0.0447, Time: 4.74s
Epoch [62/2000], Loss: 0.3453, UL AUC: 0.4952, ACC AUC: 0.8813, ACC NDCG@20: 0.0471, Time: 4.80s
Epoch [63/2000], Loss: 0.3447, UL AUC: 0.4949, ACC AUC: 0.8824, ACC NDCG@20: 0.0471, Time: 4.92s
Epoch [64/2000], Loss: 0.3444, UL AUC: 0.4946, ACC AUC: 0.8832, ACC NDCG@20: 0.0482, Time: 5.14s
Epoch [65/2000], Loss: 0.3439, UL AUC: 0.4932, ACC AUC: 0.8838, ACC NDCG@20: 0.0494, Time: 4.94s
Epoch [66/2000], Loss: 0.3433, UL AUC: 0.5006, ACC AUC: 0.8846, ACC NDCG@20: 0.0502, Time: 4.71s
Epoch [67/2000], Loss: 0.3429, UL AUC: 0.4996, ACC AUC: 0.8851, ACC NDCG@20: 0.0508, Time: 4.69s
Epoch [68/2000], Loss: 0.3425, UL AUC: 0.4928, ACC AUC: 0.8856, ACC NDCG@20: 0.0507, Time: 4.59s
Epoch [69/2000], Loss: 0.3421, UL AUC: 0.4971, ACC AUC: 0.8865, ACC NDCG@20: 0.0514, Time: 4.74s
Epoch [70/2000], Loss: 0.3417, UL AUC: 0.4974, ACC AUC: 0.8865, ACC NDCG@20: 0.0526, Time: 4.84s
Epoch [71/2000], Loss: 0.3414, UL AUC: 0.4967, ACC AUC: 0.8877, ACC NDCG@20: 0.0539, Time: 5.03s
Epoch [72/2000], Loss: 0.3410, UL AUC: 0.4978, ACC AUC: 0.8875, ACC NDCG@20: 0.0519, Time: 4.67s
Epoch [73/2000], Loss: 0.3406, UL AUC: 0.4979, ACC AUC: 0.8885, ACC NDCG@20: 0.0548, Time: 4.76s
Epoch [74/2000], Loss: 0.3403, UL AUC: 0.4970, ACC AUC: 0.8885, ACC NDCG@20: 0.0558, Time: 4.73s
Epoch [75/2000], Loss: 0.3402, UL AUC: 0.5059, ACC AUC: 0.8890, ACC NDCG@20: 0.0557, Time: 4.78s
Epoch [76/2000], Loss: 0.3397, UL AUC: 0.4966, ACC AUC: 0.8886, ACC NDCG@20: 0.0549, Time: 4.71s
Epoch [77/2000], Loss: 0.3396, UL AUC: 0.4960, ACC AUC: 0.8898, ACC NDCG@20: 0.0557, Time: 4.74s
Epoch [78/2000], Loss: 0.3391, UL AUC: 0.4987, ACC AUC: 0.8902, ACC NDCG@20: 0.0561, Time: 4.79s
Epoch [79/2000], Loss: 0.3391, UL AUC: 0.4982, ACC AUC: 0.8902, ACC NDCG@20: 0.0578, Time: 4.99s
Epoch [80/2000], Loss: 0.3387, UL AUC: 0.4984, ACC AUC: 0.8905, ACC NDCG@20: 0.0576, Time: 4.82s
Epoch [81/2000], Loss: 0.3386, UL AUC: 0.4985, ACC AUC: 0.8906, ACC NDCG@20: 0.0569, Time: 4.92s
Epoch [82/2000], Loss: 0.3385, UL AUC: 0.5003, ACC AUC: 0.8905, ACC NDCG@20: 0.0590, Time: 4.88s
Epoch [83/2000], Loss: 0.3381, UL AUC: 0.5010, ACC AUC: 0.8911, ACC NDCG@20: 0.0599, Time: 4.85s
Epoch [84/2000], Loss: 0.3380, UL AUC: 0.4943, ACC AUC: 0.8914, ACC NDCG@20: 0.0599, Time: 5.01s
Epoch [85/2000], Loss: 0.3378, UL AUC: 0.4951, ACC AUC: 0.8916, ACC NDCG@20: 0.0609, Time: 4.83s
Epoch [86/2000], Loss: 0.3376, UL AUC: 0.4952, ACC AUC: 0.8922, ACC NDCG@20: 0.0611, Time: 5.18s
Epoch [87/2000], Loss: 0.3375, UL AUC: 0.4933, ACC AUC: 0.8922, ACC NDCG@20: 0.0610, Time: 4.81s
Epoch [88/2000], Loss: 0.3373, UL AUC: 0.4973, ACC AUC: 0.8922, ACC NDCG@20: 0.0622, Time: 4.70s
Epoch [89/2000], Loss: 0.3370, UL AUC: 0.4963, ACC AUC: 0.8927, ACC NDCG@20: 0.0621, Time: 4.76s
Epoch [90/2000], Loss: 0.3368, UL AUC: 0.4977, ACC AUC: 0.8929, ACC NDCG@20: 0.0621, Time: 4.63s
Epoch [91/2000], Loss: 0.3368, UL AUC: 0.4997, ACC AUC: 0.8935, ACC NDCG@20: 0.0623, Time: 4.89s
Epoch [92/2000], Loss: 0.3367, UL AUC: 0.4955, ACC AUC: 0.8935, ACC NDCG@20: 0.0628, Time: 5.00s
Epoch [93/2000], Loss: 0.3364, UL AUC: 0.4981, ACC AUC: 0.8937, ACC NDCG@20: 0.0629, Time: 5.15s
Epoch [94/2000], Loss: 0.3363, UL AUC: 0.5002, ACC AUC: 0.8937, ACC NDCG@20: 0.0647, Time: 4.99s
Epoch [95/2000], Loss: 0.3362, UL AUC: 0.4978, ACC AUC: 0.8938, ACC NDCG@20: 0.0658, Time: 5.02s
Epoch [96/2000], Loss: 0.3360, UL AUC: 0.4954, ACC AUC: 0.8938, ACC NDCG@20: 0.0664, Time: 5.01s
Epoch [97/2000], Loss: 0.3358, UL AUC: 0.4931, ACC AUC: 0.8941, ACC NDCG@20: 0.0642, Time: 5.04s
Epoch [98/2000], Loss: 0.3359, UL AUC: 0.4966, ACC AUC: 0.8939, ACC NDCG@20: 0.0642, Time: 4.99s
Epoch [99/2000], Loss: 0.3356, UL AUC: 0.4944, ACC AUC: 0.8940, ACC NDCG@20: 0.0647, Time: 4.99s
Epoch [100/2000], Loss: 0.3356, UL AUC: 0.4979, ACC AUC: 0.8943, ACC NDCG@20: 0.0639, Time: 4.93s
Epoch [101/2000], Loss: 0.3356, UL AUC: 0.4977, ACC AUC: 0.8938, ACC NDCG@20: 0.0655, Time: 4.62s
Epoch [102/2000], Loss: 0.3354, UL AUC: 0.5002, ACC AUC: 0.8947, ACC NDCG@20: 0.0661, Time: 4.65s
Epoch [103/2000], Loss: 0.3353, UL AUC: 0.5000, ACC AUC: 0.8944, ACC NDCG@20: 0.0647, Time: 4.63s
Epoch [104/2000], Loss: 0.3352, UL AUC: 0.4995, ACC AUC: 0.8947, ACC NDCG@20: 0.0667, Time: 4.69s
Epoch [105/2000], Loss: 0.3350, UL AUC: 0.4980, ACC AUC: 0.8950, ACC NDCG@20: 0.0673, Time: 4.69s
Epoch [106/2000], Loss: 0.3350, UL AUC: 0.4958, ACC AUC: 0.8947, ACC NDCG@20: 0.0669, Time: 4.63s
Epoch [107/2000], Loss: 0.3348, UL AUC: 0.4954, ACC AUC: 0.8946, ACC NDCG@20: 0.0665, Time: 4.82s
Epoch [108/2000], Loss: 0.3348, UL AUC: 0.4948, ACC AUC: 0.8952, ACC NDCG@20: 0.0677, Time: 4.64s
Epoch [109/2000], Loss: 0.3348, UL AUC: 0.4937, ACC AUC: 0.8949, ACC NDCG@20: 0.0667, Time: 4.62s
Epoch [110/2000], Loss: 0.3347, UL AUC: 0.4981, ACC AUC: 0.8948, ACC NDCG@20: 0.0657, Time: 4.58s
Epoch [111/2000], Loss: 0.3345, UL AUC: 0.4948, ACC AUC: 0.8948, ACC NDCG@20: 0.0668, Time: 4.63s
Epoch [112/2000], Loss: 0.3344, UL AUC: 0.4986, ACC AUC: 0.8948, ACC NDCG@20: 0.0680, Time: 4.67s
Epoch [113/2000], Loss: 0.3343, UL AUC: 0.5037, ACC AUC: 0.8952, ACC NDCG@20: 0.0681, Time: 4.91s
Epoch [114/2000], Loss: 0.3343, UL AUC: 0.4956, ACC AUC: 0.8952, ACC NDCG@20: 0.0680, Time: 5.14s
Epoch [115/2000], Loss: 0.3343, UL AUC: 0.5001, ACC AUC: 0.8954, ACC NDCG@20: 0.0684, Time: 4.82s
Epoch [116/2000], Loss: 0.3342, UL AUC: 0.5002, ACC AUC: 0.8955, ACC NDCG@20: 0.0689, Time: 5.03s
Epoch [117/2000], Loss: 0.3340, UL AUC: 0.5001, ACC AUC: 0.8960, ACC NDCG@20: 0.0686, Time: 5.00s
Epoch [118/2000], Loss: 0.3340, UL AUC: 0.4998, ACC AUC: 0.8957, ACC NDCG@20: 0.0684, Time: 5.04s
Epoch [119/2000], Loss: 0.3341, UL AUC: 0.4999, ACC AUC: 0.8961, ACC NDCG@20: 0.0682, Time: 5.03s
Epoch [120/2000], Loss: 0.3338, UL AUC: 0.5034, ACC AUC: 0.8961, ACC NDCG@20: 0.0697, Time: 5.09s
Epoch [121/2000], Loss: 0.3337, UL AUC: 0.5037, ACC AUC: 0.8960, ACC NDCG@20: 0.0689, Time: 5.19s
Epoch [122/2000], Loss: 0.3338, UL AUC: 0.5004, ACC AUC: 0.8961, ACC NDCG@20: 0.0699, Time: 5.06s
Epoch [123/2000], Loss: 0.3338, UL AUC: 0.4912, ACC AUC: 0.8970, ACC NDCG@20: 0.0699, Time: 5.09s
Epoch [124/2000], Loss: 0.3336, UL AUC: 0.4951, ACC AUC: 0.8966, ACC NDCG@20: 0.0702, Time: 4.95s
Epoch [125/2000], Loss: 0.3335, UL AUC: 0.4906, ACC AUC: 0.8966, ACC NDCG@20: 0.0704, Time: 4.71s
Epoch [126/2000], Loss: 0.3335, UL AUC: 0.4953, ACC AUC: 0.8970, ACC NDCG@20: 0.0700, Time: 4.73s
Epoch [127/2000], Loss: 0.3335, UL AUC: 0.4975, ACC AUC: 0.8966, ACC NDCG@20: 0.0692, Time: 4.81s
Epoch [128/2000], Loss: 0.3334, UL AUC: 0.4981, ACC AUC: 0.8964, ACC NDCG@20: 0.0707, Time: 4.89s
Epoch [129/2000], Loss: 0.3334, UL AUC: 0.5004, ACC AUC: 0.8968, ACC NDCG@20: 0.0704, Time: 4.90s
Epoch [130/2000], Loss: 0.3333, UL AUC: 0.4987, ACC AUC: 0.8970, ACC NDCG@20: 0.0714, Time: 4.82s
Epoch [131/2000], Loss: 0.3332, UL AUC: 0.4981, ACC AUC: 0.8970, ACC NDCG@20: 0.0705, Time: 4.71s
Epoch [132/2000], Loss: 0.3332, UL AUC: 0.4921, ACC AUC: 0.8972, ACC NDCG@20: 0.0713, Time: 4.79s
Epoch [133/2000], Loss: 0.3331, UL AUC: 0.4915, ACC AUC: 0.8970, ACC NDCG@20: 0.0719, Time: 4.89s
Epoch [134/2000], Loss: 0.3332, UL AUC: 0.4957, ACC AUC: 0.8968, ACC NDCG@20: 0.0715, Time: 4.80s
Epoch [135/2000], Loss: 0.3331, UL AUC: 0.4893, ACC AUC: 0.8969, ACC NDCG@20: 0.0714, Time: 4.92s
Epoch [136/2000], Loss: 0.3330, UL AUC: 0.4964, ACC AUC: 0.8969, ACC NDCG@20: 0.0713, Time: 4.86s
Epoch [137/2000], Loss: 0.3328, UL AUC: 0.4924, ACC AUC: 0.8965, ACC NDCG@20: 0.0710, Time: 4.83s
Epoch [138/2000], Loss: 0.3329, UL AUC: 0.4932, ACC AUC: 0.8965, ACC NDCG@20: 0.0712, Time: 4.85s
Epoch [139/2000], Loss: 0.3329, UL AUC: 0.4927, ACC AUC: 0.8966, ACC NDCG@20: 0.0702, Time: 4.65s
Epoch [140/2000], Loss: 0.3328, UL AUC: 0.4950, ACC AUC: 0.8966, ACC NDCG@20: 0.0713, Time: 4.67s
Epoch [141/2000], Loss: 0.3328, UL AUC: 0.4959, ACC AUC: 0.8964, ACC NDCG@20: 0.0709, Time: 4.89s
Epoch [142/2000], Loss: 0.3326, UL AUC: 0.4944, ACC AUC: 0.8964, ACC NDCG@20: 0.0706, Time: 4.72s
Epoch [143/2000], Loss: 0.3325, UL AUC: 0.4953, ACC AUC: 0.8965, ACC NDCG@20: 0.0714, Time: 4.88s
Epoch [144/2000], Loss: 0.3327, UL AUC: 0.4939, ACC AUC: 0.8967, ACC NDCG@20: 0.0712, Time: 4.62s
Epoch [145/2000], Loss: 0.3326, UL AUC: 0.4981, ACC AUC: 0.8970, ACC NDCG@20: 0.0708, Time: 4.68s
Epoch [146/2000], Loss: 0.3325, UL AUC: 0.4972, ACC AUC: 0.8970, ACC NDCG@20: 0.0706, Time: 4.65s
Epoch [147/2000], Loss: 0.3326, UL AUC: 0.4927, ACC AUC: 0.8972, ACC NDCG@20: 0.0724, Time: 4.71s
Epoch [148/2000], Loss: 0.3324, UL AUC: 0.4875, ACC AUC: 0.8969, ACC NDCG@20: 0.0720, Time: 4.72s
Epoch [149/2000], Loss: 0.3325, UL AUC: 0.4972, ACC AUC: 0.8969, ACC NDCG@20: 0.0703, Time: 4.65s
Epoch [150/2000], Loss: 0.3323, UL AUC: 0.4900, ACC AUC: 0.8969, ACC NDCG@20: 0.0717, Time: 4.73s
Epoch [151/2000], Loss: 0.3323, UL AUC: 0.4910, ACC AUC: 0.8970, ACC NDCG@20: 0.0722, Time: 4.89s
Epoch [152/2000], Loss: 0.3324, UL AUC: 0.4940, ACC AUC: 0.8967, ACC NDCG@20: 0.0730, Time: 4.73s
Epoch [153/2000], Loss: 0.3323, UL AUC: 0.4937, ACC AUC: 0.8970, ACC NDCG@20: 0.0718, Time: 4.84s
Epoch [154/2000], Loss: 0.3322, UL AUC: 0.4896, ACC AUC: 0.8972, ACC NDCG@20: 0.0711, Time: 4.96s
Epoch [155/2000], Loss: 0.3322, UL AUC: 0.4999, ACC AUC: 0.8971, ACC NDCG@20: 0.0737, Time: 4.79s
Epoch [156/2000], Loss: 0.3322, UL AUC: 0.5007, ACC AUC: 0.8971, ACC NDCG@20: 0.0729, Time: 5.15s
Epoch [157/2000], Loss: 0.3320, UL AUC: 0.4941, ACC AUC: 0.8968, ACC NDCG@20: 0.0722, Time: 4.73s
Epoch [158/2000], Loss: 0.3321, UL AUC: 0.4930, ACC AUC: 0.8968, ACC NDCG@20: 0.0726, Time: 4.89s
Epoch [159/2000], Loss: 0.3321, UL AUC: 0.4972, ACC AUC: 0.8969, ACC NDCG@20: 0.0734, Time: 4.72s
Epoch [160/2000], Loss: 0.3321, UL AUC: 0.4967, ACC AUC: 0.8968, ACC NDCG@20: 0.0731, Time: 4.88s
Epoch [161/2000], Loss: 0.3321, UL AUC: 0.5037, ACC AUC: 0.8973, ACC NDCG@20: 0.0731, Time: 4.95s
Epoch [162/2000], Loss: 0.3321, UL AUC: 0.4976, ACC AUC: 0.8970, ACC NDCG@20: 0.0744, Time: 4.64s
Epoch [163/2000], Loss: 0.3320, UL AUC: 0.5014, ACC AUC: 0.8975, ACC NDCG@20: 0.0733, Time: 4.82s
Epoch [164/2000], Loss: 0.3319, UL AUC: 0.5015, ACC AUC: 0.8974, ACC NDCG@20: 0.0721, Time: 4.64s
Epoch [165/2000], Loss: 0.3319, UL AUC: 0.4948, ACC AUC: 0.8971, ACC NDCG@20: 0.0723, Time: 4.75s
Epoch [166/2000], Loss: 0.3319, UL AUC: 0.4963, ACC AUC: 0.8967, ACC NDCG@20: 0.0719, Time: 4.67s
Epoch [167/2000], Loss: 0.3319, UL AUC: 0.4953, ACC AUC: 0.8969, ACC NDCG@20: 0.0732, Time: 4.70s
Epoch [168/2000], Loss: 0.3319, UL AUC: 0.4914, ACC AUC: 0.8973, ACC NDCG@20: 0.0737, Time: 4.79s
Epoch [169/2000], Loss: 0.3318, UL AUC: 0.4988, ACC AUC: 0.8970, ACC NDCG@20: 0.0732, Time: 4.98s
Epoch [170/2000], Loss: 0.3317, UL AUC: 0.4907, ACC AUC: 0.8973, ACC NDCG@20: 0.0727, Time: 4.90s
Epoch [171/2000], Loss: 0.3318, UL AUC: 0.4961, ACC AUC: 0.8976, ACC NDCG@20: 0.0726, Time: 4.66s
Epoch [172/2000], Loss: 0.3318, UL AUC: 0.4951, ACC AUC: 0.8975, ACC NDCG@20: 0.0739, Time: 4.83s
Epoch [173/2000], Loss: 0.3317, UL AUC: 0.4959, ACC AUC: 0.8977, ACC NDCG@20: 0.0728, Time: 4.66s
Epoch [174/2000], Loss: 0.3317, UL AUC: 0.4960, ACC AUC: 0.8978, ACC NDCG@20: 0.0730, Time: 4.62s
Epoch [175/2000], Loss: 0.3317, UL AUC: 0.4913, ACC AUC: 0.8975, ACC NDCG@20: 0.0727, Time: 4.61s
Epoch [176/2000], Loss: 0.3316, UL AUC: 0.4960, ACC AUC: 0.8974, ACC NDCG@20: 0.0736, Time: 4.63s
Epoch [177/2000], Loss: 0.3316, UL AUC: 0.4966, ACC AUC: 0.8972, ACC NDCG@20: 0.0747, Time: 4.66s
Epoch [178/2000], Loss: 0.3315, UL AUC: 0.4961, ACC AUC: 0.8973, ACC NDCG@20: 0.0743, Time: 4.62s
Epoch [179/2000], Loss: 0.3314, UL AUC: 0.4962, ACC AUC: 0.8977, ACC NDCG@20: 0.0755, Time: 4.72s
Epoch [180/2000], Loss: 0.3315, UL AUC: 0.4963, ACC AUC: 0.8976, ACC NDCG@20: 0.0739, Time: 4.93s
Epoch [181/2000], Loss: 0.3315, UL AUC: 0.4994, ACC AUC: 0.8976, ACC NDCG@20: 0.0741, Time: 4.72s
Epoch [182/2000], Loss: 0.3314, UL AUC: 0.4998, ACC AUC: 0.8973, ACC NDCG@20: 0.0745, Time: 4.66s
Epoch [183/2000], Loss: 0.3314, UL AUC: 0.4987, ACC AUC: 0.8977, ACC NDCG@20: 0.0744, Time: 4.69s
Epoch [184/2000], Loss: 0.3314, UL AUC: 0.4970, ACC AUC: 0.8976, ACC NDCG@20: 0.0732, Time: 4.62s
Epoch [185/2000], Loss: 0.3315, UL AUC: 0.5023, ACC AUC: 0.8979, ACC NDCG@20: 0.0753, Time: 4.60s
Epoch [186/2000], Loss: 0.3314, UL AUC: 0.4922, ACC AUC: 0.8976, ACC NDCG@20: 0.0746, Time: 4.77s
Epoch [187/2000], Loss: 0.3313, UL AUC: 0.4968, ACC AUC: 0.8977, ACC NDCG@20: 0.0762, Time: 4.92s
Epoch [188/2000], Loss: 0.3314, UL AUC: 0.4984, ACC AUC: 0.8978, ACC NDCG@20: 0.0745, Time: 4.75s
Epoch [189/2000], Loss: 0.3314, UL AUC: 0.5013, ACC AUC: 0.8981, ACC NDCG@20: 0.0750, Time: 4.62s
Epoch [190/2000], Loss: 0.3314, UL AUC: 0.4966, ACC AUC: 0.8977, ACC NDCG@20: 0.0747, Time: 4.74s
Epoch [191/2000], Loss: 0.3312, UL AUC: 0.4888, ACC AUC: 0.8974, ACC NDCG@20: 0.0750, Time: 4.64s
Epoch [192/2000], Loss: 0.3313, UL AUC: 0.4954, ACC AUC: 0.8975, ACC NDCG@20: 0.0759, Time: 4.64s
Epoch [193/2000], Loss: 0.3312, UL AUC: 0.4890, ACC AUC: 0.8973, ACC NDCG@20: 0.0742, Time: 4.62s
Epoch [194/2000], Loss: 0.3314, UL AUC: 0.4913, ACC AUC: 0.8973, ACC NDCG@20: 0.0743, Time: 4.86s
Epoch [195/2000], Loss: 0.3312, UL AUC: 0.4957, ACC AUC: 0.8974, ACC NDCG@20: 0.0752, Time: 4.71s
Epoch [196/2000], Loss: 0.3312, UL AUC: 0.4994, ACC AUC: 0.8970, ACC NDCG@20: 0.0761, Time: 4.84s
Epoch [197/2000], Loss: 0.3312, UL AUC: 0.4969, ACC AUC: 0.8973, ACC NDCG@20: 0.0752, Time: 4.65s
Epoch [198/2000], Loss: 0.3311, UL AUC: 0.4957, ACC AUC: 0.8975, ACC NDCG@20: 0.0761, Time: 4.83s
Epoch [199/2000], Loss: 0.3312, UL AUC: 0.4965, ACC AUC: 0.8973, ACC NDCG@20: 0.0760, Time: 4.80s
Epoch [200/2000], Loss: 0.3312, UL AUC: 0.4895, ACC AUC: 0.8975, ACC NDCG@20: 0.0769, Time: 5.09s
Epoch [201/2000], Loss: 0.3312, UL AUC: 0.4880, ACC AUC: 0.8971, ACC NDCG@20: 0.0766, Time: 4.99s
Epoch [202/2000], Loss: 0.3311, UL AUC: 0.4840, ACC AUC: 0.8973, ACC NDCG@20: 0.0758, Time: 4.83s
Epoch [203/2000], Loss: 0.3311, UL AUC: 0.4910, ACC AUC: 0.8979, ACC NDCG@20: 0.0765, Time: 4.61s
Epoch [204/2000], Loss: 0.3311, UL AUC: 0.4937, ACC AUC: 0.8976, ACC NDCG@20: 0.0763, Time: 4.73s
Epoch [205/2000], Loss: 0.3311, UL AUC: 0.4958, ACC AUC: 0.8980, ACC NDCG@20: 0.0750, Time: 4.68s
Epoch [206/2000], Loss: 0.3310, UL AUC: 0.4944, ACC AUC: 0.8979, ACC NDCG@20: 0.0763, Time: 4.67s
Epoch [207/2000], Loss: 0.3311, UL AUC: 0.4919, ACC AUC: 0.8981, ACC NDCG@20: 0.0760, Time: 4.71s
Epoch [208/2000], Loss: 0.3311, UL AUC: 0.4927, ACC AUC: 0.8979, ACC NDCG@20: 0.0761, Time: 4.81s
Epoch [209/2000], Loss: 0.3311, UL AUC: 0.4922, ACC AUC: 0.8978, ACC NDCG@20: 0.0762, Time: 4.66s
Epoch [210/2000], Loss: 0.3309, UL AUC: 0.4948, ACC AUC: 0.8977, ACC NDCG@20: 0.0760, Time: 4.71s
Epoch [211/2000], Loss: 0.3309, UL AUC: 0.4890, ACC AUC: 0.8979, ACC NDCG@20: 0.0754, Time: 4.62s
Epoch [212/2000], Loss: 0.3309, UL AUC: 0.4893, ACC AUC: 0.8976, ACC NDCG@20: 0.0764, Time: 4.88s
Epoch [213/2000], Loss: 0.3310, UL AUC: 0.4960, ACC AUC: 0.8978, ACC NDCG@20: 0.0773, Time: 4.84s
Epoch [214/2000], Loss: 0.3309, UL AUC: 0.4910, ACC AUC: 0.8975, ACC NDCG@20: 0.0764, Time: 4.72s
Epoch [215/2000], Loss: 0.3310, UL AUC: 0.4954, ACC AUC: 0.8975, ACC NDCG@20: 0.0762, Time: 4.75s
Epoch [216/2000], Loss: 0.3309, UL AUC: 0.4964, ACC AUC: 0.8977, ACC NDCG@20: 0.0759, Time: 4.78s
Epoch [217/2000], Loss: 0.3309, UL AUC: 0.4936, ACC AUC: 0.8976, ACC NDCG@20: 0.0761, Time: 4.66s
Epoch [218/2000], Loss: 0.3310, UL AUC: 0.4999, ACC AUC: 0.8973, ACC NDCG@20: 0.0754, Time: 4.78s
Epoch [219/2000], Loss: 0.3309, UL AUC: 0.4941, ACC AUC: 0.8970, ACC NDCG@20: 0.0744, Time: 4.60s
Epoch [220/2000], Loss: 0.3310, UL AUC: 0.4916, ACC AUC: 0.8969, ACC NDCG@20: 0.0749, Time: 4.59s
Epoch [221/2000], Loss: 0.3309, UL AUC: 0.4962, ACC AUC: 0.8971, ACC NDCG@20: 0.0765, Time: 4.62s
Epoch [222/2000], Loss: 0.3309, UL AUC: 0.4962, ACC AUC: 0.8973, ACC NDCG@20: 0.0776, Time: 4.65s
Epoch [223/2000], Loss: 0.3307, UL AUC: 0.4931, ACC AUC: 0.8975, ACC NDCG@20: 0.0757, Time: 4.94s
Epoch [224/2000], Loss: 0.3309, UL AUC: 0.4923, ACC AUC: 0.8978, ACC NDCG@20: 0.0770, Time: 4.66s
Epoch [225/2000], Loss: 0.3309, UL AUC: 0.4947, ACC AUC: 0.8975, ACC NDCG@20: 0.0774, Time: 4.65s
Epoch [226/2000], Loss: 0.3308, UL AUC: 0.5069, ACC AUC: 0.8971, ACC NDCG@20: 0.0773, Time: 4.73s
Epoch [227/2000], Loss: 0.3308, UL AUC: 0.4960, ACC AUC: 0.8974, ACC NDCG@20: 0.0774, Time: 4.68s
Epoch [228/2000], Loss: 0.3308, UL AUC: 0.4997, ACC AUC: 0.8973, ACC NDCG@20: 0.0778, Time: 4.92s
Epoch [229/2000], Loss: 0.3307, UL AUC: 0.4973, ACC AUC: 0.8974, ACC NDCG@20: 0.0774, Time: 4.90s
Epoch [230/2000], Loss: 0.3307, UL AUC: 0.4993, ACC AUC: 0.8976, ACC NDCG@20: 0.0769, Time: 5.11s
Epoch [231/2000], Loss: 0.3307, UL AUC: 0.4985, ACC AUC: 0.8971, ACC NDCG@20: 0.0759, Time: 4.94s
Epoch [232/2000], Loss: 0.3307, UL AUC: 0.4969, ACC AUC: 0.8974, ACC NDCG@20: 0.0772, Time: 4.79s
Epoch [233/2000], Loss: 0.3306, UL AUC: 0.4998, ACC AUC: 0.8974, ACC NDCG@20: 0.0776, Time: 4.74s
Epoch [234/2000], Loss: 0.3308, UL AUC: 0.4986, ACC AUC: 0.8972, ACC NDCG@20: 0.0782, Time: 4.90s
Epoch [235/2000], Loss: 0.3307, UL AUC: 0.5030, ACC AUC: 0.8971, ACC NDCG@20: 0.0780, Time: 4.79s
Epoch [236/2000], Loss: 0.3306, UL AUC: 0.4940, ACC AUC: 0.8973, ACC NDCG@20: 0.0784, Time: 4.84s
Epoch [237/2000], Loss: 0.3306, UL AUC: 0.4979, ACC AUC: 0.8969, ACC NDCG@20: 0.0776, Time: 5.00s
Epoch [238/2000], Loss: 0.3305, UL AUC: 0.4983, ACC AUC: 0.8972, ACC NDCG@20: 0.0777, Time: 4.62s
Epoch [239/2000], Loss: 0.3307, UL AUC: 0.4992, ACC AUC: 0.8973, ACC NDCG@20: 0.0777, Time: 4.73s
Epoch [240/2000], Loss: 0.3307, UL AUC: 0.4939, ACC AUC: 0.8970, ACC NDCG@20: 0.0774, Time: 4.58s
Epoch [241/2000], Loss: 0.3305, UL AUC: 0.4921, ACC AUC: 0.8973, ACC NDCG@20: 0.0765, Time: 4.78s
Epoch [242/2000], Loss: 0.3306, UL AUC: 0.4942, ACC AUC: 0.8975, ACC NDCG@20: 0.0749, Time: 4.63s
Epoch [243/2000], Loss: 0.3306, UL AUC: 0.4943, ACC AUC: 0.8976, ACC NDCG@20: 0.0764, Time: 4.74s
Epoch [244/2000], Loss: 0.3307, UL AUC: 0.4957, ACC AUC: 0.8977, ACC NDCG@20: 0.0769, Time: 4.77s
Epoch [245/2000], Loss: 0.3307, UL AUC: 0.4905, ACC AUC: 0.8977, ACC NDCG@20: 0.0765, Time: 4.99s
Epoch [246/2000], Loss: 0.3306, UL AUC: 0.4918, ACC AUC: 0.8974, ACC NDCG@20: 0.0780, Time: 4.67s
Epoch [247/2000], Loss: 0.3306, UL AUC: 0.4913, ACC AUC: 0.8975, ACC NDCG@20: 0.0769, Time: 4.71s
Epoch [248/2000], Loss: 0.3306, UL AUC: 0.4926, ACC AUC: 0.8975, ACC NDCG@20: 0.0772, Time: 4.59s
Epoch [249/2000], Loss: 0.3306, UL AUC: 0.5006, ACC AUC: 0.8974, ACC NDCG@20: 0.0763, Time: 4.63s
Epoch [250/2000], Loss: 0.3306, UL AUC: 0.4963, ACC AUC: 0.8975, ACC NDCG@20: 0.0774, Time: 4.84s
Epoch [251/2000], Loss: 0.3306, UL AUC: 0.5023, ACC AUC: 0.8976, ACC NDCG@20: 0.0786, Time: 4.74s
Epoch [252/2000], Loss: 0.3305, UL AUC: 0.4964, ACC AUC: 0.8975, ACC NDCG@20: 0.0773, Time: 4.81s
Epoch [253/2000], Loss: 0.3305, UL AUC: 0.5012, ACC AUC: 0.8977, ACC NDCG@20: 0.0773, Time: 4.62s
Epoch [254/2000], Loss: 0.3304, UL AUC: 0.5032, ACC AUC: 0.8980, ACC NDCG@20: 0.0773, Time: 4.74s
Epoch [255/2000], Loss: 0.3305, UL AUC: 0.4991, ACC AUC: 0.8980, ACC NDCG@20: 0.0767, Time: 4.79s
Epoch [256/2000], Loss: 0.3305, UL AUC: 0.4971, ACC AUC: 0.8980, ACC NDCG@20: 0.0776, Time: 4.78s
Epoch [257/2000], Loss: 0.3305, UL AUC: 0.4985, ACC AUC: 0.8979, ACC NDCG@20: 0.0772, Time: 4.71s
Epoch [258/2000], Loss: 0.3305, UL AUC: 0.4990, ACC AUC: 0.8978, ACC NDCG@20: 0.0771, Time: 4.90s
Epoch [259/2000], Loss: 0.3305, UL AUC: 0.4914, ACC AUC: 0.8977, ACC NDCG@20: 0.0764, Time: 4.98s
Epoch [260/2000], Loss: 0.3305, UL AUC: 0.5010, ACC AUC: 0.8978, ACC NDCG@20: 0.0766, Time: 4.66s
Epoch [261/2000], Loss: 0.3304, UL AUC: 0.4982, ACC AUC: 0.8979, ACC NDCG@20: 0.0773, Time: 4.63s
Epoch [262/2000], Loss: 0.3304, UL AUC: 0.5022, ACC AUC: 0.8980, ACC NDCG@20: 0.0765, Time: 4.61s
Epoch [263/2000], Loss: 0.3305, UL AUC: 0.5023, ACC AUC: 0.8976, ACC NDCG@20: 0.0766, Time: 4.64s
Epoch [264/2000], Loss: 0.3305, UL AUC: 0.5009, ACC AUC: 0.8978, ACC NDCG@20: 0.0764, Time: 4.80s
Epoch [265/2000], Loss: 0.3304, UL AUC: 0.4961, ACC AUC: 0.8974, ACC NDCG@20: 0.0771, Time: 4.57s
Epoch [266/2000], Loss: 0.3305, UL AUC: 0.4987, ACC AUC: 0.8974, ACC NDCG@20: 0.0767, Time: 5.03s
Epoch [267/2000], Loss: 0.3304, UL AUC: 0.4993, ACC AUC: 0.8976, ACC NDCG@20: 0.0776, Time: 4.76s
Epoch [268/2000], Loss: 0.3304, UL AUC: 0.5004, ACC AUC: 0.8976, ACC NDCG@20: 0.0774, Time: 4.82s
Epoch [269/2000], Loss: 0.3304, UL AUC: 0.4989, ACC AUC: 0.8975, ACC NDCG@20: 0.0769, Time: 4.83s
Epoch [270/2000], Loss: 0.3304, UL AUC: 0.4991, ACC AUC: 0.8977, ACC NDCG@20: 0.0776, Time: 4.79s
Epoch [271/2000], Loss: 0.3304, UL AUC: 0.5003, ACC AUC: 0.8974, ACC NDCG@20: 0.0782, Time: 4.65s
Epoch [272/2000], Loss: 0.3304, UL AUC: 0.4994, ACC AUC: 0.8974, ACC NDCG@20: 0.0769, Time: 4.76s
Epoch [273/2000], Loss: 0.3303, UL AUC: 0.4990, ACC AUC: 0.8976, ACC NDCG@20: 0.0764, Time: 5.11s
Epoch [274/2000], Loss: 0.3304, UL AUC: 0.4968, ACC AUC: 0.8975, ACC NDCG@20: 0.0772, Time: 4.89s
Epoch [275/2000], Loss: 0.3304, UL AUC: 0.4905, ACC AUC: 0.8977, ACC NDCG@20: 0.0772, Time: 4.72s
Epoch [276/2000], Loss: 0.3303, UL AUC: 0.4958, ACC AUC: 0.8974, ACC NDCG@20: 0.0783, Time: 4.70s
Epoch [277/2000], Loss: 0.3304, UL AUC: 0.4971, ACC AUC: 0.8975, ACC NDCG@20: 0.0766, Time: 4.71s
Epoch [278/2000], Loss: 0.3304, UL AUC: 0.4959, ACC AUC: 0.8974, ACC NDCG@20: 0.0771, Time: 4.66s
Epoch [279/2000], Loss: 0.3303, UL AUC: 0.4938, ACC AUC: 0.8977, ACC NDCG@20: 0.0779, Time: 4.79s
Epoch [280/2000], Loss: 0.3303, UL AUC: 0.5025, ACC AUC: 0.8978, ACC NDCG@20: 0.0773, Time: 5.10s
Epoch [281/2000], Loss: 0.3303, UL AUC: 0.5059, ACC AUC: 0.8975, ACC NDCG@20: 0.0772, Time: 4.80s
Epoch [282/2000], Loss: 0.3303, UL AUC: 0.5024, ACC AUC: 0.8969, ACC NDCG@20: 0.0767, Time: 5.58s
Epoch [283/2000], Loss: 0.3303, UL AUC: 0.5048, ACC AUC: 0.8969, ACC NDCG@20: 0.0770, Time: 4.99s
Epoch [284/2000], Loss: 0.3303, UL AUC: 0.5040, ACC AUC: 0.8970, ACC NDCG@20: 0.0788, Time: 4.84s
Epoch [285/2000], Loss: 0.3304, UL AUC: 0.4987, ACC AUC: 0.8970, ACC NDCG@20: 0.0779, Time: 4.87s
Epoch [286/2000], Loss: 0.3303, UL AUC: 0.4952, ACC AUC: 0.8973, ACC NDCG@20: 0.0775, Time: 4.81s
Epoch [287/2000], Loss: 0.3302, UL AUC: 0.4973, ACC AUC: 0.8971, ACC NDCG@20: 0.0777, Time: 4.97s
Epoch [288/2000], Loss: 0.3303, UL AUC: 0.4982, ACC AUC: 0.8977, ACC NDCG@20: 0.0777, Time: 4.87s
Epoch [289/2000], Loss: 0.3302, UL AUC: 0.4907, ACC AUC: 0.8976, ACC NDCG@20: 0.0783, Time: 4.76s
Epoch [290/2000], Loss: 0.3302, UL AUC: 0.4950, ACC AUC: 0.8975, ACC NDCG@20: 0.0780, Time: 4.65s
Epoch [291/2000], Loss: 0.3303, UL AUC: 0.4976, ACC AUC: 0.8976, ACC NDCG@20: 0.0774, Time: 4.69s
Epoch [292/2000], Loss: 0.3303, UL AUC: 0.4988, ACC AUC: 0.8975, ACC NDCG@20: 0.0786, Time: 4.93s
Epoch [293/2000], Loss: 0.3302, UL AUC: 0.5000, ACC AUC: 0.8977, ACC NDCG@20: 0.0790, Time: 5.31s
Epoch [294/2000], Loss: 0.3304, UL AUC: 0.4975, ACC AUC: 0.8974, ACC NDCG@20: 0.0781, Time: 5.06s
Epoch [295/2000], Loss: 0.3303, UL AUC: 0.5034, ACC AUC: 0.8974, ACC NDCG@20: 0.0785, Time: 5.11s
Epoch [296/2000], Loss: 0.3303, UL AUC: 0.4993, ACC AUC: 0.8974, ACC NDCG@20: 0.0792, Time: 4.74s
Epoch [297/2000], Loss: 0.3302, UL AUC: 0.4999, ACC AUC: 0.8975, ACC NDCG@20: 0.0799, Time: 4.66s
Epoch [298/2000], Loss: 0.3302, UL AUC: 0.5051, ACC AUC: 0.8978, ACC NDCG@20: 0.0792, Time: 4.62s
Epoch [299/2000], Loss: 0.3301, UL AUC: 0.5050, ACC AUC: 0.8979, ACC NDCG@20: 0.0794, Time: 4.64s
Epoch [300/2000], Loss: 0.3303, UL AUC: 0.5056, ACC AUC: 0.8978, ACC NDCG@20: 0.0792, Time: 4.80s
Epoch [301/2000], Loss: 0.3302, UL AUC: 0.5048, ACC AUC: 0.8977, ACC NDCG@20: 0.0794, Time: 4.99s
Epoch [302/2000], Loss: 0.3301, UL AUC: 0.4987, ACC AUC: 0.8975, ACC NDCG@20: 0.0794, Time: 4.70s
Epoch [303/2000], Loss: 0.3302, UL AUC: 0.4954, ACC AUC: 0.8980, ACC NDCG@20: 0.0794, Time: 4.95s
Epoch [304/2000], Loss: 0.3302, UL AUC: 0.4962, ACC AUC: 0.8977, ACC NDCG@20: 0.0771, Time: 4.78s
Epoch [305/2000], Loss: 0.3302, UL AUC: 0.4954, ACC AUC: 0.8977, ACC NDCG@20: 0.0782, Time: 4.72s
Epoch [306/2000], Loss: 0.3301, UL AUC: 0.4958, ACC AUC: 0.8978, ACC NDCG@20: 0.0792, Time: 4.72s
Epoch [307/2000], Loss: 0.3301, UL AUC: 0.5023, ACC AUC: 0.8974, ACC NDCG@20: 0.0784, Time: 4.88s
Epoch [308/2000], Loss: 0.3301, UL AUC: 0.5004, ACC AUC: 0.8976, ACC NDCG@20: 0.0789, Time: 5.23s
Epoch [309/2000], Loss: 0.3302, UL AUC: 0.5000, ACC AUC: 0.8976, ACC NDCG@20: 0.0774, Time: 4.87s
Epoch [310/2000], Loss: 0.3301, UL AUC: 0.4935, ACC AUC: 0.8979, ACC NDCG@20: 0.0777, Time: 4.70s
Epoch [311/2000], Loss: 0.3302, UL AUC: 0.4981, ACC AUC: 0.8978, ACC NDCG@20: 0.0787, Time: 4.74s
Epoch [312/2000], Loss: 0.3303, UL AUC: 0.5036, ACC AUC: 0.8977, ACC NDCG@20: 0.0787, Time: 4.93s
Epoch [313/2000], Loss: 0.3302, UL AUC: 0.4963, ACC AUC: 0.8975, ACC NDCG@20: 0.0783, Time: 4.76s
Epoch [314/2000], Loss: 0.3302, UL AUC: 0.4965, ACC AUC: 0.8977, ACC NDCG@20: 0.0778, Time: 4.64s
Epoch [315/2000], Loss: 0.3301, UL AUC: 0.4957, ACC AUC: 0.8973, ACC NDCG@20: 0.0792, Time: 4.76s
Epoch [316/2000], Loss: 0.3302, UL AUC: 0.4917, ACC AUC: 0.8976, ACC NDCG@20: 0.0791, Time: 5.00s
Epoch [317/2000], Loss: 0.3302, UL AUC: 0.4909, ACC AUC: 0.8975, ACC NDCG@20: 0.0782, Time: 4.70s
Epoch [318/2000], Loss: 0.3301, UL AUC: 0.4981, ACC AUC: 0.8976, ACC NDCG@20: 0.0779, Time: 4.90s
Epoch [319/2000], Loss: 0.3302, UL AUC: 0.4993, ACC AUC: 0.8979, ACC NDCG@20: 0.0787, Time: 4.78s
Epoch [320/2000], Loss: 0.3301, UL AUC: 0.5016, ACC AUC: 0.8975, ACC NDCG@20: 0.0773, Time: 4.77s
Epoch [321/2000], Loss: 0.3301, UL AUC: 0.4961, ACC AUC: 0.8979, ACC NDCG@20: 0.0788, Time: 4.71s
Epoch [322/2000], Loss: 0.3302, UL AUC: 0.5007, ACC AUC: 0.8977, ACC NDCG@20: 0.0793, Time: 4.67s
Epoch [323/2000], Loss: 0.3301, UL AUC: 0.4960, ACC AUC: 0.8980, ACC NDCG@20: 0.0795, Time: 4.85s
Epoch [324/2000], Loss: 0.3302, UL AUC: 0.4966, ACC AUC: 0.8975, ACC NDCG@20: 0.0787, Time: 4.58s
Epoch [325/2000], Loss: 0.3301, UL AUC: 0.4964, ACC AUC: 0.8978, ACC NDCG@20: 0.0799, Time: 5.11s
Epoch [326/2000], Loss: 0.3301, UL AUC: 0.4970, ACC AUC: 0.8978, ACC NDCG@20: 0.0787, Time: 4.61s
Epoch [327/2000], Loss: 0.3301, UL AUC: 0.4916, ACC AUC: 0.8980, ACC NDCG@20: 0.0792, Time: 4.79s
Epoch [328/2000], Loss: 0.3302, UL AUC: 0.4916, ACC AUC: 0.8979, ACC NDCG@20: 0.0805, Time: 4.67s
Epoch [329/2000], Loss: 0.3301, UL AUC: 0.4979, ACC AUC: 0.8980, ACC NDCG@20: 0.0799, Time: 4.81s
Epoch [330/2000], Loss: 0.3301, UL AUC: 0.4966, ACC AUC: 0.8977, ACC NDCG@20: 0.0793, Time: 4.92s
Epoch [331/2000], Loss: 0.3300, UL AUC: 0.4881, ACC AUC: 0.8980, ACC NDCG@20: 0.0798, Time: 4.61s
Epoch [332/2000], Loss: 0.3301, UL AUC: 0.4872, ACC AUC: 0.8980, ACC NDCG@20: 0.0796, Time: 4.73s
Epoch [333/2000], Loss: 0.3301, UL AUC: 0.4871, ACC AUC: 0.8978, ACC NDCG@20: 0.0792, Time: 4.74s
Epoch [334/2000], Loss: 0.3301, UL AUC: 0.4997, ACC AUC: 0.8980, ACC NDCG@20: 0.0798, Time: 4.58s
Epoch [335/2000], Loss: 0.3302, UL AUC: 0.4934, ACC AUC: 0.8976, ACC NDCG@20: 0.0784, Time: 4.61s
Epoch [336/2000], Loss: 0.3300, UL AUC: 0.4973, ACC AUC: 0.8977, ACC NDCG@20: 0.0794, Time: 4.64s
Epoch [337/2000], Loss: 0.3301, UL AUC: 0.4954, ACC AUC: 0.8977, ACC NDCG@20: 0.0804, Time: 4.66s
Epoch [338/2000], Loss: 0.3301, UL AUC: 0.4934, ACC AUC: 0.8981, ACC NDCG@20: 0.0805, Time: 4.95s
Epoch [339/2000], Loss: 0.3300, UL AUC: 0.4962, ACC AUC: 0.8982, ACC NDCG@20: 0.0797, Time: 4.71s
Epoch [340/2000], Loss: 0.3300, UL AUC: 0.4966, ACC AUC: 0.8977, ACC NDCG@20: 0.0799, Time: 4.80s
Epoch [341/2000], Loss: 0.3300, UL AUC: 0.4954, ACC AUC: 0.8977, ACC NDCG@20: 0.0814, Time: 5.12s
Epoch [342/2000], Loss: 0.3300, UL AUC: 0.4919, ACC AUC: 0.8975, ACC NDCG@20: 0.0790, Time: 5.04s
Epoch [343/2000], Loss: 0.3301, UL AUC: 0.4925, ACC AUC: 0.8973, ACC NDCG@20: 0.0801, Time: 4.94s
Epoch [344/2000], Loss: 0.3300, UL AUC: 0.4939, ACC AUC: 0.8973, ACC NDCG@20: 0.0805, Time: 5.04s
Epoch [345/2000], Loss: 0.3301, UL AUC: 0.4984, ACC AUC: 0.8973, ACC NDCG@20: 0.0803, Time: 4.91s
Epoch [346/2000], Loss: 0.3300, UL AUC: 0.5001, ACC AUC: 0.8977, ACC NDCG@20: 0.0807, Time: 4.85s
Epoch [347/2000], Loss: 0.3301, UL AUC: 0.4995, ACC AUC: 0.8978, ACC NDCG@20: 0.0807, Time: 4.64s
Epoch [348/2000], Loss: 0.3300, UL AUC: 0.4967, ACC AUC: 0.8983, ACC NDCG@20: 0.0799, Time: 4.63s
Epoch [349/2000], Loss: 0.3300, UL AUC: 0.4976, ACC AUC: 0.8982, ACC NDCG@20: 0.0802, Time: 4.68s
Epoch [350/2000], Loss: 0.3301, UL AUC: 0.4874, ACC AUC: 0.8981, ACC NDCG@20: 0.0806, Time: 4.67s
Epoch [351/2000], Loss: 0.3301, UL AUC: 0.4923, ACC AUC: 0.8977, ACC NDCG@20: 0.0804, Time: 4.92s
Epoch [352/2000], Loss: 0.3300, UL AUC: 0.4962, ACC AUC: 0.8976, ACC NDCG@20: 0.0798, Time: 4.76s
Epoch [353/2000], Loss: 0.3299, UL AUC: 0.4961, ACC AUC: 0.8978, ACC NDCG@20: 0.0797, Time: 4.96s
Epoch [354/2000], Loss: 0.3301, UL AUC: 0.4980, ACC AUC: 0.8978, ACC NDCG@20: 0.0800, Time: 4.83s
Epoch [355/2000], Loss: 0.3299, UL AUC: 0.4962, ACC AUC: 0.8976, ACC NDCG@20: 0.0797, Time: 4.78s
Epoch [356/2000], Loss: 0.3301, UL AUC: 0.5021, ACC AUC: 0.8976, ACC NDCG@20: 0.0796, Time: 4.74s
Epoch [357/2000], Loss: 0.3300, UL AUC: 0.4967, ACC AUC: 0.8976, ACC NDCG@20: 0.0794, Time: 4.82s
Epoch [358/2000], Loss: 0.3300, UL AUC: 0.4892, ACC AUC: 0.8977, ACC NDCG@20: 0.0808, Time: 4.76s
Epoch [359/2000], Loss: 0.3301, UL AUC: 0.4966, ACC AUC: 0.8976, ACC NDCG@20: 0.0807, Time: 4.88s
Epoch [360/2000], Loss: 0.3299, UL AUC: 0.4943, ACC AUC: 0.8976, ACC NDCG@20: 0.0800, Time: 4.82s
Epoch [361/2000], Loss: 0.3300, UL AUC: 0.4887, ACC AUC: 0.8977, ACC NDCG@20: 0.0803, Time: 4.98s
Epoch [362/2000], Loss: 0.3300, UL AUC: 0.4906, ACC AUC: 0.8978, ACC NDCG@20: 0.0797, Time: 4.82s
Epoch [363/2000], Loss: 0.3300, UL AUC: 0.4884, ACC AUC: 0.8973, ACC NDCG@20: 0.0801, Time: 4.90s
Epoch [364/2000], Loss: 0.3299, UL AUC: 0.4989, ACC AUC: 0.8976, ACC NDCG@20: 0.0809, Time: 4.72s
Epoch [365/2000], Loss: 0.3299, UL AUC: 0.4976, ACC AUC: 0.8978, ACC NDCG@20: 0.0801, Time: 4.77s
Epoch [366/2000], Loss: 0.3299, UL AUC: 0.4990, ACC AUC: 0.8979, ACC NDCG@20: 0.0798, Time: 4.99s
Epoch [367/2000], Loss: 0.3299, UL AUC: 0.4940, ACC AUC: 0.8979, ACC NDCG@20: 0.0798, Time: 4.82s
Epoch [368/2000], Loss: 0.3299, UL AUC: 0.4960, ACC AUC: 0.8977, ACC NDCG@20: 0.0788, Time: 4.68s
Epoch [369/2000], Loss: 0.3298, UL AUC: 0.5010, ACC AUC: 0.8976, ACC NDCG@20: 0.0800, Time: 4.72s
Epoch [370/2000], Loss: 0.3299, UL AUC: 0.4989, ACC AUC: 0.8976, ACC NDCG@20: 0.0806, Time: 4.69s
Epoch [371/2000], Loss: 0.3299, UL AUC: 0.4985, ACC AUC: 0.8979, ACC NDCG@20: 0.0798, Time: 5.21s
Epoch [372/2000], Loss: 0.3298, UL AUC: 0.4956, ACC AUC: 0.8982, ACC NDCG@20: 0.0800, Time: 4.71s
Epoch [373/2000], Loss: 0.3298, UL AUC: 0.4963, ACC AUC: 0.8981, ACC NDCG@20: 0.0805, Time: 4.96s
Epoch [374/2000], Loss: 0.3299, UL AUC: 0.4949, ACC AUC: 0.8979, ACC NDCG@20: 0.0799, Time: 4.93s
Epoch [375/2000], Loss: 0.3299, UL AUC: 0.4959, ACC AUC: 0.8980, ACC NDCG@20: 0.0807, Time: 4.95s
Epoch [376/2000], Loss: 0.3299, UL AUC: 0.4967, ACC AUC: 0.8979, ACC NDCG@20: 0.0799, Time: 4.96s
Epoch [377/2000], Loss: 0.3299, UL AUC: 0.4945, ACC AUC: 0.8976, ACC NDCG@20: 0.0804, Time: 4.68s
Epoch [378/2000], Loss: 0.3299, UL AUC: 0.4989, ACC AUC: 0.8974, ACC NDCG@20: 0.0810, Time: 4.73s
Epoch [379/2000], Loss: 0.3297, UL AUC: 0.4925, ACC AUC: 0.8978, ACC NDCG@20: 0.0802, Time: 4.68s
Epoch [380/2000], Loss: 0.3299, UL AUC: 0.4994, ACC AUC: 0.8982, ACC NDCG@20: 0.0795, Time: 4.88s
Epoch [381/2000], Loss: 0.3298, UL AUC: 0.4956, ACC AUC: 0.8982, ACC NDCG@20: 0.0812, Time: 4.63s
Epoch [382/2000], Loss: 0.3298, UL AUC: 0.4961, ACC AUC: 0.8984, ACC NDCG@20: 0.0797, Time: 4.82s
Epoch [383/2000], Loss: 0.3299, UL AUC: 0.4954, ACC AUC: 0.8984, ACC NDCG@20: 0.0796, Time: 4.79s
Epoch [384/2000], Loss: 0.3298, UL AUC: 0.5003, ACC AUC: 0.8984, ACC NDCG@20: 0.0778, Time: 4.85s
Epoch [385/2000], Loss: 0.3300, UL AUC: 0.4910, ACC AUC: 0.8980, ACC NDCG@20: 0.0794, Time: 4.76s
Epoch [386/2000], Loss: 0.3298, UL AUC: 0.4919, ACC AUC: 0.8982, ACC NDCG@20: 0.0798, Time: 4.82s
Epoch [387/2000], Loss: 0.3298, UL AUC: 0.4981, ACC AUC: 0.8981, ACC NDCG@20: 0.0793, Time: 4.67s
Epoch [388/2000], Loss: 0.3298, UL AUC: 0.4946, ACC AUC: 0.8980, ACC NDCG@20: 0.0803, Time: 4.88s
Epoch [389/2000], Loss: 0.3298, UL AUC: 0.4909, ACC AUC: 0.8981, ACC NDCG@20: 0.0802, Time: 5.19s
Epoch [390/2000], Loss: 0.3298, UL AUC: 0.4956, ACC AUC: 0.8984, ACC NDCG@20: 0.0794, Time: 4.64s
Epoch [391/2000], Loss: 0.3298, UL AUC: 0.4925, ACC AUC: 0.8978, ACC NDCG@20: 0.0794, Time: 4.75s
Epoch [392/2000], Loss: 0.3298, UL AUC: 0.4945, ACC AUC: 0.8983, ACC NDCG@20: 0.0798, Time: 4.78s
Epoch [393/2000], Loss: 0.3298, UL AUC: 0.4993, ACC AUC: 0.8981, ACC NDCG@20: 0.0794, Time: 4.68s
Epoch [394/2000], Loss: 0.3299, UL AUC: 0.4966, ACC AUC: 0.8982, ACC NDCG@20: 0.0812, Time: 5.15s
Epoch [395/2000], Loss: 0.3298, UL AUC: 0.4978, ACC AUC: 0.8981, ACC NDCG@20: 0.0800, Time: 4.99s
Epoch [396/2000], Loss: 0.3298, UL AUC: 0.4921, ACC AUC: 0.8980, ACC NDCG@20: 0.0808, Time: 4.73s
Epoch [397/2000], Loss: 0.3298, UL AUC: 0.4904, ACC AUC: 0.8976, ACC NDCG@20: 0.0802, Time: 4.69s
Epoch [398/2000], Loss: 0.3299, UL AUC: 0.5003, ACC AUC: 0.8977, ACC NDCG@20: 0.0802, Time: 4.65s
Epoch [399/2000], Loss: 0.3299, UL AUC: 0.5012, ACC AUC: 0.8975, ACC NDCG@20: 0.0803, Time: 4.59s
Epoch [400/2000], Loss: 0.3298, UL AUC: 0.5000, ACC AUC: 0.8975, ACC NDCG@20: 0.0800, Time: 4.63s
Epoch [401/2000], Loss: 0.3297, UL AUC: 0.4990, ACC AUC: 0.8975, ACC NDCG@20: 0.0808, Time: 4.59s
Best NDCG@20: 0.0814, Best epoch: 340, total time: 1931.521s
TRAINING FINISHED! CURRENT TIME: 32.19min
Load a pre-trained model
 UL AUC before unlearning: 0.4954
ACC AUC before unlearning: 0.8977
NDCG@20 before unlearning: 0.0814
ERROR: No unlearned model!
Precision@20: 0.0340; Recall@20: 0.1127;  NDCG@20: 0.0814;  
Precision@50: 0.0251; Recall@50: 0.2024;  NDCG@50: 0.1105;  
Precision@100: 0.0189; Recall@100: 0.2991;  NDCG@100: 0.1376;  
Before unlearning: ACC AUC: 0.8977, UL AUC: 0.4954, ACC NDCG@20: 0.0814
After unlearning: ACC AUC: 0.8977, UL AUC: 0.4954, ACC NDCG@20: 0.0814
