Read yelp2018 dataset done! u_num: 31668, i_num: 38048
Load a pre-trained model
UL AUC before unlearning: 0.5021
ACC AUC before unlearning: 0.9280
NDCG@20 before unlearning: 0.0460
[RETRAIN] START TRAINING. CURRENT TIME: 0.03min.
Epoch [1/2000], Loss: 0.2129, UL AUC: 0.5535, ACC AUC: 0.9247, ACC NDCG@20: 0.0286, Time: 49.78s
Epoch [2/2000], Loss: 0.1227, UL AUC: 0.5676, ACC AUC: 0.9329, ACC NDCG@20: 0.0311, Time: 48.74s
Epoch [3/2000], Loss: 0.0989, UL AUC: 0.5791, ACC AUC: 0.9360, ACC NDCG@20: 0.0327, Time: 49.47s
Epoch [4/2000], Loss: 0.0835, UL AUC: 0.5911, ACC AUC: 0.9375, ACC NDCG@20: 0.0340, Time: 48.90s
Epoch [5/2000], Loss: 0.0739, UL AUC: 0.6024, ACC AUC: 0.9373, ACC NDCG@20: 0.0345, Time: 48.49s
Epoch [6/2000], Loss: 0.0671, UL AUC: 0.6143, ACC AUC: 0.9370, ACC NDCG@20: 0.0358, Time: 48.82s
Epoch [7/2000], Loss: 0.0616, UL AUC: 0.6239, ACC AUC: 0.9368, ACC NDCG@20: 0.0366, Time: 49.26s
Epoch [8/2000], Loss: 0.0577, UL AUC: 0.6340, ACC AUC: 0.9362, ACC NDCG@20: 0.0365, Time: 48.71s
Epoch [9/2000], Loss: 0.0543, UL AUC: 0.6423, ACC AUC: 0.9359, ACC NDCG@20: 0.0372, Time: 49.30s
Epoch [10/2000], Loss: 0.0520, UL AUC: 0.6510, ACC AUC: 0.9355, ACC NDCG@20: 0.0375, Time: 48.50s
Epoch [11/2000], Loss: 0.0496, UL AUC: 0.6573, ACC AUC: 0.9346, ACC NDCG@20: 0.0379, Time: 49.56s
Epoch [12/2000], Loss: 0.0473, UL AUC: 0.6638, ACC AUC: 0.9340, ACC NDCG@20: 0.0390, Time: 49.26s
Epoch [13/2000], Loss: 0.0459, UL AUC: 0.6693, ACC AUC: 0.9341, ACC NDCG@20: 0.0385, Time: 49.14s
Epoch [14/2000], Loss: 0.0440, UL AUC: 0.6754, ACC AUC: 0.9338, ACC NDCG@20: 0.0391, Time: 49.00s
Epoch [15/2000], Loss: 0.0433, UL AUC: 0.6804, ACC AUC: 0.9336, ACC NDCG@20: 0.0391, Time: 49.12s
Epoch [16/2000], Loss: 0.0416, UL AUC: 0.6863, ACC AUC: 0.9326, ACC NDCG@20: 0.0393, Time: 49.35s
Epoch [17/2000], Loss: 0.0408, UL AUC: 0.6912, ACC AUC: 0.9327, ACC NDCG@20: 0.0396, Time: 48.03s
Epoch [18/2000], Loss: 0.0398, UL AUC: 0.6953, ACC AUC: 0.9325, ACC NDCG@20: 0.0397, Time: 49.13s
Epoch [19/2000], Loss: 0.0393, UL AUC: 0.6976, ACC AUC: 0.9316, ACC NDCG@20: 0.0397, Time: 48.25s
Epoch [20/2000], Loss: 0.0383, UL AUC: 0.7024, ACC AUC: 0.9313, ACC NDCG@20: 0.0398, Time: 48.80s
Epoch [21/2000], Loss: 0.0381, UL AUC: 0.7052, ACC AUC: 0.9311, ACC NDCG@20: 0.0402, Time: 48.63s
Epoch [22/2000], Loss: 0.0371, UL AUC: 0.7077, ACC AUC: 0.9311, ACC NDCG@20: 0.0402, Time: 48.81s
Epoch [23/2000], Loss: 0.0367, UL AUC: 0.7067, ACC AUC: 0.9310, ACC NDCG@20: 0.0403, Time: 48.87s
Epoch [24/2000], Loss: 0.0361, UL AUC: 0.7105, ACC AUC: 0.9307, ACC NDCG@20: 0.0403, Time: 49.22s
Epoch [25/2000], Loss: 0.0359, UL AUC: 0.7137, ACC AUC: 0.9305, ACC NDCG@20: 0.0408, Time: 49.13s
Epoch [26/2000], Loss: 0.0353, UL AUC: 0.7160, ACC AUC: 0.9305, ACC NDCG@20: 0.0407, Time: 48.88s
Epoch [27/2000], Loss: 0.0351, UL AUC: 0.7172, ACC AUC: 0.9295, ACC NDCG@20: 0.0411, Time: 48.79s
Epoch [28/2000], Loss: 0.0347, UL AUC: 0.7189, ACC AUC: 0.9294, ACC NDCG@20: 0.0412, Time: 48.50s
Epoch [29/2000], Loss: 0.0343, UL AUC: 0.7199, ACC AUC: 0.9292, ACC NDCG@20: 0.0414, Time: 48.58s
Epoch [30/2000], Loss: 0.0340, UL AUC: 0.7258, ACC AUC: 0.9287, ACC NDCG@20: 0.0413, Time: 48.89s
Epoch [31/2000], Loss: 0.0340, UL AUC: 0.7261, ACC AUC: 0.9290, ACC NDCG@20: 0.0419, Time: 49.25s
Epoch [32/2000], Loss: 0.0336, UL AUC: 0.7260, ACC AUC: 0.9286, ACC NDCG@20: 0.0418, Time: 48.92s
Epoch [33/2000], Loss: 0.0333, UL AUC: 0.7266, ACC AUC: 0.9292, ACC NDCG@20: 0.0420, Time: 48.81s
Epoch [34/2000], Loss: 0.0329, UL AUC: 0.7294, ACC AUC: 0.9290, ACC NDCG@20: 0.0415, Time: 47.74s
Epoch [35/2000], Loss: 0.0327, UL AUC: 0.7286, ACC AUC: 0.9286, ACC NDCG@20: 0.0418, Time: 48.68s
Epoch [36/2000], Loss: 0.0324, UL AUC: 0.7299, ACC AUC: 0.9284, ACC NDCG@20: 0.0418, Time: 48.77s
Epoch [37/2000], Loss: 0.0321, UL AUC: 0.7301, ACC AUC: 0.9279, ACC NDCG@20: 0.0417, Time: 48.77s
Epoch [38/2000], Loss: 0.0319, UL AUC: 0.7311, ACC AUC: 0.9286, ACC NDCG@20: 0.0420, Time: 48.77s
Epoch [39/2000], Loss: 0.0319, UL AUC: 0.7328, ACC AUC: 0.9286, ACC NDCG@20: 0.0419, Time: 48.93s
Epoch [40/2000], Loss: 0.0316, UL AUC: 0.7336, ACC AUC: 0.9278, ACC NDCG@20: 0.0423, Time: 48.70s
Epoch [41/2000], Loss: 0.0315, UL AUC: 0.7343, ACC AUC: 0.9281, ACC NDCG@20: 0.0423, Time: 48.16s
Epoch [42/2000], Loss: 0.0315, UL AUC: 0.7347, ACC AUC: 0.9273, ACC NDCG@20: 0.0426, Time: 48.97s
Epoch [43/2000], Loss: 0.0315, UL AUC: 0.7355, ACC AUC: 0.9275, ACC NDCG@20: 0.0427, Time: 49.18s
Epoch [44/2000], Loss: 0.0311, UL AUC: 0.7356, ACC AUC: 0.9278, ACC NDCG@20: 0.0422, Time: 48.78s
Epoch [45/2000], Loss: 0.0308, UL AUC: 0.7368, ACC AUC: 0.9278, ACC NDCG@20: 0.0424, Time: 48.57s
Epoch [46/2000], Loss: 0.0309, UL AUC: 0.7383, ACC AUC: 0.9272, ACC NDCG@20: 0.0424, Time: 47.90s
Epoch [47/2000], Loss: 0.0311, UL AUC: 0.7397, ACC AUC: 0.9272, ACC NDCG@20: 0.0425, Time: 48.77s
Epoch [48/2000], Loss: 0.0308, UL AUC: 0.7384, ACC AUC: 0.9268, ACC NDCG@20: 0.0423, Time: 48.65s
Epoch [49/2000], Loss: 0.0307, UL AUC: 0.7399, ACC AUC: 0.9270, ACC NDCG@20: 0.0425, Time: 48.52s
Epoch [50/2000], Loss: 0.0307, UL AUC: 0.7390, ACC AUC: 0.9272, ACC NDCG@20: 0.0421, Time: 48.33s
Epoch [51/2000], Loss: 0.0307, UL AUC: 0.7365, ACC AUC: 0.9275, ACC NDCG@20: 0.0425, Time: 48.74s
Epoch [52/2000], Loss: 0.0305, UL AUC: 0.7400, ACC AUC: 0.9278, ACC NDCG@20: 0.0429, Time: 48.63s
Epoch [53/2000], Loss: 0.0303, UL AUC: 0.7400, ACC AUC: 0.9273, ACC NDCG@20: 0.0428, Time: 48.25s
Epoch [54/2000], Loss: 0.0301, UL AUC: 0.7413, ACC AUC: 0.9270, ACC NDCG@20: 0.0427, Time: 48.83s
Epoch [55/2000], Loss: 0.0302, UL AUC: 0.7431, ACC AUC: 0.9268, ACC NDCG@20: 0.0428, Time: 48.57s
Epoch [56/2000], Loss: 0.0302, UL AUC: 0.7416, ACC AUC: 0.9274, ACC NDCG@20: 0.0430, Time: 48.62s
Epoch [57/2000], Loss: 0.0300, UL AUC: 0.7442, ACC AUC: 0.9278, ACC NDCG@20: 0.0430, Time: 48.45s
Epoch [58/2000], Loss: 0.0299, UL AUC: 0.7451, ACC AUC: 0.9278, ACC NDCG@20: 0.0427, Time: 49.14s
Epoch [59/2000], Loss: 0.0301, UL AUC: 0.7458, ACC AUC: 0.9266, ACC NDCG@20: 0.0425, Time: 48.36s
Epoch [60/2000], Loss: 0.0299, UL AUC: 0.7451, ACC AUC: 0.9270, ACC NDCG@20: 0.0426, Time: 48.20s
Epoch [61/2000], Loss: 0.0298, UL AUC: 0.7458, ACC AUC: 0.9268, ACC NDCG@20: 0.0425, Time: 48.81s
Epoch [62/2000], Loss: 0.0297, UL AUC: 0.7467, ACC AUC: 0.9270, ACC NDCG@20: 0.0426, Time: 48.36s
Epoch [63/2000], Loss: 0.0300, UL AUC: 0.7491, ACC AUC: 0.9265, ACC NDCG@20: 0.0425, Time: 48.31s
Epoch [64/2000], Loss: 0.0298, UL AUC: 0.7490, ACC AUC: 0.9263, ACC NDCG@20: 0.0428, Time: 48.63s
Epoch [65/2000], Loss: 0.0295, UL AUC: 0.7478, ACC AUC: 0.9265, ACC NDCG@20: 0.0429, Time: 48.67s
Epoch [66/2000], Loss: 0.0296, UL AUC: 0.7495, ACC AUC: 0.9267, ACC NDCG@20: 0.0428, Time: 47.85s
Epoch [67/2000], Loss: 0.0294, UL AUC: 0.7475, ACC AUC: 0.9268, ACC NDCG@20: 0.0431, Time: 48.93s
Epoch [68/2000], Loss: 0.0297, UL AUC: 0.7494, ACC AUC: 0.9261, ACC NDCG@20: 0.0431, Time: 48.85s
Epoch [69/2000], Loss: 0.0294, UL AUC: 0.7494, ACC AUC: 0.9267, ACC NDCG@20: 0.0430, Time: 48.67s
Epoch [70/2000], Loss: 0.0294, UL AUC: 0.7496, ACC AUC: 0.9266, ACC NDCG@20: 0.0432, Time: 48.52s
Epoch [71/2000], Loss: 0.0292, UL AUC: 0.7472, ACC AUC: 0.9276, ACC NDCG@20: 0.0432, Time: 48.62s
Epoch [72/2000], Loss: 0.0295, UL AUC: 0.7509, ACC AUC: 0.9264, ACC NDCG@20: 0.0433, Time: 48.63s
Epoch [73/2000], Loss: 0.0290, UL AUC: 0.7485, ACC AUC: 0.9267, ACC NDCG@20: 0.0432, Time: 47.57s
Epoch [74/2000], Loss: 0.0291, UL AUC: 0.7488, ACC AUC: 0.9264, ACC NDCG@20: 0.0436, Time: 48.41s
Epoch [75/2000], Loss: 0.0293, UL AUC: 0.7485, ACC AUC: 0.9268, ACC NDCG@20: 0.0436, Time: 48.74s
Epoch [76/2000], Loss: 0.0293, UL AUC: 0.7495, ACC AUC: 0.9264, ACC NDCG@20: 0.0431, Time: 48.27s
Epoch [77/2000], Loss: 0.0291, UL AUC: 0.7491, ACC AUC: 0.9260, ACC NDCG@20: 0.0432, Time: 48.31s
Epoch [78/2000], Loss: 0.0293, UL AUC: 0.7493, ACC AUC: 0.9261, ACC NDCG@20: 0.0432, Time: 48.45s
Epoch [79/2000], Loss: 0.0292, UL AUC: 0.7505, ACC AUC: 0.9269, ACC NDCG@20: 0.0434, Time: 47.77s
Epoch [80/2000], Loss: 0.0288, UL AUC: 0.7512, ACC AUC: 0.9269, ACC NDCG@20: 0.0436, Time: 48.43s
Epoch [81/2000], Loss: 0.0291, UL AUC: 0.7536, ACC AUC: 0.9259, ACC NDCG@20: 0.0437, Time: 48.72s
Epoch [82/2000], Loss: 0.0289, UL AUC: 0.7511, ACC AUC: 0.9264, ACC NDCG@20: 0.0438, Time: 48.55s
Epoch [83/2000], Loss: 0.0291, UL AUC: 0.7481, ACC AUC: 0.9273, ACC NDCG@20: 0.0441, Time: 48.53s
Epoch [84/2000], Loss: 0.0290, UL AUC: 0.7508, ACC AUC: 0.9267, ACC NDCG@20: 0.0440, Time: 48.46s
Epoch [85/2000], Loss: 0.0291, UL AUC: 0.7523, ACC AUC: 0.9266, ACC NDCG@20: 0.0442, Time: 47.61s
Epoch [86/2000], Loss: 0.0288, UL AUC: 0.7518, ACC AUC: 0.9270, ACC NDCG@20: 0.0438, Time: 48.36s
Epoch [87/2000], Loss: 0.0291, UL AUC: 0.7527, ACC AUC: 0.9263, ACC NDCG@20: 0.0437, Time: 48.31s
Epoch [88/2000], Loss: 0.0289, UL AUC: 0.7541, ACC AUC: 0.9261, ACC NDCG@20: 0.0435, Time: 48.26s
Epoch [89/2000], Loss: 0.0288, UL AUC: 0.7536, ACC AUC: 0.9268, ACC NDCG@20: 0.0438, Time: 48.52s
Epoch [90/2000], Loss: 0.0287, UL AUC: 0.7548, ACC AUC: 0.9268, ACC NDCG@20: 0.0440, Time: 48.54s
Epoch [91/2000], Loss: 0.0289, UL AUC: 0.7532, ACC AUC: 0.9268, ACC NDCG@20: 0.0439, Time: 48.48s
Epoch [92/2000], Loss: 0.0288, UL AUC: 0.7559, ACC AUC: 0.9259, ACC NDCG@20: 0.0440, Time: 47.87s
Epoch [93/2000], Loss: 0.0286, UL AUC: 0.7532, ACC AUC: 0.9265, ACC NDCG@20: 0.0439, Time: 48.43s
Epoch [94/2000], Loss: 0.0289, UL AUC: 0.7532, ACC AUC: 0.9261, ACC NDCG@20: 0.0437, Time: 48.33s
Epoch [95/2000], Loss: 0.0287, UL AUC: 0.7526, ACC AUC: 0.9266, ACC NDCG@20: 0.0441, Time: 48.36s
Epoch [96/2000], Loss: 0.0286, UL AUC: 0.7542, ACC AUC: 0.9262, ACC NDCG@20: 0.0441, Time: 48.53s
Epoch [97/2000], Loss: 0.0287, UL AUC: 0.7521, ACC AUC: 0.9259, ACC NDCG@20: 0.0437, Time: 48.55s
Epoch [98/2000], Loss: 0.0286, UL AUC: 0.7517, ACC AUC: 0.9262, ACC NDCG@20: 0.0440, Time: 47.94s
Epoch [99/2000], Loss: 0.0286, UL AUC: 0.7510, ACC AUC: 0.9260, ACC NDCG@20: 0.0441, Time: 48.38s
Epoch [100/2000], Loss: 0.0288, UL AUC: 0.7553, ACC AUC: 0.9258, ACC NDCG@20: 0.0440, Time: 48.06s
Epoch [101/2000], Loss: 0.0287, UL AUC: 0.7525, ACC AUC: 0.9264, ACC NDCG@20: 0.0446, Time: 48.34s
Epoch [102/2000], Loss: 0.0282, UL AUC: 0.7525, ACC AUC: 0.9259, ACC NDCG@20: 0.0442, Time: 48.71s
Epoch [103/2000], Loss: 0.0285, UL AUC: 0.7521, ACC AUC: 0.9260, ACC NDCG@20: 0.0446, Time: 47.91s
Epoch [104/2000], Loss: 0.0286, UL AUC: 0.7551, ACC AUC: 0.9256, ACC NDCG@20: 0.0441, Time: 48.66s
Epoch [105/2000], Loss: 0.0285, UL AUC: 0.7525, ACC AUC: 0.9264, ACC NDCG@20: 0.0441, Time: 48.63s
Epoch [106/2000], Loss: 0.0287, UL AUC: 0.7534, ACC AUC: 0.9254, ACC NDCG@20: 0.0436, Time: 48.71s
Epoch [107/2000], Loss: 0.0283, UL AUC: 0.7533, ACC AUC: 0.9270, ACC NDCG@20: 0.0441, Time: 48.49s
Epoch [108/2000], Loss: 0.0285, UL AUC: 0.7549, ACC AUC: 0.9268, ACC NDCG@20: 0.0445, Time: 48.44s
Epoch [109/2000], Loss: 0.0284, UL AUC: 0.7529, ACC AUC: 0.9262, ACC NDCG@20: 0.0445, Time: 47.78s
Epoch [110/2000], Loss: 0.0284, UL AUC: 0.7533, ACC AUC: 0.9260, ACC NDCG@20: 0.0446, Time: 48.59s
Epoch [111/2000], Loss: 0.0286, UL AUC: 0.7544, ACC AUC: 0.9264, ACC NDCG@20: 0.0440, Time: 48.67s
Epoch [112/2000], Loss: 0.0283, UL AUC: 0.7531, ACC AUC: 0.9271, ACC NDCG@20: 0.0445, Time: 48.33s
Epoch [113/2000], Loss: 0.0283, UL AUC: 0.7581, ACC AUC: 0.9259, ACC NDCG@20: 0.0444, Time: 48.58s
Epoch [114/2000], Loss: 0.0282, UL AUC: 0.7541, ACC AUC: 0.9265, ACC NDCG@20: 0.0442, Time: 47.81s
Epoch [115/2000], Loss: 0.0284, UL AUC: 0.7558, ACC AUC: 0.9258, ACC NDCG@20: 0.0442, Time: 48.72s
Epoch [116/2000], Loss: 0.0282, UL AUC: 0.7543, ACC AUC: 0.9265, ACC NDCG@20: 0.0443, Time: 48.71s
Epoch [117/2000], Loss: 0.0281, UL AUC: 0.7542, ACC AUC: 0.9259, ACC NDCG@20: 0.0444, Time: 48.77s
Epoch [118/2000], Loss: 0.0282, UL AUC: 0.7535, ACC AUC: 0.9275, ACC NDCG@20: 0.0444, Time: 48.59s
Epoch [119/2000], Loss: 0.0281, UL AUC: 0.7540, ACC AUC: 0.9264, ACC NDCG@20: 0.0441, Time: 48.77s
Epoch [120/2000], Loss: 0.0284, UL AUC: 0.7564, ACC AUC: 0.9261, ACC NDCG@20: 0.0443, Time: 48.30s
Epoch [121/2000], Loss: 0.0283, UL AUC: 0.7547, ACC AUC: 0.9263, ACC NDCG@20: 0.0439, Time: 48.47s
Epoch [122/2000], Loss: 0.0281, UL AUC: 0.7559, ACC AUC: 0.9256, ACC NDCG@20: 0.0441, Time: 48.55s
Epoch [123/2000], Loss: 0.0284, UL AUC: 0.7541, ACC AUC: 0.9271, ACC NDCG@20: 0.0445, Time: 48.41s
Epoch [124/2000], Loss: 0.0281, UL AUC: 0.7569, ACC AUC: 0.9263, ACC NDCG@20: 0.0442, Time: 48.52s
Epoch [125/2000], Loss: 0.0282, UL AUC: 0.7544, ACC AUC: 0.9264, ACC NDCG@20: 0.0437, Time: 48.46s
Epoch [126/2000], Loss: 0.0282, UL AUC: 0.7572, ACC AUC: 0.9268, ACC NDCG@20: 0.0440, Time: 48.50s
Epoch [127/2000], Loss: 0.0281, UL AUC: 0.7574, ACC AUC: 0.9264, ACC NDCG@20: 0.0443, Time: 47.87s
Epoch [128/2000], Loss: 0.0280, UL AUC: 0.7579, ACC AUC: 0.9259, ACC NDCG@20: 0.0445, Time: 48.02s
Epoch [129/2000], Loss: 0.0280, UL AUC: 0.7547, ACC AUC: 0.9268, ACC NDCG@20: 0.0446, Time: 48.15s
Epoch [130/2000], Loss: 0.0278, UL AUC: 0.7538, ACC AUC: 0.9264, ACC NDCG@20: 0.0448, Time: 48.42s
Epoch [131/2000], Loss: 0.0281, UL AUC: 0.7568, ACC AUC: 0.9264, ACC NDCG@20: 0.0448, Time: 48.55s
Epoch [132/2000], Loss: 0.0281, UL AUC: 0.7576, ACC AUC: 0.9267, ACC NDCG@20: 0.0450, Time: 48.26s
Epoch [133/2000], Loss: 0.0282, UL AUC: 0.7583, ACC AUC: 0.9262, ACC NDCG@20: 0.0450, Time: 48.80s
Epoch [134/2000], Loss: 0.0281, UL AUC: 0.7589, ACC AUC: 0.9262, ACC NDCG@20: 0.0449, Time: 48.42s
Epoch [135/2000], Loss: 0.0281, UL AUC: 0.7602, ACC AUC: 0.9260, ACC NDCG@20: 0.0447, Time: 47.47s
Epoch [136/2000], Loss: 0.0280, UL AUC: 0.7598, ACC AUC: 0.9269, ACC NDCG@20: 0.0450, Time: 48.50s
Epoch [137/2000], Loss: 0.0281, UL AUC: 0.7581, ACC AUC: 0.9265, ACC NDCG@20: 0.0449, Time: 48.53s
Epoch [138/2000], Loss: 0.0280, UL AUC: 0.7602, ACC AUC: 0.9262, ACC NDCG@20: 0.0450, Time: 48.37s
Epoch [139/2000], Loss: 0.0279, UL AUC: 0.7605, ACC AUC: 0.9261, ACC NDCG@20: 0.0446, Time: 48.23s
Epoch [140/2000], Loss: 0.0280, UL AUC: 0.7601, ACC AUC: 0.9266, ACC NDCG@20: 0.0449, Time: 48.72s
Epoch [141/2000], Loss: 0.0278, UL AUC: 0.7576, ACC AUC: 0.9266, ACC NDCG@20: 0.0449, Time: 47.63s
Epoch [142/2000], Loss: 0.0279, UL AUC: 0.7561, ACC AUC: 0.9274, ACC NDCG@20: 0.0449, Time: 48.21s
Epoch [143/2000], Loss: 0.0279, UL AUC: 0.7596, ACC AUC: 0.9274, ACC NDCG@20: 0.0451, Time: 48.24s
Epoch [144/2000], Loss: 0.0281, UL AUC: 0.7617, ACC AUC: 0.9269, ACC NDCG@20: 0.0450, Time: 48.32s
Epoch [145/2000], Loss: 0.0280, UL AUC: 0.7606, ACC AUC: 0.9257, ACC NDCG@20: 0.0449, Time: 48.23s
Epoch [146/2000], Loss: 0.0278, UL AUC: 0.7602, ACC AUC: 0.9269, ACC NDCG@20: 0.0447, Time: 47.72s
Epoch [147/2000], Loss: 0.0279, UL AUC: 0.7622, ACC AUC: 0.9262, ACC NDCG@20: 0.0445, Time: 48.72s
Epoch [148/2000], Loss: 0.0281, UL AUC: 0.7638, ACC AUC: 0.9262, ACC NDCG@20: 0.0448, Time: 48.25s
Epoch [149/2000], Loss: 0.0280, UL AUC: 0.7608, ACC AUC: 0.9259, ACC NDCG@20: 0.0445, Time: 48.05s
Epoch [150/2000], Loss: 0.0279, UL AUC: 0.7593, ACC AUC: 0.9268, ACC NDCG@20: 0.0453, Time: 48.56s
Epoch [151/2000], Loss: 0.0277, UL AUC: 0.7587, ACC AUC: 0.9264, ACC NDCG@20: 0.0448, Time: 48.58s
Epoch [152/2000], Loss: 0.0280, UL AUC: 0.7582, ACC AUC: 0.9268, ACC NDCG@20: 0.0447, Time: 48.57s
Epoch [153/2000], Loss: 0.0278, UL AUC: 0.7585, ACC AUC: 0.9269, ACC NDCG@20: 0.0445, Time: 47.99s
Epoch [154/2000], Loss: 0.0279, UL AUC: 0.7588, ACC AUC: 0.9264, ACC NDCG@20: 0.0444, Time: 48.32s
Epoch [155/2000], Loss: 0.0278, UL AUC: 0.7592, ACC AUC: 0.9267, ACC NDCG@20: 0.0445, Time: 48.19s
Epoch [156/2000], Loss: 0.0281, UL AUC: 0.7620, ACC AUC: 0.9261, ACC NDCG@20: 0.0447, Time: 48.30s
Epoch [157/2000], Loss: 0.0278, UL AUC: 0.7602, ACC AUC: 0.9269, ACC NDCG@20: 0.0447, Time: 48.10s
Epoch [158/2000], Loss: 0.0276, UL AUC: 0.7623, ACC AUC: 0.9273, ACC NDCG@20: 0.0448, Time: 48.43s
Epoch [159/2000], Loss: 0.0280, UL AUC: 0.7628, ACC AUC: 0.9272, ACC NDCG@20: 0.0445, Time: 47.49s
Epoch [160/2000], Loss: 0.0278, UL AUC: 0.7633, ACC AUC: 0.9261, ACC NDCG@20: 0.0446, Time: 48.18s
Epoch [161/2000], Loss: 0.0278, UL AUC: 0.7601, ACC AUC: 0.9271, ACC NDCG@20: 0.0447, Time: 48.27s
Epoch [162/2000], Loss: 0.0277, UL AUC: 0.7598, ACC AUC: 0.9272, ACC NDCG@20: 0.0451, Time: 48.16s
Epoch [163/2000], Loss: 0.0278, UL AUC: 0.7608, ACC AUC: 0.9264, ACC NDCG@20: 0.0447, Time: 48.65s
Epoch [164/2000], Loss: 0.0277, UL AUC: 0.7613, ACC AUC: 0.9266, ACC NDCG@20: 0.0452, Time: 48.46s
Epoch [165/2000], Loss: 0.0273, UL AUC: 0.7596, ACC AUC: 0.9266, ACC NDCG@20: 0.0454, Time: 48.30s
Epoch [166/2000], Loss: 0.0276, UL AUC: 0.7603, ACC AUC: 0.9271, ACC NDCG@20: 0.0449, Time: 48.31s
Epoch [167/2000], Loss: 0.0278, UL AUC: 0.7595, ACC AUC: 0.9270, ACC NDCG@20: 0.0452, Time: 48.28s
Epoch [168/2000], Loss: 0.0279, UL AUC: 0.7607, ACC AUC: 0.9264, ACC NDCG@20: 0.0446, Time: 48.24s
Epoch [169/2000], Loss: 0.0278, UL AUC: 0.7595, ACC AUC: 0.9271, ACC NDCG@20: 0.0447, Time: 48.32s
Epoch [170/2000], Loss: 0.0275, UL AUC: 0.7600, ACC AUC: 0.9272, ACC NDCG@20: 0.0449, Time: 48.55s
Epoch [171/2000], Loss: 0.0277, UL AUC: 0.7590, ACC AUC: 0.9270, ACC NDCG@20: 0.0449, Time: 47.58s
Epoch [172/2000], Loss: 0.0277, UL AUC: 0.7602, ACC AUC: 0.9271, ACC NDCG@20: 0.0450, Time: 48.41s
Epoch [173/2000], Loss: 0.0276, UL AUC: 0.7603, ACC AUC: 0.9265, ACC NDCG@20: 0.0449, Time: 48.44s
Epoch [174/2000], Loss: 0.0277, UL AUC: 0.7582, ACC AUC: 0.9268, ACC NDCG@20: 0.0450, Time: 48.39s
Epoch [175/2000], Loss: 0.0277, UL AUC: 0.7599, ACC AUC: 0.9269, ACC NDCG@20: 0.0453, Time: 48.52s
Epoch [176/2000], Loss: 0.0278, UL AUC: 0.7620, ACC AUC: 0.9266, ACC NDCG@20: 0.0452, Time: 48.30s
Epoch [177/2000], Loss: 0.0276, UL AUC: 0.7617, ACC AUC: 0.9266, ACC NDCG@20: 0.0449, Time: 48.22s
Epoch [178/2000], Loss: 0.0275, UL AUC: 0.7618, ACC AUC: 0.9268, ACC NDCG@20: 0.0454, Time: 47.76s
Epoch [179/2000], Loss: 0.0278, UL AUC: 0.7606, ACC AUC: 0.9268, ACC NDCG@20: 0.0451, Time: 48.39s
Epoch [180/2000], Loss: 0.0277, UL AUC: 0.7618, ACC AUC: 0.9269, ACC NDCG@20: 0.0452, Time: 48.41s
Epoch [181/2000], Loss: 0.0278, UL AUC: 0.7604, ACC AUC: 0.9266, ACC NDCG@20: 0.0449, Time: 48.46s
Epoch [182/2000], Loss: 0.0276, UL AUC: 0.7585, ACC AUC: 0.9268, ACC NDCG@20: 0.0448, Time: 48.42s
Epoch [183/2000], Loss: 0.0277, UL AUC: 0.7581, ACC AUC: 0.9271, ACC NDCG@20: 0.0448, Time: 48.49s
Epoch [184/2000], Loss: 0.0275, UL AUC: 0.7591, ACC AUC: 0.9268, ACC NDCG@20: 0.0450, Time: 48.20s
Epoch [185/2000], Loss: 0.0275, UL AUC: 0.7599, ACC AUC: 0.9272, ACC NDCG@20: 0.0452, Time: 47.66s
Epoch [186/2000], Loss: 0.0278, UL AUC: 0.7608, ACC AUC: 0.9264, ACC NDCG@20: 0.0445, Time: 48.68s
Epoch [187/2000], Loss: 0.0276, UL AUC: 0.7604, ACC AUC: 0.9265, ACC NDCG@20: 0.0449, Time: 48.38s
Epoch [188/2000], Loss: 0.0275, UL AUC: 0.7598, ACC AUC: 0.9269, ACC NDCG@20: 0.0448, Time: 48.45s
Epoch [189/2000], Loss: 0.0275, UL AUC: 0.7604, ACC AUC: 0.9267, ACC NDCG@20: 0.0448, Time: 48.62s
Epoch [190/2000], Loss: 0.0278, UL AUC: 0.7614, ACC AUC: 0.9265, ACC NDCG@20: 0.0449, Time: 47.48s
Epoch [191/2000], Loss: 0.0276, UL AUC: 0.7626, ACC AUC: 0.9270, ACC NDCG@20: 0.0448, Time: 48.30s
Epoch [192/2000], Loss: 0.0276, UL AUC: 0.7612, ACC AUC: 0.9273, ACC NDCG@20: 0.0449, Time: 48.28s
Epoch [193/2000], Loss: 0.0278, UL AUC: 0.7617, ACC AUC: 0.9274, ACC NDCG@20: 0.0450, Time: 48.77s
Epoch [194/2000], Loss: 0.0277, UL AUC: 0.7631, ACC AUC: 0.9264, ACC NDCG@20: 0.0447, Time: 48.28s
Epoch [195/2000], Loss: 0.0277, UL AUC: 0.7608, ACC AUC: 0.9267, ACC NDCG@20: 0.0445, Time: 48.36s
Epoch [196/2000], Loss: 0.0276, UL AUC: 0.7599, ACC AUC: 0.9270, ACC NDCG@20: 0.0447, Time: 48.09s
Epoch [197/2000], Loss: 0.0275, UL AUC: 0.7592, ACC AUC: 0.9269, ACC NDCG@20: 0.0450, Time: 48.43s
Epoch [198/2000], Loss: 0.0276, UL AUC: 0.7605, ACC AUC: 0.9269, ACC NDCG@20: 0.0449, Time: 48.36s
Epoch [199/2000], Loss: 0.0276, UL AUC: 0.7605, ACC AUC: 0.9276, ACC NDCG@20: 0.0448, Time: 48.47s
Epoch [200/2000], Loss: 0.0277, UL AUC: 0.7600, ACC AUC: 0.9273, ACC NDCG@20: 0.0442, Time: 48.14s
Epoch [201/2000], Loss: 0.0273, UL AUC: 0.7604, ACC AUC: 0.9278, ACC NDCG@20: 0.0446, Time: 47.37s
Epoch [202/2000], Loss: 0.0275, UL AUC: 0.7598, ACC AUC: 0.9276, ACC NDCG@20: 0.0449, Time: 48.37s
Epoch [203/2000], Loss: 0.0273, UL AUC: 0.7584, ACC AUC: 0.9274, ACC NDCG@20: 0.0450, Time: 48.56s
Epoch [204/2000], Loss: 0.0276, UL AUC: 0.7603, ACC AUC: 0.9269, ACC NDCG@20: 0.0447, Time: 48.63s
Epoch [205/2000], Loss: 0.0273, UL AUC: 0.7593, ACC AUC: 0.9275, ACC NDCG@20: 0.0448, Time: 48.59s
Epoch [206/2000], Loss: 0.0274, UL AUC: 0.7578, ACC AUC: 0.9275, ACC NDCG@20: 0.0449, Time: 48.41s
Epoch [207/2000], Loss: 0.0276, UL AUC: 0.7595, ACC AUC: 0.9268, ACC NDCG@20: 0.0446, Time: 47.69s
Epoch [208/2000], Loss: 0.0276, UL AUC: 0.7602, ACC AUC: 0.9272, ACC NDCG@20: 0.0451, Time: 48.06s
Epoch [209/2000], Loss: 0.0276, UL AUC: 0.7610, ACC AUC: 0.9265, ACC NDCG@20: 0.0444, Time: 48.30s
Epoch [210/2000], Loss: 0.0277, UL AUC: 0.7624, ACC AUC: 0.9268, ACC NDCG@20: 0.0444, Time: 48.52s
Epoch [211/2000], Loss: 0.0275, UL AUC: 0.7613, ACC AUC: 0.9269, ACC NDCG@20: 0.0445, Time: 48.43s
Epoch [212/2000], Loss: 0.0276, UL AUC: 0.7618, ACC AUC: 0.9270, ACC NDCG@20: 0.0448, Time: 48.27s
Epoch [213/2000], Loss: 0.0275, UL AUC: 0.7614, ACC AUC: 0.9272, ACC NDCG@20: 0.0451, Time: 47.69s
Epoch [214/2000], Loss: 0.0274, UL AUC: 0.7605, ACC AUC: 0.9271, ACC NDCG@20: 0.0450, Time: 48.28s
Epoch [215/2000], Loss: 0.0273, UL AUC: 0.7606, ACC AUC: 0.9272, ACC NDCG@20: 0.0452, Time: 48.42s
Epoch [216/2000], Loss: 0.0275, UL AUC: 0.7588, ACC AUC: 0.9277, ACC NDCG@20: 0.0454, Time: 48.50s
Epoch [217/2000], Loss: 0.0276, UL AUC: 0.7615, ACC AUC: 0.9269, ACC NDCG@20: 0.0450, Time: 48.91s
Epoch [218/2000], Loss: 0.0275, UL AUC: 0.7608, ACC AUC: 0.9272, ACC NDCG@20: 0.0448, Time: 48.52s
Epoch [219/2000], Loss: 0.0276, UL AUC: 0.7601, ACC AUC: 0.9274, ACC NDCG@20: 0.0450, Time: 48.13s
Epoch [220/2000], Loss: 0.0275, UL AUC: 0.7626, ACC AUC: 0.9277, ACC NDCG@20: 0.0454, Time: 47.73s
Epoch [221/2000], Loss: 0.0273, UL AUC: 0.7629, ACC AUC: 0.9269, ACC NDCG@20: 0.0453, Time: 48.26s
Epoch [222/2000], Loss: 0.0275, UL AUC: 0.7613, ACC AUC: 0.9270, ACC NDCG@20: 0.0454, Time: 48.49s
Epoch [223/2000], Loss: 0.0274, UL AUC: 0.7631, ACC AUC: 0.9269, ACC NDCG@20: 0.0456, Time: 48.35s
Epoch [224/2000], Loss: 0.0273, UL AUC: 0.7615, ACC AUC: 0.9275, ACC NDCG@20: 0.0455, Time: 48.47s
Epoch [225/2000], Loss: 0.0274, UL AUC: 0.7637, ACC AUC: 0.9270, ACC NDCG@20: 0.0452, Time: 47.52s
Epoch [226/2000], Loss: 0.0276, UL AUC: 0.7629, ACC AUC: 0.9274, ACC NDCG@20: 0.0456, Time: 48.16s
Epoch [227/2000], Loss: 0.0273, UL AUC: 0.7622, ACC AUC: 0.9270, ACC NDCG@20: 0.0457, Time: 48.34s
Epoch [228/2000], Loss: 0.0273, UL AUC: 0.7628, ACC AUC: 0.9272, ACC NDCG@20: 0.0451, Time: 48.14s
Epoch [229/2000], Loss: 0.0275, UL AUC: 0.7631, ACC AUC: 0.9273, ACC NDCG@20: 0.0455, Time: 48.22s
Epoch [230/2000], Loss: 0.0277, UL AUC: 0.7647, ACC AUC: 0.9266, ACC NDCG@20: 0.0456, Time: 48.48s
Epoch [231/2000], Loss: 0.0274, UL AUC: 0.7632, ACC AUC: 0.9275, ACC NDCG@20: 0.0456, Time: 48.37s
Epoch [232/2000], Loss: 0.0273, UL AUC: 0.7633, ACC AUC: 0.9275, ACC NDCG@20: 0.0451, Time: 47.49s
Epoch [233/2000], Loss: 0.0272, UL AUC: 0.7609, ACC AUC: 0.9281, ACC NDCG@20: 0.0452, Time: 48.43s
Epoch [234/2000], Loss: 0.0271, UL AUC: 0.7605, ACC AUC: 0.9278, ACC NDCG@20: 0.0451, Time: 48.66s
Epoch [235/2000], Loss: 0.0277, UL AUC: 0.7626, ACC AUC: 0.9275, ACC NDCG@20: 0.0452, Time: 48.34s
Epoch [236/2000], Loss: 0.0276, UL AUC: 0.7628, ACC AUC: 0.9275, ACC NDCG@20: 0.0453, Time: 48.17s
Epoch [237/2000], Loss: 0.0273, UL AUC: 0.7624, ACC AUC: 0.9270, ACC NDCG@20: 0.0453, Time: 48.09s
Epoch [238/2000], Loss: 0.0273, UL AUC: 0.7645, ACC AUC: 0.9275, ACC NDCG@20: 0.0453, Time: 47.37s
Epoch [239/2000], Loss: 0.0273, UL AUC: 0.7624, ACC AUC: 0.9277, ACC NDCG@20: 0.0450, Time: 49.01s
Epoch [240/2000], Loss: 0.0275, UL AUC: 0.7638, ACC AUC: 0.9274, ACC NDCG@20: 0.0452, Time: 48.62s
Epoch [241/2000], Loss: 0.0274, UL AUC: 0.7617, ACC AUC: 0.9274, ACC NDCG@20: 0.0452, Time: 48.33s
Epoch [242/2000], Loss: 0.0271, UL AUC: 0.7611, ACC AUC: 0.9279, ACC NDCG@20: 0.0453, Time: 48.40s
Epoch [243/2000], Loss: 0.0275, UL AUC: 0.7623, ACC AUC: 0.9273, ACC NDCG@20: 0.0453, Time: 48.21s
Epoch [244/2000], Loss: 0.0275, UL AUC: 0.7631, ACC AUC: 0.9275, ACC NDCG@20: 0.0450, Time: 48.57s
Epoch [245/2000], Loss: 0.0275, UL AUC: 0.7643, ACC AUC: 0.9279, ACC NDCG@20: 0.0454, Time: 47.48s
Epoch [246/2000], Loss: 0.0273, UL AUC: 0.7645, ACC AUC: 0.9273, ACC NDCG@20: 0.0452, Time: 48.14s
Epoch [247/2000], Loss: 0.0275, UL AUC: 0.7635, ACC AUC: 0.9277, ACC NDCG@20: 0.0454, Time: 48.40s
Epoch [248/2000], Loss: 0.0274, UL AUC: 0.7624, ACC AUC: 0.9278, ACC NDCG@20: 0.0455, Time: 48.42s
Epoch [249/2000], Loss: 0.0275, UL AUC: 0.7655, ACC AUC: 0.9279, ACC NDCG@20: 0.0458, Time: 48.51s
Epoch [250/2000], Loss: 0.0274, UL AUC: 0.7654, ACC AUC: 0.9280, ACC NDCG@20: 0.0457, Time: 48.61s
Epoch [251/2000], Loss: 0.0273, UL AUC: 0.7624, ACC AUC: 0.9283, ACC NDCG@20: 0.0456, Time: 48.57s
Epoch [252/2000], Loss: 0.0275, UL AUC: 0.7649, ACC AUC: 0.9274, ACC NDCG@20: 0.0457, Time: 48.60s
Epoch [253/2000], Loss: 0.0273, UL AUC: 0.7652, ACC AUC: 0.9274, ACC NDCG@20: 0.0457, Time: 48.41s
Epoch [254/2000], Loss: 0.0273, UL AUC: 0.7637, ACC AUC: 0.9276, ACC NDCG@20: 0.0452, Time: 48.53s
Epoch [255/2000], Loss: 0.0272, UL AUC: 0.7622, ACC AUC: 0.9274, ACC NDCG@20: 0.0453, Time: 48.72s
Epoch [256/2000], Loss: 0.0272, UL AUC: 0.7605, ACC AUC: 0.9277, ACC NDCG@20: 0.0451, Time: 48.45s
Epoch [257/2000], Loss: 0.0272, UL AUC: 0.7620, ACC AUC: 0.9275, ACC NDCG@20: 0.0453, Time: 48.44s
Epoch [258/2000], Loss: 0.0273, UL AUC: 0.7596, ACC AUC: 0.9273, ACC NDCG@20: 0.0453, Time: 47.77s
Epoch [259/2000], Loss: 0.0273, UL AUC: 0.7599, ACC AUC: 0.9280, ACC NDCG@20: 0.0455, Time: 48.59s
Epoch [260/2000], Loss: 0.0273, UL AUC: 0.7621, ACC AUC: 0.9283, ACC NDCG@20: 0.0454, Time: 48.25s
Epoch [261/2000], Loss: 0.0271, UL AUC: 0.7598, ACC AUC: 0.9278, ACC NDCG@20: 0.0455, Time: 48.29s
Epoch [262/2000], Loss: 0.0271, UL AUC: 0.7596, ACC AUC: 0.9280, ACC NDCG@20: 0.0457, Time: 48.26s
Epoch [263/2000], Loss: 0.0275, UL AUC: 0.7638, ACC AUC: 0.9273, ACC NDCG@20: 0.0455, Time: 48.43s
Epoch [264/2000], Loss: 0.0273, UL AUC: 0.7623, ACC AUC: 0.9281, ACC NDCG@20: 0.0455, Time: 48.58s
Epoch [265/2000], Loss: 0.0273, UL AUC: 0.7635, ACC AUC: 0.9280, ACC NDCG@20: 0.0457, Time: 47.58s
Epoch [266/2000], Loss: 0.0273, UL AUC: 0.7637, ACC AUC: 0.9278, ACC NDCG@20: 0.0452, Time: 48.35s
Epoch [267/2000], Loss: 0.0274, UL AUC: 0.7615, ACC AUC: 0.9286, ACC NDCG@20: 0.0456, Time: 48.31s
Epoch [268/2000], Loss: 0.0273, UL AUC: 0.7642, ACC AUC: 0.9283, ACC NDCG@20: 0.0451, Time: 48.48s
Epoch [269/2000], Loss: 0.0275, UL AUC: 0.7643, ACC AUC: 0.9275, ACC NDCG@20: 0.0452, Time: 48.61s
Epoch [270/2000], Loss: 0.0272, UL AUC: 0.7645, ACC AUC: 0.9281, ACC NDCG@20: 0.0453, Time: 47.76s
Epoch [271/2000], Loss: 0.0272, UL AUC: 0.7650, ACC AUC: 0.9281, ACC NDCG@20: 0.0453, Time: 47.83s
Epoch [272/2000], Loss: 0.0272, UL AUC: 0.7649, ACC AUC: 0.9280, ACC NDCG@20: 0.0452, Time: 48.64s
Epoch [273/2000], Loss: 0.0274, UL AUC: 0.7662, ACC AUC: 0.9279, ACC NDCG@20: 0.0452, Time: 48.64s
Epoch [274/2000], Loss: 0.0275, UL AUC: 0.7651, ACC AUC: 0.9284, ACC NDCG@20: 0.0451, Time: 48.39s
Epoch [275/2000], Loss: 0.0270, UL AUC: 0.7645, ACC AUC: 0.9273, ACC NDCG@20: 0.0455, Time: 48.16s
Epoch [276/2000], Loss: 0.0273, UL AUC: 0.7645, ACC AUC: 0.9275, ACC NDCG@20: 0.0452, Time: 48.47s
Epoch [277/2000], Loss: 0.0273, UL AUC: 0.7622, ACC AUC: 0.9278, ACC NDCG@20: 0.0456, Time: 47.66s
Epoch [278/2000], Loss: 0.0272, UL AUC: 0.7632, ACC AUC: 0.9276, ACC NDCG@20: 0.0455, Time: 48.28s
Epoch [279/2000], Loss: 0.0274, UL AUC: 0.7645, ACC AUC: 0.9275, ACC NDCG@20: 0.0454, Time: 48.19s
Epoch [280/2000], Loss: 0.0276, UL AUC: 0.7666, ACC AUC: 0.9271, ACC NDCG@20: 0.0457, Time: 48.42s
Epoch [281/2000], Loss: 0.0274, UL AUC: 0.7656, ACC AUC: 0.9275, ACC NDCG@20: 0.0453, Time: 48.57s
Epoch [282/2000], Loss: 0.0272, UL AUC: 0.7649, ACC AUC: 0.9278, ACC NDCG@20: 0.0453, Time: 48.70s
Epoch [283/2000], Loss: 0.0272, UL AUC: 0.7648, ACC AUC: 0.9281, ACC NDCG@20: 0.0460, Time: 48.70s
Epoch [284/2000], Loss: 0.0272, UL AUC: 0.7644, ACC AUC: 0.9278, ACC NDCG@20: 0.0454, Time: 48.76s
Epoch [285/2000], Loss: 0.0273, UL AUC: 0.7657, ACC AUC: 0.9278, ACC NDCG@20: 0.0455, Time: 48.70s
Epoch [286/2000], Loss: 0.0271, UL AUC: 0.7633, ACC AUC: 0.9278, ACC NDCG@20: 0.0457, Time: 48.25s
Epoch [287/2000], Loss: 0.0272, UL AUC: 0.7644, ACC AUC: 0.9276, ACC NDCG@20: 0.0459, Time: 48.27s
Epoch [288/2000], Loss: 0.0274, UL AUC: 0.7636, ACC AUC: 0.9276, ACC NDCG@20: 0.0458, Time: 48.23s
Epoch [289/2000], Loss: 0.0274, UL AUC: 0.7623, ACC AUC: 0.9277, ACC NDCG@20: 0.0453, Time: 48.05s
Epoch [290/2000], Loss: 0.0273, UL AUC: 0.7627, ACC AUC: 0.9275, ACC NDCG@20: 0.0450, Time: 48.54s
Epoch [291/2000], Loss: 0.0272, UL AUC: 0.7618, ACC AUC: 0.9290, ACC NDCG@20: 0.0456, Time: 47.54s
Epoch [292/2000], Loss: 0.0272, UL AUC: 0.7623, ACC AUC: 0.9282, ACC NDCG@20: 0.0455, Time: 48.27s
Epoch [293/2000], Loss: 0.0272, UL AUC: 0.7633, ACC AUC: 0.9281, ACC NDCG@20: 0.0456, Time: 48.41s
Epoch [294/2000], Loss: 0.0271, UL AUC: 0.7625, ACC AUC: 0.9280, ACC NDCG@20: 0.0456, Time: 48.12s
Epoch [295/2000], Loss: 0.0271, UL AUC: 0.7614, ACC AUC: 0.9281, ACC NDCG@20: 0.0454, Time: 48.13s
Epoch [296/2000], Loss: 0.0274, UL AUC: 0.7621, ACC AUC: 0.9279, ACC NDCG@20: 0.0458, Time: 47.49s
Epoch [297/2000], Loss: 0.0272, UL AUC: 0.7628, ACC AUC: 0.9275, ACC NDCG@20: 0.0459, Time: 48.58s
Epoch [298/2000], Loss: 0.0272, UL AUC: 0.7616, ACC AUC: 0.9280, ACC NDCG@20: 0.0455, Time: 48.47s
Epoch [299/2000], Loss: 0.0275, UL AUC: 0.7626, ACC AUC: 0.9274, ACC NDCG@20: 0.0457, Time: 48.65s
Epoch [300/2000], Loss: 0.0272, UL AUC: 0.7613, ACC AUC: 0.9283, ACC NDCG@20: 0.0460, Time: 48.67s
Epoch [301/2000], Loss: 0.0271, UL AUC: 0.7619, ACC AUC: 0.9284, ACC NDCG@20: 0.0459, Time: 48.90s
Epoch [302/2000], Loss: 0.0272, UL AUC: 0.7636, ACC AUC: 0.9278, ACC NDCG@20: 0.0455, Time: 48.22s
Epoch [303/2000], Loss: 0.0271, UL AUC: 0.7637, ACC AUC: 0.9280, ACC NDCG@20: 0.0454, Time: 48.49s
Epoch [304/2000], Loss: 0.0274, UL AUC: 0.7649, ACC AUC: 0.9281, ACC NDCG@20: 0.0454, Time: 48.65s
Epoch [305/2000], Loss: 0.0273, UL AUC: 0.7640, ACC AUC: 0.9280, ACC NDCG@20: 0.0456, Time: 48.35s
Epoch [306/2000], Loss: 0.0272, UL AUC: 0.7630, ACC AUC: 0.9275, ACC NDCG@20: 0.0455, Time: 48.34s
Epoch [307/2000], Loss: 0.0273, UL AUC: 0.7639, ACC AUC: 0.9272, ACC NDCG@20: 0.0455, Time: 47.87s
Epoch [308/2000], Loss: 0.0272, UL AUC: 0.7643, ACC AUC: 0.9282, ACC NDCG@20: 0.0454, Time: 48.34s
Epoch [309/2000], Loss: 0.0273, UL AUC: 0.7654, ACC AUC: 0.9275, ACC NDCG@20: 0.0449, Time: 48.24s
Epoch [310/2000], Loss: 0.0273, UL AUC: 0.7664, ACC AUC: 0.9279, ACC NDCG@20: 0.0450, Time: 48.68s
Epoch [311/2000], Loss: 0.0273, UL AUC: 0.7650, ACC AUC: 0.9277, ACC NDCG@20: 0.0450, Time: 48.47s
Epoch [312/2000], Loss: 0.0272, UL AUC: 0.7648, ACC AUC: 0.9282, ACC NDCG@20: 0.0454, Time: 48.45s
Epoch [313/2000], Loss: 0.0269, UL AUC: 0.7656, ACC AUC: 0.9282, ACC NDCG@20: 0.0456, Time: 48.02s
Epoch [314/2000], Loss: 0.0270, UL AUC: 0.7661, ACC AUC: 0.9277, ACC NDCG@20: 0.0456, Time: 48.38s
Epoch [315/2000], Loss: 0.0273, UL AUC: 0.7689, ACC AUC: 0.9278, ACC NDCG@20: 0.0458, Time: 48.65s
Epoch [316/2000], Loss: 0.0271, UL AUC: 0.7659, ACC AUC: 0.9279, ACC NDCG@20: 0.0455, Time: 48.78s
Epoch [317/2000], Loss: 0.0272, UL AUC: 0.7683, ACC AUC: 0.9279, ACC NDCG@20: 0.0455, Time: 48.12s
Epoch [318/2000], Loss: 0.0272, UL AUC: 0.7675, ACC AUC: 0.9277, ACC NDCG@20: 0.0455, Time: 48.59s
Epoch [319/2000], Loss: 0.0274, UL AUC: 0.7683, ACC AUC: 0.9277, ACC NDCG@20: 0.0457, Time: 48.68s
Epoch [320/2000], Loss: 0.0270, UL AUC: 0.7644, ACC AUC: 0.9283, ACC NDCG@20: 0.0455, Time: 48.48s
Epoch [321/2000], Loss: 0.0273, UL AUC: 0.7676, ACC AUC: 0.9281, ACC NDCG@20: 0.0458, Time: 48.74s
Epoch [322/2000], Loss: 0.0271, UL AUC: 0.7641, ACC AUC: 0.9281, ACC NDCG@20: 0.0457, Time: 48.67s
Epoch [323/2000], Loss: 0.0273, UL AUC: 0.7653, ACC AUC: 0.9278, ACC NDCG@20: 0.0457, Time: 48.66s
Epoch [324/2000], Loss: 0.0273, UL AUC: 0.7660, ACC AUC: 0.9273, ACC NDCG@20: 0.0458, Time: 48.29s
Epoch [325/2000], Loss: 0.0272, UL AUC: 0.7655, ACC AUC: 0.9273, ACC NDCG@20: 0.0456, Time: 47.03s
Epoch [326/2000], Loss: 0.0271, UL AUC: 0.7660, ACC AUC: 0.9275, ACC NDCG@20: 0.0458, Time: 48.95s
Epoch [327/2000], Loss: 0.0270, UL AUC: 0.7667, ACC AUC: 0.9274, ACC NDCG@20: 0.0457, Time: 48.95s
Epoch [328/2000], Loss: 0.0271, UL AUC: 0.7679, ACC AUC: 0.9273, ACC NDCG@20: 0.0456, Time: 48.40s
Epoch [329/2000], Loss: 0.0273, UL AUC: 0.7691, ACC AUC: 0.9276, ACC NDCG@20: 0.0457, Time: 48.71s
Epoch [330/2000], Loss: 0.0272, UL AUC: 0.7640, ACC AUC: 0.9283, ACC NDCG@20: 0.0455, Time: 48.66s
Epoch [331/2000], Loss: 0.0272, UL AUC: 0.7640, ACC AUC: 0.9286, ACC NDCG@20: 0.0453, Time: 48.26s
Epoch [332/2000], Loss: 0.0272, UL AUC: 0.7681, ACC AUC: 0.9275, ACC NDCG@20: 0.0452, Time: 47.87s
Epoch [333/2000], Loss: 0.0271, UL AUC: 0.7670, ACC AUC: 0.9273, ACC NDCG@20: 0.0451, Time: 48.66s
Epoch [334/2000], Loss: 0.0272, UL AUC: 0.7651, ACC AUC: 0.9284, ACC NDCG@20: 0.0455, Time: 48.61s
Epoch [335/2000], Loss: 0.0273, UL AUC: 0.7651, ACC AUC: 0.9277, ACC NDCG@20: 0.0451, Time: 48.51s
Epoch [336/2000], Loss: 0.0274, UL AUC: 0.7683, ACC AUC: 0.9277, ACC NDCG@20: 0.0455, Time: 48.62s
Epoch [337/2000], Loss: 0.0272, UL AUC: 0.7677, ACC AUC: 0.9273, ACC NDCG@20: 0.0457, Time: 48.62s
Epoch [338/2000], Loss: 0.0271, UL AUC: 0.7658, ACC AUC: 0.9281, ACC NDCG@20: 0.0456, Time: 48.08s
Epoch [339/2000], Loss: 0.0271, UL AUC: 0.7640, ACC AUC: 0.9285, ACC NDCG@20: 0.0459, Time: 48.58s
Epoch [340/2000], Loss: 0.0272, UL AUC: 0.7638, ACC AUC: 0.9278, ACC NDCG@20: 0.0458, Time: 48.44s
Epoch [341/2000], Loss: 0.0272, UL AUC: 0.7655, ACC AUC: 0.9274, ACC NDCG@20: 0.0453, Time: 48.49s
Epoch [342/2000], Loss: 0.0274, UL AUC: 0.7678, ACC AUC: 0.9276, ACC NDCG@20: 0.0457, Time: 48.57s
Epoch [343/2000], Loss: 0.0272, UL AUC: 0.7660, ACC AUC: 0.9277, ACC NDCG@20: 0.0460, Time: 48.61s
Epoch [344/2000], Loss: 0.0274, UL AUC: 0.7648, ACC AUC: 0.9279, ACC NDCG@20: 0.0455, Time: 48.54s
Epoch [345/2000], Loss: 0.0270, UL AUC: 0.7642, ACC AUC: 0.9278, ACC NDCG@20: 0.0452, Time: 48.52s
Epoch [346/2000], Loss: 0.0272, UL AUC: 0.7653, ACC AUC: 0.9276, ACC NDCG@20: 0.0452, Time: 48.32s
Epoch [347/2000], Loss: 0.0271, UL AUC: 0.7640, ACC AUC: 0.9280, ACC NDCG@20: 0.0457, Time: 48.35s
Epoch [348/2000], Loss: 0.0271, UL AUC: 0.7639, ACC AUC: 0.9274, ACC NDCG@20: 0.0455, Time: 48.54s
Epoch [349/2000], Loss: 0.0273, UL AUC: 0.7656, ACC AUC: 0.9275, ACC NDCG@20: 0.0455, Time: 48.61s
Epoch [350/2000], Loss: 0.0271, UL AUC: 0.7662, ACC AUC: 0.9275, ACC NDCG@20: 0.0456, Time: 48.60s
Epoch [351/2000], Loss: 0.0272, UL AUC: 0.7647, ACC AUC: 0.9274, ACC NDCG@20: 0.0455, Time: 48.60s
Epoch [352/2000], Loss: 0.0269, UL AUC: 0.7629, ACC AUC: 0.9281, ACC NDCG@20: 0.0456, Time: 47.86s
Epoch [353/2000], Loss: 0.0271, UL AUC: 0.7644, ACC AUC: 0.9278, ACC NDCG@20: 0.0455, Time: 48.75s
Epoch [354/2000], Loss: 0.0271, UL AUC: 0.7635, ACC AUC: 0.9277, ACC NDCG@20: 0.0456, Time: 48.63s
Epoch [355/2000], Loss: 0.0270, UL AUC: 0.7649, ACC AUC: 0.9273, ACC NDCG@20: 0.0453, Time: 48.34s
Epoch [356/2000], Loss: 0.0270, UL AUC: 0.7639, ACC AUC: 0.9281, ACC NDCG@20: 0.0451, Time: 48.69s
Epoch [357/2000], Loss: 0.0271, UL AUC: 0.7645, ACC AUC: 0.9275, ACC NDCG@20: 0.0450, Time: 48.59s
Epoch [358/2000], Loss: 0.0270, UL AUC: 0.7647, ACC AUC: 0.9278, ACC NDCG@20: 0.0452, Time: 47.74s
Epoch [359/2000], Loss: 0.0272, UL AUC: 0.7632, ACC AUC: 0.9280, ACC NDCG@20: 0.0455, Time: 48.64s
Epoch [360/2000], Loss: 0.0273, UL AUC: 0.7642, ACC AUC: 0.9274, ACC NDCG@20: 0.0455, Time: 48.63s
Best NDCG@20: 0.0460, Best epoch: 299, total time: 17482.485s
[RETRAIN] TRAINING FINISHED. TOTAL TIME: 291.41min.
Precision@20: 0.0254; Recall@20: 0.0564;  NDCG@20: 0.0461;  
Precision@50: 0.0200; Recall@50: 0.1089;  NDCG@50: 0.0657;  
Precision@100: 0.0161; Recall@100: 0.1726;  NDCG@100: 0.0866;  
Before unlearning: ACC AUC: 0.9280, UL AUC: 0.5021, ACC NDCG@20: 0.0460
After unlearning: ACC AUC: 0.9283, UL AUC: 0.7613, ACC NDCG@20: 0.0461
