Read gowalla dataset done! u_num: 29858, i_num: 40981
Load a pre-trained model
 UL AUC before unlearning: 0.4954
ACC AUC before unlearning: 0.8977
NDCG@20 before unlearning: 0.0814
[RETRAIN] START TRAINING. CURRENT TIME: 0.00min.
Epoch [1/2000], Loss: 0.7509, UL AUC: 0.5703, ACC AUC: 0.5009, ACC NDCG@20: 0.0003, Time: 13.84s
Epoch [2/2000], Loss: 0.6886, UL AUC: 0.6052, ACC AUC: 0.5015, ACC NDCG@20: 0.0004, Time: 13.48s
Epoch [3/2000], Loss: 0.6600, UL AUC: 0.6273, ACC AUC: 0.5031, ACC NDCG@20: 0.0004, Time: 13.45s
Epoch [4/2000], Loss: 0.6425, UL AUC: 0.6448, ACC AUC: 0.5050, ACC NDCG@20: 0.0004, Time: 13.32s
Epoch [5/2000], Loss: 0.6297, UL AUC: 0.6571, ACC AUC: 0.5080, ACC NDCG@20: 0.0004, Time: 13.49s
Epoch [6/2000], Loss: 0.6182, UL AUC: 0.6686, ACC AUC: 0.5122, ACC NDCG@20: 0.0004, Time: 13.29s
Epoch [7/2000], Loss: 0.6088, UL AUC: 0.6769, ACC AUC: 0.5173, ACC NDCG@20: 0.0005, Time: 13.73s
Epoch [8/2000], Loss: 0.5986, UL AUC: 0.6831, ACC AUC: 0.5240, ACC NDCG@20: 0.0006, Time: 13.33s
Epoch [9/2000], Loss: 0.5871, UL AUC: 0.6885, ACC AUC: 0.5318, ACC NDCG@20: 0.0007, Time: 13.41s
Epoch [10/2000], Loss: 0.5735, UL AUC: 0.6921, ACC AUC: 0.5414, ACC NDCG@20: 0.0011, Time: 13.25s
Epoch [11/2000], Loss: 0.5567, UL AUC: 0.6908, ACC AUC: 0.5523, ACC NDCG@20: 0.0017, Time: 13.48s
Epoch [12/2000], Loss: 0.5382, UL AUC: 0.6951, ACC AUC: 0.5645, ACC NDCG@20: 0.0026, Time: 13.31s
Epoch [13/2000], Loss: 0.5194, UL AUC: 0.6995, ACC AUC: 0.5771, ACC NDCG@20: 0.0037, Time: 13.49s
Epoch [14/2000], Loss: 0.5013, UL AUC: 0.7054, ACC AUC: 0.5897, ACC NDCG@20: 0.0047, Time: 13.23s
Epoch [15/2000], Loss: 0.4849, UL AUC: 0.7111, ACC AUC: 0.6024, ACC NDCG@20: 0.0053, Time: 13.39s
Epoch [16/2000], Loss: 0.4701, UL AUC: 0.7184, ACC AUC: 0.6156, ACC NDCG@20: 0.0054, Time: 13.50s
Epoch [17/2000], Loss: 0.4578, UL AUC: 0.7245, ACC AUC: 0.6283, ACC NDCG@20: 0.0053, Time: 13.71s
Epoch [18/2000], Loss: 0.4467, UL AUC: 0.7290, ACC AUC: 0.6411, ACC NDCG@20: 0.0052, Time: 13.47s
Epoch [19/2000], Loss: 0.4377, UL AUC: 0.7375, ACC AUC: 0.6538, ACC NDCG@20: 0.0051, Time: 13.23s
Epoch [20/2000], Loss: 0.4296, UL AUC: 0.7430, ACC AUC: 0.6658, ACC NDCG@20: 0.0050, Time: 13.60s
Epoch [21/2000], Loss: 0.4222, UL AUC: 0.7459, ACC AUC: 0.6782, ACC NDCG@20: 0.0052, Time: 13.32s
Epoch [22/2000], Loss: 0.4164, UL AUC: 0.7490, ACC AUC: 0.6907, ACC NDCG@20: 0.0055, Time: 13.23s
Epoch [23/2000], Loss: 0.4114, UL AUC: 0.7523, ACC AUC: 0.7028, ACC NDCG@20: 0.0060, Time: 13.79s
Epoch [24/2000], Loss: 0.4065, UL AUC: 0.7530, ACC AUC: 0.7139, ACC NDCG@20: 0.0063, Time: 13.43s
Epoch [25/2000], Loss: 0.4024, UL AUC: 0.7563, ACC AUC: 0.7242, ACC NDCG@20: 0.0069, Time: 13.73s
Epoch [26/2000], Loss: 0.3989, UL AUC: 0.7588, ACC AUC: 0.7348, ACC NDCG@20: 0.0075, Time: 13.54s
Epoch [27/2000], Loss: 0.3953, UL AUC: 0.7596, ACC AUC: 0.7447, ACC NDCG@20: 0.0083, Time: 13.48s
Epoch [28/2000], Loss: 0.3925, UL AUC: 0.7634, ACC AUC: 0.7535, ACC NDCG@20: 0.0088, Time: 13.55s
Epoch [29/2000], Loss: 0.3898, UL AUC: 0.7643, ACC AUC: 0.7621, ACC NDCG@20: 0.0097, Time: 13.68s
Epoch [30/2000], Loss: 0.3874, UL AUC: 0.7660, ACC AUC: 0.7704, ACC NDCG@20: 0.0104, Time: 13.44s
Epoch [31/2000], Loss: 0.3851, UL AUC: 0.7652, ACC AUC: 0.7781, ACC NDCG@20: 0.0111, Time: 13.64s
Epoch [32/2000], Loss: 0.3828, UL AUC: 0.7661, ACC AUC: 0.7856, ACC NDCG@20: 0.0120, Time: 13.62s
Epoch [33/2000], Loss: 0.3806, UL AUC: 0.7656, ACC AUC: 0.7930, ACC NDCG@20: 0.0130, Time: 13.62s
Epoch [34/2000], Loss: 0.3788, UL AUC: 0.7686, ACC AUC: 0.7991, ACC NDCG@20: 0.0136, Time: 13.56s
Epoch [35/2000], Loss: 0.3769, UL AUC: 0.7689, ACC AUC: 0.8055, ACC NDCG@20: 0.0147, Time: 13.41s
Epoch [36/2000], Loss: 0.3751, UL AUC: 0.7703, ACC AUC: 0.8111, ACC NDCG@20: 0.0159, Time: 13.80s
Epoch [37/2000], Loss: 0.3733, UL AUC: 0.7723, ACC AUC: 0.8169, ACC NDCG@20: 0.0168, Time: 13.48s
Epoch [38/2000], Loss: 0.3717, UL AUC: 0.7689, ACC AUC: 0.8226, ACC NDCG@20: 0.0181, Time: 13.65s
Epoch [39/2000], Loss: 0.3700, UL AUC: 0.7702, ACC AUC: 0.8277, ACC NDCG@20: 0.0189, Time: 13.38s
Epoch [40/2000], Loss: 0.3683, UL AUC: 0.7702, ACC AUC: 0.8323, ACC NDCG@20: 0.0201, Time: 13.84s
Epoch [41/2000], Loss: 0.3668, UL AUC: 0.7730, ACC AUC: 0.8368, ACC NDCG@20: 0.0210, Time: 13.48s
Epoch [42/2000], Loss: 0.3652, UL AUC: 0.7715, ACC AUC: 0.8407, ACC NDCG@20: 0.0220, Time: 13.44s
Epoch [43/2000], Loss: 0.3637, UL AUC: 0.7719, ACC AUC: 0.8449, ACC NDCG@20: 0.0237, Time: 13.51s
Epoch [44/2000], Loss: 0.3623, UL AUC: 0.7715, ACC AUC: 0.8482, ACC NDCG@20: 0.0244, Time: 13.72s
Epoch [45/2000], Loss: 0.3611, UL AUC: 0.7731, ACC AUC: 0.8515, ACC NDCG@20: 0.0254, Time: 13.49s
Epoch [46/2000], Loss: 0.3596, UL AUC: 0.7722, ACC AUC: 0.8541, ACC NDCG@20: 0.0267, Time: 13.45s
Epoch [47/2000], Loss: 0.3584, UL AUC: 0.7718, ACC AUC: 0.8573, ACC NDCG@20: 0.0269, Time: 13.66s
Epoch [48/2000], Loss: 0.3572, UL AUC: 0.7733, ACC AUC: 0.8597, ACC NDCG@20: 0.0285, Time: 13.05s
Epoch [49/2000], Loss: 0.3559, UL AUC: 0.7711, ACC AUC: 0.8626, ACC NDCG@20: 0.0293, Time: 13.66s
Epoch [50/2000], Loss: 0.3548, UL AUC: 0.7734, ACC AUC: 0.8648, ACC NDCG@20: 0.0319, Time: 13.29s
Epoch [51/2000], Loss: 0.3536, UL AUC: 0.7721, ACC AUC: 0.8667, ACC NDCG@20: 0.0324, Time: 13.63s
Epoch [52/2000], Loss: 0.3529, UL AUC: 0.7745, ACC AUC: 0.8688, ACC NDCG@20: 0.0333, Time: 13.75s
Epoch [53/2000], Loss: 0.3518, UL AUC: 0.7726, ACC AUC: 0.8702, ACC NDCG@20: 0.0353, Time: 13.24s
Epoch [54/2000], Loss: 0.3509, UL AUC: 0.7706, ACC AUC: 0.8724, ACC NDCG@20: 0.0357, Time: 13.73s
Epoch [55/2000], Loss: 0.3500, UL AUC: 0.7710, ACC AUC: 0.8737, ACC NDCG@20: 0.0377, Time: 13.59s
Epoch [56/2000], Loss: 0.3491, UL AUC: 0.7705, ACC AUC: 0.8751, ACC NDCG@20: 0.0381, Time: 13.85s
Epoch [57/2000], Loss: 0.3484, UL AUC: 0.7684, ACC AUC: 0.8769, ACC NDCG@20: 0.0397, Time: 13.23s
Epoch [58/2000], Loss: 0.3479, UL AUC: 0.7683, ACC AUC: 0.8776, ACC NDCG@20: 0.0411, Time: 13.88s
Epoch [59/2000], Loss: 0.3471, UL AUC: 0.7653, ACC AUC: 0.8789, ACC NDCG@20: 0.0418, Time: 13.86s
Epoch [60/2000], Loss: 0.3463, UL AUC: 0.7669, ACC AUC: 0.8798, ACC NDCG@20: 0.0431, Time: 13.58s
Epoch [61/2000], Loss: 0.3457, UL AUC: 0.7690, ACC AUC: 0.8811, ACC NDCG@20: 0.0443, Time: 13.80s
Epoch [62/2000], Loss: 0.3452, UL AUC: 0.7648, ACC AUC: 0.8819, ACC NDCG@20: 0.0452, Time: 13.70s
Epoch [63/2000], Loss: 0.3446, UL AUC: 0.7647, ACC AUC: 0.8824, ACC NDCG@20: 0.0468, Time: 13.79s
Epoch [64/2000], Loss: 0.3441, UL AUC: 0.7644, ACC AUC: 0.8832, ACC NDCG@20: 0.0482, Time: 13.52s
Epoch [65/2000], Loss: 0.3437, UL AUC: 0.7634, ACC AUC: 0.8839, ACC NDCG@20: 0.0483, Time: 13.52s
Epoch [66/2000], Loss: 0.3433, UL AUC: 0.7654, ACC AUC: 0.8843, ACC NDCG@20: 0.0493, Time: 13.39s
Epoch [67/2000], Loss: 0.3427, UL AUC: 0.7611, ACC AUC: 0.8849, ACC NDCG@20: 0.0497, Time: 13.46s
Epoch [68/2000], Loss: 0.3423, UL AUC: 0.7633, ACC AUC: 0.8854, ACC NDCG@20: 0.0503, Time: 13.42s
Epoch [69/2000], Loss: 0.3419, UL AUC: 0.7625, ACC AUC: 0.8859, ACC NDCG@20: 0.0509, Time: 12.84s
Epoch [70/2000], Loss: 0.3416, UL AUC: 0.7616, ACC AUC: 0.8866, ACC NDCG@20: 0.0518, Time: 13.68s
Epoch [71/2000], Loss: 0.3412, UL AUC: 0.7631, ACC AUC: 0.8876, ACC NDCG@20: 0.0522, Time: 13.47s
Epoch [72/2000], Loss: 0.3408, UL AUC: 0.7594, ACC AUC: 0.8877, ACC NDCG@20: 0.0537, Time: 13.42s
Epoch [73/2000], Loss: 0.3405, UL AUC: 0.7603, ACC AUC: 0.8885, ACC NDCG@20: 0.0538, Time: 13.76s
Epoch [74/2000], Loss: 0.3403, UL AUC: 0.7594, ACC AUC: 0.8887, ACC NDCG@20: 0.0554, Time: 13.62s
Epoch [75/2000], Loss: 0.3399, UL AUC: 0.7603, ACC AUC: 0.8891, ACC NDCG@20: 0.0557, Time: 13.68s
Epoch [76/2000], Loss: 0.3398, UL AUC: 0.7608, ACC AUC: 0.8891, ACC NDCG@20: 0.0557, Time: 13.78s
Epoch [77/2000], Loss: 0.3392, UL AUC: 0.7579, ACC AUC: 0.8894, ACC NDCG@20: 0.0565, Time: 13.48s
Epoch [78/2000], Loss: 0.3391, UL AUC: 0.7594, ACC AUC: 0.8901, ACC NDCG@20: 0.0558, Time: 13.72s
Epoch [79/2000], Loss: 0.3388, UL AUC: 0.7583, ACC AUC: 0.8902, ACC NDCG@20: 0.0563, Time: 13.75s
Epoch [80/2000], Loss: 0.3386, UL AUC: 0.7532, ACC AUC: 0.8903, ACC NDCG@20: 0.0579, Time: 13.58s
Epoch [81/2000], Loss: 0.3384, UL AUC: 0.7543, ACC AUC: 0.8908, ACC NDCG@20: 0.0576, Time: 13.35s
Epoch [82/2000], Loss: 0.3383, UL AUC: 0.7545, ACC AUC: 0.8909, ACC NDCG@20: 0.0589, Time: 13.63s
Epoch [83/2000], Loss: 0.3378, UL AUC: 0.7561, ACC AUC: 0.8915, ACC NDCG@20: 0.0584, Time: 13.54s
Epoch [84/2000], Loss: 0.3379, UL AUC: 0.7553, ACC AUC: 0.8917, ACC NDCG@20: 0.0592, Time: 13.66s
Epoch [85/2000], Loss: 0.3377, UL AUC: 0.7542, ACC AUC: 0.8917, ACC NDCG@20: 0.0605, Time: 13.59s
Epoch [86/2000], Loss: 0.3375, UL AUC: 0.7517, ACC AUC: 0.8916, ACC NDCG@20: 0.0598, Time: 13.69s
Epoch [87/2000], Loss: 0.3373, UL AUC: 0.7540, ACC AUC: 0.8919, ACC NDCG@20: 0.0612, Time: 13.71s
Epoch [88/2000], Loss: 0.3372, UL AUC: 0.7523, ACC AUC: 0.8921, ACC NDCG@20: 0.0613, Time: 13.89s
Epoch [89/2000], Loss: 0.3370, UL AUC: 0.7536, ACC AUC: 0.8928, ACC NDCG@20: 0.0622, Time: 13.82s
Epoch [90/2000], Loss: 0.3368, UL AUC: 0.7496, ACC AUC: 0.8924, ACC NDCG@20: 0.0623, Time: 13.34s
Epoch [91/2000], Loss: 0.3366, UL AUC: 0.7501, ACC AUC: 0.8929, ACC NDCG@20: 0.0625, Time: 13.88s
Epoch [92/2000], Loss: 0.3365, UL AUC: 0.7525, ACC AUC: 0.8935, ACC NDCG@20: 0.0621, Time: 13.41s
Epoch [93/2000], Loss: 0.3363, UL AUC: 0.7502, ACC AUC: 0.8935, ACC NDCG@20: 0.0622, Time: 13.45s
Epoch [94/2000], Loss: 0.3362, UL AUC: 0.7515, ACC AUC: 0.8938, ACC NDCG@20: 0.0641, Time: 13.63s
Epoch [95/2000], Loss: 0.3360, UL AUC: 0.7511, ACC AUC: 0.8940, ACC NDCG@20: 0.0639, Time: 12.78s
Epoch [96/2000], Loss: 0.3359, UL AUC: 0.7477, ACC AUC: 0.8938, ACC NDCG@20: 0.0652, Time: 13.37s
Epoch [97/2000], Loss: 0.3359, UL AUC: 0.7512, ACC AUC: 0.8943, ACC NDCG@20: 0.0637, Time: 13.45s
Epoch [98/2000], Loss: 0.3357, UL AUC: 0.7479, ACC AUC: 0.8940, ACC NDCG@20: 0.0639, Time: 13.31s
Epoch [99/2000], Loss: 0.3356, UL AUC: 0.7474, ACC AUC: 0.8945, ACC NDCG@20: 0.0651, Time: 13.49s
Epoch [100/2000], Loss: 0.3356, UL AUC: 0.7471, ACC AUC: 0.8944, ACC NDCG@20: 0.0657, Time: 13.79s
Epoch [101/2000], Loss: 0.3354, UL AUC: 0.7456, ACC AUC: 0.8944, ACC NDCG@20: 0.0641, Time: 13.43s
Epoch [102/2000], Loss: 0.3354, UL AUC: 0.7449, ACC AUC: 0.8945, ACC NDCG@20: 0.0655, Time: 13.24s
Epoch [103/2000], Loss: 0.3352, UL AUC: 0.7479, ACC AUC: 0.8943, ACC NDCG@20: 0.0654, Time: 13.26s
Epoch [104/2000], Loss: 0.3350, UL AUC: 0.7458, ACC AUC: 0.8947, ACC NDCG@20: 0.0651, Time: 13.47s
Epoch [105/2000], Loss: 0.3350, UL AUC: 0.7439, ACC AUC: 0.8944, ACC NDCG@20: 0.0664, Time: 13.53s
Epoch [106/2000], Loss: 0.3350, UL AUC: 0.7411, ACC AUC: 0.8947, ACC NDCG@20: 0.0661, Time: 13.62s
Epoch [107/2000], Loss: 0.3347, UL AUC: 0.7422, ACC AUC: 0.8951, ACC NDCG@20: 0.0667, Time: 13.52s
Epoch [108/2000], Loss: 0.3347, UL AUC: 0.7425, ACC AUC: 0.8947, ACC NDCG@20: 0.0651, Time: 13.80s
Epoch [109/2000], Loss: 0.3346, UL AUC: 0.7370, ACC AUC: 0.8950, ACC NDCG@20: 0.0670, Time: 13.59s
Epoch [110/2000], Loss: 0.3347, UL AUC: 0.7430, ACC AUC: 0.8951, ACC NDCG@20: 0.0668, Time: 13.52s
Epoch [111/2000], Loss: 0.3345, UL AUC: 0.7461, ACC AUC: 0.8954, ACC NDCG@20: 0.0654, Time: 13.43s
Epoch [112/2000], Loss: 0.3345, UL AUC: 0.7436, ACC AUC: 0.8955, ACC NDCG@20: 0.0665, Time: 13.56s
Epoch [113/2000], Loss: 0.3343, UL AUC: 0.7457, ACC AUC: 0.8950, ACC NDCG@20: 0.0663, Time: 13.44s
Epoch [114/2000], Loss: 0.3343, UL AUC: 0.7455, ACC AUC: 0.8956, ACC NDCG@20: 0.0687, Time: 13.50s
Epoch [115/2000], Loss: 0.3342, UL AUC: 0.7443, ACC AUC: 0.8952, ACC NDCG@20: 0.0670, Time: 13.59s
Epoch [116/2000], Loss: 0.3341, UL AUC: 0.7453, ACC AUC: 0.8956, ACC NDCG@20: 0.0675, Time: 13.44s
Epoch [117/2000], Loss: 0.3341, UL AUC: 0.7440, ACC AUC: 0.8958, ACC NDCG@20: 0.0676, Time: 12.59s
Epoch [118/2000], Loss: 0.3340, UL AUC: 0.7437, ACC AUC: 0.8959, ACC NDCG@20: 0.0676, Time: 13.38s
Epoch [119/2000], Loss: 0.3340, UL AUC: 0.7431, ACC AUC: 0.8961, ACC NDCG@20: 0.0683, Time: 13.11s
Epoch [120/2000], Loss: 0.3339, UL AUC: 0.7421, ACC AUC: 0.8963, ACC NDCG@20: 0.0684, Time: 13.33s
Epoch [121/2000], Loss: 0.3338, UL AUC: 0.7452, ACC AUC: 0.8962, ACC NDCG@20: 0.0686, Time: 13.51s
Epoch [122/2000], Loss: 0.3337, UL AUC: 0.7484, ACC AUC: 0.8961, ACC NDCG@20: 0.0690, Time: 13.32s
Epoch [123/2000], Loss: 0.3337, UL AUC: 0.7440, ACC AUC: 0.8960, ACC NDCG@20: 0.0689, Time: 13.67s
Epoch [124/2000], Loss: 0.3337, UL AUC: 0.7444, ACC AUC: 0.8960, ACC NDCG@20: 0.0701, Time: 13.61s
Epoch [125/2000], Loss: 0.3336, UL AUC: 0.7403, ACC AUC: 0.8958, ACC NDCG@20: 0.0697, Time: 13.78s
Epoch [126/2000], Loss: 0.3335, UL AUC: 0.7403, ACC AUC: 0.8965, ACC NDCG@20: 0.0689, Time: 13.40s
Epoch [127/2000], Loss: 0.3335, UL AUC: 0.7401, ACC AUC: 0.8963, ACC NDCG@20: 0.0699, Time: 13.54s
Epoch [128/2000], Loss: 0.3334, UL AUC: 0.7389, ACC AUC: 0.8961, ACC NDCG@20: 0.0698, Time: 13.27s
Epoch [129/2000], Loss: 0.3334, UL AUC: 0.7398, ACC AUC: 0.8961, ACC NDCG@20: 0.0698, Time: 13.27s
Epoch [130/2000], Loss: 0.3334, UL AUC: 0.7401, ACC AUC: 0.8959, ACC NDCG@20: 0.0714, Time: 12.97s
Epoch [131/2000], Loss: 0.3333, UL AUC: 0.7436, ACC AUC: 0.8960, ACC NDCG@20: 0.0698, Time: 13.47s
Epoch [132/2000], Loss: 0.3332, UL AUC: 0.7408, ACC AUC: 0.8961, ACC NDCG@20: 0.0722, Time: 13.44s
Epoch [133/2000], Loss: 0.3332, UL AUC: 0.7408, ACC AUC: 0.8959, ACC NDCG@20: 0.0701, Time: 13.54s
Epoch [134/2000], Loss: 0.3332, UL AUC: 0.7386, ACC AUC: 0.8958, ACC NDCG@20: 0.0716, Time: 13.27s
Epoch [135/2000], Loss: 0.3331, UL AUC: 0.7403, ACC AUC: 0.8961, ACC NDCG@20: 0.0712, Time: 13.53s
Epoch [136/2000], Loss: 0.3330, UL AUC: 0.7380, ACC AUC: 0.8962, ACC NDCG@20: 0.0712, Time: 13.22s
Epoch [137/2000], Loss: 0.3330, UL AUC: 0.7364, ACC AUC: 0.8962, ACC NDCG@20: 0.0704, Time: 13.30s
Epoch [138/2000], Loss: 0.3330, UL AUC: 0.7363, ACC AUC: 0.8961, ACC NDCG@20: 0.0709, Time: 13.35s
Epoch [139/2000], Loss: 0.3329, UL AUC: 0.7394, ACC AUC: 0.8961, ACC NDCG@20: 0.0726, Time: 13.58s
Epoch [140/2000], Loss: 0.3329, UL AUC: 0.7392, ACC AUC: 0.8961, ACC NDCG@20: 0.0703, Time: 13.75s
Epoch [141/2000], Loss: 0.3328, UL AUC: 0.7401, ACC AUC: 0.8964, ACC NDCG@20: 0.0712, Time: 13.52s
Epoch [142/2000], Loss: 0.3328, UL AUC: 0.7374, ACC AUC: 0.8966, ACC NDCG@20: 0.0720, Time: 13.51s
Epoch [143/2000], Loss: 0.3327, UL AUC: 0.7410, ACC AUC: 0.8966, ACC NDCG@20: 0.0721, Time: 12.70s
Epoch [144/2000], Loss: 0.3326, UL AUC: 0.7402, ACC AUC: 0.8967, ACC NDCG@20: 0.0729, Time: 13.17s
Epoch [145/2000], Loss: 0.3328, UL AUC: 0.7414, ACC AUC: 0.8967, ACC NDCG@20: 0.0733, Time: 13.55s
Epoch [146/2000], Loss: 0.3326, UL AUC: 0.7448, ACC AUC: 0.8971, ACC NDCG@20: 0.0723, Time: 13.36s
Epoch [147/2000], Loss: 0.3326, UL AUC: 0.7422, ACC AUC: 0.8975, ACC NDCG@20: 0.0723, Time: 13.50s
Epoch [148/2000], Loss: 0.3325, UL AUC: 0.7411, ACC AUC: 0.8970, ACC NDCG@20: 0.0725, Time: 13.36s
Epoch [149/2000], Loss: 0.3325, UL AUC: 0.7397, ACC AUC: 0.8973, ACC NDCG@20: 0.0722, Time: 13.54s
Epoch [150/2000], Loss: 0.3325, UL AUC: 0.7408, ACC AUC: 0.8972, ACC NDCG@20: 0.0736, Time: 13.57s
Epoch [151/2000], Loss: 0.3325, UL AUC: 0.7416, ACC AUC: 0.8970, ACC NDCG@20: 0.0720, Time: 13.65s
Epoch [152/2000], Loss: 0.3325, UL AUC: 0.7415, ACC AUC: 0.8968, ACC NDCG@20: 0.0741, Time: 13.27s
Epoch [153/2000], Loss: 0.3324, UL AUC: 0.7388, ACC AUC: 0.8968, ACC NDCG@20: 0.0719, Time: 13.70s
Epoch [154/2000], Loss: 0.3323, UL AUC: 0.7424, ACC AUC: 0.8968, ACC NDCG@20: 0.0733, Time: 13.20s
Epoch [155/2000], Loss: 0.3322, UL AUC: 0.7412, ACC AUC: 0.8972, ACC NDCG@20: 0.0730, Time: 13.47s
Epoch [156/2000], Loss: 0.3321, UL AUC: 0.7381, ACC AUC: 0.8974, ACC NDCG@20: 0.0730, Time: 13.42s
Epoch [157/2000], Loss: 0.3322, UL AUC: 0.7432, ACC AUC: 0.8968, ACC NDCG@20: 0.0729, Time: 13.51s
Epoch [158/2000], Loss: 0.3321, UL AUC: 0.7413, ACC AUC: 0.8972, ACC NDCG@20: 0.0729, Time: 13.50s
Epoch [159/2000], Loss: 0.3321, UL AUC: 0.7431, ACC AUC: 0.8967, ACC NDCG@20: 0.0735, Time: 13.44s
Epoch [160/2000], Loss: 0.3322, UL AUC: 0.7450, ACC AUC: 0.8972, ACC NDCG@20: 0.0758, Time: 13.46s
Epoch [161/2000], Loss: 0.3319, UL AUC: 0.7412, ACC AUC: 0.8973, ACC NDCG@20: 0.0761, Time: 13.72s
Epoch [162/2000], Loss: 0.3321, UL AUC: 0.7404, ACC AUC: 0.8972, ACC NDCG@20: 0.0759, Time: 13.67s
Epoch [163/2000], Loss: 0.3319, UL AUC: 0.7394, ACC AUC: 0.8971, ACC NDCG@20: 0.0757, Time: 13.44s
Epoch [164/2000], Loss: 0.3319, UL AUC: 0.7424, ACC AUC: 0.8974, ACC NDCG@20: 0.0755, Time: 13.44s
Epoch [165/2000], Loss: 0.3319, UL AUC: 0.7432, ACC AUC: 0.8977, ACC NDCG@20: 0.0741, Time: 13.53s
Epoch [166/2000], Loss: 0.3319, UL AUC: 0.7435, ACC AUC: 0.8976, ACC NDCG@20: 0.0757, Time: 13.45s
Epoch [167/2000], Loss: 0.3320, UL AUC: 0.7462, ACC AUC: 0.8979, ACC NDCG@20: 0.0752, Time: 13.13s
Epoch [168/2000], Loss: 0.3320, UL AUC: 0.7421, ACC AUC: 0.8977, ACC NDCG@20: 0.0753, Time: 13.54s
Epoch [169/2000], Loss: 0.3317, UL AUC: 0.7448, ACC AUC: 0.8976, ACC NDCG@20: 0.0737, Time: 13.34s
Epoch [170/2000], Loss: 0.3318, UL AUC: 0.7429, ACC AUC: 0.8976, ACC NDCG@20: 0.0749, Time: 13.03s
Epoch [171/2000], Loss: 0.3317, UL AUC: 0.7446, ACC AUC: 0.8976, ACC NDCG@20: 0.0748, Time: 13.42s
Epoch [172/2000], Loss: 0.3317, UL AUC: 0.7407, ACC AUC: 0.8972, ACC NDCG@20: 0.0745, Time: 13.30s
Epoch [173/2000], Loss: 0.3317, UL AUC: 0.7438, ACC AUC: 0.8972, ACC NDCG@20: 0.0755, Time: 13.55s
Epoch [174/2000], Loss: 0.3317, UL AUC: 0.7427, ACC AUC: 0.8971, ACC NDCG@20: 0.0755, Time: 13.48s
Epoch [175/2000], Loss: 0.3316, UL AUC: 0.7439, ACC AUC: 0.8977, ACC NDCG@20: 0.0741, Time: 13.53s
Epoch [176/2000], Loss: 0.3316, UL AUC: 0.7426, ACC AUC: 0.8977, ACC NDCG@20: 0.0752, Time: 13.45s
Epoch [177/2000], Loss: 0.3316, UL AUC: 0.7460, ACC AUC: 0.8979, ACC NDCG@20: 0.0758, Time: 13.52s
Epoch [178/2000], Loss: 0.3316, UL AUC: 0.7437, ACC AUC: 0.8977, ACC NDCG@20: 0.0753, Time: 13.42s
Epoch [179/2000], Loss: 0.3316, UL AUC: 0.7402, ACC AUC: 0.8977, ACC NDCG@20: 0.0752, Time: 13.49s
Epoch [180/2000], Loss: 0.3314, UL AUC: 0.7411, ACC AUC: 0.8974, ACC NDCG@20: 0.0763, Time: 13.39s
Epoch [181/2000], Loss: 0.3315, UL AUC: 0.7437, ACC AUC: 0.8975, ACC NDCG@20: 0.0756, Time: 13.48s
Epoch [182/2000], Loss: 0.3315, UL AUC: 0.7407, ACC AUC: 0.8976, ACC NDCG@20: 0.0763, Time: 13.53s
Epoch [183/2000], Loss: 0.3315, UL AUC: 0.7424, ACC AUC: 0.8976, ACC NDCG@20: 0.0755, Time: 13.38s
Epoch [184/2000], Loss: 0.3314, UL AUC: 0.7444, ACC AUC: 0.8977, ACC NDCG@20: 0.0766, Time: 13.57s
Epoch [185/2000], Loss: 0.3313, UL AUC: 0.7445, ACC AUC: 0.8979, ACC NDCG@20: 0.0754, Time: 13.52s
Epoch [186/2000], Loss: 0.3314, UL AUC: 0.7425, ACC AUC: 0.8975, ACC NDCG@20: 0.0754, Time: 13.53s
Epoch [187/2000], Loss: 0.3314, UL AUC: 0.7408, ACC AUC: 0.8978, ACC NDCG@20: 0.0764, Time: 13.40s
Epoch [188/2000], Loss: 0.3313, UL AUC: 0.7450, ACC AUC: 0.8975, ACC NDCG@20: 0.0762, Time: 13.39s
Epoch [189/2000], Loss: 0.3314, UL AUC: 0.7440, ACC AUC: 0.8976, ACC NDCG@20: 0.0762, Time: 13.72s
Epoch [190/2000], Loss: 0.3313, UL AUC: 0.7449, ACC AUC: 0.8980, ACC NDCG@20: 0.0761, Time: 13.48s
Epoch [191/2000], Loss: 0.3313, UL AUC: 0.7431, ACC AUC: 0.8978, ACC NDCG@20: 0.0773, Time: 13.58s
Epoch [192/2000], Loss: 0.3313, UL AUC: 0.7474, ACC AUC: 0.8974, ACC NDCG@20: 0.0766, Time: 13.44s
Epoch [193/2000], Loss: 0.3311, UL AUC: 0.7444, ACC AUC: 0.8977, ACC NDCG@20: 0.0764, Time: 12.81s
Epoch [194/2000], Loss: 0.3312, UL AUC: 0.7435, ACC AUC: 0.8976, ACC NDCG@20: 0.0760, Time: 13.26s
Epoch [195/2000], Loss: 0.3312, UL AUC: 0.7460, ACC AUC: 0.8979, ACC NDCG@20: 0.0766, Time: 13.46s
Epoch [196/2000], Loss: 0.3311, UL AUC: 0.7434, ACC AUC: 0.8974, ACC NDCG@20: 0.0766, Time: 13.17s
Epoch [197/2000], Loss: 0.3311, UL AUC: 0.7427, ACC AUC: 0.8977, ACC NDCG@20: 0.0767, Time: 13.57s
Epoch [198/2000], Loss: 0.3310, UL AUC: 0.7446, ACC AUC: 0.8979, ACC NDCG@20: 0.0771, Time: 13.21s
Epoch [199/2000], Loss: 0.3311, UL AUC: 0.7461, ACC AUC: 0.8976, ACC NDCG@20: 0.0771, Time: 13.44s
Epoch [200/2000], Loss: 0.3311, UL AUC: 0.7462, ACC AUC: 0.8976, ACC NDCG@20: 0.0769, Time: 13.47s
Epoch [201/2000], Loss: 0.3310, UL AUC: 0.7457, ACC AUC: 0.8979, ACC NDCG@20: 0.0774, Time: 13.41s
Epoch [202/2000], Loss: 0.3309, UL AUC: 0.7481, ACC AUC: 0.8977, ACC NDCG@20: 0.0782, Time: 13.56s
Epoch [203/2000], Loss: 0.3309, UL AUC: 0.7471, ACC AUC: 0.8977, ACC NDCG@20: 0.0772, Time: 13.57s
Epoch [204/2000], Loss: 0.3310, UL AUC: 0.7491, ACC AUC: 0.8976, ACC NDCG@20: 0.0756, Time: 13.29s
Epoch [205/2000], Loss: 0.3311, UL AUC: 0.7530, ACC AUC: 0.8979, ACC NDCG@20: 0.0764, Time: 13.64s
Epoch [206/2000], Loss: 0.3308, UL AUC: 0.7484, ACC AUC: 0.8975, ACC NDCG@20: 0.0755, Time: 13.76s
Epoch [207/2000], Loss: 0.3308, UL AUC: 0.7494, ACC AUC: 0.8976, ACC NDCG@20: 0.0773, Time: 13.30s
Epoch [208/2000], Loss: 0.3310, UL AUC: 0.7489, ACC AUC: 0.8978, ACC NDCG@20: 0.0769, Time: 13.42s
Epoch [209/2000], Loss: 0.3309, UL AUC: 0.7501, ACC AUC: 0.8976, ACC NDCG@20: 0.0754, Time: 13.40s
Epoch [210/2000], Loss: 0.3309, UL AUC: 0.7484, ACC AUC: 0.8976, ACC NDCG@20: 0.0776, Time: 13.68s
Epoch [211/2000], Loss: 0.3307, UL AUC: 0.7476, ACC AUC: 0.8973, ACC NDCG@20: 0.0764, Time: 13.63s
Epoch [212/2000], Loss: 0.3309, UL AUC: 0.7473, ACC AUC: 0.8976, ACC NDCG@20: 0.0780, Time: 13.64s
Epoch [213/2000], Loss: 0.3307, UL AUC: 0.7501, ACC AUC: 0.8977, ACC NDCG@20: 0.0782, Time: 13.53s
Epoch [214/2000], Loss: 0.3307, UL AUC: 0.7499, ACC AUC: 0.8975, ACC NDCG@20: 0.0781, Time: 13.33s
Epoch [215/2000], Loss: 0.3308, UL AUC: 0.7525, ACC AUC: 0.8975, ACC NDCG@20: 0.0785, Time: 13.26s
Epoch [216/2000], Loss: 0.3307, UL AUC: 0.7515, ACC AUC: 0.8975, ACC NDCG@20: 0.0777, Time: 13.50s
Epoch [217/2000], Loss: 0.3307, UL AUC: 0.7494, ACC AUC: 0.8976, ACC NDCG@20: 0.0777, Time: 12.58s
Epoch [218/2000], Loss: 0.3307, UL AUC: 0.7532, ACC AUC: 0.8974, ACC NDCG@20: 0.0782, Time: 13.19s
Epoch [219/2000], Loss: 0.3307, UL AUC: 0.7523, ACC AUC: 0.8977, ACC NDCG@20: 0.0780, Time: 13.23s
Epoch [220/2000], Loss: 0.3307, UL AUC: 0.7513, ACC AUC: 0.8977, ACC NDCG@20: 0.0769, Time: 13.41s
Epoch [221/2000], Loss: 0.3307, UL AUC: 0.7499, ACC AUC: 0.8977, ACC NDCG@20: 0.0798, Time: 13.62s
Epoch [222/2000], Loss: 0.3308, UL AUC: 0.7482, ACC AUC: 0.8975, ACC NDCG@20: 0.0774, Time: 13.57s
Epoch [223/2000], Loss: 0.3306, UL AUC: 0.7475, ACC AUC: 0.8976, ACC NDCG@20: 0.0787, Time: 13.46s
Epoch [224/2000], Loss: 0.3307, UL AUC: 0.7496, ACC AUC: 0.8975, ACC NDCG@20: 0.0800, Time: 13.33s
Epoch [225/2000], Loss: 0.3305, UL AUC: 0.7487, ACC AUC: 0.8976, ACC NDCG@20: 0.0795, Time: 13.67s
Epoch [226/2000], Loss: 0.3306, UL AUC: 0.7493, ACC AUC: 0.8978, ACC NDCG@20: 0.0789, Time: 13.03s
Epoch [227/2000], Loss: 0.3306, UL AUC: 0.7538, ACC AUC: 0.8975, ACC NDCG@20: 0.0805, Time: 13.54s
Epoch [228/2000], Loss: 0.3305, UL AUC: 0.7504, ACC AUC: 0.8975, ACC NDCG@20: 0.0799, Time: 13.08s
Epoch [229/2000], Loss: 0.3306, UL AUC: 0.7481, ACC AUC: 0.8975, ACC NDCG@20: 0.0792, Time: 13.77s
Epoch [230/2000], Loss: 0.3305, UL AUC: 0.7488, ACC AUC: 0.8975, ACC NDCG@20: 0.0792, Time: 13.27s
Epoch [231/2000], Loss: 0.3305, UL AUC: 0.7498, ACC AUC: 0.8978, ACC NDCG@20: 0.0778, Time: 13.47s
Epoch [232/2000], Loss: 0.3305, UL AUC: 0.7518, ACC AUC: 0.8978, ACC NDCG@20: 0.0790, Time: 13.62s
Epoch [233/2000], Loss: 0.3304, UL AUC: 0.7515, ACC AUC: 0.8984, ACC NDCG@20: 0.0792, Time: 13.66s
Epoch [234/2000], Loss: 0.3306, UL AUC: 0.7521, ACC AUC: 0.8979, ACC NDCG@20: 0.0792, Time: 13.42s
Epoch [235/2000], Loss: 0.3306, UL AUC: 0.7510, ACC AUC: 0.8979, ACC NDCG@20: 0.0802, Time: 13.68s
Epoch [236/2000], Loss: 0.3305, UL AUC: 0.7511, ACC AUC: 0.8975, ACC NDCG@20: 0.0800, Time: 13.07s
Epoch [237/2000], Loss: 0.3305, UL AUC: 0.7529, ACC AUC: 0.8976, ACC NDCG@20: 0.0808, Time: 13.71s
Epoch [238/2000], Loss: 0.3305, UL AUC: 0.7538, ACC AUC: 0.8977, ACC NDCG@20: 0.0820, Time: 13.71s
Epoch [239/2000], Loss: 0.3304, UL AUC: 0.7535, ACC AUC: 0.8977, ACC NDCG@20: 0.0800, Time: 13.23s
Epoch [240/2000], Loss: 0.3305, UL AUC: 0.7533, ACC AUC: 0.8974, ACC NDCG@20: 0.0822, Time: 13.68s
Epoch [241/2000], Loss: 0.3304, UL AUC: 0.7542, ACC AUC: 0.8978, ACC NDCG@20: 0.0813, Time: 13.86s
Epoch [242/2000], Loss: 0.3303, UL AUC: 0.7519, ACC AUC: 0.8973, ACC NDCG@20: 0.0805, Time: 13.68s
Epoch [243/2000], Loss: 0.3304, UL AUC: 0.7509, ACC AUC: 0.8976, ACC NDCG@20: 0.0810, Time: 13.44s
Epoch [244/2000], Loss: 0.3304, UL AUC: 0.7490, ACC AUC: 0.8973, ACC NDCG@20: 0.0813, Time: 13.32s
Epoch [245/2000], Loss: 0.3303, UL AUC: 0.7517, ACC AUC: 0.8970, ACC NDCG@20: 0.0800, Time: 13.43s
Epoch [246/2000], Loss: 0.3304, UL AUC: 0.7515, ACC AUC: 0.8974, ACC NDCG@20: 0.0808, Time: 13.40s
Epoch [247/2000], Loss: 0.3304, UL AUC: 0.7500, ACC AUC: 0.8972, ACC NDCG@20: 0.0809, Time: 13.41s
Epoch [248/2000], Loss: 0.3304, UL AUC: 0.7520, ACC AUC: 0.8976, ACC NDCG@20: 0.0802, Time: 13.65s
Epoch [249/2000], Loss: 0.3303, UL AUC: 0.7538, ACC AUC: 0.8976, ACC NDCG@20: 0.0803, Time: 13.29s
Epoch [250/2000], Loss: 0.3304, UL AUC: 0.7533, ACC AUC: 0.8979, ACC NDCG@20: 0.0810, Time: 13.71s
Epoch [251/2000], Loss: 0.3303, UL AUC: 0.7540, ACC AUC: 0.8975, ACC NDCG@20: 0.0797, Time: 12.84s
Epoch [252/2000], Loss: 0.3303, UL AUC: 0.7498, ACC AUC: 0.8976, ACC NDCG@20: 0.0808, Time: 13.22s
Epoch [253/2000], Loss: 0.3303, UL AUC: 0.7504, ACC AUC: 0.8976, ACC NDCG@20: 0.0810, Time: 13.71s
Epoch [254/2000], Loss: 0.3303, UL AUC: 0.7488, ACC AUC: 0.8973, ACC NDCG@20: 0.0801, Time: 13.25s
Epoch [255/2000], Loss: 0.3302, UL AUC: 0.7478, ACC AUC: 0.8973, ACC NDCG@20: 0.0813, Time: 13.28s
Epoch [256/2000], Loss: 0.3302, UL AUC: 0.7502, ACC AUC: 0.8973, ACC NDCG@20: 0.0808, Time: 13.45s
Epoch [257/2000], Loss: 0.3302, UL AUC: 0.7475, ACC AUC: 0.8974, ACC NDCG@20: 0.0822, Time: 13.23s
Epoch [258/2000], Loss: 0.3303, UL AUC: 0.7509, ACC AUC: 0.8972, ACC NDCG@20: 0.0816, Time: 13.15s
Epoch [259/2000], Loss: 0.3302, UL AUC: 0.7510, ACC AUC: 0.8976, ACC NDCG@20: 0.0818, Time: 13.37s
Epoch [260/2000], Loss: 0.3302, UL AUC: 0.7532, ACC AUC: 0.8975, ACC NDCG@20: 0.0824, Time: 13.46s
Epoch [261/2000], Loss: 0.3302, UL AUC: 0.7522, ACC AUC: 0.8973, ACC NDCG@20: 0.0817, Time: 13.67s
Epoch [262/2000], Loss: 0.3302, UL AUC: 0.7527, ACC AUC: 0.8978, ACC NDCG@20: 0.0823, Time: 13.65s
Epoch [263/2000], Loss: 0.3302, UL AUC: 0.7501, ACC AUC: 0.8978, ACC NDCG@20: 0.0825, Time: 12.82s
Epoch [264/2000], Loss: 0.3302, UL AUC: 0.7537, ACC AUC: 0.8976, ACC NDCG@20: 0.0815, Time: 13.67s
Epoch [265/2000], Loss: 0.3302, UL AUC: 0.7491, ACC AUC: 0.8978, ACC NDCG@20: 0.0818, Time: 13.73s
Epoch [266/2000], Loss: 0.3302, UL AUC: 0.7484, ACC AUC: 0.8980, ACC NDCG@20: 0.0807, Time: 13.56s
Epoch [267/2000], Loss: 0.3301, UL AUC: 0.7516, ACC AUC: 0.8977, ACC NDCG@20: 0.0805, Time: 13.40s
Epoch [268/2000], Loss: 0.3301, UL AUC: 0.7535, ACC AUC: 0.8975, ACC NDCG@20: 0.0811, Time: 13.44s
Epoch [269/2000], Loss: 0.3303, UL AUC: 0.7516, ACC AUC: 0.8975, ACC NDCG@20: 0.0803, Time: 13.24s
Epoch [270/2000], Loss: 0.3301, UL AUC: 0.7517, ACC AUC: 0.8978, ACC NDCG@20: 0.0800, Time: 13.29s
Epoch [271/2000], Loss: 0.3302, UL AUC: 0.7481, ACC AUC: 0.8974, ACC NDCG@20: 0.0797, Time: 13.68s
Epoch [272/2000], Loss: 0.3301, UL AUC: 0.7511, ACC AUC: 0.8978, ACC NDCG@20: 0.0823, Time: 13.45s
Epoch [273/2000], Loss: 0.3302, UL AUC: 0.7528, ACC AUC: 0.8973, ACC NDCG@20: 0.0820, Time: 13.34s
Epoch [274/2000], Loss: 0.3302, UL AUC: 0.7494, ACC AUC: 0.8973, ACC NDCG@20: 0.0815, Time: 13.49s
Epoch [275/2000], Loss: 0.3301, UL AUC: 0.7510, ACC AUC: 0.8975, ACC NDCG@20: 0.0820, Time: 13.26s
Epoch [276/2000], Loss: 0.3301, UL AUC: 0.7529, ACC AUC: 0.8972, ACC NDCG@20: 0.0819, Time: 13.56s
Epoch [277/2000], Loss: 0.3301, UL AUC: 0.7532, ACC AUC: 0.8974, ACC NDCG@20: 0.0819, Time: 13.18s
Epoch [278/2000], Loss: 0.3302, UL AUC: 0.7539, ACC AUC: 0.8975, ACC NDCG@20: 0.0820, Time: 13.56s
Epoch [279/2000], Loss: 0.3301, UL AUC: 0.7515, ACC AUC: 0.8976, ACC NDCG@20: 0.0828, Time: 13.73s
Epoch [280/2000], Loss: 0.3300, UL AUC: 0.7515, ACC AUC: 0.8974, ACC NDCG@20: 0.0822, Time: 13.65s
Epoch [281/2000], Loss: 0.3301, UL AUC: 0.7521, ACC AUC: 0.8973, ACC NDCG@20: 0.0816, Time: 13.40s
Epoch [282/2000], Loss: 0.3301, UL AUC: 0.7530, ACC AUC: 0.8974, ACC NDCG@20: 0.0811, Time: 13.39s
Epoch [283/2000], Loss: 0.3301, UL AUC: 0.7502, ACC AUC: 0.8972, ACC NDCG@20: 0.0831, Time: 13.56s
Epoch [284/2000], Loss: 0.3300, UL AUC: 0.7514, ACC AUC: 0.8973, ACC NDCG@20: 0.0826, Time: 13.52s
Epoch [285/2000], Loss: 0.3300, UL AUC: 0.7538, ACC AUC: 0.8973, ACC NDCG@20: 0.0814, Time: 13.26s
Epoch [286/2000], Loss: 0.3301, UL AUC: 0.7534, ACC AUC: 0.8973, ACC NDCG@20: 0.0816, Time: 12.35s
Epoch [287/2000], Loss: 0.3300, UL AUC: 0.7510, ACC AUC: 0.8977, ACC NDCG@20: 0.0820, Time: 13.35s
Epoch [288/2000], Loss: 0.3302, UL AUC: 0.7500, ACC AUC: 0.8975, ACC NDCG@20: 0.0821, Time: 13.44s
Epoch [289/2000], Loss: 0.3301, UL AUC: 0.7510, ACC AUC: 0.8974, ACC NDCG@20: 0.0823, Time: 13.65s
Epoch [290/2000], Loss: 0.3301, UL AUC: 0.7523, ACC AUC: 0.8974, ACC NDCG@20: 0.0822, Time: 12.79s
Epoch [291/2000], Loss: 0.3301, UL AUC: 0.7526, ACC AUC: 0.8976, ACC NDCG@20: 0.0822, Time: 13.41s
Epoch [292/2000], Loss: 0.3300, UL AUC: 0.7545, ACC AUC: 0.8975, ACC NDCG@20: 0.0816, Time: 13.49s
Epoch [293/2000], Loss: 0.3300, UL AUC: 0.7567, ACC AUC: 0.8974, ACC NDCG@20: 0.0813, Time: 13.30s
Epoch [294/2000], Loss: 0.3300, UL AUC: 0.7550, ACC AUC: 0.8970, ACC NDCG@20: 0.0825, Time: 13.28s
Epoch [295/2000], Loss: 0.3301, UL AUC: 0.7541, ACC AUC: 0.8973, ACC NDCG@20: 0.0820, Time: 13.51s
Epoch [296/2000], Loss: 0.3300, UL AUC: 0.7553, ACC AUC: 0.8969, ACC NDCG@20: 0.0813, Time: 13.39s
Epoch [297/2000], Loss: 0.3300, UL AUC: 0.7503, ACC AUC: 0.8970, ACC NDCG@20: 0.0824, Time: 13.74s
Epoch [298/2000], Loss: 0.3301, UL AUC: 0.7528, ACC AUC: 0.8970, ACC NDCG@20: 0.0820, Time: 13.67s
Epoch [299/2000], Loss: 0.3300, UL AUC: 0.7517, ACC AUC: 0.8972, ACC NDCG@20: 0.0823, Time: 13.34s
Epoch [300/2000], Loss: 0.3300, UL AUC: 0.7499, ACC AUC: 0.8973, ACC NDCG@20: 0.0812, Time: 13.70s
Epoch [301/2000], Loss: 0.3300, UL AUC: 0.7540, ACC AUC: 0.8973, ACC NDCG@20: 0.0817, Time: 13.25s
Epoch [302/2000], Loss: 0.3299, UL AUC: 0.7544, ACC AUC: 0.8974, ACC NDCG@20: 0.0824, Time: 13.68s
Epoch [303/2000], Loss: 0.3301, UL AUC: 0.7528, ACC AUC: 0.8976, ACC NDCG@20: 0.0820, Time: 13.24s
Epoch [304/2000], Loss: 0.3300, UL AUC: 0.7532, ACC AUC: 0.8976, ACC NDCG@20: 0.0815, Time: 13.41s
Epoch [305/2000], Loss: 0.3300, UL AUC: 0.7557, ACC AUC: 0.8974, ACC NDCG@20: 0.0805, Time: 13.27s
Epoch [306/2000], Loss: 0.3300, UL AUC: 0.7535, ACC AUC: 0.8976, ACC NDCG@20: 0.0822, Time: 13.44s
Epoch [307/2000], Loss: 0.3300, UL AUC: 0.7506, ACC AUC: 0.8976, ACC NDCG@20: 0.0814, Time: 13.40s
Epoch [308/2000], Loss: 0.3300, UL AUC: 0.7531, ACC AUC: 0.8980, ACC NDCG@20: 0.0821, Time: 13.38s
Epoch [309/2000], Loss: 0.3300, UL AUC: 0.7525, ACC AUC: 0.8982, ACC NDCG@20: 0.0832, Time: 13.32s
Epoch [310/2000], Loss: 0.3299, UL AUC: 0.7522, ACC AUC: 0.8982, ACC NDCG@20: 0.0814, Time: 13.57s
Epoch [311/2000], Loss: 0.3300, UL AUC: 0.7527, ACC AUC: 0.8982, ACC NDCG@20: 0.0813, Time: 12.52s
Epoch [312/2000], Loss: 0.3299, UL AUC: 0.7542, ACC AUC: 0.8985, ACC NDCG@20: 0.0818, Time: 13.03s
Epoch [313/2000], Loss: 0.3300, UL AUC: 0.7532, ACC AUC: 0.8980, ACC NDCG@20: 0.0804, Time: 13.53s
Epoch [314/2000], Loss: 0.3300, UL AUC: 0.7547, ACC AUC: 0.8979, ACC NDCG@20: 0.0812, Time: 13.45s
Epoch [315/2000], Loss: 0.3300, UL AUC: 0.7567, ACC AUC: 0.8979, ACC NDCG@20: 0.0832, Time: 13.41s
Epoch [316/2000], Loss: 0.3300, UL AUC: 0.7560, ACC AUC: 0.8978, ACC NDCG@20: 0.0815, Time: 13.39s
Epoch [317/2000], Loss: 0.3299, UL AUC: 0.7558, ACC AUC: 0.8979, ACC NDCG@20: 0.0821, Time: 13.18s
Epoch [318/2000], Loss: 0.3300, UL AUC: 0.7535, ACC AUC: 0.8978, ACC NDCG@20: 0.0826, Time: 13.36s
Epoch [319/2000], Loss: 0.3299, UL AUC: 0.7564, ACC AUC: 0.8980, ACC NDCG@20: 0.0830, Time: 13.18s
Epoch [320/2000], Loss: 0.3299, UL AUC: 0.7568, ACC AUC: 0.8982, ACC NDCG@20: 0.0820, Time: 13.60s
Epoch [321/2000], Loss: 0.3300, UL AUC: 0.7576, ACC AUC: 0.8979, ACC NDCG@20: 0.0835, Time: 13.56s
Epoch [322/2000], Loss: 0.3298, UL AUC: 0.7540, ACC AUC: 0.8983, ACC NDCG@20: 0.0829, Time: 13.44s
Epoch [323/2000], Loss: 0.3300, UL AUC: 0.7524, ACC AUC: 0.8980, ACC NDCG@20: 0.0822, Time: 13.44s
Epoch [324/2000], Loss: 0.3299, UL AUC: 0.7546, ACC AUC: 0.8982, ACC NDCG@20: 0.0811, Time: 13.24s
Epoch [325/2000], Loss: 0.3300, UL AUC: 0.7535, ACC AUC: 0.8982, ACC NDCG@20: 0.0832, Time: 13.41s
Epoch [326/2000], Loss: 0.3300, UL AUC: 0.7542, ACC AUC: 0.8979, ACC NDCG@20: 0.0818, Time: 13.44s
Epoch [327/2000], Loss: 0.3301, UL AUC: 0.7545, ACC AUC: 0.8976, ACC NDCG@20: 0.0819, Time: 13.36s
Epoch [328/2000], Loss: 0.3299, UL AUC: 0.7553, ACC AUC: 0.8976, ACC NDCG@20: 0.0821, Time: 13.48s
Epoch [329/2000], Loss: 0.3299, UL AUC: 0.7529, ACC AUC: 0.8975, ACC NDCG@20: 0.0823, Time: 13.46s
Epoch [330/2000], Loss: 0.3299, UL AUC: 0.7531, ACC AUC: 0.8973, ACC NDCG@20: 0.0818, Time: 13.39s
Epoch [331/2000], Loss: 0.3300, UL AUC: 0.7493, ACC AUC: 0.8970, ACC NDCG@20: 0.0820, Time: 13.40s
Epoch [332/2000], Loss: 0.3299, UL AUC: 0.7538, ACC AUC: 0.8974, ACC NDCG@20: 0.0810, Time: 13.36s
Epoch [333/2000], Loss: 0.3299, UL AUC: 0.7536, ACC AUC: 0.8976, ACC NDCG@20: 0.0815, Time: 13.51s
Epoch [334/2000], Loss: 0.3299, UL AUC: 0.7534, ACC AUC: 0.8976, ACC NDCG@20: 0.0821, Time: 13.33s
Epoch [335/2000], Loss: 0.3299, UL AUC: 0.7546, ACC AUC: 0.8973, ACC NDCG@20: 0.0816, Time: 13.29s
Epoch [336/2000], Loss: 0.3299, UL AUC: 0.7554, ACC AUC: 0.8975, ACC NDCG@20: 0.0811, Time: 12.21s
Epoch [337/2000], Loss: 0.3299, UL AUC: 0.7529, ACC AUC: 0.8978, ACC NDCG@20: 0.0814, Time: 13.33s
Epoch [338/2000], Loss: 0.3299, UL AUC: 0.7538, ACC AUC: 0.8978, ACC NDCG@20: 0.0820, Time: 13.13s
Epoch [339/2000], Loss: 0.3299, UL AUC: 0.7533, ACC AUC: 0.8978, ACC NDCG@20: 0.0823, Time: 13.38s
Epoch [340/2000], Loss: 0.3299, UL AUC: 0.7543, ACC AUC: 0.8977, ACC NDCG@20: 0.0827, Time: 13.39s
Epoch [341/2000], Loss: 0.3299, UL AUC: 0.7542, ACC AUC: 0.8978, ACC NDCG@20: 0.0828, Time: 13.44s
Epoch [342/2000], Loss: 0.3299, UL AUC: 0.7512, ACC AUC: 0.8977, ACC NDCG@20: 0.0817, Time: 13.39s
Epoch [343/2000], Loss: 0.3300, UL AUC: 0.7537, ACC AUC: 0.8976, ACC NDCG@20: 0.0820, Time: 13.38s
Epoch [344/2000], Loss: 0.3299, UL AUC: 0.7526, ACC AUC: 0.8977, ACC NDCG@20: 0.0821, Time: 13.39s
Epoch [345/2000], Loss: 0.3298, UL AUC: 0.7524, ACC AUC: 0.8979, ACC NDCG@20: 0.0841, Time: 13.51s
Epoch [346/2000], Loss: 0.3298, UL AUC: 0.7537, ACC AUC: 0.8978, ACC NDCG@20: 0.0828, Time: 13.70s
Epoch [347/2000], Loss: 0.3298, UL AUC: 0.7535, ACC AUC: 0.8975, ACC NDCG@20: 0.0830, Time: 13.16s
Epoch [348/2000], Loss: 0.3298, UL AUC: 0.7546, ACC AUC: 0.8976, ACC NDCG@20: 0.0830, Time: 13.27s
Epoch [349/2000], Loss: 0.3298, UL AUC: 0.7546, ACC AUC: 0.8977, ACC NDCG@20: 0.0827, Time: 13.62s
Epoch [350/2000], Loss: 0.3298, UL AUC: 0.7544, ACC AUC: 0.8978, ACC NDCG@20: 0.0815, Time: 13.22s
Epoch [351/2000], Loss: 0.3298, UL AUC: 0.7539, ACC AUC: 0.8979, ACC NDCG@20: 0.0823, Time: 13.62s
Epoch [352/2000], Loss: 0.3298, UL AUC: 0.7559, ACC AUC: 0.8979, ACC NDCG@20: 0.0839, Time: 13.24s
Epoch [353/2000], Loss: 0.3298, UL AUC: 0.7543, ACC AUC: 0.8980, ACC NDCG@20: 0.0836, Time: 13.48s
Epoch [354/2000], Loss: 0.3299, UL AUC: 0.7561, ACC AUC: 0.8981, ACC NDCG@20: 0.0826, Time: 13.39s
Epoch [355/2000], Loss: 0.3298, UL AUC: 0.7557, ACC AUC: 0.8986, ACC NDCG@20: 0.0829, Time: 12.82s
Epoch [356/2000], Loss: 0.3299, UL AUC: 0.7560, ACC AUC: 0.8982, ACC NDCG@20: 0.0836, Time: 13.37s
Epoch [357/2000], Loss: 0.3298, UL AUC: 0.7551, ACC AUC: 0.8981, ACC NDCG@20: 0.0828, Time: 13.40s
Epoch [358/2000], Loss: 0.3298, UL AUC: 0.7557, ACC AUC: 0.8981, ACC NDCG@20: 0.0833, Time: 13.41s
Epoch [359/2000], Loss: 0.3298, UL AUC: 0.7564, ACC AUC: 0.8982, ACC NDCG@20: 0.0829, Time: 13.37s
Epoch [360/2000], Loss: 0.3298, UL AUC: 0.7564, ACC AUC: 0.8982, ACC NDCG@20: 0.0826, Time: 13.33s
Epoch [361/2000], Loss: 0.3299, UL AUC: 0.7544, ACC AUC: 0.8985, ACC NDCG@20: 0.0834, Time: 13.37s
Epoch [362/2000], Loss: 0.3298, UL AUC: 0.7565, ACC AUC: 0.8981, ACC NDCG@20: 0.0837, Time: 13.38s
Epoch [363/2000], Loss: 0.3299, UL AUC: 0.7583, ACC AUC: 0.8982, ACC NDCG@20: 0.0847, Time: 13.21s
Epoch [364/2000], Loss: 0.3298, UL AUC: 0.7613, ACC AUC: 0.8983, ACC NDCG@20: 0.0827, Time: 13.36s
Epoch [365/2000], Loss: 0.3298, UL AUC: 0.7561, ACC AUC: 0.8982, ACC NDCG@20: 0.0832, Time: 13.25s
Epoch [366/2000], Loss: 0.3298, UL AUC: 0.7570, ACC AUC: 0.8981, ACC NDCG@20: 0.0841, Time: 13.50s
Epoch [367/2000], Loss: 0.3298, UL AUC: 0.7573, ACC AUC: 0.8981, ACC NDCG@20: 0.0825, Time: 13.13s
Epoch [368/2000], Loss: 0.3298, UL AUC: 0.7589, ACC AUC: 0.8983, ACC NDCG@20: 0.0829, Time: 13.44s
Epoch [369/2000], Loss: 0.3298, UL AUC: 0.7581, ACC AUC: 0.8982, ACC NDCG@20: 0.0842, Time: 13.41s
Epoch [370/2000], Loss: 0.3298, UL AUC: 0.7571, ACC AUC: 0.8980, ACC NDCG@20: 0.0825, Time: 13.34s
Epoch [371/2000], Loss: 0.3298, UL AUC: 0.7551, ACC AUC: 0.8981, ACC NDCG@20: 0.0834, Time: 13.46s
Epoch [372/2000], Loss: 0.3298, UL AUC: 0.7600, ACC AUC: 0.8980, ACC NDCG@20: 0.0825, Time: 13.39s
Epoch [373/2000], Loss: 0.3298, UL AUC: 0.7570, ACC AUC: 0.8979, ACC NDCG@20: 0.0824, Time: 13.23s
Epoch [374/2000], Loss: 0.3298, UL AUC: 0.7580, ACC AUC: 0.8976, ACC NDCG@20: 0.0829, Time: 13.55s
Epoch [375/2000], Loss: 0.3297, UL AUC: 0.7554, ACC AUC: 0.8983, ACC NDCG@20: 0.0820, Time: 13.54s
Epoch [376/2000], Loss: 0.3297, UL AUC: 0.7564, ACC AUC: 0.8981, ACC NDCG@20: 0.0836, Time: 13.22s
Epoch [377/2000], Loss: 0.3297, UL AUC: 0.7542, ACC AUC: 0.8980, ACC NDCG@20: 0.0832, Time: 13.65s
Epoch [378/2000], Loss: 0.3297, UL AUC: 0.7586, ACC AUC: 0.8977, ACC NDCG@20: 0.0832, Time: 13.36s
Epoch [379/2000], Loss: 0.3298, UL AUC: 0.7562, ACC AUC: 0.8976, ACC NDCG@20: 0.0827, Time: 13.39s
Epoch [380/2000], Loss: 0.3298, UL AUC: 0.7565, ACC AUC: 0.8974, ACC NDCG@20: 0.0831, Time: 13.38s
Epoch [381/2000], Loss: 0.3297, UL AUC: 0.7578, ACC AUC: 0.8972, ACC NDCG@20: 0.0841, Time: 13.27s
Epoch [382/2000], Loss: 0.3298, UL AUC: 0.7555, ACC AUC: 0.8981, ACC NDCG@20: 0.0834, Time: 13.56s
Epoch [383/2000], Loss: 0.3298, UL AUC: 0.7544, ACC AUC: 0.8974, ACC NDCG@20: 0.0824, Time: 13.60s
Epoch [384/2000], Loss: 0.3298, UL AUC: 0.7570, ACC AUC: 0.8977, ACC NDCG@20: 0.0831, Time: 13.40s
Epoch [385/2000], Loss: 0.3297, UL AUC: 0.7570, ACC AUC: 0.8977, ACC NDCG@20: 0.0828, Time: 13.24s
Epoch [386/2000], Loss: 0.3298, UL AUC: 0.7556, ACC AUC: 0.8977, ACC NDCG@20: 0.0828, Time: 13.64s
Epoch [387/2000], Loss: 0.3298, UL AUC: 0.7572, ACC AUC: 0.8976, ACC NDCG@20: 0.0833, Time: 13.59s
Epoch [388/2000], Loss: 0.3298, UL AUC: 0.7562, ACC AUC: 0.8980, ACC NDCG@20: 0.0830, Time: 13.31s
Epoch [389/2000], Loss: 0.3296, UL AUC: 0.7576, ACC AUC: 0.8982, ACC NDCG@20: 0.0827, Time: 13.14s
Epoch [390/2000], Loss: 0.3298, UL AUC: 0.7563, ACC AUC: 0.8979, ACC NDCG@20: 0.0830, Time: 13.42s
Epoch [391/2000], Loss: 0.3298, UL AUC: 0.7554, ACC AUC: 0.8979, ACC NDCG@20: 0.0816, Time: 13.44s
Epoch [392/2000], Loss: 0.3298, UL AUC: 0.7546, ACC AUC: 0.8976, ACC NDCG@20: 0.0818, Time: 13.36s
Epoch [393/2000], Loss: 0.3298, UL AUC: 0.7560, ACC AUC: 0.8980, ACC NDCG@20: 0.0835, Time: 13.68s
Epoch [394/2000], Loss: 0.3298, UL AUC: 0.7572, ACC AUC: 0.8974, ACC NDCG@20: 0.0831, Time: 13.43s
Epoch [395/2000], Loss: 0.3297, UL AUC: 0.7550, ACC AUC: 0.8978, ACC NDCG@20: 0.0821, Time: 13.48s
Epoch [396/2000], Loss: 0.3297, UL AUC: 0.7544, ACC AUC: 0.8980, ACC NDCG@20: 0.0820, Time: 13.40s
Epoch [397/2000], Loss: 0.3297, UL AUC: 0.7506, ACC AUC: 0.8981, ACC NDCG@20: 0.0835, Time: 13.25s
Epoch [398/2000], Loss: 0.3297, UL AUC: 0.7496, ACC AUC: 0.8978, ACC NDCG@20: 0.0833, Time: 12.47s
Epoch [399/2000], Loss: 0.3297, UL AUC: 0.7521, ACC AUC: 0.8975, ACC NDCG@20: 0.0830, Time: 13.40s
Epoch [400/2000], Loss: 0.3297, UL AUC: 0.7549, ACC AUC: 0.8978, ACC NDCG@20: 0.0826, Time: 13.66s
Epoch [401/2000], Loss: 0.3297, UL AUC: 0.7552, ACC AUC: 0.8975, ACC NDCG@20: 0.0821, Time: 13.41s
Epoch [402/2000], Loss: 0.3297, UL AUC: 0.7573, ACC AUC: 0.8978, ACC NDCG@20: 0.0834, Time: 13.37s
Epoch [403/2000], Loss: 0.3297, UL AUC: 0.7578, ACC AUC: 0.8977, ACC NDCG@20: 0.0838, Time: 13.57s
Epoch [404/2000], Loss: 0.3297, UL AUC: 0.7590, ACC AUC: 0.8979, ACC NDCG@20: 0.0830, Time: 13.56s
Epoch [405/2000], Loss: 0.3297, UL AUC: 0.7594, ACC AUC: 0.8979, ACC NDCG@20: 0.0817, Time: 13.44s
Epoch [406/2000], Loss: 0.3297, UL AUC: 0.7563, ACC AUC: 0.8984, ACC NDCG@20: 0.0827, Time: 13.41s
Epoch [407/2000], Loss: 0.3297, UL AUC: 0.7567, ACC AUC: 0.8981, ACC NDCG@20: 0.0824, Time: 13.50s
Epoch [408/2000], Loss: 0.3297, UL AUC: 0.7567, ACC AUC: 0.8976, ACC NDCG@20: 0.0847, Time: 13.38s
Epoch [409/2000], Loss: 0.3297, UL AUC: 0.7555, ACC AUC: 0.8975, ACC NDCG@20: 0.0835, Time: 13.50s
Epoch [410/2000], Loss: 0.3297, UL AUC: 0.7559, ACC AUC: 0.8974, ACC NDCG@20: 0.0834, Time: 13.51s
Epoch [411/2000], Loss: 0.3297, UL AUC: 0.7555, ACC AUC: 0.8978, ACC NDCG@20: 0.0826, Time: 13.45s
Epoch [412/2000], Loss: 0.3297, UL AUC: 0.7567, ACC AUC: 0.8978, ACC NDCG@20: 0.0825, Time: 13.28s
Epoch [413/2000], Loss: 0.3297, UL AUC: 0.7562, ACC AUC: 0.8978, ACC NDCG@20: 0.0835, Time: 13.47s
Epoch [414/2000], Loss: 0.3297, UL AUC: 0.7561, ACC AUC: 0.8980, ACC NDCG@20: 0.0835, Time: 13.28s
Epoch [415/2000], Loss: 0.3297, UL AUC: 0.7566, ACC AUC: 0.8979, ACC NDCG@20: 0.0836, Time: 13.41s
Epoch [416/2000], Loss: 0.3296, UL AUC: 0.7561, ACC AUC: 0.8979, ACC NDCG@20: 0.0831, Time: 13.66s
Epoch [417/2000], Loss: 0.3297, UL AUC: 0.7583, ACC AUC: 0.8982, ACC NDCG@20: 0.0838, Time: 13.49s
Epoch [418/2000], Loss: 0.3297, UL AUC: 0.7579, ACC AUC: 0.8979, ACC NDCG@20: 0.0840, Time: 13.50s
Epoch [419/2000], Loss: 0.3297, UL AUC: 0.7604, ACC AUC: 0.8980, ACC NDCG@20: 0.0836, Time: 13.39s
Epoch [420/2000], Loss: 0.3297, UL AUC: 0.7574, ACC AUC: 0.8979, ACC NDCG@20: 0.0839, Time: 13.47s
Epoch [421/2000], Loss: 0.3297, UL AUC: 0.7575, ACC AUC: 0.8978, ACC NDCG@20: 0.0825, Time: 13.38s
Epoch [422/2000], Loss: 0.3296, UL AUC: 0.7573, ACC AUC: 0.8979, ACC NDCG@20: 0.0828, Time: 13.28s
Epoch [423/2000], Loss: 0.3297, UL AUC: 0.7598, ACC AUC: 0.8980, ACC NDCG@20: 0.0838, Time: 12.40s
Epoch [424/2000], Loss: 0.3297, UL AUC: 0.7631, ACC AUC: 0.8979, ACC NDCG@20: 0.0831, Time: 13.36s
Epoch [425/2000], Loss: 0.3297, UL AUC: 0.7587, ACC AUC: 0.8980, ACC NDCG@20: 0.0833, Time: 12.88s
Epoch [426/2000], Loss: 0.3297, UL AUC: 0.7581, ACC AUC: 0.8979, ACC NDCG@20: 0.0830, Time: 13.13s
Epoch [427/2000], Loss: 0.3297, UL AUC: 0.7592, ACC AUC: 0.8979, ACC NDCG@20: 0.0824, Time: 13.44s
Epoch [428/2000], Loss: 0.3297, UL AUC: 0.7580, ACC AUC: 0.8977, ACC NDCG@20: 0.0830, Time: 13.59s
Epoch [429/2000], Loss: 0.3297, UL AUC: 0.7577, ACC AUC: 0.8977, ACC NDCG@20: 0.0838, Time: 13.35s
Epoch [430/2000], Loss: 0.3296, UL AUC: 0.7588, ACC AUC: 0.8979, ACC NDCG@20: 0.0829, Time: 13.39s
Epoch [431/2000], Loss: 0.3296, UL AUC: 0.7568, ACC AUC: 0.8980, ACC NDCG@20: 0.0829, Time: 13.35s
Epoch [432/2000], Loss: 0.3297, UL AUC: 0.7557, ACC AUC: 0.8982, ACC NDCG@20: 0.0838, Time: 13.35s
Epoch [433/2000], Loss: 0.3296, UL AUC: 0.7563, ACC AUC: 0.8980, ACC NDCG@20: 0.0842, Time: 13.59s
Epoch [434/2000], Loss: 0.3296, UL AUC: 0.7568, ACC AUC: 0.8981, ACC NDCG@20: 0.0832, Time: 13.42s
Epoch [435/2000], Loss: 0.3295, UL AUC: 0.7569, ACC AUC: 0.8982, ACC NDCG@20: 0.0826, Time: 13.47s
Epoch [436/2000], Loss: 0.3296, UL AUC: 0.7548, ACC AUC: 0.8982, ACC NDCG@20: 0.0837, Time: 13.25s
Epoch [437/2000], Loss: 0.3297, UL AUC: 0.7550, ACC AUC: 0.8979, ACC NDCG@20: 0.0827, Time: 13.70s
Epoch [438/2000], Loss: 0.3297, UL AUC: 0.7545, ACC AUC: 0.8980, ACC NDCG@20: 0.0827, Time: 13.53s
Epoch [439/2000], Loss: 0.3296, UL AUC: 0.7516, ACC AUC: 0.8984, ACC NDCG@20: 0.0827, Time: 13.23s
Epoch [440/2000], Loss: 0.3297, UL AUC: 0.7562, ACC AUC: 0.8980, ACC NDCG@20: 0.0839, Time: 13.43s
Epoch [441/2000], Loss: 0.3296, UL AUC: 0.7549, ACC AUC: 0.8981, ACC NDCG@20: 0.0831, Time: 13.29s
Epoch [442/2000], Loss: 0.3298, UL AUC: 0.7575, ACC AUC: 0.8979, ACC NDCG@20: 0.0820, Time: 13.33s
Epoch [443/2000], Loss: 0.3297, UL AUC: 0.7551, ACC AUC: 0.8978, ACC NDCG@20: 0.0830, Time: 13.40s
Epoch [444/2000], Loss: 0.3297, UL AUC: 0.7546, ACC AUC: 0.8981, ACC NDCG@20: 0.0819, Time: 13.27s
Epoch [445/2000], Loss: 0.3296, UL AUC: 0.7519, ACC AUC: 0.8980, ACC NDCG@20: 0.0817, Time: 13.26s
Epoch [446/2000], Loss: 0.3295, UL AUC: 0.7556, ACC AUC: 0.8982, ACC NDCG@20: 0.0830, Time: 13.43s
Epoch [447/2000], Loss: 0.3297, UL AUC: 0.7566, ACC AUC: 0.8980, ACC NDCG@20: 0.0828, Time: 13.30s
Epoch [448/2000], Loss: 0.3297, UL AUC: 0.7544, ACC AUC: 0.8982, ACC NDCG@20: 0.0848, Time: 13.73s
Epoch [449/2000], Loss: 0.3296, UL AUC: 0.7529, ACC AUC: 0.8982, ACC NDCG@20: 0.0834, Time: 13.52s
Epoch [450/2000], Loss: 0.3296, UL AUC: 0.7552, ACC AUC: 0.8979, ACC NDCG@20: 0.0825, Time: 13.53s
Epoch [451/2000], Loss: 0.3296, UL AUC: 0.7553, ACC AUC: 0.8982, ACC NDCG@20: 0.0841, Time: 13.42s
Epoch [452/2000], Loss: 0.3296, UL AUC: 0.7546, ACC AUC: 0.8980, ACC NDCG@20: 0.0832, Time: 13.32s
Epoch [453/2000], Loss: 0.3297, UL AUC: 0.7529, ACC AUC: 0.8983, ACC NDCG@20: 0.0830, Time: 13.22s
Epoch [454/2000], Loss: 0.3297, UL AUC: 0.7525, ACC AUC: 0.8981, ACC NDCG@20: 0.0829, Time: 13.27s
Epoch [455/2000], Loss: 0.3296, UL AUC: 0.7537, ACC AUC: 0.8981, ACC NDCG@20: 0.0837, Time: 13.32s
Epoch [456/2000], Loss: 0.3297, UL AUC: 0.7508, ACC AUC: 0.8985, ACC NDCG@20: 0.0838, Time: 13.16s
Epoch [457/2000], Loss: 0.3296, UL AUC: 0.7525, ACC AUC: 0.8982, ACC NDCG@20: 0.0842, Time: 13.38s
Epoch [458/2000], Loss: 0.3296, UL AUC: 0.7545, ACC AUC: 0.8984, ACC NDCG@20: 0.0842, Time: 13.15s
Epoch [459/2000], Loss: 0.3298, UL AUC: 0.7540, ACC AUC: 0.8978, ACC NDCG@20: 0.0849, Time: 13.52s
Epoch [460/2000], Loss: 0.3295, UL AUC: 0.7548, ACC AUC: 0.8979, ACC NDCG@20: 0.0834, Time: 13.57s
Epoch [461/2000], Loss: 0.3296, UL AUC: 0.7580, ACC AUC: 0.8982, ACC NDCG@20: 0.0836, Time: 13.40s
Epoch [462/2000], Loss: 0.3296, UL AUC: 0.7543, ACC AUC: 0.8977, ACC NDCG@20: 0.0832, Time: 13.38s
Epoch [463/2000], Loss: 0.3297, UL AUC: 0.7579, ACC AUC: 0.8977, ACC NDCG@20: 0.0835, Time: 13.55s
Epoch [464/2000], Loss: 0.3296, UL AUC: 0.7570, ACC AUC: 0.8979, ACC NDCG@20: 0.0846, Time: 13.30s
Epoch [465/2000], Loss: 0.3297, UL AUC: 0.7570, ACC AUC: 0.8978, ACC NDCG@20: 0.0846, Time: 13.46s
Epoch [466/2000], Loss: 0.3296, UL AUC: 0.7564, ACC AUC: 0.8979, ACC NDCG@20: 0.0842, Time: 13.51s
Epoch [467/2000], Loss: 0.3296, UL AUC: 0.7532, ACC AUC: 0.8980, ACC NDCG@20: 0.0844, Time: 13.40s
Epoch [468/2000], Loss: 0.3296, UL AUC: 0.7570, ACC AUC: 0.8981, ACC NDCG@20: 0.0843, Time: 13.45s
Epoch [469/2000], Loss: 0.3296, UL AUC: 0.7602, ACC AUC: 0.8983, ACC NDCG@20: 0.0852, Time: 13.68s
Epoch [470/2000], Loss: 0.3296, UL AUC: 0.7583, ACC AUC: 0.8978, ACC NDCG@20: 0.0843, Time: 13.35s
Epoch [471/2000], Loss: 0.3296, UL AUC: 0.7544, ACC AUC: 0.8979, ACC NDCG@20: 0.0837, Time: 12.43s
Epoch [472/2000], Loss: 0.3296, UL AUC: 0.7565, ACC AUC: 0.8981, ACC NDCG@20: 0.0833, Time: 13.35s
Epoch [473/2000], Loss: 0.3296, UL AUC: 0.7530, ACC AUC: 0.8981, ACC NDCG@20: 0.0839, Time: 13.39s
Epoch [474/2000], Loss: 0.3296, UL AUC: 0.7540, ACC AUC: 0.8983, ACC NDCG@20: 0.0838, Time: 13.40s
Epoch [475/2000], Loss: 0.3295, UL AUC: 0.7564, ACC AUC: 0.8985, ACC NDCG@20: 0.0846, Time: 13.23s
Epoch [476/2000], Loss: 0.3295, UL AUC: 0.7556, ACC AUC: 0.8983, ACC NDCG@20: 0.0843, Time: 13.02s
Epoch [477/2000], Loss: 0.3296, UL AUC: 0.7548, ACC AUC: 0.8986, ACC NDCG@20: 0.0827, Time: 13.10s
Epoch [478/2000], Loss: 0.3296, UL AUC: 0.7542, ACC AUC: 0.8984, ACC NDCG@20: 0.0836, Time: 13.43s
Epoch [479/2000], Loss: 0.3297, UL AUC: 0.7599, ACC AUC: 0.8984, ACC NDCG@20: 0.0826, Time: 13.40s
Epoch [480/2000], Loss: 0.3296, UL AUC: 0.7589, ACC AUC: 0.8980, ACC NDCG@20: 0.0822, Time: 13.41s
Epoch [481/2000], Loss: 0.3295, UL AUC: 0.7598, ACC AUC: 0.8982, ACC NDCG@20: 0.0817, Time: 13.57s
Epoch [482/2000], Loss: 0.3295, UL AUC: 0.7562, ACC AUC: 0.8983, ACC NDCG@20: 0.0832, Time: 13.40s
Epoch [483/2000], Loss: 0.3297, UL AUC: 0.7604, ACC AUC: 0.8982, ACC NDCG@20: 0.0825, Time: 13.65s
Epoch [484/2000], Loss: 0.3296, UL AUC: 0.7606, ACC AUC: 0.8981, ACC NDCG@20: 0.0833, Time: 13.45s
Epoch [485/2000], Loss: 0.3297, UL AUC: 0.7599, ACC AUC: 0.8982, ACC NDCG@20: 0.0827, Time: 13.43s
Epoch [486/2000], Loss: 0.3296, UL AUC: 0.7577, ACC AUC: 0.8980, ACC NDCG@20: 0.0829, Time: 13.30s
Epoch [487/2000], Loss: 0.3296, UL AUC: 0.7580, ACC AUC: 0.8983, ACC NDCG@20: 0.0822, Time: 13.46s
Epoch [488/2000], Loss: 0.3297, UL AUC: 0.7572, ACC AUC: 0.8985, ACC NDCG@20: 0.0826, Time: 13.34s
Epoch [489/2000], Loss: 0.3296, UL AUC: 0.7595, ACC AUC: 0.8979, ACC NDCG@20: 0.0815, Time: 13.44s
Epoch [490/2000], Loss: 0.3296, UL AUC: 0.7555, ACC AUC: 0.8981, ACC NDCG@20: 0.0825, Time: 13.29s
Epoch [491/2000], Loss: 0.3297, UL AUC: 0.7571, ACC AUC: 0.8981, ACC NDCG@20: 0.0834, Time: 13.37s
Epoch [492/2000], Loss: 0.3296, UL AUC: 0.7565, ACC AUC: 0.8981, ACC NDCG@20: 0.0845, Time: 13.26s
Epoch [493/2000], Loss: 0.3295, UL AUC: 0.7550, ACC AUC: 0.8981, ACC NDCG@20: 0.0840, Time: 13.66s
Epoch [494/2000], Loss: 0.3296, UL AUC: 0.7550, ACC AUC: 0.8982, ACC NDCG@20: 0.0841, Time: 13.37s
Epoch [495/2000], Loss: 0.3296, UL AUC: 0.7572, ACC AUC: 0.8981, ACC NDCG@20: 0.0845, Time: 13.33s
Epoch [496/2000], Loss: 0.3296, UL AUC: 0.7529, ACC AUC: 0.8979, ACC NDCG@20: 0.0841, Time: 13.44s
Epoch [497/2000], Loss: 0.3296, UL AUC: 0.7542, ACC AUC: 0.8979, ACC NDCG@20: 0.0820, Time: 12.59s
Epoch [498/2000], Loss: 0.3296, UL AUC: 0.7543, ACC AUC: 0.8976, ACC NDCG@20: 0.0829, Time: 13.28s
Epoch [499/2000], Loss: 0.3296, UL AUC: 0.7534, ACC AUC: 0.8975, ACC NDCG@20: 0.0835, Time: 13.43s
Epoch [500/2000], Loss: 0.3295, UL AUC: 0.7550, ACC AUC: 0.8975, ACC NDCG@20: 0.0830, Time: 13.32s
Epoch [501/2000], Loss: 0.3295, UL AUC: 0.7519, ACC AUC: 0.8976, ACC NDCG@20: 0.0831, Time: 13.46s
Epoch [502/2000], Loss: 0.3295, UL AUC: 0.7535, ACC AUC: 0.8975, ACC NDCG@20: 0.0835, Time: 13.46s
Epoch [503/2000], Loss: 0.3296, UL AUC: 0.7565, ACC AUC: 0.8974, ACC NDCG@20: 0.0834, Time: 13.35s
Epoch [504/2000], Loss: 0.3296, UL AUC: 0.7537, ACC AUC: 0.8973, ACC NDCG@20: 0.0822, Time: 13.48s
Epoch [505/2000], Loss: 0.3296, UL AUC: 0.7551, ACC AUC: 0.8976, ACC NDCG@20: 0.0828, Time: 13.19s
Epoch [506/2000], Loss: 0.3297, UL AUC: 0.7564, ACC AUC: 0.8977, ACC NDCG@20: 0.0822, Time: 13.07s
Epoch [507/2000], Loss: 0.3296, UL AUC: 0.7565, ACC AUC: 0.8977, ACC NDCG@20: 0.0827, Time: 13.45s
Epoch [508/2000], Loss: 0.3295, UL AUC: 0.7591, ACC AUC: 0.8975, ACC NDCG@20: 0.0818, Time: 13.36s
Epoch [509/2000], Loss: 0.3295, UL AUC: 0.7545, ACC AUC: 0.8974, ACC NDCG@20: 0.0829, Time: 13.45s
Epoch [510/2000], Loss: 0.3295, UL AUC: 0.7582, ACC AUC: 0.8982, ACC NDCG@20: 0.0829, Time: 13.36s
Epoch [511/2000], Loss: 0.3295, UL AUC: 0.7588, ACC AUC: 0.8983, ACC NDCG@20: 0.0828, Time: 13.38s
Epoch [512/2000], Loss: 0.3295, UL AUC: 0.7570, ACC AUC: 0.8983, ACC NDCG@20: 0.0844, Time: 13.42s
Epoch [513/2000], Loss: 0.3296, UL AUC: 0.7548, ACC AUC: 0.8978, ACC NDCG@20: 0.0834, Time: 13.11s
Epoch [514/2000], Loss: 0.3296, UL AUC: 0.7559, ACC AUC: 0.8985, ACC NDCG@20: 0.0838, Time: 13.47s
Epoch [515/2000], Loss: 0.3296, UL AUC: 0.7528, ACC AUC: 0.8981, ACC NDCG@20: 0.0845, Time: 13.42s
Epoch [516/2000], Loss: 0.3296, UL AUC: 0.7545, ACC AUC: 0.8977, ACC NDCG@20: 0.0844, Time: 13.43s
Epoch [517/2000], Loss: 0.3295, UL AUC: 0.7549, ACC AUC: 0.8976, ACC NDCG@20: 0.0830, Time: 13.46s
Epoch [518/2000], Loss: 0.3295, UL AUC: 0.7582, ACC AUC: 0.8978, ACC NDCG@20: 0.0837, Time: 13.37s
Epoch [519/2000], Loss: 0.3294, UL AUC: 0.7564, ACC AUC: 0.8976, ACC NDCG@20: 0.0839, Time: 13.44s
Epoch [520/2000], Loss: 0.3295, UL AUC: 0.7580, ACC AUC: 0.8976, ACC NDCG@20: 0.0831, Time: 13.47s
Epoch [521/2000], Loss: 0.3295, UL AUC: 0.7565, ACC AUC: 0.8972, ACC NDCG@20: 0.0835, Time: 12.77s
Epoch [522/2000], Loss: 0.3294, UL AUC: 0.7575, ACC AUC: 0.8974, ACC NDCG@20: 0.0837, Time: 13.25s
Epoch [523/2000], Loss: 0.3295, UL AUC: 0.7568, ACC AUC: 0.8974, ACC NDCG@20: 0.0834, Time: 13.31s
Epoch [524/2000], Loss: 0.3295, UL AUC: 0.7576, ACC AUC: 0.8973, ACC NDCG@20: 0.0831, Time: 13.48s
Epoch [525/2000], Loss: 0.3294, UL AUC: 0.7572, ACC AUC: 0.8975, ACC NDCG@20: 0.0835, Time: 13.50s
Epoch [526/2000], Loss: 0.3294, UL AUC: 0.7576, ACC AUC: 0.8976, ACC NDCG@20: 0.0828, Time: 13.47s
Epoch [527/2000], Loss: 0.3295, UL AUC: 0.7566, ACC AUC: 0.8978, ACC NDCG@20: 0.0823, Time: 13.21s
Epoch [528/2000], Loss: 0.3295, UL AUC: 0.7567, ACC AUC: 0.8980, ACC NDCG@20: 0.0831, Time: 13.49s
Epoch [529/2000], Loss: 0.3295, UL AUC: 0.7599, ACC AUC: 0.8977, ACC NDCG@20: 0.0832, Time: 13.45s
Best NDCG@20: 0.0852, Best epoch: 468, total time: 7113.751s
[RETRAIN] TRAINING FINISHED. TOTAL TIME: 118.56min.
Precision@20: 0.0350; Recall@20: 0.1158;  NDCG@20: 0.0854;  
Precision@50: 0.0254; Recall@50: 0.2048;  NDCG@50: 0.1141;  
Precision@100: 0.0191; Recall@100: 0.3014;  NDCG@100: 0.1412;  
Before unlearning: ACC AUC: 0.8977, UL AUC: 0.4954, ACC NDCG@20: 0.0814
After unlearning: ACC AUC: 0.8983, UL AUC: 0.7602, ACC NDCG@20: 0.0854
