Read yelp2018 dataset done! u_num: 31668, i_num: 38048
Load a pre-trained model
 UL AUC before unlearning: 0.5051
ACC AUC before unlearning: 0.8838
NDCG@20 before unlearning: 0.0277
[RETRAIN] START TRAINING. CURRENT TIME: 0.00min.
Epoch [1/2000], Loss: 0.7512, UL AUC: 0.5748, ACC AUC: 0.4999, ACC NDCG@20: 0.0004, Time: 20.23s
Epoch [2/2000], Loss: 0.6918, UL AUC: 0.6119, ACC AUC: 0.5018, ACC NDCG@20: 0.0004, Time: 20.19s
Epoch [3/2000], Loss: 0.6623, UL AUC: 0.6359, ACC AUC: 0.5059, ACC NDCG@20: 0.0005, Time: 20.40s
Epoch [4/2000], Loss: 0.6418, UL AUC: 0.6523, ACC AUC: 0.5125, ACC NDCG@20: 0.0004, Time: 20.02s
Epoch [5/2000], Loss: 0.6248, UL AUC: 0.6641, ACC AUC: 0.5232, ACC NDCG@20: 0.0005, Time: 19.75s
Epoch [6/2000], Loss: 0.6078, UL AUC: 0.6697, ACC AUC: 0.5391, ACC NDCG@20: 0.0008, Time: 19.49s
Epoch [7/2000], Loss: 0.5881, UL AUC: 0.6704, ACC AUC: 0.5603, ACC NDCG@20: 0.0013, Time: 19.82s
Epoch [8/2000], Loss: 0.5640, UL AUC: 0.6681, ACC AUC: 0.5844, ACC NDCG@20: 0.0022, Time: 20.16s
Epoch [9/2000], Loss: 0.5365, UL AUC: 0.6674, ACC AUC: 0.6107, ACC NDCG@20: 0.0032, Time: 20.39s
Epoch [10/2000], Loss: 0.5088, UL AUC: 0.6683, ACC AUC: 0.6377, ACC NDCG@20: 0.0042, Time: 19.88s
Epoch [11/2000], Loss: 0.4846, UL AUC: 0.6708, ACC AUC: 0.6640, ACC NDCG@20: 0.0049, Time: 20.21s
Epoch [12/2000], Loss: 0.4646, UL AUC: 0.6774, ACC AUC: 0.6889, ACC NDCG@20: 0.0056, Time: 20.34s
Epoch [13/2000], Loss: 0.4474, UL AUC: 0.6828, ACC AUC: 0.7120, ACC NDCG@20: 0.0061, Time: 20.42s
Epoch [14/2000], Loss: 0.4339, UL AUC: 0.6855, ACC AUC: 0.7332, ACC NDCG@20: 0.0062, Time: 20.51s
Epoch [15/2000], Loss: 0.4229, UL AUC: 0.6892, ACC AUC: 0.7521, ACC NDCG@20: 0.0067, Time: 19.56s
Epoch [16/2000], Loss: 0.4141, UL AUC: 0.6905, ACC AUC: 0.7688, ACC NDCG@20: 0.0072, Time: 20.51s
Epoch [17/2000], Loss: 0.4070, UL AUC: 0.6926, ACC AUC: 0.7839, ACC NDCG@20: 0.0080, Time: 20.52s
Epoch [18/2000], Loss: 0.4010, UL AUC: 0.6924, ACC AUC: 0.7967, ACC NDCG@20: 0.0080, Time: 20.44s
Epoch [19/2000], Loss: 0.3962, UL AUC: 0.6962, ACC AUC: 0.8078, ACC NDCG@20: 0.0083, Time: 20.43s
Epoch [20/2000], Loss: 0.3922, UL AUC: 0.6983, ACC AUC: 0.8171, ACC NDCG@20: 0.0087, Time: 20.20s
Epoch [21/2000], Loss: 0.3885, UL AUC: 0.7004, ACC AUC: 0.8251, ACC NDCG@20: 0.0092, Time: 20.04s
Epoch [22/2000], Loss: 0.3855, UL AUC: 0.7007, ACC AUC: 0.8317, ACC NDCG@20: 0.0095, Time: 20.24s
Epoch [23/2000], Loss: 0.3825, UL AUC: 0.7034, ACC AUC: 0.8375, ACC NDCG@20: 0.0095, Time: 20.52s
Epoch [24/2000], Loss: 0.3803, UL AUC: 0.7043, ACC AUC: 0.8426, ACC NDCG@20: 0.0100, Time: 20.56s
Epoch [25/2000], Loss: 0.3783, UL AUC: 0.7044, ACC AUC: 0.8461, ACC NDCG@20: 0.0100, Time: 20.23s
Epoch [26/2000], Loss: 0.3761, UL AUC: 0.7051, ACC AUC: 0.8503, ACC NDCG@20: 0.0105, Time: 20.31s
Epoch [27/2000], Loss: 0.3742, UL AUC: 0.7036, ACC AUC: 0.8532, ACC NDCG@20: 0.0109, Time: 20.45s
Epoch [28/2000], Loss: 0.3725, UL AUC: 0.7049, ACC AUC: 0.8556, ACC NDCG@20: 0.0110, Time: 20.40s
Epoch [29/2000], Loss: 0.3710, UL AUC: 0.7074, ACC AUC: 0.8579, ACC NDCG@20: 0.0112, Time: 20.24s
Epoch [30/2000], Loss: 0.3695, UL AUC: 0.7080, ACC AUC: 0.8593, ACC NDCG@20: 0.0118, Time: 20.18s
Epoch [31/2000], Loss: 0.3683, UL AUC: 0.7083, ACC AUC: 0.8610, ACC NDCG@20: 0.0123, Time: 19.70s
Epoch [32/2000], Loss: 0.3668, UL AUC: 0.7102, ACC AUC: 0.8623, ACC NDCG@20: 0.0121, Time: 19.78s
Epoch [33/2000], Loss: 0.3657, UL AUC: 0.7111, ACC AUC: 0.8640, ACC NDCG@20: 0.0129, Time: 20.23s
Epoch [34/2000], Loss: 0.3644, UL AUC: 0.7080, ACC AUC: 0.8648, ACC NDCG@20: 0.0127, Time: 20.45s
Epoch [35/2000], Loss: 0.3633, UL AUC: 0.7075, ACC AUC: 0.8652, ACC NDCG@20: 0.0127, Time: 20.39s
Epoch [36/2000], Loss: 0.3625, UL AUC: 0.7093, ACC AUC: 0.8660, ACC NDCG@20: 0.0128, Time: 20.41s
Epoch [37/2000], Loss: 0.3612, UL AUC: 0.7085, ACC AUC: 0.8669, ACC NDCG@20: 0.0132, Time: 20.17s
Epoch [38/2000], Loss: 0.3605, UL AUC: 0.7076, ACC AUC: 0.8673, ACC NDCG@20: 0.0136, Time: 20.26s
Epoch [39/2000], Loss: 0.3598, UL AUC: 0.7083, ACC AUC: 0.8677, ACC NDCG@20: 0.0136, Time: 20.13s
Epoch [40/2000], Loss: 0.3589, UL AUC: 0.7098, ACC AUC: 0.8679, ACC NDCG@20: 0.0142, Time: 20.45s
Epoch [41/2000], Loss: 0.3583, UL AUC: 0.7096, ACC AUC: 0.8687, ACC NDCG@20: 0.0140, Time: 20.32s
Epoch [42/2000], Loss: 0.3575, UL AUC: 0.7080, ACC AUC: 0.8690, ACC NDCG@20: 0.0146, Time: 20.14s
Epoch [43/2000], Loss: 0.3568, UL AUC: 0.7102, ACC AUC: 0.8693, ACC NDCG@20: 0.0147, Time: 20.03s
Epoch [44/2000], Loss: 0.3561, UL AUC: 0.7090, ACC AUC: 0.8694, ACC NDCG@20: 0.0149, Time: 20.40s
Epoch [45/2000], Loss: 0.3556, UL AUC: 0.7070, ACC AUC: 0.8700, ACC NDCG@20: 0.0151, Time: 20.50s
Epoch [46/2000], Loss: 0.3550, UL AUC: 0.7082, ACC AUC: 0.8705, ACC NDCG@20: 0.0153, Time: 19.60s
Epoch [47/2000], Loss: 0.3544, UL AUC: 0.7065, ACC AUC: 0.8704, ACC NDCG@20: 0.0157, Time: 18.98s
Epoch [48/2000], Loss: 0.3539, UL AUC: 0.7074, ACC AUC: 0.8708, ACC NDCG@20: 0.0158, Time: 19.66s
Epoch [49/2000], Loss: 0.3534, UL AUC: 0.7061, ACC AUC: 0.8714, ACC NDCG@20: 0.0163, Time: 19.50s
Epoch [50/2000], Loss: 0.3530, UL AUC: 0.7074, ACC AUC: 0.8717, ACC NDCG@20: 0.0162, Time: 19.76s
Epoch [51/2000], Loss: 0.3526, UL AUC: 0.7068, ACC AUC: 0.8721, ACC NDCG@20: 0.0167, Time: 19.57s
Epoch [52/2000], Loss: 0.3520, UL AUC: 0.7077, ACC AUC: 0.8723, ACC NDCG@20: 0.0168, Time: 19.59s
Epoch [53/2000], Loss: 0.3516, UL AUC: 0.7082, ACC AUC: 0.8726, ACC NDCG@20: 0.0170, Time: 19.72s
Epoch [54/2000], Loss: 0.3512, UL AUC: 0.7066, ACC AUC: 0.8726, ACC NDCG@20: 0.0169, Time: 20.12s
Epoch [55/2000], Loss: 0.3509, UL AUC: 0.7053, ACC AUC: 0.8732, ACC NDCG@20: 0.0171, Time: 19.94s
Epoch [56/2000], Loss: 0.3506, UL AUC: 0.7063, ACC AUC: 0.8737, ACC NDCG@20: 0.0176, Time: 19.51s
Epoch [57/2000], Loss: 0.3502, UL AUC: 0.7053, ACC AUC: 0.8737, ACC NDCG@20: 0.0177, Time: 19.81s
Epoch [58/2000], Loss: 0.3498, UL AUC: 0.7084, ACC AUC: 0.8733, ACC NDCG@20: 0.0181, Time: 19.95s
Epoch [59/2000], Loss: 0.3495, UL AUC: 0.7074, ACC AUC: 0.8739, ACC NDCG@20: 0.0181, Time: 19.86s
Epoch [60/2000], Loss: 0.3493, UL AUC: 0.7059, ACC AUC: 0.8741, ACC NDCG@20: 0.0178, Time: 20.32s
Epoch [61/2000], Loss: 0.3489, UL AUC: 0.7046, ACC AUC: 0.8737, ACC NDCG@20: 0.0179, Time: 19.50s
Epoch [62/2000], Loss: 0.3486, UL AUC: 0.7072, ACC AUC: 0.8744, ACC NDCG@20: 0.0181, Time: 19.27s
Epoch [63/2000], Loss: 0.3485, UL AUC: 0.7071, ACC AUC: 0.8747, ACC NDCG@20: 0.0184, Time: 19.55s
Epoch [64/2000], Loss: 0.3483, UL AUC: 0.7075, ACC AUC: 0.8748, ACC NDCG@20: 0.0183, Time: 19.61s
Epoch [65/2000], Loss: 0.3480, UL AUC: 0.7067, ACC AUC: 0.8753, ACC NDCG@20: 0.0184, Time: 20.43s
Epoch [66/2000], Loss: 0.3476, UL AUC: 0.7100, ACC AUC: 0.8753, ACC NDCG@20: 0.0180, Time: 20.14s
Epoch [67/2000], Loss: 0.3474, UL AUC: 0.7062, ACC AUC: 0.8757, ACC NDCG@20: 0.0185, Time: 19.76s
Epoch [68/2000], Loss: 0.3473, UL AUC: 0.7070, ACC AUC: 0.8757, ACC NDCG@20: 0.0185, Time: 19.60s
Epoch [69/2000], Loss: 0.3470, UL AUC: 0.7091, ACC AUC: 0.8760, ACC NDCG@20: 0.0192, Time: 19.32s
Epoch [70/2000], Loss: 0.3468, UL AUC: 0.7086, ACC AUC: 0.8761, ACC NDCG@20: 0.0189, Time: 19.58s
Epoch [71/2000], Loss: 0.3466, UL AUC: 0.7074, ACC AUC: 0.8765, ACC NDCG@20: 0.0192, Time: 19.56s
Epoch [72/2000], Loss: 0.3465, UL AUC: 0.7079, ACC AUC: 0.8763, ACC NDCG@20: 0.0194, Time: 19.64s
Epoch [73/2000], Loss: 0.3461, UL AUC: 0.7065, ACC AUC: 0.8765, ACC NDCG@20: 0.0192, Time: 19.72s
Epoch [74/2000], Loss: 0.3460, UL AUC: 0.7033, ACC AUC: 0.8766, ACC NDCG@20: 0.0195, Time: 20.06s
Epoch [75/2000], Loss: 0.3458, UL AUC: 0.7036, ACC AUC: 0.8766, ACC NDCG@20: 0.0196, Time: 20.39s
Epoch [76/2000], Loss: 0.3458, UL AUC: 0.7035, ACC AUC: 0.8767, ACC NDCG@20: 0.0201, Time: 19.64s
Epoch [77/2000], Loss: 0.3455, UL AUC: 0.7038, ACC AUC: 0.8772, ACC NDCG@20: 0.0199, Time: 19.48s
Epoch [78/2000], Loss: 0.3455, UL AUC: 0.7068, ACC AUC: 0.8776, ACC NDCG@20: 0.0205, Time: 19.19s
Epoch [79/2000], Loss: 0.3454, UL AUC: 0.7061, ACC AUC: 0.8769, ACC NDCG@20: 0.0206, Time: 19.35s
Epoch [80/2000], Loss: 0.3452, UL AUC: 0.7073, ACC AUC: 0.8778, ACC NDCG@20: 0.0202, Time: 20.02s
Epoch [81/2000], Loss: 0.3450, UL AUC: 0.7078, ACC AUC: 0.8776, ACC NDCG@20: 0.0207, Time: 19.54s
Epoch [82/2000], Loss: 0.3449, UL AUC: 0.7071, ACC AUC: 0.8781, ACC NDCG@20: 0.0207, Time: 19.48s
Epoch [83/2000], Loss: 0.3449, UL AUC: 0.7057, ACC AUC: 0.8774, ACC NDCG@20: 0.0204, Time: 19.43s
Epoch [84/2000], Loss: 0.3446, UL AUC: 0.7055, ACC AUC: 0.8779, ACC NDCG@20: 0.0207, Time: 19.53s
Epoch [85/2000], Loss: 0.3445, UL AUC: 0.7084, ACC AUC: 0.8782, ACC NDCG@20: 0.0208, Time: 19.98s
Epoch [86/2000], Loss: 0.3445, UL AUC: 0.7068, ACC AUC: 0.8779, ACC NDCG@20: 0.0212, Time: 20.00s
Epoch [87/2000], Loss: 0.3443, UL AUC: 0.7079, ACC AUC: 0.8785, ACC NDCG@20: 0.0207, Time: 19.63s
Epoch [88/2000], Loss: 0.3442, UL AUC: 0.7084, ACC AUC: 0.8783, ACC NDCG@20: 0.0210, Time: 19.26s
Epoch [89/2000], Loss: 0.3441, UL AUC: 0.7085, ACC AUC: 0.8785, ACC NDCG@20: 0.0208, Time: 19.41s
Epoch [90/2000], Loss: 0.3439, UL AUC: 0.7068, ACC AUC: 0.8786, ACC NDCG@20: 0.0212, Time: 19.90s
Epoch [91/2000], Loss: 0.3440, UL AUC: 0.7070, ACC AUC: 0.8784, ACC NDCG@20: 0.0211, Time: 20.33s
Epoch [92/2000], Loss: 0.3437, UL AUC: 0.7082, ACC AUC: 0.8789, ACC NDCG@20: 0.0214, Time: 19.46s
Epoch [93/2000], Loss: 0.3437, UL AUC: 0.7063, ACC AUC: 0.8791, ACC NDCG@20: 0.0216, Time: 19.81s
Epoch [94/2000], Loss: 0.3437, UL AUC: 0.7079, ACC AUC: 0.8792, ACC NDCG@20: 0.0211, Time: 19.49s
Epoch [95/2000], Loss: 0.3435, UL AUC: 0.7036, ACC AUC: 0.8788, ACC NDCG@20: 0.0220, Time: 19.55s
Epoch [96/2000], Loss: 0.3434, UL AUC: 0.7079, ACC AUC: 0.8792, ACC NDCG@20: 0.0217, Time: 19.04s
Epoch [97/2000], Loss: 0.3433, UL AUC: 0.7080, ACC AUC: 0.8792, ACC NDCG@20: 0.0215, Time: 19.88s
Epoch [98/2000], Loss: 0.3432, UL AUC: 0.7091, ACC AUC: 0.8793, ACC NDCG@20: 0.0218, Time: 19.45s
Epoch [99/2000], Loss: 0.3432, UL AUC: 0.7072, ACC AUC: 0.8790, ACC NDCG@20: 0.0219, Time: 19.30s
Epoch [100/2000], Loss: 0.3431, UL AUC: 0.7110, ACC AUC: 0.8791, ACC NDCG@20: 0.0218, Time: 19.44s
Epoch [101/2000], Loss: 0.3430, UL AUC: 0.7107, ACC AUC: 0.8793, ACC NDCG@20: 0.0218, Time: 19.50s
Epoch [102/2000], Loss: 0.3427, UL AUC: 0.7098, ACC AUC: 0.8796, ACC NDCG@20: 0.0220, Time: 20.23s
Epoch [103/2000], Loss: 0.3429, UL AUC: 0.7088, ACC AUC: 0.8796, ACC NDCG@20: 0.0219, Time: 19.57s
Epoch [104/2000], Loss: 0.3429, UL AUC: 0.7092, ACC AUC: 0.8796, ACC NDCG@20: 0.0220, Time: 19.44s
Epoch [105/2000], Loss: 0.3427, UL AUC: 0.7089, ACC AUC: 0.8795, ACC NDCG@20: 0.0223, Time: 19.42s
Epoch [106/2000], Loss: 0.3427, UL AUC: 0.7105, ACC AUC: 0.8796, ACC NDCG@20: 0.0224, Time: 19.72s
Epoch [107/2000], Loss: 0.3427, UL AUC: 0.7084, ACC AUC: 0.8795, ACC NDCG@20: 0.0226, Time: 20.23s
Epoch [108/2000], Loss: 0.3426, UL AUC: 0.7063, ACC AUC: 0.8800, ACC NDCG@20: 0.0227, Time: 20.57s
Epoch [109/2000], Loss: 0.3425, UL AUC: 0.7072, ACC AUC: 0.8797, ACC NDCG@20: 0.0228, Time: 19.25s
Epoch [110/2000], Loss: 0.3423, UL AUC: 0.7070, ACC AUC: 0.8797, ACC NDCG@20: 0.0231, Time: 19.80s
Epoch [111/2000], Loss: 0.3423, UL AUC: 0.7059, ACC AUC: 0.8793, ACC NDCG@20: 0.0228, Time: 19.39s
Epoch [112/2000], Loss: 0.3423, UL AUC: 0.7078, ACC AUC: 0.8799, ACC NDCG@20: 0.0232, Time: 19.53s
Epoch [113/2000], Loss: 0.3422, UL AUC: 0.7103, ACC AUC: 0.8801, ACC NDCG@20: 0.0232, Time: 20.48s
Epoch [114/2000], Loss: 0.3421, UL AUC: 0.7112, ACC AUC: 0.8801, ACC NDCG@20: 0.0227, Time: 20.15s
Epoch [115/2000], Loss: 0.3421, UL AUC: 0.7105, ACC AUC: 0.8796, ACC NDCG@20: 0.0233, Time: 19.61s
Epoch [116/2000], Loss: 0.3420, UL AUC: 0.7083, ACC AUC: 0.8797, ACC NDCG@20: 0.0232, Time: 19.70s
Epoch [117/2000], Loss: 0.3419, UL AUC: 0.7099, ACC AUC: 0.8801, ACC NDCG@20: 0.0225, Time: 19.60s
Epoch [118/2000], Loss: 0.3418, UL AUC: 0.7116, ACC AUC: 0.8799, ACC NDCG@20: 0.0228, Time: 19.81s
Epoch [119/2000], Loss: 0.3417, UL AUC: 0.7110, ACC AUC: 0.8800, ACC NDCG@20: 0.0229, Time: 19.91s
Epoch [120/2000], Loss: 0.3418, UL AUC: 0.7096, ACC AUC: 0.8806, ACC NDCG@20: 0.0230, Time: 19.61s
Epoch [121/2000], Loss: 0.3417, UL AUC: 0.7129, ACC AUC: 0.8803, ACC NDCG@20: 0.0231, Time: 19.67s
Epoch [122/2000], Loss: 0.3416, UL AUC: 0.7109, ACC AUC: 0.8803, ACC NDCG@20: 0.0232, Time: 19.72s
Epoch [123/2000], Loss: 0.3417, UL AUC: 0.7081, ACC AUC: 0.8809, ACC NDCG@20: 0.0232, Time: 19.49s
Epoch [124/2000], Loss: 0.3415, UL AUC: 0.7100, ACC AUC: 0.8807, ACC NDCG@20: 0.0232, Time: 20.26s
Epoch [125/2000], Loss: 0.3415, UL AUC: 0.7085, ACC AUC: 0.8806, ACC NDCG@20: 0.0229, Time: 19.40s
Epoch [126/2000], Loss: 0.3414, UL AUC: 0.7087, ACC AUC: 0.8805, ACC NDCG@20: 0.0231, Time: 19.45s
Epoch [127/2000], Loss: 0.3414, UL AUC: 0.7113, ACC AUC: 0.8810, ACC NDCG@20: 0.0228, Time: 19.38s
Epoch [128/2000], Loss: 0.3413, UL AUC: 0.7091, ACC AUC: 0.8808, ACC NDCG@20: 0.0232, Time: 19.38s
Epoch [129/2000], Loss: 0.3414, UL AUC: 0.7100, ACC AUC: 0.8807, ACC NDCG@20: 0.0234, Time: 19.50s
Epoch [130/2000], Loss: 0.3412, UL AUC: 0.7093, ACC AUC: 0.8807, ACC NDCG@20: 0.0234, Time: 19.98s
Epoch [131/2000], Loss: 0.3412, UL AUC: 0.7106, ACC AUC: 0.8809, ACC NDCG@20: 0.0232, Time: 19.43s
Epoch [132/2000], Loss: 0.3412, UL AUC: 0.7085, ACC AUC: 0.8811, ACC NDCG@20: 0.0238, Time: 19.54s
Epoch [133/2000], Loss: 0.3412, UL AUC: 0.7115, ACC AUC: 0.8812, ACC NDCG@20: 0.0239, Time: 19.59s
Epoch [134/2000], Loss: 0.3410, UL AUC: 0.7117, ACC AUC: 0.8810, ACC NDCG@20: 0.0233, Time: 19.53s
Epoch [135/2000], Loss: 0.3411, UL AUC: 0.7135, ACC AUC: 0.8807, ACC NDCG@20: 0.0236, Time: 20.01s
Epoch [136/2000], Loss: 0.3409, UL AUC: 0.7107, ACC AUC: 0.8812, ACC NDCG@20: 0.0233, Time: 19.65s
Epoch [137/2000], Loss: 0.3410, UL AUC: 0.7105, ACC AUC: 0.8810, ACC NDCG@20: 0.0240, Time: 19.08s
Epoch [138/2000], Loss: 0.3409, UL AUC: 0.7108, ACC AUC: 0.8811, ACC NDCG@20: 0.0244, Time: 19.57s
Epoch [139/2000], Loss: 0.3408, UL AUC: 0.7093, ACC AUC: 0.8814, ACC NDCG@20: 0.0244, Time: 19.67s
Epoch [140/2000], Loss: 0.3408, UL AUC: 0.7092, ACC AUC: 0.8810, ACC NDCG@20: 0.0243, Time: 19.88s
Epoch [141/2000], Loss: 0.3408, UL AUC: 0.7117, ACC AUC: 0.8812, ACC NDCG@20: 0.0242, Time: 20.07s
Epoch [142/2000], Loss: 0.3407, UL AUC: 0.7110, ACC AUC: 0.8815, ACC NDCG@20: 0.0241, Time: 19.10s
Epoch [143/2000], Loss: 0.3407, UL AUC: 0.7098, ACC AUC: 0.8814, ACC NDCG@20: 0.0241, Time: 19.52s
Epoch [144/2000], Loss: 0.3407, UL AUC: 0.7107, ACC AUC: 0.8812, ACC NDCG@20: 0.0236, Time: 18.88s
Epoch [145/2000], Loss: 0.3406, UL AUC: 0.7104, ACC AUC: 0.8812, ACC NDCG@20: 0.0238, Time: 19.53s
Epoch [146/2000], Loss: 0.3406, UL AUC: 0.7112, ACC AUC: 0.8812, ACC NDCG@20: 0.0245, Time: 20.05s
Epoch [147/2000], Loss: 0.3405, UL AUC: 0.7112, ACC AUC: 0.8810, ACC NDCG@20: 0.0240, Time: 19.98s
Epoch [148/2000], Loss: 0.3406, UL AUC: 0.7117, ACC AUC: 0.8814, ACC NDCG@20: 0.0237, Time: 19.43s
Epoch [149/2000], Loss: 0.3406, UL AUC: 0.7117, ACC AUC: 0.8812, ACC NDCG@20: 0.0242, Time: 19.30s
Epoch [150/2000], Loss: 0.3404, UL AUC: 0.7135, ACC AUC: 0.8814, ACC NDCG@20: 0.0245, Time: 19.44s
Epoch [151/2000], Loss: 0.3403, UL AUC: 0.7139, ACC AUC: 0.8812, ACC NDCG@20: 0.0245, Time: 19.25s
Epoch [152/2000], Loss: 0.3404, UL AUC: 0.7132, ACC AUC: 0.8812, ACC NDCG@20: 0.0239, Time: 19.83s
Epoch [153/2000], Loss: 0.3405, UL AUC: 0.7101, ACC AUC: 0.8815, ACC NDCG@20: 0.0250, Time: 19.10s
Epoch [154/2000], Loss: 0.3403, UL AUC: 0.7122, ACC AUC: 0.8816, ACC NDCG@20: 0.0246, Time: 19.34s
Epoch [155/2000], Loss: 0.3402, UL AUC: 0.7130, ACC AUC: 0.8820, ACC NDCG@20: 0.0246, Time: 19.40s
Epoch [156/2000], Loss: 0.3402, UL AUC: 0.7141, ACC AUC: 0.8818, ACC NDCG@20: 0.0251, Time: 19.64s
Epoch [157/2000], Loss: 0.3403, UL AUC: 0.7120, ACC AUC: 0.8819, ACC NDCG@20: 0.0249, Time: 20.32s
Epoch [158/2000], Loss: 0.3402, UL AUC: 0.7145, ACC AUC: 0.8819, ACC NDCG@20: 0.0246, Time: 19.97s
Epoch [159/2000], Loss: 0.3401, UL AUC: 0.7158, ACC AUC: 0.8821, ACC NDCG@20: 0.0251, Time: 19.45s
Epoch [160/2000], Loss: 0.3401, UL AUC: 0.7141, ACC AUC: 0.8819, ACC NDCG@20: 0.0247, Time: 19.61s
Epoch [161/2000], Loss: 0.3402, UL AUC: 0.7162, ACC AUC: 0.8819, ACC NDCG@20: 0.0249, Time: 19.42s
Epoch [162/2000], Loss: 0.3401, UL AUC: 0.7146, ACC AUC: 0.8820, ACC NDCG@20: 0.0245, Time: 19.36s
Epoch [163/2000], Loss: 0.3400, UL AUC: 0.7130, ACC AUC: 0.8820, ACC NDCG@20: 0.0248, Time: 19.99s
Epoch [164/2000], Loss: 0.3400, UL AUC: 0.7149, ACC AUC: 0.8821, ACC NDCG@20: 0.0252, Time: 19.59s
Epoch [165/2000], Loss: 0.3398, UL AUC: 0.7138, ACC AUC: 0.8820, ACC NDCG@20: 0.0254, Time: 19.58s
Epoch [166/2000], Loss: 0.3398, UL AUC: 0.7143, ACC AUC: 0.8822, ACC NDCG@20: 0.0251, Time: 19.64s
Epoch [167/2000], Loss: 0.3399, UL AUC: 0.7127, ACC AUC: 0.8821, ACC NDCG@20: 0.0251, Time: 19.65s
Epoch [168/2000], Loss: 0.3398, UL AUC: 0.7136, ACC AUC: 0.8821, ACC NDCG@20: 0.0244, Time: 19.50s
Epoch [169/2000], Loss: 0.3399, UL AUC: 0.7105, ACC AUC: 0.8819, ACC NDCG@20: 0.0247, Time: 19.02s
Epoch [170/2000], Loss: 0.3398, UL AUC: 0.7120, ACC AUC: 0.8818, ACC NDCG@20: 0.0247, Time: 19.69s
Epoch [171/2000], Loss: 0.3397, UL AUC: 0.7130, ACC AUC: 0.8821, ACC NDCG@20: 0.0253, Time: 19.50s
Epoch [172/2000], Loss: 0.3397, UL AUC: 0.7134, ACC AUC: 0.8819, ACC NDCG@20: 0.0249, Time: 19.87s
Epoch [173/2000], Loss: 0.3397, UL AUC: 0.7117, ACC AUC: 0.8819, ACC NDCG@20: 0.0245, Time: 19.70s
Epoch [174/2000], Loss: 0.3397, UL AUC: 0.7122, ACC AUC: 0.8817, ACC NDCG@20: 0.0244, Time: 19.52s
Epoch [175/2000], Loss: 0.3397, UL AUC: 0.7146, ACC AUC: 0.8817, ACC NDCG@20: 0.0248, Time: 19.68s
Epoch [176/2000], Loss: 0.3396, UL AUC: 0.7149, ACC AUC: 0.8817, ACC NDCG@20: 0.0252, Time: 19.49s
Epoch [177/2000], Loss: 0.3395, UL AUC: 0.7143, ACC AUC: 0.8813, ACC NDCG@20: 0.0252, Time: 19.36s
Epoch [178/2000], Loss: 0.3396, UL AUC: 0.7139, ACC AUC: 0.8816, ACC NDCG@20: 0.0248, Time: 19.57s
Epoch [179/2000], Loss: 0.3396, UL AUC: 0.7122, ACC AUC: 0.8820, ACC NDCG@20: 0.0249, Time: 19.52s
Epoch [180/2000], Loss: 0.3395, UL AUC: 0.7139, ACC AUC: 0.8822, ACC NDCG@20: 0.0250, Time: 19.46s
Epoch [181/2000], Loss: 0.3395, UL AUC: 0.7126, ACC AUC: 0.8821, ACC NDCG@20: 0.0248, Time: 18.89s
Epoch [182/2000], Loss: 0.3394, UL AUC: 0.7117, ACC AUC: 0.8818, ACC NDCG@20: 0.0247, Time: 19.41s
Epoch [183/2000], Loss: 0.3394, UL AUC: 0.7132, ACC AUC: 0.8820, ACC NDCG@20: 0.0249, Time: 19.57s
Epoch [184/2000], Loss: 0.3393, UL AUC: 0.7131, ACC AUC: 0.8822, ACC NDCG@20: 0.0250, Time: 19.41s
Epoch [185/2000], Loss: 0.3394, UL AUC: 0.7155, ACC AUC: 0.8821, ACC NDCG@20: 0.0252, Time: 19.44s
Epoch [186/2000], Loss: 0.3394, UL AUC: 0.7135, ACC AUC: 0.8823, ACC NDCG@20: 0.0253, Time: 19.35s
Epoch [187/2000], Loss: 0.3394, UL AUC: 0.7151, ACC AUC: 0.8820, ACC NDCG@20: 0.0254, Time: 19.90s
Epoch [188/2000], Loss: 0.3393, UL AUC: 0.7147, ACC AUC: 0.8820, ACC NDCG@20: 0.0252, Time: 19.41s
Epoch [189/2000], Loss: 0.3392, UL AUC: 0.7160, ACC AUC: 0.8819, ACC NDCG@20: 0.0253, Time: 18.90s
Epoch [190/2000], Loss: 0.3393, UL AUC: 0.7123, ACC AUC: 0.8824, ACC NDCG@20: 0.0253, Time: 18.61s
Epoch [191/2000], Loss: 0.3393, UL AUC: 0.7154, ACC AUC: 0.8820, ACC NDCG@20: 0.0250, Time: 19.23s
Epoch [192/2000], Loss: 0.3392, UL AUC: 0.7150, ACC AUC: 0.8825, ACC NDCG@20: 0.0251, Time: 19.15s
Epoch [193/2000], Loss: 0.3391, UL AUC: 0.7164, ACC AUC: 0.8824, ACC NDCG@20: 0.0251, Time: 19.32s
Epoch [194/2000], Loss: 0.3391, UL AUC: 0.7167, ACC AUC: 0.8822, ACC NDCG@20: 0.0258, Time: 19.18s
Epoch [195/2000], Loss: 0.3392, UL AUC: 0.7171, ACC AUC: 0.8824, ACC NDCG@20: 0.0255, Time: 19.08s
Epoch [196/2000], Loss: 0.3390, UL AUC: 0.7186, ACC AUC: 0.8823, ACC NDCG@20: 0.0253, Time: 19.14s
Epoch [197/2000], Loss: 0.3391, UL AUC: 0.7207, ACC AUC: 0.8820, ACC NDCG@20: 0.0251, Time: 19.46s
Epoch [198/2000], Loss: 0.3390, UL AUC: 0.7189, ACC AUC: 0.8823, ACC NDCG@20: 0.0260, Time: 19.52s
Epoch [199/2000], Loss: 0.3391, UL AUC: 0.7191, ACC AUC: 0.8826, ACC NDCG@20: 0.0259, Time: 19.41s
Epoch [200/2000], Loss: 0.3389, UL AUC: 0.7197, ACC AUC: 0.8827, ACC NDCG@20: 0.0261, Time: 19.61s
Epoch [201/2000], Loss: 0.3389, UL AUC: 0.7189, ACC AUC: 0.8826, ACC NDCG@20: 0.0261, Time: 19.63s
Epoch [202/2000], Loss: 0.3390, UL AUC: 0.7212, ACC AUC: 0.8825, ACC NDCG@20: 0.0260, Time: 19.55s
Epoch [203/2000], Loss: 0.3389, UL AUC: 0.7206, ACC AUC: 0.8829, ACC NDCG@20: 0.0262, Time: 19.44s
Epoch [204/2000], Loss: 0.3390, UL AUC: 0.7205, ACC AUC: 0.8824, ACC NDCG@20: 0.0263, Time: 19.55s
Epoch [205/2000], Loss: 0.3389, UL AUC: 0.7200, ACC AUC: 0.8824, ACC NDCG@20: 0.0262, Time: 20.01s
Epoch [206/2000], Loss: 0.3389, UL AUC: 0.7187, ACC AUC: 0.8824, ACC NDCG@20: 0.0264, Time: 19.44s
Epoch [207/2000], Loss: 0.3388, UL AUC: 0.7208, ACC AUC: 0.8823, ACC NDCG@20: 0.0264, Time: 19.71s
Epoch [208/2000], Loss: 0.3389, UL AUC: 0.7197, ACC AUC: 0.8823, ACC NDCG@20: 0.0266, Time: 19.68s
Epoch [209/2000], Loss: 0.3388, UL AUC: 0.7199, ACC AUC: 0.8828, ACC NDCG@20: 0.0269, Time: 19.80s
Epoch [210/2000], Loss: 0.3387, UL AUC: 0.7211, ACC AUC: 0.8825, ACC NDCG@20: 0.0262, Time: 20.09s
Epoch [211/2000], Loss: 0.3389, UL AUC: 0.7215, ACC AUC: 0.8831, ACC NDCG@20: 0.0260, Time: 19.44s
Epoch [212/2000], Loss: 0.3388, UL AUC: 0.7223, ACC AUC: 0.8826, ACC NDCG@20: 0.0261, Time: 19.68s
Epoch [213/2000], Loss: 0.3388, UL AUC: 0.7231, ACC AUC: 0.8825, ACC NDCG@20: 0.0259, Time: 19.82s
Epoch [214/2000], Loss: 0.3388, UL AUC: 0.7211, ACC AUC: 0.8829, ACC NDCG@20: 0.0263, Time: 19.52s
Epoch [215/2000], Loss: 0.3387, UL AUC: 0.7196, ACC AUC: 0.8826, ACC NDCG@20: 0.0263, Time: 19.16s
Epoch [216/2000], Loss: 0.3387, UL AUC: 0.7205, ACC AUC: 0.8827, ACC NDCG@20: 0.0258, Time: 19.19s
Epoch [217/2000], Loss: 0.3387, UL AUC: 0.7192, ACC AUC: 0.8829, ACC NDCG@20: 0.0262, Time: 19.23s
Epoch [218/2000], Loss: 0.3387, UL AUC: 0.7197, ACC AUC: 0.8824, ACC NDCG@20: 0.0261, Time: 19.46s
Epoch [219/2000], Loss: 0.3387, UL AUC: 0.7228, ACC AUC: 0.8826, ACC NDCG@20: 0.0260, Time: 19.17s
Epoch [220/2000], Loss: 0.3387, UL AUC: 0.7222, ACC AUC: 0.8823, ACC NDCG@20: 0.0259, Time: 19.15s
Epoch [221/2000], Loss: 0.3386, UL AUC: 0.7230, ACC AUC: 0.8826, ACC NDCG@20: 0.0264, Time: 19.32s
Epoch [222/2000], Loss: 0.3387, UL AUC: 0.7232, ACC AUC: 0.8825, ACC NDCG@20: 0.0260, Time: 19.91s
Epoch [223/2000], Loss: 0.3386, UL AUC: 0.7227, ACC AUC: 0.8830, ACC NDCG@20: 0.0261, Time: 20.62s
Epoch [224/2000], Loss: 0.3385, UL AUC: 0.7233, ACC AUC: 0.8829, ACC NDCG@20: 0.0260, Time: 20.29s
Epoch [225/2000], Loss: 0.3386, UL AUC: 0.7218, ACC AUC: 0.8828, ACC NDCG@20: 0.0261, Time: 20.32s
Epoch [226/2000], Loss: 0.3385, UL AUC: 0.7201, ACC AUC: 0.8827, ACC NDCG@20: 0.0257, Time: 19.80s
Epoch [227/2000], Loss: 0.3385, UL AUC: 0.7186, ACC AUC: 0.8829, ACC NDCG@20: 0.0263, Time: 20.35s
Epoch [228/2000], Loss: 0.3385, UL AUC: 0.7204, ACC AUC: 0.8829, ACC NDCG@20: 0.0262, Time: 20.38s
Epoch [229/2000], Loss: 0.3385, UL AUC: 0.7207, ACC AUC: 0.8831, ACC NDCG@20: 0.0261, Time: 20.27s
Epoch [230/2000], Loss: 0.3386, UL AUC: 0.7204, ACC AUC: 0.8829, ACC NDCG@20: 0.0266, Time: 20.51s
Epoch [231/2000], Loss: 0.3384, UL AUC: 0.7197, ACC AUC: 0.8828, ACC NDCG@20: 0.0265, Time: 20.45s
Epoch [232/2000], Loss: 0.3384, UL AUC: 0.7220, ACC AUC: 0.8829, ACC NDCG@20: 0.0265, Time: 20.30s
Epoch [233/2000], Loss: 0.3384, UL AUC: 0.7206, ACC AUC: 0.8831, ACC NDCG@20: 0.0267, Time: 20.48s
Epoch [234/2000], Loss: 0.3384, UL AUC: 0.7220, ACC AUC: 0.8829, ACC NDCG@20: 0.0261, Time: 20.36s
Epoch [235/2000], Loss: 0.3385, UL AUC: 0.7224, ACC AUC: 0.8831, ACC NDCG@20: 0.0261, Time: 20.63s
Epoch [236/2000], Loss: 0.3384, UL AUC: 0.7223, ACC AUC: 0.8827, ACC NDCG@20: 0.0266, Time: 19.97s
Epoch [237/2000], Loss: 0.3384, UL AUC: 0.7239, ACC AUC: 0.8826, ACC NDCG@20: 0.0265, Time: 19.57s
Epoch [238/2000], Loss: 0.3384, UL AUC: 0.7240, ACC AUC: 0.8826, ACC NDCG@20: 0.0265, Time: 19.80s
Epoch [239/2000], Loss: 0.3383, UL AUC: 0.7228, ACC AUC: 0.8827, ACC NDCG@20: 0.0263, Time: 19.72s
Epoch [240/2000], Loss: 0.3384, UL AUC: 0.7228, ACC AUC: 0.8824, ACC NDCG@20: 0.0266, Time: 19.49s
Epoch [241/2000], Loss: 0.3384, UL AUC: 0.7234, ACC AUC: 0.8829, ACC NDCG@20: 0.0264, Time: 19.76s
Epoch [242/2000], Loss: 0.3383, UL AUC: 0.7220, ACC AUC: 0.8828, ACC NDCG@20: 0.0267, Time: 18.50s
Epoch [243/2000], Loss: 0.3382, UL AUC: 0.7203, ACC AUC: 0.8829, ACC NDCG@20: 0.0262, Time: 19.78s
Epoch [244/2000], Loss: 0.3384, UL AUC: 0.7194, ACC AUC: 0.8827, ACC NDCG@20: 0.0263, Time: 19.58s
Epoch [245/2000], Loss: 0.3384, UL AUC: 0.7179, ACC AUC: 0.8830, ACC NDCG@20: 0.0267, Time: 19.53s
Epoch [246/2000], Loss: 0.3383, UL AUC: 0.7172, ACC AUC: 0.8830, ACC NDCG@20: 0.0266, Time: 19.42s
Epoch [247/2000], Loss: 0.3383, UL AUC: 0.7177, ACC AUC: 0.8829, ACC NDCG@20: 0.0269, Time: 19.87s
Epoch [248/2000], Loss: 0.3382, UL AUC: 0.7180, ACC AUC: 0.8829, ACC NDCG@20: 0.0271, Time: 19.68s
Epoch [249/2000], Loss: 0.3382, UL AUC: 0.7191, ACC AUC: 0.8824, ACC NDCG@20: 0.0267, Time: 19.50s
Epoch [250/2000], Loss: 0.3383, UL AUC: 0.7176, ACC AUC: 0.8828, ACC NDCG@20: 0.0269, Time: 19.94s
Epoch [251/2000], Loss: 0.3382, UL AUC: 0.7180, ACC AUC: 0.8830, ACC NDCG@20: 0.0265, Time: 19.81s
Epoch [252/2000], Loss: 0.3384, UL AUC: 0.7206, ACC AUC: 0.8833, ACC NDCG@20: 0.0259, Time: 19.58s
Epoch [253/2000], Loss: 0.3383, UL AUC: 0.7191, ACC AUC: 0.8828, ACC NDCG@20: 0.0266, Time: 19.53s
Epoch [254/2000], Loss: 0.3382, UL AUC: 0.7211, ACC AUC: 0.8821, ACC NDCG@20: 0.0265, Time: 19.64s
Epoch [255/2000], Loss: 0.3381, UL AUC: 0.7212, ACC AUC: 0.8826, ACC NDCG@20: 0.0263, Time: 19.24s
Epoch [256/2000], Loss: 0.3382, UL AUC: 0.7212, ACC AUC: 0.8826, ACC NDCG@20: 0.0264, Time: 18.75s
Epoch [257/2000], Loss: 0.3381, UL AUC: 0.7204, ACC AUC: 0.8826, ACC NDCG@20: 0.0266, Time: 18.69s
Epoch [258/2000], Loss: 0.3382, UL AUC: 0.7223, ACC AUC: 0.8827, ACC NDCG@20: 0.0271, Time: 19.28s
Epoch [259/2000], Loss: 0.3382, UL AUC: 0.7225, ACC AUC: 0.8823, ACC NDCG@20: 0.0271, Time: 18.82s
Epoch [260/2000], Loss: 0.3381, UL AUC: 0.7213, ACC AUC: 0.8830, ACC NDCG@20: 0.0268, Time: 19.26s
Epoch [261/2000], Loss: 0.3380, UL AUC: 0.7236, ACC AUC: 0.8826, ACC NDCG@20: 0.0268, Time: 19.25s
Epoch [262/2000], Loss: 0.3381, UL AUC: 0.7240, ACC AUC: 0.8826, ACC NDCG@20: 0.0265, Time: 19.53s
Epoch [263/2000], Loss: 0.3383, UL AUC: 0.7221, ACC AUC: 0.8828, ACC NDCG@20: 0.0264, Time: 20.48s
Epoch [264/2000], Loss: 0.3382, UL AUC: 0.7234, ACC AUC: 0.8828, ACC NDCG@20: 0.0264, Time: 20.48s
Epoch [265/2000], Loss: 0.3381, UL AUC: 0.7210, ACC AUC: 0.8831, ACC NDCG@20: 0.0269, Time: 20.30s
Epoch [266/2000], Loss: 0.3381, UL AUC: 0.7252, ACC AUC: 0.8830, ACC NDCG@20: 0.0260, Time: 20.53s
Epoch [267/2000], Loss: 0.3381, UL AUC: 0.7248, ACC AUC: 0.8828, ACC NDCG@20: 0.0267, Time: 20.45s
Epoch [268/2000], Loss: 0.3382, UL AUC: 0.7223, ACC AUC: 0.8831, ACC NDCG@20: 0.0266, Time: 20.15s
Epoch [269/2000], Loss: 0.3381, UL AUC: 0.7231, ACC AUC: 0.8830, ACC NDCG@20: 0.0268, Time: 20.52s
Epoch [270/2000], Loss: 0.3380, UL AUC: 0.7255, ACC AUC: 0.8829, ACC NDCG@20: 0.0269, Time: 20.51s
Epoch [271/2000], Loss: 0.3381, UL AUC: 0.7236, ACC AUC: 0.8831, ACC NDCG@20: 0.0265, Time: 20.53s
Epoch [272/2000], Loss: 0.3380, UL AUC: 0.7237, ACC AUC: 0.8831, ACC NDCG@20: 0.0265, Time: 20.19s
Epoch [273/2000], Loss: 0.3380, UL AUC: 0.7230, ACC AUC: 0.8830, ACC NDCG@20: 0.0271, Time: 20.68s
Epoch [274/2000], Loss: 0.3381, UL AUC: 0.7232, ACC AUC: 0.8829, ACC NDCG@20: 0.0267, Time: 19.64s
Epoch [275/2000], Loss: 0.3379, UL AUC: 0.7210, ACC AUC: 0.8831, ACC NDCG@20: 0.0265, Time: 20.68s
Epoch [276/2000], Loss: 0.3381, UL AUC: 0.7245, ACC AUC: 0.8830, ACC NDCG@20: 0.0267, Time: 20.42s
Epoch [277/2000], Loss: 0.3381, UL AUC: 0.7236, ACC AUC: 0.8834, ACC NDCG@20: 0.0267, Time: 20.44s
Epoch [278/2000], Loss: 0.3380, UL AUC: 0.7244, ACC AUC: 0.8832, ACC NDCG@20: 0.0267, Time: 20.30s
Epoch [279/2000], Loss: 0.3380, UL AUC: 0.7246, ACC AUC: 0.8827, ACC NDCG@20: 0.0270, Time: 20.65s
Epoch [280/2000], Loss: 0.3380, UL AUC: 0.7216, ACC AUC: 0.8829, ACC NDCG@20: 0.0267, Time: 20.34s
Epoch [281/2000], Loss: 0.3380, UL AUC: 0.7228, ACC AUC: 0.8829, ACC NDCG@20: 0.0264, Time: 20.64s
Epoch [282/2000], Loss: 0.3380, UL AUC: 0.7228, ACC AUC: 0.8828, ACC NDCG@20: 0.0263, Time: 20.13s
Epoch [283/2000], Loss: 0.3379, UL AUC: 0.7219, ACC AUC: 0.8828, ACC NDCG@20: 0.0270, Time: 20.42s
Epoch [284/2000], Loss: 0.3379, UL AUC: 0.7238, ACC AUC: 0.8825, ACC NDCG@20: 0.0268, Time: 20.43s
Epoch [285/2000], Loss: 0.3379, UL AUC: 0.7247, ACC AUC: 0.8828, ACC NDCG@20: 0.0271, Time: 20.49s
Epoch [286/2000], Loss: 0.3378, UL AUC: 0.7253, ACC AUC: 0.8829, ACC NDCG@20: 0.0269, Time: 20.46s
Epoch [287/2000], Loss: 0.3379, UL AUC: 0.7231, ACC AUC: 0.8833, ACC NDCG@20: 0.0268, Time: 19.90s
Epoch [288/2000], Loss: 0.3380, UL AUC: 0.7232, ACC AUC: 0.8833, ACC NDCG@20: 0.0270, Time: 20.65s
Epoch [289/2000], Loss: 0.3379, UL AUC: 0.7264, ACC AUC: 0.8833, ACC NDCG@20: 0.0270, Time: 20.41s
Epoch [290/2000], Loss: 0.3379, UL AUC: 0.7249, ACC AUC: 0.8830, ACC NDCG@20: 0.0270, Time: 20.60s
Epoch [291/2000], Loss: 0.3378, UL AUC: 0.7222, ACC AUC: 0.8832, ACC NDCG@20: 0.0269, Time: 20.38s
Epoch [292/2000], Loss: 0.3380, UL AUC: 0.7246, ACC AUC: 0.8831, ACC NDCG@20: 0.0266, Time: 20.37s
Epoch [293/2000], Loss: 0.3380, UL AUC: 0.7242, ACC AUC: 0.8829, ACC NDCG@20: 0.0269, Time: 20.42s
Epoch [294/2000], Loss: 0.3378, UL AUC: 0.7242, ACC AUC: 0.8832, ACC NDCG@20: 0.0269, Time: 20.59s
Epoch [295/2000], Loss: 0.3379, UL AUC: 0.7230, ACC AUC: 0.8830, ACC NDCG@20: 0.0272, Time: 20.57s
Epoch [296/2000], Loss: 0.3377, UL AUC: 0.7208, ACC AUC: 0.8831, ACC NDCG@20: 0.0272, Time: 20.33s
Epoch [297/2000], Loss: 0.3379, UL AUC: 0.7216, ACC AUC: 0.8831, ACC NDCG@20: 0.0274, Time: 20.40s
Epoch [298/2000], Loss: 0.3378, UL AUC: 0.7223, ACC AUC: 0.8832, ACC NDCG@20: 0.0270, Time: 20.69s
Epoch [299/2000], Loss: 0.3379, UL AUC: 0.7239, ACC AUC: 0.8832, ACC NDCG@20: 0.0272, Time: 20.50s
Epoch [300/2000], Loss: 0.3377, UL AUC: 0.7231, ACC AUC: 0.8834, ACC NDCG@20: 0.0271, Time: 20.35s
Epoch [301/2000], Loss: 0.3379, UL AUC: 0.7231, ACC AUC: 0.8836, ACC NDCG@20: 0.0269, Time: 20.59s
Epoch [302/2000], Loss: 0.3377, UL AUC: 0.7251, ACC AUC: 0.8833, ACC NDCG@20: 0.0268, Time: 20.38s
Epoch [303/2000], Loss: 0.3378, UL AUC: 0.7266, ACC AUC: 0.8836, ACC NDCG@20: 0.0270, Time: 20.68s
Epoch [304/2000], Loss: 0.3378, UL AUC: 0.7236, ACC AUC: 0.8835, ACC NDCG@20: 0.0270, Time: 19.85s
Epoch [305/2000], Loss: 0.3378, UL AUC: 0.7248, ACC AUC: 0.8834, ACC NDCG@20: 0.0271, Time: 20.46s
Epoch [306/2000], Loss: 0.3376, UL AUC: 0.7237, ACC AUC: 0.8833, ACC NDCG@20: 0.0268, Time: 20.28s
Epoch [307/2000], Loss: 0.3378, UL AUC: 0.7241, ACC AUC: 0.8832, ACC NDCG@20: 0.0272, Time: 20.51s
Epoch [308/2000], Loss: 0.3377, UL AUC: 0.7233, ACC AUC: 0.8830, ACC NDCG@20: 0.0274, Time: 20.54s
Epoch [309/2000], Loss: 0.3377, UL AUC: 0.7266, ACC AUC: 0.8830, ACC NDCG@20: 0.0269, Time: 20.42s
Epoch [310/2000], Loss: 0.3377, UL AUC: 0.7263, ACC AUC: 0.8832, ACC NDCG@20: 0.0270, Time: 20.51s
Epoch [311/2000], Loss: 0.3378, UL AUC: 0.7235, ACC AUC: 0.8831, ACC NDCG@20: 0.0274, Time: 20.53s
Epoch [312/2000], Loss: 0.3377, UL AUC: 0.7246, ACC AUC: 0.8833, ACC NDCG@20: 0.0270, Time: 20.40s
Epoch [313/2000], Loss: 0.3377, UL AUC: 0.7263, ACC AUC: 0.8831, ACC NDCG@20: 0.0273, Time: 20.75s
Epoch [314/2000], Loss: 0.3377, UL AUC: 0.7306, ACC AUC: 0.8831, ACC NDCG@20: 0.0270, Time: 20.45s
Epoch [315/2000], Loss: 0.3377, UL AUC: 0.7255, ACC AUC: 0.8833, ACC NDCG@20: 0.0270, Time: 20.56s
Epoch [316/2000], Loss: 0.3376, UL AUC: 0.7287, ACC AUC: 0.8832, ACC NDCG@20: 0.0271, Time: 20.40s
Epoch [317/2000], Loss: 0.3378, UL AUC: 0.7271, ACC AUC: 0.8828, ACC NDCG@20: 0.0269, Time: 20.30s
Epoch [318/2000], Loss: 0.3377, UL AUC: 0.7274, ACC AUC: 0.8830, ACC NDCG@20: 0.0274, Time: 20.65s
Epoch [319/2000], Loss: 0.3377, UL AUC: 0.7261, ACC AUC: 0.8831, ACC NDCG@20: 0.0273, Time: 20.11s
Epoch [320/2000], Loss: 0.3375, UL AUC: 0.7245, ACC AUC: 0.8828, ACC NDCG@20: 0.0273, Time: 20.31s
Epoch [321/2000], Loss: 0.3378, UL AUC: 0.7253, ACC AUC: 0.8833, ACC NDCG@20: 0.0274, Time: 20.71s
Epoch [322/2000], Loss: 0.3376, UL AUC: 0.7249, ACC AUC: 0.8832, ACC NDCG@20: 0.0271, Time: 20.52s
Epoch [323/2000], Loss: 0.3377, UL AUC: 0.7260, ACC AUC: 0.8830, ACC NDCG@20: 0.0268, Time: 20.47s
Epoch [324/2000], Loss: 0.3376, UL AUC: 0.7299, ACC AUC: 0.8835, ACC NDCG@20: 0.0273, Time: 20.50s
Epoch [325/2000], Loss: 0.3376, UL AUC: 0.7276, ACC AUC: 0.8833, ACC NDCG@20: 0.0270, Time: 20.86s
Epoch [326/2000], Loss: 0.3376, UL AUC: 0.7265, ACC AUC: 0.8830, ACC NDCG@20: 0.0273, Time: 20.49s
Epoch [327/2000], Loss: 0.3375, UL AUC: 0.7260, ACC AUC: 0.8835, ACC NDCG@20: 0.0272, Time: 20.41s
Epoch [328/2000], Loss: 0.3376, UL AUC: 0.7263, ACC AUC: 0.8831, ACC NDCG@20: 0.0267, Time: 20.59s
Epoch [329/2000], Loss: 0.3376, UL AUC: 0.7258, ACC AUC: 0.8832, ACC NDCG@20: 0.0268, Time: 20.61s
Epoch [330/2000], Loss: 0.3376, UL AUC: 0.7260, ACC AUC: 0.8832, ACC NDCG@20: 0.0268, Time: 20.43s
Epoch [331/2000], Loss: 0.3376, UL AUC: 0.7244, ACC AUC: 0.8831, ACC NDCG@20: 0.0271, Time: 20.57s
Epoch [332/2000], Loss: 0.3376, UL AUC: 0.7243, ACC AUC: 0.8832, ACC NDCG@20: 0.0266, Time: 20.49s
Epoch [333/2000], Loss: 0.3375, UL AUC: 0.7269, ACC AUC: 0.8831, ACC NDCG@20: 0.0266, Time: 19.90s
Epoch [334/2000], Loss: 0.3376, UL AUC: 0.7257, ACC AUC: 0.8834, ACC NDCG@20: 0.0268, Time: 20.32s
Epoch [335/2000], Loss: 0.3376, UL AUC: 0.7248, ACC AUC: 0.8834, ACC NDCG@20: 0.0271, Time: 20.74s
Epoch [336/2000], Loss: 0.3376, UL AUC: 0.7275, ACC AUC: 0.8835, ACC NDCG@20: 0.0271, Time: 20.34s
Epoch [337/2000], Loss: 0.3374, UL AUC: 0.7294, ACC AUC: 0.8835, ACC NDCG@20: 0.0269, Time: 20.42s
Epoch [338/2000], Loss: 0.3375, UL AUC: 0.7259, ACC AUC: 0.8837, ACC NDCG@20: 0.0269, Time: 20.42s
Epoch [339/2000], Loss: 0.3376, UL AUC: 0.7255, ACC AUC: 0.8832, ACC NDCG@20: 0.0270, Time: 20.32s
Epoch [340/2000], Loss: 0.3375, UL AUC: 0.7262, ACC AUC: 0.8832, ACC NDCG@20: 0.0271, Time: 20.54s
Epoch [341/2000], Loss: 0.3375, UL AUC: 0.7264, ACC AUC: 0.8834, ACC NDCG@20: 0.0267, Time: 20.47s
Epoch [342/2000], Loss: 0.3376, UL AUC: 0.7264, ACC AUC: 0.8831, ACC NDCG@20: 0.0268, Time: 20.54s
Epoch [343/2000], Loss: 0.3375, UL AUC: 0.7256, ACC AUC: 0.8829, ACC NDCG@20: 0.0271, Time: 20.50s
Epoch [344/2000], Loss: 0.3376, UL AUC: 0.7262, ACC AUC: 0.8829, ACC NDCG@20: 0.0268, Time: 20.56s
Epoch [345/2000], Loss: 0.3376, UL AUC: 0.7259, ACC AUC: 0.8835, ACC NDCG@20: 0.0274, Time: 20.48s
Epoch [346/2000], Loss: 0.3375, UL AUC: 0.7243, ACC AUC: 0.8831, ACC NDCG@20: 0.0268, Time: 20.56s
Epoch [347/2000], Loss: 0.3374, UL AUC: 0.7217, ACC AUC: 0.8832, ACC NDCG@20: 0.0273, Time: 20.36s
Epoch [348/2000], Loss: 0.3375, UL AUC: 0.7248, ACC AUC: 0.8835, ACC NDCG@20: 0.0271, Time: 20.56s
Epoch [349/2000], Loss: 0.3375, UL AUC: 0.7225, ACC AUC: 0.8833, ACC NDCG@20: 0.0274, Time: 20.34s
Epoch [350/2000], Loss: 0.3375, UL AUC: 0.7223, ACC AUC: 0.8832, ACC NDCG@20: 0.0278, Time: 20.54s
Epoch [351/2000], Loss: 0.3375, UL AUC: 0.7235, ACC AUC: 0.8832, ACC NDCG@20: 0.0275, Time: 20.61s
Epoch [352/2000], Loss: 0.3374, UL AUC: 0.7271, ACC AUC: 0.8834, ACC NDCG@20: 0.0277, Time: 20.57s
Epoch [353/2000], Loss: 0.3374, UL AUC: 0.7244, ACC AUC: 0.8835, ACC NDCG@20: 0.0275, Time: 20.43s
Epoch [354/2000], Loss: 0.3374, UL AUC: 0.7246, ACC AUC: 0.8836, ACC NDCG@20: 0.0274, Time: 20.48s
Epoch [355/2000], Loss: 0.3375, UL AUC: 0.7262, ACC AUC: 0.8836, ACC NDCG@20: 0.0277, Time: 20.37s
Epoch [356/2000], Loss: 0.3374, UL AUC: 0.7251, ACC AUC: 0.8838, ACC NDCG@20: 0.0278, Time: 20.40s
Epoch [357/2000], Loss: 0.3374, UL AUC: 0.7281, ACC AUC: 0.8839, ACC NDCG@20: 0.0274, Time: 20.64s
Epoch [358/2000], Loss: 0.3374, UL AUC: 0.7275, ACC AUC: 0.8833, ACC NDCG@20: 0.0276, Time: 20.58s
Epoch [359/2000], Loss: 0.3375, UL AUC: 0.7255, ACC AUC: 0.8832, ACC NDCG@20: 0.0276, Time: 20.45s
Epoch [360/2000], Loss: 0.3374, UL AUC: 0.7267, ACC AUC: 0.8829, ACC NDCG@20: 0.0276, Time: 20.53s
Epoch [361/2000], Loss: 0.3375, UL AUC: 0.7283, ACC AUC: 0.8830, ACC NDCG@20: 0.0273, Time: 20.46s
Epoch [362/2000], Loss: 0.3374, UL AUC: 0.7293, ACC AUC: 0.8833, ACC NDCG@20: 0.0274, Time: 20.30s
Epoch [363/2000], Loss: 0.3375, UL AUC: 0.7286, ACC AUC: 0.8833, ACC NDCG@20: 0.0275, Time: 20.50s
Epoch [364/2000], Loss: 0.3375, UL AUC: 0.7290, ACC AUC: 0.8828, ACC NDCG@20: 0.0273, Time: 20.48s
Epoch [365/2000], Loss: 0.3374, UL AUC: 0.7238, ACC AUC: 0.8829, ACC NDCG@20: 0.0280, Time: 20.54s
Epoch [366/2000], Loss: 0.3374, UL AUC: 0.7276, ACC AUC: 0.8832, ACC NDCG@20: 0.0275, Time: 20.60s
Epoch [367/2000], Loss: 0.3374, UL AUC: 0.7265, ACC AUC: 0.8830, ACC NDCG@20: 0.0275, Time: 20.59s
Epoch [368/2000], Loss: 0.3374, UL AUC: 0.7261, ACC AUC: 0.8828, ACC NDCG@20: 0.0278, Time: 20.48s
Epoch [369/2000], Loss: 0.3374, UL AUC: 0.7285, ACC AUC: 0.8829, ACC NDCG@20: 0.0274, Time: 20.48s
Epoch [370/2000], Loss: 0.3374, UL AUC: 0.7279, ACC AUC: 0.8829, ACC NDCG@20: 0.0273, Time: 20.35s
Epoch [371/2000], Loss: 0.3374, UL AUC: 0.7255, ACC AUC: 0.8832, ACC NDCG@20: 0.0278, Time: 20.35s
Epoch [372/2000], Loss: 0.3375, UL AUC: 0.7280, ACC AUC: 0.8830, ACC NDCG@20: 0.0277, Time: 20.70s
Epoch [373/2000], Loss: 0.3374, UL AUC: 0.7258, ACC AUC: 0.8830, ACC NDCG@20: 0.0278, Time: 20.59s
Epoch [374/2000], Loss: 0.3374, UL AUC: 0.7260, ACC AUC: 0.8823, ACC NDCG@20: 0.0272, Time: 20.42s
Epoch [375/2000], Loss: 0.3374, UL AUC: 0.7261, ACC AUC: 0.8826, ACC NDCG@20: 0.0276, Time: 20.43s
Epoch [376/2000], Loss: 0.3374, UL AUC: 0.7269, ACC AUC: 0.8830, ACC NDCG@20: 0.0275, Time: 20.27s
Epoch [377/2000], Loss: 0.3374, UL AUC: 0.7257, ACC AUC: 0.8827, ACC NDCG@20: 0.0275, Time: 20.39s
Epoch [378/2000], Loss: 0.3374, UL AUC: 0.7273, ACC AUC: 0.8826, ACC NDCG@20: 0.0278, Time: 20.29s
Epoch [379/2000], Loss: 0.3374, UL AUC: 0.7270, ACC AUC: 0.8830, ACC NDCG@20: 0.0279, Time: 20.48s
Epoch [380/2000], Loss: 0.3374, UL AUC: 0.7283, ACC AUC: 0.8829, ACC NDCG@20: 0.0278, Time: 20.56s
Epoch [381/2000], Loss: 0.3374, UL AUC: 0.7291, ACC AUC: 0.8829, ACC NDCG@20: 0.0276, Time: 20.60s
Epoch [382/2000], Loss: 0.3373, UL AUC: 0.7273, ACC AUC: 0.8831, ACC NDCG@20: 0.0278, Time: 20.52s
Epoch [383/2000], Loss: 0.3373, UL AUC: 0.7275, ACC AUC: 0.8830, ACC NDCG@20: 0.0275, Time: 20.42s
Epoch [384/2000], Loss: 0.3374, UL AUC: 0.7271, ACC AUC: 0.8829, ACC NDCG@20: 0.0278, Time: 20.47s
Epoch [385/2000], Loss: 0.3374, UL AUC: 0.7282, ACC AUC: 0.8830, ACC NDCG@20: 0.0282, Time: 20.80s
Epoch [386/2000], Loss: 0.3372, UL AUC: 0.7284, ACC AUC: 0.8827, ACC NDCG@20: 0.0281, Time: 20.72s
Epoch [387/2000], Loss: 0.3373, UL AUC: 0.7282, ACC AUC: 0.8829, ACC NDCG@20: 0.0283, Time: 20.61s
Epoch [388/2000], Loss: 0.3374, UL AUC: 0.7307, ACC AUC: 0.8828, ACC NDCG@20: 0.0286, Time: 20.75s
Epoch [389/2000], Loss: 0.3374, UL AUC: 0.7319, ACC AUC: 0.8824, ACC NDCG@20: 0.0277, Time: 19.69s
Epoch [390/2000], Loss: 0.3373, UL AUC: 0.7301, ACC AUC: 0.8826, ACC NDCG@20: 0.0281, Time: 20.24s
Epoch [391/2000], Loss: 0.3373, UL AUC: 0.7290, ACC AUC: 0.8822, ACC NDCG@20: 0.0284, Time: 20.43s
Epoch [392/2000], Loss: 0.3373, UL AUC: 0.7307, ACC AUC: 0.8825, ACC NDCG@20: 0.0284, Time: 20.68s
Epoch [393/2000], Loss: 0.3373, UL AUC: 0.7318, ACC AUC: 0.8822, ACC NDCG@20: 0.0282, Time: 20.30s
Epoch [394/2000], Loss: 0.3373, UL AUC: 0.7323, ACC AUC: 0.8824, ACC NDCG@20: 0.0280, Time: 20.72s
Epoch [395/2000], Loss: 0.3373, UL AUC: 0.7325, ACC AUC: 0.8826, ACC NDCG@20: 0.0279, Time: 20.43s
Epoch [396/2000], Loss: 0.3373, UL AUC: 0.7314, ACC AUC: 0.8825, ACC NDCG@20: 0.0280, Time: 20.31s
Epoch [397/2000], Loss: 0.3374, UL AUC: 0.7336, ACC AUC: 0.8827, ACC NDCG@20: 0.0276, Time: 20.09s
Epoch [398/2000], Loss: 0.3373, UL AUC: 0.7349, ACC AUC: 0.8826, ACC NDCG@20: 0.0278, Time: 20.32s
Epoch [399/2000], Loss: 0.3373, UL AUC: 0.7337, ACC AUC: 0.8828, ACC NDCG@20: 0.0277, Time: 20.07s
Epoch [400/2000], Loss: 0.3373, UL AUC: 0.7316, ACC AUC: 0.8826, ACC NDCG@20: 0.0276, Time: 20.35s
Epoch [401/2000], Loss: 0.3374, UL AUC: 0.7322, ACC AUC: 0.8823, ACC NDCG@20: 0.0275, Time: 20.34s
Epoch [402/2000], Loss: 0.3373, UL AUC: 0.7345, ACC AUC: 0.8827, ACC NDCG@20: 0.0275, Time: 20.36s
Epoch [403/2000], Loss: 0.3372, UL AUC: 0.7346, ACC AUC: 0.8829, ACC NDCG@20: 0.0277, Time: 20.51s
Epoch [404/2000], Loss: 0.3373, UL AUC: 0.7312, ACC AUC: 0.8828, ACC NDCG@20: 0.0279, Time: 20.63s
Epoch [405/2000], Loss: 0.3373, UL AUC: 0.7302, ACC AUC: 0.8831, ACC NDCG@20: 0.0280, Time: 20.29s
Epoch [406/2000], Loss: 0.3372, UL AUC: 0.7341, ACC AUC: 0.8835, ACC NDCG@20: 0.0272, Time: 20.64s
Epoch [407/2000], Loss: 0.3372, UL AUC: 0.7323, ACC AUC: 0.8831, ACC NDCG@20: 0.0274, Time: 20.52s
Epoch [408/2000], Loss: 0.3372, UL AUC: 0.7316, ACC AUC: 0.8834, ACC NDCG@20: 0.0276, Time: 20.64s
Epoch [409/2000], Loss: 0.3372, UL AUC: 0.7318, ACC AUC: 0.8833, ACC NDCG@20: 0.0277, Time: 20.37s
Epoch [410/2000], Loss: 0.3373, UL AUC: 0.7326, ACC AUC: 0.8831, ACC NDCG@20: 0.0275, Time: 20.43s
Epoch [411/2000], Loss: 0.3372, UL AUC: 0.7349, ACC AUC: 0.8831, ACC NDCG@20: 0.0278, Time: 20.65s
Epoch [412/2000], Loss: 0.3372, UL AUC: 0.7347, ACC AUC: 0.8831, ACC NDCG@20: 0.0278, Time: 20.38s
Epoch [413/2000], Loss: 0.3372, UL AUC: 0.7320, ACC AUC: 0.8836, ACC NDCG@20: 0.0274, Time: 20.32s
Epoch [414/2000], Loss: 0.3374, UL AUC: 0.7325, ACC AUC: 0.8831, ACC NDCG@20: 0.0277, Time: 20.42s
Epoch [415/2000], Loss: 0.3371, UL AUC: 0.7340, ACC AUC: 0.8834, ACC NDCG@20: 0.0280, Time: 20.44s
Epoch [416/2000], Loss: 0.3371, UL AUC: 0.7322, ACC AUC: 0.8835, ACC NDCG@20: 0.0276, Time: 20.01s
Epoch [417/2000], Loss: 0.3372, UL AUC: 0.7318, ACC AUC: 0.8833, ACC NDCG@20: 0.0273, Time: 20.45s
Epoch [418/2000], Loss: 0.3373, UL AUC: 0.7281, ACC AUC: 0.8831, ACC NDCG@20: 0.0275, Time: 20.71s
Epoch [419/2000], Loss: 0.3372, UL AUC: 0.7309, ACC AUC: 0.8831, ACC NDCG@20: 0.0276, Time: 20.40s
Epoch [420/2000], Loss: 0.3372, UL AUC: 0.7288, ACC AUC: 0.8832, ACC NDCG@20: 0.0275, Time: 20.64s
Epoch [421/2000], Loss: 0.3372, UL AUC: 0.7333, ACC AUC: 0.8830, ACC NDCG@20: 0.0282, Time: 20.73s
Epoch [422/2000], Loss: 0.3371, UL AUC: 0.7329, ACC AUC: 0.8829, ACC NDCG@20: 0.0278, Time: 20.46s
Epoch [423/2000], Loss: 0.3372, UL AUC: 0.7326, ACC AUC: 0.8828, ACC NDCG@20: 0.0282, Time: 20.42s
Epoch [424/2000], Loss: 0.3373, UL AUC: 0.7321, ACC AUC: 0.8829, ACC NDCG@20: 0.0278, Time: 20.59s
Epoch [425/2000], Loss: 0.3372, UL AUC: 0.7325, ACC AUC: 0.8831, ACC NDCG@20: 0.0279, Time: 20.36s
Epoch [426/2000], Loss: 0.3372, UL AUC: 0.7335, ACC AUC: 0.8834, ACC NDCG@20: 0.0279, Time: 20.35s
Epoch [427/2000], Loss: 0.3372, UL AUC: 0.7322, ACC AUC: 0.8832, ACC NDCG@20: 0.0278, Time: 20.45s
Epoch [428/2000], Loss: 0.3371, UL AUC: 0.7314, ACC AUC: 0.8831, ACC NDCG@20: 0.0277, Time: 20.49s
Epoch [429/2000], Loss: 0.3371, UL AUC: 0.7313, ACC AUC: 0.8834, ACC NDCG@20: 0.0278, Time: 20.24s
Epoch [430/2000], Loss: 0.3372, UL AUC: 0.7297, ACC AUC: 0.8832, ACC NDCG@20: 0.0276, Time: 20.74s
Epoch [431/2000], Loss: 0.3372, UL AUC: 0.7305, ACC AUC: 0.8833, ACC NDCG@20: 0.0278, Time: 20.49s
Epoch [432/2000], Loss: 0.3371, UL AUC: 0.7300, ACC AUC: 0.8834, ACC NDCG@20: 0.0277, Time: 20.60s
Epoch [433/2000], Loss: 0.3371, UL AUC: 0.7291, ACC AUC: 0.8834, ACC NDCG@20: 0.0281, Time: 20.42s
Epoch [434/2000], Loss: 0.3372, UL AUC: 0.7329, ACC AUC: 0.8832, ACC NDCG@20: 0.0277, Time: 20.37s
Epoch [435/2000], Loss: 0.3371, UL AUC: 0.7299, ACC AUC: 0.8832, ACC NDCG@20: 0.0278, Time: 20.49s
Epoch [436/2000], Loss: 0.3371, UL AUC: 0.7301, ACC AUC: 0.8830, ACC NDCG@20: 0.0277, Time: 20.39s
Epoch [437/2000], Loss: 0.3371, UL AUC: 0.7317, ACC AUC: 0.8827, ACC NDCG@20: 0.0275, Time: 20.35s
Epoch [438/2000], Loss: 0.3372, UL AUC: 0.7322, ACC AUC: 0.8829, ACC NDCG@20: 0.0274, Time: 20.43s
Epoch [439/2000], Loss: 0.3371, UL AUC: 0.7326, ACC AUC: 0.8833, ACC NDCG@20: 0.0275, Time: 20.47s
Epoch [440/2000], Loss: 0.3371, UL AUC: 0.7313, ACC AUC: 0.8832, ACC NDCG@20: 0.0276, Time: 20.25s
Epoch [441/2000], Loss: 0.3370, UL AUC: 0.7309, ACC AUC: 0.8829, ACC NDCG@20: 0.0278, Time: 20.32s
Epoch [442/2000], Loss: 0.3371, UL AUC: 0.7298, ACC AUC: 0.8833, ACC NDCG@20: 0.0279, Time: 20.61s
Epoch [443/2000], Loss: 0.3370, UL AUC: 0.7308, ACC AUC: 0.8835, ACC NDCG@20: 0.0277, Time: 20.48s
Epoch [444/2000], Loss: 0.3371, UL AUC: 0.7297, ACC AUC: 0.8834, ACC NDCG@20: 0.0277, Time: 20.37s
Epoch [445/2000], Loss: 0.3370, UL AUC: 0.7325, ACC AUC: 0.8836, ACC NDCG@20: 0.0280, Time: 20.46s
Epoch [446/2000], Loss: 0.3370, UL AUC: 0.7313, ACC AUC: 0.8834, ACC NDCG@20: 0.0280, Time: 19.99s
Epoch [447/2000], Loss: 0.3370, UL AUC: 0.7299, ACC AUC: 0.8835, ACC NDCG@20: 0.0278, Time: 20.49s
Epoch [448/2000], Loss: 0.3370, UL AUC: 0.7289, ACC AUC: 0.8836, ACC NDCG@20: 0.0273, Time: 20.32s
Best NDCG@20: 0.0286, Best epoch: 387, total time: 8992.293s
[RETRAIN] TRAINING FINISHED. TOTAL TIME: 149.87min.
Precision@20: 0.0167; Recall@20: 0.0368;  NDCG@20: 0.0286;  
Precision@50: 0.0145; Recall@50: 0.0791;  NDCG@50: 0.0445;  
Precision@100: 0.0127; Recall@100: 0.1372;  NDCG@100: 0.0634;  
Before unlearning: ACC AUC: 0.8838, UL AUC: 0.5051, ACC NDCG@20: 0.0277
After unlearning: ACC AUC: 0.8828, UL AUC: 0.7307, ACC NDCG@20: 0.0286
