Read ml-1M dataset done! u_num: 6040, i_num: 3883
Load a pre-trained model
 UL AUC before unlearning: 0.5083
ACC AUC before unlearning: 0.8614
NDCG@20 before unlearning: 0.2260
[RETRAIN] START TRAINING. CURRENT TIME: 0.00min.
Epoch [1/2000], Loss: 0.7509, UL AUC: 0.5347, ACC AUC: 0.5008, ACC NDCG@20: 0.0072, Time: 7.28s
Epoch [2/2000], Loss: 0.7169, UL AUC: 0.5531, ACC AUC: 0.5091, ACC NDCG@20: 0.0078, Time: 7.12s
Epoch [3/2000], Loss: 0.6839, UL AUC: 0.5649, ACC AUC: 0.5385, ACC NDCG@20: 0.0113, Time: 6.91s
Epoch [4/2000], Loss: 0.6360, UL AUC: 0.5685, ACC AUC: 0.6132, ACC NDCG@20: 0.0240, Time: 7.06s
Epoch [5/2000], Loss: 0.5729, UL AUC: 0.5587, ACC AUC: 0.7069, ACC NDCG@20: 0.0431, Time: 7.10s
Epoch [6/2000], Loss: 0.5267, UL AUC: 0.5512, ACC AUC: 0.7640, ACC NDCG@20: 0.0526, Time: 6.81s
Epoch [7/2000], Loss: 0.5016, UL AUC: 0.5468, ACC AUC: 0.7932, ACC NDCG@20: 0.0564, Time: 7.26s
Epoch [8/2000], Loss: 0.4877, UL AUC: 0.5460, ACC AUC: 0.8086, ACC NDCG@20: 0.0569, Time: 7.43s
Epoch [9/2000], Loss: 0.4779, UL AUC: 0.5475, ACC AUC: 0.8180, ACC NDCG@20: 0.0547, Time: 7.09s
Epoch [10/2000], Loss: 0.4712, UL AUC: 0.5487, ACC AUC: 0.8241, ACC NDCG@20: 0.0506, Time: 7.29s
Epoch [11/2000], Loss: 0.4648, UL AUC: 0.5488, ACC AUC: 0.8281, ACC NDCG@20: 0.0453, Time: 7.17s
Epoch [12/2000], Loss: 0.4602, UL AUC: 0.5534, ACC AUC: 0.8299, ACC NDCG@20: 0.0403, Time: 7.17s
Epoch [13/2000], Loss: 0.4556, UL AUC: 0.5575, ACC AUC: 0.8317, ACC NDCG@20: 0.0390, Time: 7.19s
Epoch [14/2000], Loss: 0.4521, UL AUC: 0.5596, ACC AUC: 0.8334, ACC NDCG@20: 0.0390, Time: 7.08s
Epoch [15/2000], Loss: 0.4480, UL AUC: 0.5614, ACC AUC: 0.8361, ACC NDCG@20: 0.0408, Time: 7.05s
Epoch [16/2000], Loss: 0.4451, UL AUC: 0.5660, ACC AUC: 0.8382, ACC NDCG@20: 0.0427, Time: 7.38s
Epoch [17/2000], Loss: 0.4419, UL AUC: 0.5665, ACC AUC: 0.8403, ACC NDCG@20: 0.0460, Time: 7.34s
Epoch [18/2000], Loss: 0.4392, UL AUC: 0.5697, ACC AUC: 0.8417, ACC NDCG@20: 0.0480, Time: 7.12s
Epoch [19/2000], Loss: 0.4366, UL AUC: 0.5699, ACC AUC: 0.8427, ACC NDCG@20: 0.0514, Time: 7.36s
Epoch [20/2000], Loss: 0.4344, UL AUC: 0.5696, ACC AUC: 0.8428, ACC NDCG@20: 0.0552, Time: 6.88s
Epoch [21/2000], Loss: 0.4320, UL AUC: 0.5710, ACC AUC: 0.8430, ACC NDCG@20: 0.0585, Time: 6.50s
Epoch [22/2000], Loss: 0.4301, UL AUC: 0.5735, ACC AUC: 0.8431, ACC NDCG@20: 0.0614, Time: 7.15s
Epoch [23/2000], Loss: 0.4280, UL AUC: 0.5753, ACC AUC: 0.8434, ACC NDCG@20: 0.0649, Time: 7.16s
Epoch [24/2000], Loss: 0.4262, UL AUC: 0.5761, ACC AUC: 0.8437, ACC NDCG@20: 0.0688, Time: 7.12s
Epoch [25/2000], Loss: 0.4248, UL AUC: 0.5785, ACC AUC: 0.8445, ACC NDCG@20: 0.0728, Time: 7.48s
Epoch [26/2000], Loss: 0.4231, UL AUC: 0.5802, ACC AUC: 0.8450, ACC NDCG@20: 0.0760, Time: 7.41s
Epoch [27/2000], Loss: 0.4220, UL AUC: 0.5804, ACC AUC: 0.8453, ACC NDCG@20: 0.0801, Time: 7.35s
Epoch [28/2000], Loss: 0.4205, UL AUC: 0.5850, ACC AUC: 0.8459, ACC NDCG@20: 0.0856, Time: 6.96s
Epoch [29/2000], Loss: 0.4191, UL AUC: 0.5853, ACC AUC: 0.8467, ACC NDCG@20: 0.0890, Time: 6.98s
Epoch [30/2000], Loss: 0.4178, UL AUC: 0.5861, ACC AUC: 0.8475, ACC NDCG@20: 0.0938, Time: 7.07s
Epoch [31/2000], Loss: 0.4166, UL AUC: 0.5883, ACC AUC: 0.8477, ACC NDCG@20: 0.0978, Time: 7.06s
Epoch [32/2000], Loss: 0.4159, UL AUC: 0.5901, ACC AUC: 0.8485, ACC NDCG@20: 0.1007, Time: 6.90s
Epoch [33/2000], Loss: 0.4145, UL AUC: 0.5903, ACC AUC: 0.8489, ACC NDCG@20: 0.1033, Time: 7.07s
Epoch [34/2000], Loss: 0.4133, UL AUC: 0.5901, ACC AUC: 0.8497, ACC NDCG@20: 0.1084, Time: 7.14s
Epoch [35/2000], Loss: 0.4126, UL AUC: 0.5950, ACC AUC: 0.8499, ACC NDCG@20: 0.1108, Time: 7.03s
Epoch [36/2000], Loss: 0.4116, UL AUC: 0.5955, ACC AUC: 0.8501, ACC NDCG@20: 0.1144, Time: 7.37s
Epoch [37/2000], Loss: 0.4112, UL AUC: 0.5941, ACC AUC: 0.8502, ACC NDCG@20: 0.1177, Time: 6.90s
Epoch [38/2000], Loss: 0.4102, UL AUC: 0.5971, ACC AUC: 0.8506, ACC NDCG@20: 0.1190, Time: 7.16s
Epoch [39/2000], Loss: 0.4099, UL AUC: 0.5986, ACC AUC: 0.8511, ACC NDCG@20: 0.1218, Time: 7.05s
Epoch [40/2000], Loss: 0.4083, UL AUC: 0.5995, ACC AUC: 0.8513, ACC NDCG@20: 0.1261, Time: 7.03s
Epoch [41/2000], Loss: 0.4081, UL AUC: 0.6016, ACC AUC: 0.8515, ACC NDCG@20: 0.1286, Time: 7.39s
Epoch [42/2000], Loss: 0.4075, UL AUC: 0.6014, ACC AUC: 0.8520, ACC NDCG@20: 0.1289, Time: 6.93s
Epoch [43/2000], Loss: 0.4070, UL AUC: 0.5993, ACC AUC: 0.8520, ACC NDCG@20: 0.1331, Time: 6.92s
Epoch [44/2000], Loss: 0.4067, UL AUC: 0.6022, ACC AUC: 0.8523, ACC NDCG@20: 0.1365, Time: 7.28s
Epoch [45/2000], Loss: 0.4059, UL AUC: 0.6051, ACC AUC: 0.8521, ACC NDCG@20: 0.1375, Time: 7.11s
Epoch [46/2000], Loss: 0.4052, UL AUC: 0.6052, ACC AUC: 0.8525, ACC NDCG@20: 0.1393, Time: 7.02s
Epoch [47/2000], Loss: 0.4050, UL AUC: 0.6073, ACC AUC: 0.8525, ACC NDCG@20: 0.1423, Time: 7.08s
Epoch [48/2000], Loss: 0.4046, UL AUC: 0.6080, ACC AUC: 0.8531, ACC NDCG@20: 0.1431, Time: 7.19s
Epoch [49/2000], Loss: 0.4037, UL AUC: 0.6081, ACC AUC: 0.8532, ACC NDCG@20: 0.1448, Time: 7.28s
Epoch [50/2000], Loss: 0.4036, UL AUC: 0.6075, ACC AUC: 0.8530, ACC NDCG@20: 0.1470, Time: 7.01s
Epoch [51/2000], Loss: 0.4030, UL AUC: 0.6078, ACC AUC: 0.8534, ACC NDCG@20: 0.1493, Time: 7.38s
Epoch [52/2000], Loss: 0.4029, UL AUC: 0.6089, ACC AUC: 0.8535, ACC NDCG@20: 0.1501, Time: 7.29s
Epoch [53/2000], Loss: 0.4027, UL AUC: 0.6116, ACC AUC: 0.8539, ACC NDCG@20: 0.1512, Time: 7.07s
Epoch [54/2000], Loss: 0.4020, UL AUC: 0.6100, ACC AUC: 0.8534, ACC NDCG@20: 0.1521, Time: 7.27s
Epoch [55/2000], Loss: 0.4016, UL AUC: 0.6114, ACC AUC: 0.8539, ACC NDCG@20: 0.1544, Time: 7.33s
Epoch [56/2000], Loss: 0.4010, UL AUC: 0.6112, ACC AUC: 0.8540, ACC NDCG@20: 0.1568, Time: 6.77s
Epoch [57/2000], Loss: 0.4008, UL AUC: 0.6125, ACC AUC: 0.8541, ACC NDCG@20: 0.1583, Time: 7.06s
Epoch [58/2000], Loss: 0.4004, UL AUC: 0.6140, ACC AUC: 0.8543, ACC NDCG@20: 0.1608, Time: 6.99s
Epoch [59/2000], Loss: 0.4004, UL AUC: 0.6148, ACC AUC: 0.8541, ACC NDCG@20: 0.1613, Time: 7.21s
Epoch [60/2000], Loss: 0.4000, UL AUC: 0.6148, ACC AUC: 0.8542, ACC NDCG@20: 0.1620, Time: 7.08s
Epoch [61/2000], Loss: 0.3998, UL AUC: 0.6155, ACC AUC: 0.8539, ACC NDCG@20: 0.1642, Time: 7.24s
Epoch [62/2000], Loss: 0.3996, UL AUC: 0.6155, ACC AUC: 0.8541, ACC NDCG@20: 0.1645, Time: 7.01s
Epoch [63/2000], Loss: 0.3987, UL AUC: 0.6157, ACC AUC: 0.8544, ACC NDCG@20: 0.1657, Time: 6.96s
Epoch [64/2000], Loss: 0.3984, UL AUC: 0.6167, ACC AUC: 0.8542, ACC NDCG@20: 0.1653, Time: 7.34s
Epoch [65/2000], Loss: 0.3987, UL AUC: 0.6183, ACC AUC: 0.8545, ACC NDCG@20: 0.1680, Time: 6.83s
Epoch [66/2000], Loss: 0.3981, UL AUC: 0.6177, ACC AUC: 0.8545, ACC NDCG@20: 0.1696, Time: 7.01s
Epoch [67/2000], Loss: 0.3977, UL AUC: 0.6180, ACC AUC: 0.8541, ACC NDCG@20: 0.1696, Time: 7.05s
Epoch [68/2000], Loss: 0.3975, UL AUC: 0.6161, ACC AUC: 0.8544, ACC NDCG@20: 0.1721, Time: 7.10s
Epoch [69/2000], Loss: 0.3973, UL AUC: 0.6154, ACC AUC: 0.8547, ACC NDCG@20: 0.1729, Time: 7.11s
Epoch [70/2000], Loss: 0.3974, UL AUC: 0.6169, ACC AUC: 0.8542, ACC NDCG@20: 0.1722, Time: 6.57s
Epoch [71/2000], Loss: 0.3969, UL AUC: 0.6181, ACC AUC: 0.8544, ACC NDCG@20: 0.1753, Time: 6.94s
Epoch [72/2000], Loss: 0.3969, UL AUC: 0.6182, ACC AUC: 0.8545, ACC NDCG@20: 0.1751, Time: 7.16s
Epoch [73/2000], Loss: 0.3966, UL AUC: 0.6186, ACC AUC: 0.8543, ACC NDCG@20: 0.1765, Time: 6.91s
Epoch [74/2000], Loss: 0.3964, UL AUC: 0.6208, ACC AUC: 0.8543, ACC NDCG@20: 0.1773, Time: 7.38s
Epoch [75/2000], Loss: 0.3964, UL AUC: 0.6214, ACC AUC: 0.8545, ACC NDCG@20: 0.1779, Time: 7.08s
Epoch [76/2000], Loss: 0.3961, UL AUC: 0.6189, ACC AUC: 0.8546, ACC NDCG@20: 0.1794, Time: 7.38s
Epoch [77/2000], Loss: 0.3958, UL AUC: 0.6189, ACC AUC: 0.8552, ACC NDCG@20: 0.1788, Time: 7.24s
Epoch [78/2000], Loss: 0.3954, UL AUC: 0.6192, ACC AUC: 0.8554, ACC NDCG@20: 0.1803, Time: 7.40s
Epoch [79/2000], Loss: 0.3958, UL AUC: 0.6196, ACC AUC: 0.8554, ACC NDCG@20: 0.1828, Time: 7.27s
Epoch [80/2000], Loss: 0.3948, UL AUC: 0.6201, ACC AUC: 0.8555, ACC NDCG@20: 0.1833, Time: 7.11s
Epoch [81/2000], Loss: 0.3952, UL AUC: 0.6219, ACC AUC: 0.8559, ACC NDCG@20: 0.1822, Time: 7.24s
Epoch [82/2000], Loss: 0.3949, UL AUC: 0.6216, ACC AUC: 0.8550, ACC NDCG@20: 0.1850, Time: 7.12s
Epoch [83/2000], Loss: 0.3948, UL AUC: 0.6231, ACC AUC: 0.8555, ACC NDCG@20: 0.1842, Time: 7.13s
Epoch [84/2000], Loss: 0.3945, UL AUC: 0.6232, ACC AUC: 0.8548, ACC NDCG@20: 0.1848, Time: 6.97s
Epoch [85/2000], Loss: 0.3946, UL AUC: 0.6247, ACC AUC: 0.8549, ACC NDCG@20: 0.1859, Time: 6.82s
Epoch [86/2000], Loss: 0.3945, UL AUC: 0.6233, ACC AUC: 0.8551, ACC NDCG@20: 0.1860, Time: 7.14s
Epoch [87/2000], Loss: 0.3940, UL AUC: 0.6233, ACC AUC: 0.8553, ACC NDCG@20: 0.1868, Time: 7.04s
Epoch [88/2000], Loss: 0.3937, UL AUC: 0.6226, ACC AUC: 0.8551, ACC NDCG@20: 0.1882, Time: 7.04s
Epoch [89/2000], Loss: 0.3938, UL AUC: 0.6213, ACC AUC: 0.8551, ACC NDCG@20: 0.1890, Time: 7.37s
Epoch [90/2000], Loss: 0.3939, UL AUC: 0.6219, ACC AUC: 0.8550, ACC NDCG@20: 0.1915, Time: 7.42s
Epoch [91/2000], Loss: 0.3933, UL AUC: 0.6214, ACC AUC: 0.8551, ACC NDCG@20: 0.1897, Time: 7.23s
Epoch [92/2000], Loss: 0.3934, UL AUC: 0.6215, ACC AUC: 0.8556, ACC NDCG@20: 0.1904, Time: 7.13s
Epoch [93/2000], Loss: 0.3933, UL AUC: 0.6221, ACC AUC: 0.8549, ACC NDCG@20: 0.1910, Time: 7.29s
Epoch [94/2000], Loss: 0.3930, UL AUC: 0.6196, ACC AUC: 0.8552, ACC NDCG@20: 0.1926, Time: 7.09s
Epoch [95/2000], Loss: 0.3928, UL AUC: 0.6195, ACC AUC: 0.8556, ACC NDCG@20: 0.1929, Time: 7.03s
Epoch [96/2000], Loss: 0.3927, UL AUC: 0.6201, ACC AUC: 0.8555, ACC NDCG@20: 0.1938, Time: 7.22s
Epoch [97/2000], Loss: 0.3928, UL AUC: 0.6212, ACC AUC: 0.8552, ACC NDCG@20: 0.1930, Time: 7.34s
Epoch [98/2000], Loss: 0.3926, UL AUC: 0.6253, ACC AUC: 0.8555, ACC NDCG@20: 0.1928, Time: 7.08s
Epoch [99/2000], Loss: 0.3922, UL AUC: 0.6229, ACC AUC: 0.8556, ACC NDCG@20: 0.1930, Time: 6.88s
Epoch [100/2000], Loss: 0.3922, UL AUC: 0.6245, ACC AUC: 0.8558, ACC NDCG@20: 0.1933, Time: 7.07s
Epoch [101/2000], Loss: 0.3923, UL AUC: 0.6248, ACC AUC: 0.8560, ACC NDCG@20: 0.1923, Time: 7.27s
Epoch [102/2000], Loss: 0.3921, UL AUC: 0.6260, ACC AUC: 0.8560, ACC NDCG@20: 0.1953, Time: 7.23s
Epoch [103/2000], Loss: 0.3918, UL AUC: 0.6255, ACC AUC: 0.8563, ACC NDCG@20: 0.1967, Time: 6.96s
Epoch [104/2000], Loss: 0.3920, UL AUC: 0.6263, ACC AUC: 0.8561, ACC NDCG@20: 0.1979, Time: 7.01s
Epoch [105/2000], Loss: 0.3917, UL AUC: 0.6252, ACC AUC: 0.8564, ACC NDCG@20: 0.1959, Time: 7.17s
Epoch [106/2000], Loss: 0.3915, UL AUC: 0.6271, ACC AUC: 0.8564, ACC NDCG@20: 0.1967, Time: 7.11s
Epoch [107/2000], Loss: 0.3915, UL AUC: 0.6266, ACC AUC: 0.8563, ACC NDCG@20: 0.1978, Time: 7.33s
Epoch [108/2000], Loss: 0.3918, UL AUC: 0.6264, ACC AUC: 0.8565, ACC NDCG@20: 0.1980, Time: 7.13s
Epoch [109/2000], Loss: 0.3914, UL AUC: 0.6256, ACC AUC: 0.8566, ACC NDCG@20: 0.1989, Time: 7.03s
Epoch [110/2000], Loss: 0.3915, UL AUC: 0.6238, ACC AUC: 0.8566, ACC NDCG@20: 0.1984, Time: 7.32s
Epoch [111/2000], Loss: 0.3910, UL AUC: 0.6251, ACC AUC: 0.8567, ACC NDCG@20: 0.2005, Time: 6.97s
Epoch [112/2000], Loss: 0.3909, UL AUC: 0.6262, ACC AUC: 0.8565, ACC NDCG@20: 0.1991, Time: 7.37s
Epoch [113/2000], Loss: 0.3910, UL AUC: 0.6260, ACC AUC: 0.8566, ACC NDCG@20: 0.2012, Time: 6.16s
Epoch [114/2000], Loss: 0.3906, UL AUC: 0.6260, ACC AUC: 0.8564, ACC NDCG@20: 0.2015, Time: 7.09s
Epoch [115/2000], Loss: 0.3906, UL AUC: 0.6254, ACC AUC: 0.8563, ACC NDCG@20: 0.2015, Time: 6.83s
Epoch [116/2000], Loss: 0.3906, UL AUC: 0.6252, ACC AUC: 0.8562, ACC NDCG@20: 0.1996, Time: 7.07s
Epoch [117/2000], Loss: 0.3905, UL AUC: 0.6259, ACC AUC: 0.8561, ACC NDCG@20: 0.2014, Time: 7.00s
Epoch [118/2000], Loss: 0.3902, UL AUC: 0.6276, ACC AUC: 0.8564, ACC NDCG@20: 0.2022, Time: 7.18s
Epoch [119/2000], Loss: 0.3903, UL AUC: 0.6235, ACC AUC: 0.8563, ACC NDCG@20: 0.2021, Time: 7.34s
Epoch [120/2000], Loss: 0.3901, UL AUC: 0.6249, ACC AUC: 0.8562, ACC NDCG@20: 0.2027, Time: 7.29s
Epoch [121/2000], Loss: 0.3899, UL AUC: 0.6259, ACC AUC: 0.8566, ACC NDCG@20: 0.2031, Time: 7.15s
Epoch [122/2000], Loss: 0.3899, UL AUC: 0.6277, ACC AUC: 0.8564, ACC NDCG@20: 0.2020, Time: 7.24s
Epoch [123/2000], Loss: 0.3895, UL AUC: 0.6258, ACC AUC: 0.8563, ACC NDCG@20: 0.2019, Time: 7.10s
Epoch [124/2000], Loss: 0.3899, UL AUC: 0.6249, ACC AUC: 0.8562, ACC NDCG@20: 0.2024, Time: 6.93s
Epoch [125/2000], Loss: 0.3896, UL AUC: 0.6262, ACC AUC: 0.8567, ACC NDCG@20: 0.2039, Time: 6.99s
Epoch [126/2000], Loss: 0.3897, UL AUC: 0.6282, ACC AUC: 0.8565, ACC NDCG@20: 0.2038, Time: 7.27s
Epoch [127/2000], Loss: 0.3897, UL AUC: 0.6305, ACC AUC: 0.8566, ACC NDCG@20: 0.2040, Time: 6.86s
Epoch [128/2000], Loss: 0.3896, UL AUC: 0.6286, ACC AUC: 0.8572, ACC NDCG@20: 0.2031, Time: 7.13s
Epoch [129/2000], Loss: 0.3891, UL AUC: 0.6285, ACC AUC: 0.8571, ACC NDCG@20: 0.2018, Time: 6.78s
Epoch [130/2000], Loss: 0.3896, UL AUC: 0.6288, ACC AUC: 0.8570, ACC NDCG@20: 0.2020, Time: 7.03s
Epoch [131/2000], Loss: 0.3888, UL AUC: 0.6278, ACC AUC: 0.8566, ACC NDCG@20: 0.2029, Time: 7.13s
Epoch [132/2000], Loss: 0.3888, UL AUC: 0.6271, ACC AUC: 0.8572, ACC NDCG@20: 0.2028, Time: 7.14s
Epoch [133/2000], Loss: 0.3890, UL AUC: 0.6293, ACC AUC: 0.8573, ACC NDCG@20: 0.2040, Time: 7.12s
Epoch [134/2000], Loss: 0.3888, UL AUC: 0.6279, ACC AUC: 0.8572, ACC NDCG@20: 0.2035, Time: 7.36s
Epoch [135/2000], Loss: 0.3891, UL AUC: 0.6280, ACC AUC: 0.8574, ACC NDCG@20: 0.2022, Time: 7.34s
Epoch [136/2000], Loss: 0.3886, UL AUC: 0.6269, ACC AUC: 0.8574, ACC NDCG@20: 0.2036, Time: 6.89s
Epoch [137/2000], Loss: 0.3890, UL AUC: 0.6285, ACC AUC: 0.8571, ACC NDCG@20: 0.2051, Time: 7.07s
Epoch [138/2000], Loss: 0.3887, UL AUC: 0.6291, ACC AUC: 0.8573, ACC NDCG@20: 0.2053, Time: 6.97s
Epoch [139/2000], Loss: 0.3888, UL AUC: 0.6283, ACC AUC: 0.8576, ACC NDCG@20: 0.2057, Time: 7.24s
Epoch [140/2000], Loss: 0.3884, UL AUC: 0.6275, ACC AUC: 0.8575, ACC NDCG@20: 0.2035, Time: 7.33s
Epoch [141/2000], Loss: 0.3885, UL AUC: 0.6288, ACC AUC: 0.8575, ACC NDCG@20: 0.2052, Time: 6.86s
Epoch [142/2000], Loss: 0.3887, UL AUC: 0.6298, ACC AUC: 0.8573, ACC NDCG@20: 0.2069, Time: 7.34s
Epoch [143/2000], Loss: 0.3884, UL AUC: 0.6305, ACC AUC: 0.8575, ACC NDCG@20: 0.2064, Time: 7.05s
Epoch [144/2000], Loss: 0.3881, UL AUC: 0.6309, ACC AUC: 0.8577, ACC NDCG@20: 0.2056, Time: 6.83s
Epoch [145/2000], Loss: 0.3883, UL AUC: 0.6300, ACC AUC: 0.8576, ACC NDCG@20: 0.2074, Time: 7.05s
Epoch [146/2000], Loss: 0.3882, UL AUC: 0.6306, ACC AUC: 0.8576, ACC NDCG@20: 0.2047, Time: 7.05s
Epoch [147/2000], Loss: 0.3881, UL AUC: 0.6319, ACC AUC: 0.8577, ACC NDCG@20: 0.2057, Time: 6.95s
Epoch [148/2000], Loss: 0.3883, UL AUC: 0.6309, ACC AUC: 0.8577, ACC NDCG@20: 0.2059, Time: 7.07s
Epoch [149/2000], Loss: 0.3882, UL AUC: 0.6311, ACC AUC: 0.8576, ACC NDCG@20: 0.2076, Time: 6.99s
Epoch [150/2000], Loss: 0.3881, UL AUC: 0.6329, ACC AUC: 0.8579, ACC NDCG@20: 0.2067, Time: 7.13s
Epoch [151/2000], Loss: 0.3880, UL AUC: 0.6333, ACC AUC: 0.8573, ACC NDCG@20: 0.2077, Time: 6.84s
Epoch [152/2000], Loss: 0.3878, UL AUC: 0.6303, ACC AUC: 0.8573, ACC NDCG@20: 0.2065, Time: 6.78s
Epoch [153/2000], Loss: 0.3877, UL AUC: 0.6322, ACC AUC: 0.8575, ACC NDCG@20: 0.2050, Time: 6.75s
Epoch [154/2000], Loss: 0.3879, UL AUC: 0.6311, ACC AUC: 0.8576, ACC NDCG@20: 0.2060, Time: 7.09s
Epoch [155/2000], Loss: 0.3878, UL AUC: 0.6317, ACC AUC: 0.8575, ACC NDCG@20: 0.2078, Time: 7.00s
Epoch [156/2000], Loss: 0.3876, UL AUC: 0.6320, ACC AUC: 0.8576, ACC NDCG@20: 0.2066, Time: 7.16s
Epoch [157/2000], Loss: 0.3875, UL AUC: 0.6330, ACC AUC: 0.8578, ACC NDCG@20: 0.2082, Time: 7.13s
Epoch [158/2000], Loss: 0.3877, UL AUC: 0.6334, ACC AUC: 0.8579, ACC NDCG@20: 0.2084, Time: 7.12s
Epoch [159/2000], Loss: 0.3875, UL AUC: 0.6332, ACC AUC: 0.8580, ACC NDCG@20: 0.2085, Time: 7.08s
Epoch [160/2000], Loss: 0.3877, UL AUC: 0.6322, ACC AUC: 0.8578, ACC NDCG@20: 0.2074, Time: 7.05s
Epoch [161/2000], Loss: 0.3874, UL AUC: 0.6308, ACC AUC: 0.8581, ACC NDCG@20: 0.2085, Time: 7.00s
Epoch [162/2000], Loss: 0.3874, UL AUC: 0.6319, ACC AUC: 0.8577, ACC NDCG@20: 0.2078, Time: 6.88s
Epoch [163/2000], Loss: 0.3877, UL AUC: 0.6333, ACC AUC: 0.8577, ACC NDCG@20: 0.2083, Time: 7.12s
Epoch [164/2000], Loss: 0.3871, UL AUC: 0.6331, ACC AUC: 0.8581, ACC NDCG@20: 0.2080, Time: 6.99s
Epoch [165/2000], Loss: 0.3873, UL AUC: 0.6326, ACC AUC: 0.8579, ACC NDCG@20: 0.2080, Time: 7.09s
Epoch [166/2000], Loss: 0.3874, UL AUC: 0.6331, ACC AUC: 0.8581, ACC NDCG@20: 0.2085, Time: 7.03s
Epoch [167/2000], Loss: 0.3871, UL AUC: 0.6305, ACC AUC: 0.8579, ACC NDCG@20: 0.2078, Time: 6.99s
Epoch [168/2000], Loss: 0.3873, UL AUC: 0.6334, ACC AUC: 0.8583, ACC NDCG@20: 0.2090, Time: 7.00s
Epoch [169/2000], Loss: 0.3870, UL AUC: 0.6329, ACC AUC: 0.8581, ACC NDCG@20: 0.2079, Time: 7.19s
Epoch [170/2000], Loss: 0.3870, UL AUC: 0.6330, ACC AUC: 0.8579, ACC NDCG@20: 0.2053, Time: 6.71s
Epoch [171/2000], Loss: 0.3870, UL AUC: 0.6319, ACC AUC: 0.8581, ACC NDCG@20: 0.2078, Time: 6.93s
Epoch [172/2000], Loss: 0.3867, UL AUC: 0.6326, ACC AUC: 0.8581, ACC NDCG@20: 0.2081, Time: 6.96s
Epoch [173/2000], Loss: 0.3867, UL AUC: 0.6328, ACC AUC: 0.8583, ACC NDCG@20: 0.2106, Time: 7.03s
Epoch [174/2000], Loss: 0.3869, UL AUC: 0.6334, ACC AUC: 0.8584, ACC NDCG@20: 0.2098, Time: 6.92s
Epoch [175/2000], Loss: 0.3870, UL AUC: 0.6339, ACC AUC: 0.8581, ACC NDCG@20: 0.2085, Time: 6.96s
Epoch [176/2000], Loss: 0.3866, UL AUC: 0.6315, ACC AUC: 0.8581, ACC NDCG@20: 0.2097, Time: 6.89s
Epoch [177/2000], Loss: 0.3868, UL AUC: 0.6314, ACC AUC: 0.8585, ACC NDCG@20: 0.2085, Time: 7.09s
Epoch [178/2000], Loss: 0.3864, UL AUC: 0.6345, ACC AUC: 0.8581, ACC NDCG@20: 0.2087, Time: 7.01s
Epoch [179/2000], Loss: 0.3868, UL AUC: 0.6335, ACC AUC: 0.8582, ACC NDCG@20: 0.2085, Time: 7.06s
Epoch [180/2000], Loss: 0.3864, UL AUC: 0.6317, ACC AUC: 0.8585, ACC NDCG@20: 0.2101, Time: 6.97s
Epoch [181/2000], Loss: 0.3864, UL AUC: 0.6320, ACC AUC: 0.8585, ACC NDCG@20: 0.2118, Time: 7.11s
Epoch [182/2000], Loss: 0.3862, UL AUC: 0.6333, ACC AUC: 0.8586, ACC NDCG@20: 0.2099, Time: 7.04s
Epoch [183/2000], Loss: 0.3864, UL AUC: 0.6337, ACC AUC: 0.8585, ACC NDCG@20: 0.2100, Time: 7.04s
Epoch [184/2000], Loss: 0.3862, UL AUC: 0.6334, ACC AUC: 0.8585, ACC NDCG@20: 0.2112, Time: 7.07s
Epoch [185/2000], Loss: 0.3866, UL AUC: 0.6314, ACC AUC: 0.8584, ACC NDCG@20: 0.2109, Time: 7.01s
Epoch [186/2000], Loss: 0.3862, UL AUC: 0.6339, ACC AUC: 0.8588, ACC NDCG@20: 0.2102, Time: 6.87s
Epoch [187/2000], Loss: 0.3862, UL AUC: 0.6329, ACC AUC: 0.8587, ACC NDCG@20: 0.2104, Time: 7.19s
Epoch [188/2000], Loss: 0.3863, UL AUC: 0.6330, ACC AUC: 0.8590, ACC NDCG@20: 0.2110, Time: 7.12s
Epoch [189/2000], Loss: 0.3864, UL AUC: 0.6322, ACC AUC: 0.8586, ACC NDCG@20: 0.2099, Time: 7.03s
Epoch [190/2000], Loss: 0.3861, UL AUC: 0.6319, ACC AUC: 0.8586, ACC NDCG@20: 0.2107, Time: 7.04s
Epoch [191/2000], Loss: 0.3861, UL AUC: 0.6336, ACC AUC: 0.8588, ACC NDCG@20: 0.2122, Time: 6.87s
Epoch [192/2000], Loss: 0.3861, UL AUC: 0.6321, ACC AUC: 0.8587, ACC NDCG@20: 0.2110, Time: 7.15s
Epoch [193/2000], Loss: 0.3864, UL AUC: 0.6357, ACC AUC: 0.8587, ACC NDCG@20: 0.2110, Time: 7.03s
Epoch [194/2000], Loss: 0.3859, UL AUC: 0.6367, ACC AUC: 0.8586, ACC NDCG@20: 0.2103, Time: 7.05s
Epoch [195/2000], Loss: 0.3863, UL AUC: 0.6348, ACC AUC: 0.8585, ACC NDCG@20: 0.2120, Time: 7.10s
Epoch [196/2000], Loss: 0.3860, UL AUC: 0.6346, ACC AUC: 0.8582, ACC NDCG@20: 0.2118, Time: 6.94s
Epoch [197/2000], Loss: 0.3859, UL AUC: 0.6361, ACC AUC: 0.8585, ACC NDCG@20: 0.2117, Time: 7.02s
Epoch [198/2000], Loss: 0.3860, UL AUC: 0.6365, ACC AUC: 0.8590, ACC NDCG@20: 0.2123, Time: 7.18s
Epoch [199/2000], Loss: 0.3859, UL AUC: 0.6350, ACC AUC: 0.8587, ACC NDCG@20: 0.2125, Time: 6.98s
Epoch [200/2000], Loss: 0.3855, UL AUC: 0.6332, ACC AUC: 0.8585, ACC NDCG@20: 0.2121, Time: 7.09s
Epoch [201/2000], Loss: 0.3857, UL AUC: 0.6326, ACC AUC: 0.8582, ACC NDCG@20: 0.2129, Time: 7.07s
Epoch [202/2000], Loss: 0.3858, UL AUC: 0.6333, ACC AUC: 0.8582, ACC NDCG@20: 0.2124, Time: 7.07s
Epoch [203/2000], Loss: 0.3856, UL AUC: 0.6342, ACC AUC: 0.8584, ACC NDCG@20: 0.2120, Time: 7.19s
Epoch [204/2000], Loss: 0.3854, UL AUC: 0.6345, ACC AUC: 0.8585, ACC NDCG@20: 0.2134, Time: 7.09s
Epoch [205/2000], Loss: 0.3856, UL AUC: 0.6335, ACC AUC: 0.8586, ACC NDCG@20: 0.2138, Time: 7.02s
Epoch [206/2000], Loss: 0.3856, UL AUC: 0.6336, ACC AUC: 0.8584, ACC NDCG@20: 0.2119, Time: 7.14s
Epoch [207/2000], Loss: 0.3857, UL AUC: 0.6334, ACC AUC: 0.8585, ACC NDCG@20: 0.2128, Time: 7.04s
Epoch [208/2000], Loss: 0.3854, UL AUC: 0.6358, ACC AUC: 0.8587, ACC NDCG@20: 0.2128, Time: 7.03s
Epoch [209/2000], Loss: 0.3854, UL AUC: 0.6359, ACC AUC: 0.8588, ACC NDCG@20: 0.2137, Time: 6.21s
Epoch [210/2000], Loss: 0.3854, UL AUC: 0.6345, ACC AUC: 0.8590, ACC NDCG@20: 0.2128, Time: 7.10s
Epoch [211/2000], Loss: 0.3853, UL AUC: 0.6356, ACC AUC: 0.8587, ACC NDCG@20: 0.2135, Time: 7.08s
Epoch [212/2000], Loss: 0.3858, UL AUC: 0.6335, ACC AUC: 0.8582, ACC NDCG@20: 0.2133, Time: 6.90s
Epoch [213/2000], Loss: 0.3855, UL AUC: 0.6332, ACC AUC: 0.8584, ACC NDCG@20: 0.2120, Time: 6.36s
Epoch [214/2000], Loss: 0.3852, UL AUC: 0.6350, ACC AUC: 0.8586, ACC NDCG@20: 0.2133, Time: 7.04s
Epoch [215/2000], Loss: 0.3848, UL AUC: 0.6347, ACC AUC: 0.8589, ACC NDCG@20: 0.2121, Time: 7.15s
Epoch [216/2000], Loss: 0.3852, UL AUC: 0.6336, ACC AUC: 0.8585, ACC NDCG@20: 0.2123, Time: 6.98s
Epoch [217/2000], Loss: 0.3854, UL AUC: 0.6355, ACC AUC: 0.8588, ACC NDCG@20: 0.2127, Time: 6.98s
Epoch [218/2000], Loss: 0.3853, UL AUC: 0.6353, ACC AUC: 0.8589, ACC NDCG@20: 0.2136, Time: 7.03s
Epoch [219/2000], Loss: 0.3849, UL AUC: 0.6351, ACC AUC: 0.8590, ACC NDCG@20: 0.2125, Time: 7.12s
Epoch [220/2000], Loss: 0.3852, UL AUC: 0.6382, ACC AUC: 0.8587, ACC NDCG@20: 0.2137, Time: 7.06s
Epoch [221/2000], Loss: 0.3848, UL AUC: 0.6378, ACC AUC: 0.8589, ACC NDCG@20: 0.2140, Time: 6.95s
Epoch [222/2000], Loss: 0.3848, UL AUC: 0.6353, ACC AUC: 0.8590, ACC NDCG@20: 0.2143, Time: 6.97s
Epoch [223/2000], Loss: 0.3852, UL AUC: 0.6344, ACC AUC: 0.8589, ACC NDCG@20: 0.2149, Time: 7.11s
Epoch [224/2000], Loss: 0.3848, UL AUC: 0.6354, ACC AUC: 0.8592, ACC NDCG@20: 0.2147, Time: 6.93s
Epoch [225/2000], Loss: 0.3847, UL AUC: 0.6347, ACC AUC: 0.8589, ACC NDCG@20: 0.2145, Time: 7.26s
Epoch [226/2000], Loss: 0.3848, UL AUC: 0.6370, ACC AUC: 0.8587, ACC NDCG@20: 0.2135, Time: 7.07s
Epoch [227/2000], Loss: 0.3847, UL AUC: 0.6354, ACC AUC: 0.8589, ACC NDCG@20: 0.2146, Time: 7.03s
Epoch [228/2000], Loss: 0.3851, UL AUC: 0.6362, ACC AUC: 0.8585, ACC NDCG@20: 0.2139, Time: 7.08s
Epoch [229/2000], Loss: 0.3852, UL AUC: 0.6356, ACC AUC: 0.8587, ACC NDCG@20: 0.2141, Time: 7.04s
Epoch [230/2000], Loss: 0.3846, UL AUC: 0.6364, ACC AUC: 0.8586, ACC NDCG@20: 0.2145, Time: 7.05s
Epoch [231/2000], Loss: 0.3848, UL AUC: 0.6377, ACC AUC: 0.8586, ACC NDCG@20: 0.2137, Time: 7.04s
Epoch [232/2000], Loss: 0.3846, UL AUC: 0.6373, ACC AUC: 0.8583, ACC NDCG@20: 0.2128, Time: 6.39s
Epoch [233/2000], Loss: 0.3848, UL AUC: 0.6354, ACC AUC: 0.8590, ACC NDCG@20: 0.2141, Time: 6.89s
Epoch [234/2000], Loss: 0.3850, UL AUC: 0.6368, ACC AUC: 0.8589, ACC NDCG@20: 0.2156, Time: 6.83s
Epoch [235/2000], Loss: 0.3847, UL AUC: 0.6376, ACC AUC: 0.8592, ACC NDCG@20: 0.2140, Time: 7.04s
Epoch [236/2000], Loss: 0.3846, UL AUC: 0.6400, ACC AUC: 0.8593, ACC NDCG@20: 0.2139, Time: 7.08s
Epoch [237/2000], Loss: 0.3847, UL AUC: 0.6374, ACC AUC: 0.8593, ACC NDCG@20: 0.2166, Time: 7.12s
Epoch [238/2000], Loss: 0.3845, UL AUC: 0.6385, ACC AUC: 0.8590, ACC NDCG@20: 0.2163, Time: 7.08s
Epoch [239/2000], Loss: 0.3846, UL AUC: 0.6380, ACC AUC: 0.8592, ACC NDCG@20: 0.2145, Time: 7.02s
Epoch [240/2000], Loss: 0.3848, UL AUC: 0.6347, ACC AUC: 0.8589, ACC NDCG@20: 0.2144, Time: 6.74s
Epoch [241/2000], Loss: 0.3848, UL AUC: 0.6355, ACC AUC: 0.8595, ACC NDCG@20: 0.2147, Time: 7.13s
Epoch [242/2000], Loss: 0.3846, UL AUC: 0.6372, ACC AUC: 0.8594, ACC NDCG@20: 0.2161, Time: 7.06s
Epoch [243/2000], Loss: 0.3845, UL AUC: 0.6388, ACC AUC: 0.8593, ACC NDCG@20: 0.2145, Time: 7.05s
Epoch [244/2000], Loss: 0.3843, UL AUC: 0.6395, ACC AUC: 0.8592, ACC NDCG@20: 0.2160, Time: 7.11s
Epoch [245/2000], Loss: 0.3847, UL AUC: 0.6379, ACC AUC: 0.8592, ACC NDCG@20: 0.2140, Time: 7.10s
Epoch [246/2000], Loss: 0.3847, UL AUC: 0.6371, ACC AUC: 0.8589, ACC NDCG@20: 0.2149, Time: 7.08s
Epoch [247/2000], Loss: 0.3842, UL AUC: 0.6378, ACC AUC: 0.8590, ACC NDCG@20: 0.2148, Time: 7.09s
Epoch [248/2000], Loss: 0.3842, UL AUC: 0.6403, ACC AUC: 0.8592, ACC NDCG@20: 0.2139, Time: 7.07s
Epoch [249/2000], Loss: 0.3842, UL AUC: 0.6387, ACC AUC: 0.8592, ACC NDCG@20: 0.2142, Time: 7.03s
Epoch [250/2000], Loss: 0.3840, UL AUC: 0.6389, ACC AUC: 0.8591, ACC NDCG@20: 0.2154, Time: 7.06s
Epoch [251/2000], Loss: 0.3844, UL AUC: 0.6381, ACC AUC: 0.8591, ACC NDCG@20: 0.2161, Time: 7.11s
Epoch [252/2000], Loss: 0.3841, UL AUC: 0.6372, ACC AUC: 0.8590, ACC NDCG@20: 0.2167, Time: 6.78s
Epoch [253/2000], Loss: 0.3842, UL AUC: 0.6362, ACC AUC: 0.8587, ACC NDCG@20: 0.2154, Time: 7.07s
Epoch [254/2000], Loss: 0.3847, UL AUC: 0.6385, ACC AUC: 0.8586, ACC NDCG@20: 0.2165, Time: 6.42s
Epoch [255/2000], Loss: 0.3843, UL AUC: 0.6408, ACC AUC: 0.8587, ACC NDCG@20: 0.2170, Time: 7.07s
Epoch [256/2000], Loss: 0.3844, UL AUC: 0.6412, ACC AUC: 0.8591, ACC NDCG@20: 0.2166, Time: 7.01s
Epoch [257/2000], Loss: 0.3839, UL AUC: 0.6416, ACC AUC: 0.8590, ACC NDCG@20: 0.2150, Time: 7.08s
Epoch [258/2000], Loss: 0.3844, UL AUC: 0.6387, ACC AUC: 0.8591, ACC NDCG@20: 0.2149, Time: 7.00s
Epoch [259/2000], Loss: 0.3842, UL AUC: 0.6399, ACC AUC: 0.8586, ACC NDCG@20: 0.2156, Time: 7.02s
Epoch [260/2000], Loss: 0.3839, UL AUC: 0.6400, ACC AUC: 0.8591, ACC NDCG@20: 0.2156, Time: 6.94s
Epoch [261/2000], Loss: 0.3841, UL AUC: 0.6399, ACC AUC: 0.8593, ACC NDCG@20: 0.2154, Time: 6.87s
Epoch [262/2000], Loss: 0.3841, UL AUC: 0.6399, ACC AUC: 0.8600, ACC NDCG@20: 0.2161, Time: 6.99s
Epoch [263/2000], Loss: 0.3840, UL AUC: 0.6402, ACC AUC: 0.8598, ACC NDCG@20: 0.2147, Time: 6.78s
Epoch [264/2000], Loss: 0.3840, UL AUC: 0.6394, ACC AUC: 0.8597, ACC NDCG@20: 0.2166, Time: 6.92s
Epoch [265/2000], Loss: 0.3838, UL AUC: 0.6379, ACC AUC: 0.8597, ACC NDCG@20: 0.2169, Time: 7.09s
Epoch [266/2000], Loss: 0.3840, UL AUC: 0.6387, ACC AUC: 0.8594, ACC NDCG@20: 0.2164, Time: 7.10s
Epoch [267/2000], Loss: 0.3842, UL AUC: 0.6388, ACC AUC: 0.8595, ACC NDCG@20: 0.2169, Time: 7.07s
Epoch [268/2000], Loss: 0.3840, UL AUC: 0.6399, ACC AUC: 0.8594, ACC NDCG@20: 0.2169, Time: 7.30s
Epoch [269/2000], Loss: 0.3836, UL AUC: 0.6385, ACC AUC: 0.8592, ACC NDCG@20: 0.2181, Time: 7.05s
Epoch [270/2000], Loss: 0.3840, UL AUC: 0.6406, ACC AUC: 0.8593, ACC NDCG@20: 0.2171, Time: 6.79s
Epoch [271/2000], Loss: 0.3837, UL AUC: 0.6379, ACC AUC: 0.8592, ACC NDCG@20: 0.2169, Time: 7.06s
Epoch [272/2000], Loss: 0.3839, UL AUC: 0.6376, ACC AUC: 0.8592, ACC NDCG@20: 0.2174, Time: 7.01s
Epoch [273/2000], Loss: 0.3838, UL AUC: 0.6381, ACC AUC: 0.8595, ACC NDCG@20: 0.2182, Time: 7.05s
Epoch [274/2000], Loss: 0.3840, UL AUC: 0.6362, ACC AUC: 0.8593, ACC NDCG@20: 0.2158, Time: 7.29s
Epoch [275/2000], Loss: 0.3839, UL AUC: 0.6379, ACC AUC: 0.8595, ACC NDCG@20: 0.2152, Time: 6.99s
Epoch [276/2000], Loss: 0.3836, UL AUC: 0.6380, ACC AUC: 0.8597, ACC NDCG@20: 0.2163, Time: 7.01s
Epoch [277/2000], Loss: 0.3838, UL AUC: 0.6408, ACC AUC: 0.8592, ACC NDCG@20: 0.2161, Time: 7.16s
Epoch [278/2000], Loss: 0.3835, UL AUC: 0.6397, ACC AUC: 0.8596, ACC NDCG@20: 0.2165, Time: 6.96s
Epoch [279/2000], Loss: 0.3838, UL AUC: 0.6417, ACC AUC: 0.8596, ACC NDCG@20: 0.2170, Time: 7.01s
Epoch [280/2000], Loss: 0.3840, UL AUC: 0.6412, ACC AUC: 0.8598, ACC NDCG@20: 0.2177, Time: 7.00s
Epoch [281/2000], Loss: 0.3838, UL AUC: 0.6380, ACC AUC: 0.8596, ACC NDCG@20: 0.2169, Time: 7.06s
Epoch [282/2000], Loss: 0.3834, UL AUC: 0.6411, ACC AUC: 0.8596, ACC NDCG@20: 0.2163, Time: 6.18s
Epoch [283/2000], Loss: 0.3839, UL AUC: 0.6393, ACC AUC: 0.8594, ACC NDCG@20: 0.2160, Time: 6.91s
Epoch [284/2000], Loss: 0.3836, UL AUC: 0.6409, ACC AUC: 0.8595, ACC NDCG@20: 0.2164, Time: 7.30s
Epoch [285/2000], Loss: 0.3834, UL AUC: 0.6415, ACC AUC: 0.8595, ACC NDCG@20: 0.2171, Time: 6.79s
Epoch [286/2000], Loss: 0.3834, UL AUC: 0.6394, ACC AUC: 0.8593, ACC NDCG@20: 0.2170, Time: 7.15s
Epoch [287/2000], Loss: 0.3833, UL AUC: 0.6401, ACC AUC: 0.8596, ACC NDCG@20: 0.2181, Time: 6.83s
Epoch [288/2000], Loss: 0.3833, UL AUC: 0.6413, ACC AUC: 0.8593, ACC NDCG@20: 0.2188, Time: 7.05s
Epoch [289/2000], Loss: 0.3830, UL AUC: 0.6399, ACC AUC: 0.8591, ACC NDCG@20: 0.2172, Time: 6.44s
Epoch [290/2000], Loss: 0.3834, UL AUC: 0.6392, ACC AUC: 0.8594, ACC NDCG@20: 0.2175, Time: 7.08s
Epoch [291/2000], Loss: 0.3832, UL AUC: 0.6390, ACC AUC: 0.8595, ACC NDCG@20: 0.2174, Time: 7.05s
Epoch [292/2000], Loss: 0.3834, UL AUC: 0.6402, ACC AUC: 0.8596, ACC NDCG@20: 0.2188, Time: 6.58s
Epoch [293/2000], Loss: 0.3836, UL AUC: 0.6414, ACC AUC: 0.8594, ACC NDCG@20: 0.2166, Time: 6.99s
Epoch [294/2000], Loss: 0.3835, UL AUC: 0.6415, ACC AUC: 0.8594, ACC NDCG@20: 0.2166, Time: 7.05s
Epoch [295/2000], Loss: 0.3834, UL AUC: 0.6403, ACC AUC: 0.8596, ACC NDCG@20: 0.2171, Time: 7.09s
Epoch [296/2000], Loss: 0.3833, UL AUC: 0.6424, ACC AUC: 0.8598, ACC NDCG@20: 0.2168, Time: 7.17s
Epoch [297/2000], Loss: 0.3833, UL AUC: 0.6394, ACC AUC: 0.8595, ACC NDCG@20: 0.2180, Time: 7.10s
Epoch [298/2000], Loss: 0.3835, UL AUC: 0.6397, ACC AUC: 0.8595, ACC NDCG@20: 0.2175, Time: 6.94s
Epoch [299/2000], Loss: 0.3831, UL AUC: 0.6398, ACC AUC: 0.8597, ACC NDCG@20: 0.2188, Time: 7.03s
Epoch [300/2000], Loss: 0.3834, UL AUC: 0.6394, ACC AUC: 0.8599, ACC NDCG@20: 0.2184, Time: 7.10s
Epoch [301/2000], Loss: 0.3832, UL AUC: 0.6391, ACC AUC: 0.8597, ACC NDCG@20: 0.2184, Time: 7.09s
Epoch [302/2000], Loss: 0.3833, UL AUC: 0.6404, ACC AUC: 0.8597, ACC NDCG@20: 0.2185, Time: 6.98s
Epoch [303/2000], Loss: 0.3834, UL AUC: 0.6388, ACC AUC: 0.8600, ACC NDCG@20: 0.2180, Time: 7.02s
Epoch [304/2000], Loss: 0.3834, UL AUC: 0.6387, ACC AUC: 0.8600, ACC NDCG@20: 0.2179, Time: 7.07s
Epoch [305/2000], Loss: 0.3831, UL AUC: 0.6380, ACC AUC: 0.8596, ACC NDCG@20: 0.2174, Time: 7.13s
Epoch [306/2000], Loss: 0.3833, UL AUC: 0.6394, ACC AUC: 0.8593, ACC NDCG@20: 0.2181, Time: 6.94s
Epoch [307/2000], Loss: 0.3829, UL AUC: 0.6406, ACC AUC: 0.8592, ACC NDCG@20: 0.2178, Time: 7.07s
Epoch [308/2000], Loss: 0.3834, UL AUC: 0.6414, ACC AUC: 0.8599, ACC NDCG@20: 0.2182, Time: 7.01s
Epoch [309/2000], Loss: 0.3831, UL AUC: 0.6430, ACC AUC: 0.8600, ACC NDCG@20: 0.2200, Time: 6.99s
Epoch [310/2000], Loss: 0.3831, UL AUC: 0.6411, ACC AUC: 0.8597, ACC NDCG@20: 0.2202, Time: 6.94s
Epoch [311/2000], Loss: 0.3833, UL AUC: 0.6422, ACC AUC: 0.8598, ACC NDCG@20: 0.2182, Time: 6.96s
Epoch [312/2000], Loss: 0.3831, UL AUC: 0.6409, ACC AUC: 0.8599, ACC NDCG@20: 0.2194, Time: 6.37s
Epoch [313/2000], Loss: 0.3830, UL AUC: 0.6428, ACC AUC: 0.8598, ACC NDCG@20: 0.2189, Time: 7.10s
Epoch [314/2000], Loss: 0.3830, UL AUC: 0.6416, ACC AUC: 0.8601, ACC NDCG@20: 0.2192, Time: 6.99s
Epoch [315/2000], Loss: 0.3829, UL AUC: 0.6417, ACC AUC: 0.8599, ACC NDCG@20: 0.2173, Time: 7.12s
Epoch [316/2000], Loss: 0.3828, UL AUC: 0.6413, ACC AUC: 0.8599, ACC NDCG@20: 0.2187, Time: 7.13s
Epoch [317/2000], Loss: 0.3828, UL AUC: 0.6394, ACC AUC: 0.8596, ACC NDCG@20: 0.2190, Time: 7.30s
Epoch [318/2000], Loss: 0.3829, UL AUC: 0.6401, ACC AUC: 0.8597, ACC NDCG@20: 0.2195, Time: 6.85s
Epoch [319/2000], Loss: 0.3829, UL AUC: 0.6404, ACC AUC: 0.8597, ACC NDCG@20: 0.2195, Time: 7.09s
Epoch [320/2000], Loss: 0.3828, UL AUC: 0.6404, ACC AUC: 0.8596, ACC NDCG@20: 0.2187, Time: 7.31s
Epoch [321/2000], Loss: 0.3828, UL AUC: 0.6406, ACC AUC: 0.8597, ACC NDCG@20: 0.2192, Time: 7.38s
Epoch [322/2000], Loss: 0.3828, UL AUC: 0.6394, ACC AUC: 0.8595, ACC NDCG@20: 0.2192, Time: 6.84s
Epoch [323/2000], Loss: 0.3824, UL AUC: 0.6417, ACC AUC: 0.8598, ACC NDCG@20: 0.2182, Time: 7.21s
Epoch [324/2000], Loss: 0.3828, UL AUC: 0.6406, ACC AUC: 0.8596, ACC NDCG@20: 0.2188, Time: 7.16s
Epoch [325/2000], Loss: 0.3828, UL AUC: 0.6393, ACC AUC: 0.8598, ACC NDCG@20: 0.2182, Time: 7.00s
Epoch [326/2000], Loss: 0.3832, UL AUC: 0.6402, ACC AUC: 0.8599, ACC NDCG@20: 0.2197, Time: 7.22s
Epoch [327/2000], Loss: 0.3827, UL AUC: 0.6405, ACC AUC: 0.8598, ACC NDCG@20: 0.2195, Time: 7.05s
Epoch [328/2000], Loss: 0.3824, UL AUC: 0.6404, ACC AUC: 0.8595, ACC NDCG@20: 0.2193, Time: 7.07s
Epoch [329/2000], Loss: 0.3826, UL AUC: 0.6422, ACC AUC: 0.8595, ACC NDCG@20: 0.2186, Time: 7.11s
Epoch [330/2000], Loss: 0.3828, UL AUC: 0.6436, ACC AUC: 0.8598, ACC NDCG@20: 0.2203, Time: 7.09s
Epoch [331/2000], Loss: 0.3827, UL AUC: 0.6416, ACC AUC: 0.8595, ACC NDCG@20: 0.2195, Time: 7.30s
Epoch [332/2000], Loss: 0.3828, UL AUC: 0.6410, ACC AUC: 0.8592, ACC NDCG@20: 0.2200, Time: 6.66s
Epoch [333/2000], Loss: 0.3826, UL AUC: 0.6417, ACC AUC: 0.8596, ACC NDCG@20: 0.2206, Time: 7.09s
Epoch [334/2000], Loss: 0.3827, UL AUC: 0.6407, ACC AUC: 0.8592, ACC NDCG@20: 0.2205, Time: 6.89s
Epoch [335/2000], Loss: 0.3826, UL AUC: 0.6411, ACC AUC: 0.8598, ACC NDCG@20: 0.2198, Time: 7.31s
Epoch [336/2000], Loss: 0.3826, UL AUC: 0.6414, ACC AUC: 0.8599, ACC NDCG@20: 0.2174, Time: 6.68s
Epoch [337/2000], Loss: 0.3826, UL AUC: 0.6419, ACC AUC: 0.8595, ACC NDCG@20: 0.2194, Time: 7.26s
Epoch [338/2000], Loss: 0.3823, UL AUC: 0.6427, ACC AUC: 0.8598, ACC NDCG@20: 0.2182, Time: 7.09s
Epoch [339/2000], Loss: 0.3829, UL AUC: 0.6432, ACC AUC: 0.8595, ACC NDCG@20: 0.2185, Time: 7.00s
Epoch [340/2000], Loss: 0.3828, UL AUC: 0.6441, ACC AUC: 0.8596, ACC NDCG@20: 0.2195, Time: 6.97s
Epoch [341/2000], Loss: 0.3826, UL AUC: 0.6425, ACC AUC: 0.8598, ACC NDCG@20: 0.2201, Time: 6.92s
Epoch [342/2000], Loss: 0.3828, UL AUC: 0.6419, ACC AUC: 0.8595, ACC NDCG@20: 0.2210, Time: 6.96s
Epoch [343/2000], Loss: 0.3828, UL AUC: 0.6409, ACC AUC: 0.8593, ACC NDCG@20: 0.2186, Time: 7.18s
Epoch [344/2000], Loss: 0.3826, UL AUC: 0.6428, ACC AUC: 0.8591, ACC NDCG@20: 0.2170, Time: 7.00s
Epoch [345/2000], Loss: 0.3825, UL AUC: 0.6420, ACC AUC: 0.8593, ACC NDCG@20: 0.2190, Time: 7.11s
Epoch [346/2000], Loss: 0.3827, UL AUC: 0.6422, ACC AUC: 0.8593, ACC NDCG@20: 0.2193, Time: 7.09s
Epoch [347/2000], Loss: 0.3825, UL AUC: 0.6438, ACC AUC: 0.8595, ACC NDCG@20: 0.2203, Time: 6.86s
Epoch [348/2000], Loss: 0.3826, UL AUC: 0.6416, ACC AUC: 0.8594, ACC NDCG@20: 0.2196, Time: 7.12s
Epoch [349/2000], Loss: 0.3826, UL AUC: 0.6413, ACC AUC: 0.8596, ACC NDCG@20: 0.2198, Time: 6.80s
Epoch [350/2000], Loss: 0.3825, UL AUC: 0.6441, ACC AUC: 0.8591, ACC NDCG@20: 0.2176, Time: 6.77s
Epoch [351/2000], Loss: 0.3827, UL AUC: 0.6425, ACC AUC: 0.8592, ACC NDCG@20: 0.2190, Time: 6.99s
Epoch [352/2000], Loss: 0.3823, UL AUC: 0.6424, ACC AUC: 0.8587, ACC NDCG@20: 0.2197, Time: 7.05s
Epoch [353/2000], Loss: 0.3825, UL AUC: 0.6433, ACC AUC: 0.8589, ACC NDCG@20: 0.2212, Time: 7.06s
Epoch [354/2000], Loss: 0.3826, UL AUC: 0.6418, ACC AUC: 0.8586, ACC NDCG@20: 0.2207, Time: 6.83s
Epoch [355/2000], Loss: 0.3828, UL AUC: 0.6416, ACC AUC: 0.8594, ACC NDCG@20: 0.2202, Time: 7.29s
Epoch [356/2000], Loss: 0.3826, UL AUC: 0.6424, ACC AUC: 0.8590, ACC NDCG@20: 0.2192, Time: 6.91s
Epoch [357/2000], Loss: 0.3821, UL AUC: 0.6427, ACC AUC: 0.8591, ACC NDCG@20: 0.2182, Time: 6.94s
Epoch [358/2000], Loss: 0.3823, UL AUC: 0.6427, ACC AUC: 0.8594, ACC NDCG@20: 0.2189, Time: 6.87s
Epoch [359/2000], Loss: 0.3826, UL AUC: 0.6421, ACC AUC: 0.8597, ACC NDCG@20: 0.2184, Time: 6.95s
Epoch [360/2000], Loss: 0.3823, UL AUC: 0.6433, ACC AUC: 0.8596, ACC NDCG@20: 0.2196, Time: 6.99s
Epoch [361/2000], Loss: 0.3824, UL AUC: 0.6443, ACC AUC: 0.8597, ACC NDCG@20: 0.2200, Time: 7.03s
Epoch [362/2000], Loss: 0.3822, UL AUC: 0.6448, ACC AUC: 0.8598, ACC NDCG@20: 0.2212, Time: 7.01s
Epoch [363/2000], Loss: 0.3822, UL AUC: 0.6453, ACC AUC: 0.8597, ACC NDCG@20: 0.2202, Time: 7.01s
Epoch [364/2000], Loss: 0.3823, UL AUC: 0.6456, ACC AUC: 0.8600, ACC NDCG@20: 0.2194, Time: 7.00s
Epoch [365/2000], Loss: 0.3824, UL AUC: 0.6481, ACC AUC: 0.8600, ACC NDCG@20: 0.2193, Time: 7.08s
Epoch [366/2000], Loss: 0.3823, UL AUC: 0.6468, ACC AUC: 0.8600, ACC NDCG@20: 0.2201, Time: 7.02s
Epoch [367/2000], Loss: 0.3822, UL AUC: 0.6430, ACC AUC: 0.8600, ACC NDCG@20: 0.2190, Time: 6.95s
Epoch [368/2000], Loss: 0.3821, UL AUC: 0.6450, ACC AUC: 0.8595, ACC NDCG@20: 0.2202, Time: 6.95s
Epoch [369/2000], Loss: 0.3824, UL AUC: 0.6439, ACC AUC: 0.8599, ACC NDCG@20: 0.2200, Time: 7.06s
Epoch [370/2000], Loss: 0.3823, UL AUC: 0.6457, ACC AUC: 0.8600, ACC NDCG@20: 0.2188, Time: 7.13s
Epoch [371/2000], Loss: 0.3822, UL AUC: 0.6430, ACC AUC: 0.8598, ACC NDCG@20: 0.2204, Time: 6.96s
Epoch [372/2000], Loss: 0.3823, UL AUC: 0.6460, ACC AUC: 0.8599, ACC NDCG@20: 0.2198, Time: 7.05s
Epoch [373/2000], Loss: 0.3823, UL AUC: 0.6430, ACC AUC: 0.8597, ACC NDCG@20: 0.2183, Time: 7.05s
Epoch [374/2000], Loss: 0.3822, UL AUC: 0.6433, ACC AUC: 0.8602, ACC NDCG@20: 0.2185, Time: 7.27s
Epoch [375/2000], Loss: 0.3821, UL AUC: 0.6406, ACC AUC: 0.8597, ACC NDCG@20: 0.2193, Time: 6.94s
Epoch [376/2000], Loss: 0.3820, UL AUC: 0.6407, ACC AUC: 0.8599, ACC NDCG@20: 0.2199, Time: 6.91s
Epoch [377/2000], Loss: 0.3823, UL AUC: 0.6434, ACC AUC: 0.8601, ACC NDCG@20: 0.2196, Time: 6.69s
Epoch [378/2000], Loss: 0.3819, UL AUC: 0.6426, ACC AUC: 0.8597, ACC NDCG@20: 0.2200, Time: 7.04s
Epoch [379/2000], Loss: 0.3823, UL AUC: 0.6427, ACC AUC: 0.8598, ACC NDCG@20: 0.2187, Time: 7.06s
Epoch [380/2000], Loss: 0.3821, UL AUC: 0.6458, ACC AUC: 0.8592, ACC NDCG@20: 0.2196, Time: 7.07s
Epoch [381/2000], Loss: 0.3825, UL AUC: 0.6438, ACC AUC: 0.8595, ACC NDCG@20: 0.2205, Time: 6.93s
Epoch [382/2000], Loss: 0.3822, UL AUC: 0.6446, ACC AUC: 0.8596, ACC NDCG@20: 0.2198, Time: 7.05s
Epoch [383/2000], Loss: 0.3821, UL AUC: 0.6450, ACC AUC: 0.8595, ACC NDCG@20: 0.2205, Time: 7.06s
Epoch [384/2000], Loss: 0.3823, UL AUC: 0.6459, ACC AUC: 0.8596, ACC NDCG@20: 0.2211, Time: 6.94s
Epoch [385/2000], Loss: 0.3821, UL AUC: 0.6428, ACC AUC: 0.8600, ACC NDCG@20: 0.2207, Time: 7.05s
Epoch [386/2000], Loss: 0.3821, UL AUC: 0.6436, ACC AUC: 0.8596, ACC NDCG@20: 0.2216, Time: 7.33s
Epoch [387/2000], Loss: 0.3822, UL AUC: 0.6429, ACC AUC: 0.8599, ACC NDCG@20: 0.2222, Time: 7.38s
Epoch [388/2000], Loss: 0.3819, UL AUC: 0.6435, ACC AUC: 0.8594, ACC NDCG@20: 0.2210, Time: 6.85s
Epoch [389/2000], Loss: 0.3818, UL AUC: 0.6447, ACC AUC: 0.8598, ACC NDCG@20: 0.2218, Time: 6.88s
Epoch [390/2000], Loss: 0.3820, UL AUC: 0.6447, ACC AUC: 0.8597, ACC NDCG@20: 0.2222, Time: 7.35s
Epoch [391/2000], Loss: 0.3821, UL AUC: 0.6443, ACC AUC: 0.8597, ACC NDCG@20: 0.2203, Time: 7.12s
Epoch [392/2000], Loss: 0.3820, UL AUC: 0.6459, ACC AUC: 0.8592, ACC NDCG@20: 0.2216, Time: 6.98s
Epoch [393/2000], Loss: 0.3821, UL AUC: 0.6451, ACC AUC: 0.8591, ACC NDCG@20: 0.2211, Time: 6.92s
Epoch [394/2000], Loss: 0.3819, UL AUC: 0.6453, ACC AUC: 0.8592, ACC NDCG@20: 0.2198, Time: 7.23s
Epoch [395/2000], Loss: 0.3821, UL AUC: 0.6420, ACC AUC: 0.8598, ACC NDCG@20: 0.2208, Time: 6.64s
Epoch [396/2000], Loss: 0.3819, UL AUC: 0.6452, ACC AUC: 0.8593, ACC NDCG@20: 0.2230, Time: 6.84s
Epoch [397/2000], Loss: 0.3820, UL AUC: 0.6455, ACC AUC: 0.8598, ACC NDCG@20: 0.2202, Time: 7.02s
Epoch [398/2000], Loss: 0.3819, UL AUC: 0.6447, ACC AUC: 0.8595, ACC NDCG@20: 0.2212, Time: 7.02s
Epoch [399/2000], Loss: 0.3821, UL AUC: 0.6434, ACC AUC: 0.8597, ACC NDCG@20: 0.2209, Time: 7.10s
Epoch [400/2000], Loss: 0.3817, UL AUC: 0.6456, ACC AUC: 0.8598, ACC NDCG@20: 0.2227, Time: 6.96s
Epoch [401/2000], Loss: 0.3819, UL AUC: 0.6456, ACC AUC: 0.8597, ACC NDCG@20: 0.2229, Time: 7.01s
Epoch [402/2000], Loss: 0.3818, UL AUC: 0.6439, ACC AUC: 0.8594, ACC NDCG@20: 0.2226, Time: 7.08s
Epoch [403/2000], Loss: 0.3820, UL AUC: 0.6429, ACC AUC: 0.8597, ACC NDCG@20: 0.2230, Time: 7.06s
Epoch [404/2000], Loss: 0.3817, UL AUC: 0.6429, ACC AUC: 0.8598, ACC NDCG@20: 0.2215, Time: 6.93s
Epoch [405/2000], Loss: 0.3821, UL AUC: 0.6412, ACC AUC: 0.8597, ACC NDCG@20: 0.2224, Time: 7.12s
Epoch [406/2000], Loss: 0.3819, UL AUC: 0.6424, ACC AUC: 0.8597, ACC NDCG@20: 0.2228, Time: 7.01s
Epoch [407/2000], Loss: 0.3821, UL AUC: 0.6449, ACC AUC: 0.8592, ACC NDCG@20: 0.2204, Time: 7.34s
Epoch [408/2000], Loss: 0.3817, UL AUC: 0.6444, ACC AUC: 0.8594, ACC NDCG@20: 0.2198, Time: 6.94s
Epoch [409/2000], Loss: 0.3816, UL AUC: 0.6445, ACC AUC: 0.8594, ACC NDCG@20: 0.2195, Time: 7.10s
Epoch [410/2000], Loss: 0.3816, UL AUC: 0.6437, ACC AUC: 0.8597, ACC NDCG@20: 0.2208, Time: 7.16s
Epoch [411/2000], Loss: 0.3817, UL AUC: 0.6442, ACC AUC: 0.8597, ACC NDCG@20: 0.2206, Time: 6.64s
Epoch [412/2000], Loss: 0.3818, UL AUC: 0.6443, ACC AUC: 0.8597, ACC NDCG@20: 0.2220, Time: 7.14s
Epoch [413/2000], Loss: 0.3817, UL AUC: 0.6448, ACC AUC: 0.8597, ACC NDCG@20: 0.2190, Time: 6.94s
Epoch [414/2000], Loss: 0.3819, UL AUC: 0.6428, ACC AUC: 0.8599, ACC NDCG@20: 0.2201, Time: 6.97s
Epoch [415/2000], Loss: 0.3818, UL AUC: 0.6437, ACC AUC: 0.8595, ACC NDCG@20: 0.2203, Time: 6.17s
Epoch [416/2000], Loss: 0.3814, UL AUC: 0.6436, ACC AUC: 0.8597, ACC NDCG@20: 0.2205, Time: 6.92s
Epoch [417/2000], Loss: 0.3817, UL AUC: 0.6449, ACC AUC: 0.8597, ACC NDCG@20: 0.2205, Time: 7.20s
Epoch [418/2000], Loss: 0.3818, UL AUC: 0.6436, ACC AUC: 0.8602, ACC NDCG@20: 0.2219, Time: 7.03s
Epoch [419/2000], Loss: 0.3814, UL AUC: 0.6442, ACC AUC: 0.8603, ACC NDCG@20: 0.2205, Time: 6.94s
Epoch [420/2000], Loss: 0.3820, UL AUC: 0.6435, ACC AUC: 0.8602, ACC NDCG@20: 0.2201, Time: 7.11s
Epoch [421/2000], Loss: 0.3816, UL AUC: 0.6452, ACC AUC: 0.8604, ACC NDCG@20: 0.2211, Time: 7.00s
Epoch [422/2000], Loss: 0.3818, UL AUC: 0.6443, ACC AUC: 0.8602, ACC NDCG@20: 0.2209, Time: 7.09s
Epoch [423/2000], Loss: 0.3817, UL AUC: 0.6448, ACC AUC: 0.8601, ACC NDCG@20: 0.2205, Time: 7.03s
Epoch [424/2000], Loss: 0.3817, UL AUC: 0.6440, ACC AUC: 0.8601, ACC NDCG@20: 0.2213, Time: 7.05s
Epoch [425/2000], Loss: 0.3817, UL AUC: 0.6430, ACC AUC: 0.8603, ACC NDCG@20: 0.2212, Time: 7.15s
Epoch [426/2000], Loss: 0.3816, UL AUC: 0.6423, ACC AUC: 0.8601, ACC NDCG@20: 0.2216, Time: 6.89s
Epoch [427/2000], Loss: 0.3815, UL AUC: 0.6430, ACC AUC: 0.8604, ACC NDCG@20: 0.2208, Time: 6.86s
Epoch [428/2000], Loss: 0.3820, UL AUC: 0.6433, ACC AUC: 0.8598, ACC NDCG@20: 0.2210, Time: 6.88s
Epoch [429/2000], Loss: 0.3818, UL AUC: 0.6449, ACC AUC: 0.8598, ACC NDCG@20: 0.2209, Time: 7.29s
Epoch [430/2000], Loss: 0.3817, UL AUC: 0.6461, ACC AUC: 0.8601, ACC NDCG@20: 0.2220, Time: 7.20s
Epoch [431/2000], Loss: 0.3816, UL AUC: 0.6473, ACC AUC: 0.8600, ACC NDCG@20: 0.2222, Time: 6.85s
Epoch [432/2000], Loss: 0.3814, UL AUC: 0.6432, ACC AUC: 0.8603, ACC NDCG@20: 0.2233, Time: 6.91s
Epoch [433/2000], Loss: 0.3817, UL AUC: 0.6421, ACC AUC: 0.8603, ACC NDCG@20: 0.2235, Time: 7.11s
Epoch [434/2000], Loss: 0.3817, UL AUC: 0.6409, ACC AUC: 0.8602, ACC NDCG@20: 0.2228, Time: 7.05s
Epoch [435/2000], Loss: 0.3818, UL AUC: 0.6398, ACC AUC: 0.8601, ACC NDCG@20: 0.2231, Time: 6.80s
Epoch [436/2000], Loss: 0.3816, UL AUC: 0.6426, ACC AUC: 0.8602, ACC NDCG@20: 0.2236, Time: 7.07s
Epoch [437/2000], Loss: 0.3818, UL AUC: 0.6440, ACC AUC: 0.8603, ACC NDCG@20: 0.2236, Time: 7.07s
Epoch [438/2000], Loss: 0.3819, UL AUC: 0.6432, ACC AUC: 0.8603, ACC NDCG@20: 0.2225, Time: 6.66s
Epoch [439/2000], Loss: 0.3813, UL AUC: 0.6442, ACC AUC: 0.8606, ACC NDCG@20: 0.2223, Time: 6.79s
Epoch [440/2000], Loss: 0.3813, UL AUC: 0.6438, ACC AUC: 0.8603, ACC NDCG@20: 0.2223, Time: 7.00s
Epoch [441/2000], Loss: 0.3811, UL AUC: 0.6425, ACC AUC: 0.8600, ACC NDCG@20: 0.2222, Time: 7.25s
Epoch [442/2000], Loss: 0.3812, UL AUC: 0.6442, ACC AUC: 0.8600, ACC NDCG@20: 0.2218, Time: 7.08s
Epoch [443/2000], Loss: 0.3811, UL AUC: 0.6451, ACC AUC: 0.8599, ACC NDCG@20: 0.2232, Time: 7.07s
Epoch [444/2000], Loss: 0.3815, UL AUC: 0.6461, ACC AUC: 0.8602, ACC NDCG@20: 0.2232, Time: 7.11s
Epoch [445/2000], Loss: 0.3813, UL AUC: 0.6443, ACC AUC: 0.8599, ACC NDCG@20: 0.2227, Time: 7.32s
Epoch [446/2000], Loss: 0.3815, UL AUC: 0.6441, ACC AUC: 0.8602, ACC NDCG@20: 0.2234, Time: 7.02s
Epoch [447/2000], Loss: 0.3813, UL AUC: 0.6431, ACC AUC: 0.8600, ACC NDCG@20: 0.2225, Time: 7.02s
Epoch [448/2000], Loss: 0.3816, UL AUC: 0.6449, ACC AUC: 0.8600, ACC NDCG@20: 0.2221, Time: 7.08s
Epoch [449/2000], Loss: 0.3814, UL AUC: 0.6428, ACC AUC: 0.8601, ACC NDCG@20: 0.2230, Time: 7.04s
Epoch [450/2000], Loss: 0.3814, UL AUC: 0.6431, ACC AUC: 0.8598, ACC NDCG@20: 0.2221, Time: 7.06s
Epoch [451/2000], Loss: 0.3813, UL AUC: 0.6426, ACC AUC: 0.8596, ACC NDCG@20: 0.2236, Time: 7.07s
Epoch [452/2000], Loss: 0.3812, UL AUC: 0.6443, ACC AUC: 0.8601, ACC NDCG@20: 0.2234, Time: 7.05s
Epoch [453/2000], Loss: 0.3816, UL AUC: 0.6440, ACC AUC: 0.8599, ACC NDCG@20: 0.2237, Time: 7.11s
Epoch [454/2000], Loss: 0.3814, UL AUC: 0.6416, ACC AUC: 0.8599, ACC NDCG@20: 0.2242, Time: 7.03s
Epoch [455/2000], Loss: 0.3813, UL AUC: 0.6422, ACC AUC: 0.8599, ACC NDCG@20: 0.2233, Time: 7.02s
Epoch [456/2000], Loss: 0.3815, UL AUC: 0.6438, ACC AUC: 0.8603, ACC NDCG@20: 0.2224, Time: 6.55s
Epoch [457/2000], Loss: 0.3813, UL AUC: 0.6424, ACC AUC: 0.8601, ACC NDCG@20: 0.2219, Time: 7.14s
Epoch [458/2000], Loss: 0.3816, UL AUC: 0.6405, ACC AUC: 0.8600, ACC NDCG@20: 0.2231, Time: 7.02s
Epoch [459/2000], Loss: 0.3815, UL AUC: 0.6391, ACC AUC: 0.8605, ACC NDCG@20: 0.2229, Time: 7.11s
Epoch [460/2000], Loss: 0.3817, UL AUC: 0.6397, ACC AUC: 0.8601, ACC NDCG@20: 0.2211, Time: 7.11s
Epoch [461/2000], Loss: 0.3815, UL AUC: 0.6405, ACC AUC: 0.8600, ACC NDCG@20: 0.2225, Time: 7.03s
Epoch [462/2000], Loss: 0.3810, UL AUC: 0.6385, ACC AUC: 0.8601, ACC NDCG@20: 0.2222, Time: 7.04s
Epoch [463/2000], Loss: 0.3814, UL AUC: 0.6419, ACC AUC: 0.8599, ACC NDCG@20: 0.2215, Time: 6.85s
Epoch [464/2000], Loss: 0.3811, UL AUC: 0.6411, ACC AUC: 0.8598, ACC NDCG@20: 0.2217, Time: 7.07s
Epoch [465/2000], Loss: 0.3813, UL AUC: 0.6403, ACC AUC: 0.8600, ACC NDCG@20: 0.2228, Time: 7.00s
Epoch [466/2000], Loss: 0.3813, UL AUC: 0.6415, ACC AUC: 0.8599, ACC NDCG@20: 0.2228, Time: 7.00s
Epoch [467/2000], Loss: 0.3814, UL AUC: 0.6418, ACC AUC: 0.8594, ACC NDCG@20: 0.2214, Time: 6.79s
Epoch [468/2000], Loss: 0.3812, UL AUC: 0.6414, ACC AUC: 0.8597, ACC NDCG@20: 0.2210, Time: 7.28s
Epoch [469/2000], Loss: 0.3811, UL AUC: 0.6423, ACC AUC: 0.8598, ACC NDCG@20: 0.2222, Time: 7.03s
Epoch [470/2000], Loss: 0.3811, UL AUC: 0.6430, ACC AUC: 0.8601, ACC NDCG@20: 0.2207, Time: 6.61s
Epoch [471/2000], Loss: 0.3810, UL AUC: 0.6426, ACC AUC: 0.8596, ACC NDCG@20: 0.2215, Time: 6.80s
Epoch [472/2000], Loss: 0.3812, UL AUC: 0.6425, ACC AUC: 0.8600, ACC NDCG@20: 0.2225, Time: 6.97s
Epoch [473/2000], Loss: 0.3810, UL AUC: 0.6436, ACC AUC: 0.8599, ACC NDCG@20: 0.2224, Time: 6.79s
Epoch [474/2000], Loss: 0.3809, UL AUC: 0.6425, ACC AUC: 0.8598, ACC NDCG@20: 0.2239, Time: 7.07s
Epoch [475/2000], Loss: 0.3814, UL AUC: 0.6437, ACC AUC: 0.8598, ACC NDCG@20: 0.2238, Time: 7.15s
Epoch [476/2000], Loss: 0.3808, UL AUC: 0.6427, ACC AUC: 0.8600, ACC NDCG@20: 0.2231, Time: 6.98s
Epoch [477/2000], Loss: 0.3812, UL AUC: 0.6437, ACC AUC: 0.8598, ACC NDCG@20: 0.2213, Time: 7.06s
Epoch [478/2000], Loss: 0.3808, UL AUC: 0.6440, ACC AUC: 0.8599, ACC NDCG@20: 0.2219, Time: 7.01s
Epoch [479/2000], Loss: 0.3814, UL AUC: 0.6439, ACC AUC: 0.8596, ACC NDCG@20: 0.2220, Time: 6.82s
Epoch [480/2000], Loss: 0.3813, UL AUC: 0.6423, ACC AUC: 0.8597, ACC NDCG@20: 0.2216, Time: 7.07s
Epoch [481/2000], Loss: 0.3812, UL AUC: 0.6442, ACC AUC: 0.8599, ACC NDCG@20: 0.2216, Time: 6.84s
Epoch [482/2000], Loss: 0.3810, UL AUC: 0.6440, ACC AUC: 0.8595, ACC NDCG@20: 0.2209, Time: 7.34s
Epoch [483/2000], Loss: 0.3813, UL AUC: 0.6426, ACC AUC: 0.8598, ACC NDCG@20: 0.2214, Time: 7.10s
Epoch [484/2000], Loss: 0.3812, UL AUC: 0.6423, ACC AUC: 0.8596, ACC NDCG@20: 0.2239, Time: 7.05s
Epoch [485/2000], Loss: 0.3812, UL AUC: 0.6429, ACC AUC: 0.8600, ACC NDCG@20: 0.2233, Time: 7.14s
Epoch [486/2000], Loss: 0.3809, UL AUC: 0.6405, ACC AUC: 0.8599, ACC NDCG@20: 0.2225, Time: 6.97s
Epoch [487/2000], Loss: 0.3811, UL AUC: 0.6401, ACC AUC: 0.8599, ACC NDCG@20: 0.2221, Time: 7.07s
Epoch [488/2000], Loss: 0.3810, UL AUC: 0.6403, ACC AUC: 0.8601, ACC NDCG@20: 0.2214, Time: 7.01s
Epoch [489/2000], Loss: 0.3811, UL AUC: 0.6415, ACC AUC: 0.8598, ACC NDCG@20: 0.2213, Time: 7.30s
Epoch [490/2000], Loss: 0.3813, UL AUC: 0.6413, ACC AUC: 0.8596, ACC NDCG@20: 0.2223, Time: 6.76s
Epoch [491/2000], Loss: 0.3813, UL AUC: 0.6413, ACC AUC: 0.8597, ACC NDCG@20: 0.2220, Time: 7.04s
Epoch [492/2000], Loss: 0.3813, UL AUC: 0.6425, ACC AUC: 0.8599, ACC NDCG@20: 0.2215, Time: 7.08s
Epoch [493/2000], Loss: 0.3808, UL AUC: 0.6413, ACC AUC: 0.8596, ACC NDCG@20: 0.2223, Time: 7.11s
Epoch [494/2000], Loss: 0.3813, UL AUC: 0.6431, ACC AUC: 0.8600, ACC NDCG@20: 0.2217, Time: 7.07s
Epoch [495/2000], Loss: 0.3811, UL AUC: 0.6431, ACC AUC: 0.8599, ACC NDCG@20: 0.2213, Time: 7.06s
Epoch [496/2000], Loss: 0.3808, UL AUC: 0.6433, ACC AUC: 0.8598, ACC NDCG@20: 0.2200, Time: 7.05s
Epoch [497/2000], Loss: 0.3809, UL AUC: 0.6449, ACC AUC: 0.8597, ACC NDCG@20: 0.2208, Time: 7.31s
Epoch [498/2000], Loss: 0.3810, UL AUC: 0.6440, ACC AUC: 0.8599, ACC NDCG@20: 0.2212, Time: 7.10s
Epoch [499/2000], Loss: 0.3810, UL AUC: 0.6428, ACC AUC: 0.8599, ACC NDCG@20: 0.2217, Time: 7.36s
Epoch [500/2000], Loss: 0.3812, UL AUC: 0.6409, ACC AUC: 0.8602, ACC NDCG@20: 0.2210, Time: 6.99s
Epoch [501/2000], Loss: 0.3810, UL AUC: 0.6446, ACC AUC: 0.8602, ACC NDCG@20: 0.2208, Time: 6.83s
Epoch [502/2000], Loss: 0.3809, UL AUC: 0.6421, ACC AUC: 0.8602, ACC NDCG@20: 0.2212, Time: 7.39s
Epoch [503/2000], Loss: 0.3812, UL AUC: 0.6428, ACC AUC: 0.8603, ACC NDCG@20: 0.2231, Time: 7.27s
Epoch [504/2000], Loss: 0.3811, UL AUC: 0.6436, ACC AUC: 0.8600, ACC NDCG@20: 0.2228, Time: 6.58s
Epoch [505/2000], Loss: 0.3811, UL AUC: 0.6439, ACC AUC: 0.8603, ACC NDCG@20: 0.2220, Time: 7.03s
Epoch [506/2000], Loss: 0.3810, UL AUC: 0.6438, ACC AUC: 0.8606, ACC NDCG@20: 0.2210, Time: 7.05s
Epoch [507/2000], Loss: 0.3810, UL AUC: 0.6431, ACC AUC: 0.8600, ACC NDCG@20: 0.2211, Time: 7.02s
Epoch [508/2000], Loss: 0.3810, UL AUC: 0.6436, ACC AUC: 0.8600, ACC NDCG@20: 0.2220, Time: 7.01s
Epoch [509/2000], Loss: 0.3812, UL AUC: 0.6442, ACC AUC: 0.8604, ACC NDCG@20: 0.2208, Time: 7.07s
Epoch [510/2000], Loss: 0.3809, UL AUC: 0.6440, ACC AUC: 0.8601, ACC NDCG@20: 0.2204, Time: 7.06s
Epoch [511/2000], Loss: 0.3812, UL AUC: 0.6439, ACC AUC: 0.8601, ACC NDCG@20: 0.2212, Time: 6.88s
Epoch [512/2000], Loss: 0.3809, UL AUC: 0.6447, ACC AUC: 0.8602, ACC NDCG@20: 0.2218, Time: 6.95s
Epoch [513/2000], Loss: 0.3808, UL AUC: 0.6446, ACC AUC: 0.8603, ACC NDCG@20: 0.2218, Time: 6.97s
Epoch [514/2000], Loss: 0.3809, UL AUC: 0.6452, ACC AUC: 0.8604, ACC NDCG@20: 0.2221, Time: 6.71s
Best NDCG@20: 0.2242, Best epoch: 453, total time: 3626.285s
[RETRAIN] TRAINING FINISHED. TOTAL TIME: 60.44min.
Precision@20: 0.2118; Recall@20: 0.1412;  NDCG@20: 0.2255;  
Precision@50: 0.1691; Recall@50: 0.2818;  NDCG@50: 0.2640;  
Precision@100: 0.1297; Recall@100: 0.4323;  NDCG@100: 0.3437;  
Before unlearning: ACC AUC: 0.8614, UL AUC: 0.5083, ACC NDCG@20: 0.2260
After unlearning: ACC AUC: 0.8599, UL AUC: 0.6416, ACC NDCG@20: 0.2255
