Read ml-1M dataset done! u_num: 6040, i_num: 3883
INFO: A fully-trained model is needed before conducting unlearning! START TRAINING!
Epoch [1/2000], Loss: 0.7520, UL AUC: 0.5071, ACC AUC: 0.4966, ACC NDCG@20: 0.0075, Time: 3.04s
Epoch [2/2000], Loss: 0.7178, UL AUC: 0.5066, ACC AUC: 0.5020, ACC NDCG@20: 0.0081, Time: 2.26s
Epoch [3/2000], Loss: 0.6900, UL AUC: 0.5069, ACC AUC: 0.5241, ACC NDCG@20: 0.0103, Time: 2.50s
Epoch [4/2000], Loss: 0.6492, UL AUC: 0.5070, ACC AUC: 0.5865, ACC NDCG@20: 0.0196, Time: 2.30s
Epoch [5/2000], Loss: 0.5875, UL AUC: 0.5019, ACC AUC: 0.6845, ACC NDCG@20: 0.0387, Time: 2.21s
Epoch [6/2000], Loss: 0.5343, UL AUC: 0.4991, ACC AUC: 0.7538, ACC NDCG@20: 0.0506, Time: 2.17s
Epoch [7/2000], Loss: 0.5055, UL AUC: 0.4995, ACC AUC: 0.7887, ACC NDCG@20: 0.0555, Time: 2.39s
Epoch [8/2000], Loss: 0.4898, UL AUC: 0.4973, ACC AUC: 0.8067, ACC NDCG@20: 0.0561, Time: 2.31s
Epoch [9/2000], Loss: 0.4800, UL AUC: 0.4983, ACC AUC: 0.8172, ACC NDCG@20: 0.0548, Time: 2.24s
Epoch [10/2000], Loss: 0.4723, UL AUC: 0.4988, ACC AUC: 0.8238, ACC NDCG@20: 0.0517, Time: 2.20s
Epoch [11/2000], Loss: 0.4668, UL AUC: 0.4986, ACC AUC: 0.8282, ACC NDCG@20: 0.0473, Time: 2.19s
Epoch [12/2000], Loss: 0.4612, UL AUC: 0.4989, ACC AUC: 0.8308, ACC NDCG@20: 0.0428, Time: 2.24s
Epoch [13/2000], Loss: 0.4568, UL AUC: 0.5000, ACC AUC: 0.8321, ACC NDCG@20: 0.0409, Time: 2.27s
Epoch [14/2000], Loss: 0.4529, UL AUC: 0.5009, ACC AUC: 0.8341, ACC NDCG@20: 0.0406, Time: 2.33s
Epoch [15/2000], Loss: 0.4491, UL AUC: 0.4988, ACC AUC: 0.8360, ACC NDCG@20: 0.0427, Time: 2.18s
Epoch [16/2000], Loss: 0.4463, UL AUC: 0.5001, ACC AUC: 0.8386, ACC NDCG@20: 0.0443, Time: 2.28s
Epoch [17/2000], Loss: 0.4431, UL AUC: 0.5023, ACC AUC: 0.8405, ACC NDCG@20: 0.0465, Time: 2.29s
Epoch [18/2000], Loss: 0.4404, UL AUC: 0.4997, ACC AUC: 0.8419, ACC NDCG@20: 0.0493, Time: 2.49s
Epoch [19/2000], Loss: 0.4376, UL AUC: 0.4998, ACC AUC: 0.8428, ACC NDCG@20: 0.0521, Time: 2.20s
Epoch [20/2000], Loss: 0.4355, UL AUC: 0.4996, ACC AUC: 0.8429, ACC NDCG@20: 0.0555, Time: 2.18s
Epoch [21/2000], Loss: 0.4330, UL AUC: 0.4980, ACC AUC: 0.8433, ACC NDCG@20: 0.0590, Time: 2.33s
Epoch [22/2000], Loss: 0.4316, UL AUC: 0.4992, ACC AUC: 0.8434, ACC NDCG@20: 0.0619, Time: 2.21s
Epoch [23/2000], Loss: 0.4296, UL AUC: 0.5018, ACC AUC: 0.8440, ACC NDCG@20: 0.0650, Time: 2.23s
Epoch [24/2000], Loss: 0.4273, UL AUC: 0.5009, ACC AUC: 0.8441, ACC NDCG@20: 0.0681, Time: 2.19s
Epoch [25/2000], Loss: 0.4254, UL AUC: 0.5007, ACC AUC: 0.8442, ACC NDCG@20: 0.0709, Time: 2.13s
Epoch [26/2000], Loss: 0.4245, UL AUC: 0.4996, ACC AUC: 0.8449, ACC NDCG@20: 0.0741, Time: 2.15s
Epoch [27/2000], Loss: 0.4228, UL AUC: 0.5020, ACC AUC: 0.8452, ACC NDCG@20: 0.0784, Time: 2.17s
Epoch [28/2000], Loss: 0.4218, UL AUC: 0.5052, ACC AUC: 0.8463, ACC NDCG@20: 0.0818, Time: 2.13s
Epoch [29/2000], Loss: 0.4203, UL AUC: 0.5015, ACC AUC: 0.8473, ACC NDCG@20: 0.0846, Time: 2.16s
Epoch [30/2000], Loss: 0.4188, UL AUC: 0.5043, ACC AUC: 0.8473, ACC NDCG@20: 0.0877, Time: 2.16s
Epoch [31/2000], Loss: 0.4176, UL AUC: 0.5026, ACC AUC: 0.8480, ACC NDCG@20: 0.0918, Time: 2.15s
Epoch [32/2000], Loss: 0.4165, UL AUC: 0.5028, ACC AUC: 0.8484, ACC NDCG@20: 0.0948, Time: 2.16s
Epoch [33/2000], Loss: 0.4153, UL AUC: 0.5025, ACC AUC: 0.8493, ACC NDCG@20: 0.0986, Time: 2.36s
Epoch [34/2000], Loss: 0.4146, UL AUC: 0.5016, ACC AUC: 0.8500, ACC NDCG@20: 0.1021, Time: 2.16s
Epoch [35/2000], Loss: 0.4134, UL AUC: 0.5041, ACC AUC: 0.8501, ACC NDCG@20: 0.1059, Time: 2.17s
Epoch [36/2000], Loss: 0.4128, UL AUC: 0.5031, ACC AUC: 0.8509, ACC NDCG@20: 0.1085, Time: 2.15s
Epoch [37/2000], Loss: 0.4118, UL AUC: 0.5054, ACC AUC: 0.8516, ACC NDCG@20: 0.1109, Time: 2.17s
Epoch [38/2000], Loss: 0.4110, UL AUC: 0.5077, ACC AUC: 0.8518, ACC NDCG@20: 0.1148, Time: 2.17s
Epoch [39/2000], Loss: 0.4101, UL AUC: 0.5074, ACC AUC: 0.8525, ACC NDCG@20: 0.1185, Time: 2.24s
Epoch [40/2000], Loss: 0.4097, UL AUC: 0.5080, ACC AUC: 0.8523, ACC NDCG@20: 0.1201, Time: 2.23s
Epoch [41/2000], Loss: 0.4089, UL AUC: 0.5073, ACC AUC: 0.8527, ACC NDCG@20: 0.1237, Time: 2.31s
Epoch [42/2000], Loss: 0.4086, UL AUC: 0.5057, ACC AUC: 0.8529, ACC NDCG@20: 0.1259, Time: 2.18s
Epoch [43/2000], Loss: 0.4078, UL AUC: 0.5045, ACC AUC: 0.8533, ACC NDCG@20: 0.1281, Time: 2.18s
Epoch [44/2000], Loss: 0.4074, UL AUC: 0.5056, ACC AUC: 0.8534, ACC NDCG@20: 0.1301, Time: 2.29s
Epoch [45/2000], Loss: 0.4069, UL AUC: 0.5074, ACC AUC: 0.8532, ACC NDCG@20: 0.1334, Time: 2.24s
Epoch [46/2000], Loss: 0.4061, UL AUC: 0.5040, ACC AUC: 0.8537, ACC NDCG@20: 0.1372, Time: 2.30s
Epoch [47/2000], Loss: 0.4058, UL AUC: 0.5036, ACC AUC: 0.8541, ACC NDCG@20: 0.1388, Time: 2.26s
Epoch [48/2000], Loss: 0.4048, UL AUC: 0.5059, ACC AUC: 0.8545, ACC NDCG@20: 0.1412, Time: 2.18s
Epoch [49/2000], Loss: 0.4046, UL AUC: 0.5080, ACC AUC: 0.8545, ACC NDCG@20: 0.1429, Time: 2.27s
Epoch [50/2000], Loss: 0.4044, UL AUC: 0.5043, ACC AUC: 0.8546, ACC NDCG@20: 0.1450, Time: 2.24s
Epoch [51/2000], Loss: 0.4039, UL AUC: 0.5040, ACC AUC: 0.8548, ACC NDCG@20: 0.1474, Time: 2.24s
Epoch [52/2000], Loss: 0.4036, UL AUC: 0.5045, ACC AUC: 0.8547, ACC NDCG@20: 0.1507, Time: 2.23s
Epoch [53/2000], Loss: 0.4032, UL AUC: 0.5077, ACC AUC: 0.8547, ACC NDCG@20: 0.1516, Time: 2.20s
Epoch [54/2000], Loss: 0.4027, UL AUC: 0.5090, ACC AUC: 0.8551, ACC NDCG@20: 0.1546, Time: 2.18s
Epoch [55/2000], Loss: 0.4025, UL AUC: 0.5071, ACC AUC: 0.8552, ACC NDCG@20: 0.1559, Time: 2.23s
Epoch [56/2000], Loss: 0.4021, UL AUC: 0.5085, ACC AUC: 0.8551, ACC NDCG@20: 0.1570, Time: 2.25s
Epoch [57/2000], Loss: 0.4017, UL AUC: 0.5068, ACC AUC: 0.8552, ACC NDCG@20: 0.1596, Time: 2.27s
Epoch [58/2000], Loss: 0.4009, UL AUC: 0.5090, ACC AUC: 0.8553, ACC NDCG@20: 0.1615, Time: 2.20s
Epoch [59/2000], Loss: 0.4006, UL AUC: 0.5063, ACC AUC: 0.8556, ACC NDCG@20: 0.1622, Time: 2.16s
Epoch [60/2000], Loss: 0.4006, UL AUC: 0.5084, ACC AUC: 0.8556, ACC NDCG@20: 0.1640, Time: 2.20s
Epoch [61/2000], Loss: 0.4001, UL AUC: 0.5058, ACC AUC: 0.8557, ACC NDCG@20: 0.1644, Time: 2.13s
Epoch [62/2000], Loss: 0.4000, UL AUC: 0.5026, ACC AUC: 0.8556, ACC NDCG@20: 0.1669, Time: 2.15s
Epoch [63/2000], Loss: 0.3995, UL AUC: 0.5058, ACC AUC: 0.8560, ACC NDCG@20: 0.1676, Time: 2.23s
Epoch [64/2000], Loss: 0.3998, UL AUC: 0.5036, ACC AUC: 0.8562, ACC NDCG@20: 0.1694, Time: 2.20s
Epoch [65/2000], Loss: 0.3989, UL AUC: 0.5035, ACC AUC: 0.8561, ACC NDCG@20: 0.1705, Time: 2.35s
Epoch [66/2000], Loss: 0.3987, UL AUC: 0.5041, ACC AUC: 0.8558, ACC NDCG@20: 0.1710, Time: 2.22s
Epoch [67/2000], Loss: 0.3984, UL AUC: 0.5056, ACC AUC: 0.8563, ACC NDCG@20: 0.1709, Time: 2.17s
Epoch [68/2000], Loss: 0.3984, UL AUC: 0.5029, ACC AUC: 0.8561, ACC NDCG@20: 0.1747, Time: 2.14s
Epoch [69/2000], Loss: 0.3982, UL AUC: 0.5048, ACC AUC: 0.8562, ACC NDCG@20: 0.1746, Time: 2.20s
Epoch [70/2000], Loss: 0.3979, UL AUC: 0.5008, ACC AUC: 0.8561, ACC NDCG@20: 0.1757, Time: 2.18s
Epoch [71/2000], Loss: 0.3977, UL AUC: 0.5054, ACC AUC: 0.8559, ACC NDCG@20: 0.1769, Time: 2.24s
Epoch [72/2000], Loss: 0.3971, UL AUC: 0.5066, ACC AUC: 0.8566, ACC NDCG@20: 0.1778, Time: 2.20s
Epoch [73/2000], Loss: 0.3972, UL AUC: 0.5064, ACC AUC: 0.8561, ACC NDCG@20: 0.1784, Time: 2.16s
Epoch [74/2000], Loss: 0.3970, UL AUC: 0.5077, ACC AUC: 0.8559, ACC NDCG@20: 0.1809, Time: 2.22s
Epoch [75/2000], Loss: 0.3971, UL AUC: 0.5024, ACC AUC: 0.8558, ACC NDCG@20: 0.1815, Time: 2.15s
Epoch [76/2000], Loss: 0.3966, UL AUC: 0.5018, ACC AUC: 0.8561, ACC NDCG@20: 0.1825, Time: 2.14s
Epoch [77/2000], Loss: 0.3960, UL AUC: 0.5084, ACC AUC: 0.8561, ACC NDCG@20: 0.1821, Time: 2.19s
Epoch [78/2000], Loss: 0.3961, UL AUC: 0.5057, ACC AUC: 0.8562, ACC NDCG@20: 0.1829, Time: 2.19s
Epoch [79/2000], Loss: 0.3958, UL AUC: 0.4989, ACC AUC: 0.8559, ACC NDCG@20: 0.1846, Time: 2.20s
Epoch [80/2000], Loss: 0.3959, UL AUC: 0.5027, ACC AUC: 0.8562, ACC NDCG@20: 0.1866, Time: 2.39s
Epoch [81/2000], Loss: 0.3960, UL AUC: 0.5049, ACC AUC: 0.8561, ACC NDCG@20: 0.1867, Time: 2.16s
Epoch [82/2000], Loss: 0.3956, UL AUC: 0.5049, ACC AUC: 0.8561, ACC NDCG@20: 0.1873, Time: 2.16s
Epoch [83/2000], Loss: 0.3953, UL AUC: 0.5059, ACC AUC: 0.8561, ACC NDCG@20: 0.1878, Time: 2.20s
Epoch [84/2000], Loss: 0.3950, UL AUC: 0.5064, ACC AUC: 0.8559, ACC NDCG@20: 0.1894, Time: 2.18s
Epoch [85/2000], Loss: 0.3952, UL AUC: 0.5065, ACC AUC: 0.8560, ACC NDCG@20: 0.1897, Time: 2.20s
Epoch [86/2000], Loss: 0.3948, UL AUC: 0.5018, ACC AUC: 0.8557, ACC NDCG@20: 0.1893, Time: 2.24s
Epoch [87/2000], Loss: 0.3947, UL AUC: 0.5008, ACC AUC: 0.8563, ACC NDCG@20: 0.1906, Time: 2.21s
Epoch [88/2000], Loss: 0.3947, UL AUC: 0.5015, ACC AUC: 0.8560, ACC NDCG@20: 0.1902, Time: 2.15s
Epoch [89/2000], Loss: 0.3942, UL AUC: 0.5040, ACC AUC: 0.8567, ACC NDCG@20: 0.1912, Time: 2.20s
Epoch [90/2000], Loss: 0.3940, UL AUC: 0.5064, ACC AUC: 0.8566, ACC NDCG@20: 0.1912, Time: 2.27s
Epoch [91/2000], Loss: 0.3940, UL AUC: 0.5042, ACC AUC: 0.8571, ACC NDCG@20: 0.1923, Time: 2.16s
Epoch [92/2000], Loss: 0.3941, UL AUC: 0.5062, ACC AUC: 0.8569, ACC NDCG@20: 0.1935, Time: 2.17s
Epoch [93/2000], Loss: 0.3938, UL AUC: 0.5054, ACC AUC: 0.8572, ACC NDCG@20: 0.1924, Time: 2.16s
Epoch [94/2000], Loss: 0.3933, UL AUC: 0.5103, ACC AUC: 0.8567, ACC NDCG@20: 0.1940, Time: 2.28s
Epoch [95/2000], Loss: 0.3932, UL AUC: 0.5064, ACC AUC: 0.8572, ACC NDCG@20: 0.1937, Time: 2.31s
Epoch [96/2000], Loss: 0.3933, UL AUC: 0.5048, ACC AUC: 0.8569, ACC NDCG@20: 0.1950, Time: 2.25s
Epoch [97/2000], Loss: 0.3932, UL AUC: 0.5050, ACC AUC: 0.8569, ACC NDCG@20: 0.1958, Time: 2.16s
Epoch [98/2000], Loss: 0.3929, UL AUC: 0.5054, ACC AUC: 0.8570, ACC NDCG@20: 0.1958, Time: 2.16s
Epoch [99/2000], Loss: 0.3927, UL AUC: 0.5085, ACC AUC: 0.8568, ACC NDCG@20: 0.1966, Time: 2.23s
Epoch [100/2000], Loss: 0.3927, UL AUC: 0.5074, ACC AUC: 0.8570, ACC NDCG@20: 0.1955, Time: 2.14s
Epoch [101/2000], Loss: 0.3925, UL AUC: 0.5055, ACC AUC: 0.8571, ACC NDCG@20: 0.1971, Time: 2.13s
Epoch [102/2000], Loss: 0.3924, UL AUC: 0.5027, ACC AUC: 0.8572, ACC NDCG@20: 0.1983, Time: 2.26s
Epoch [103/2000], Loss: 0.3924, UL AUC: 0.5046, ACC AUC: 0.8570, ACC NDCG@20: 0.1993, Time: 2.24s
Epoch [104/2000], Loss: 0.3925, UL AUC: 0.5031, ACC AUC: 0.8569, ACC NDCG@20: 0.1992, Time: 2.17s
Epoch [105/2000], Loss: 0.3922, UL AUC: 0.5029, ACC AUC: 0.8572, ACC NDCG@20: 0.1976, Time: 2.15s
Epoch [106/2000], Loss: 0.3923, UL AUC: 0.5062, ACC AUC: 0.8571, ACC NDCG@20: 0.1971, Time: 2.17s
Epoch [107/2000], Loss: 0.3922, UL AUC: 0.5072, ACC AUC: 0.8574, ACC NDCG@20: 0.1987, Time: 2.17s
Epoch [108/2000], Loss: 0.3921, UL AUC: 0.5096, ACC AUC: 0.8578, ACC NDCG@20: 0.1975, Time: 2.23s
Epoch [109/2000], Loss: 0.3920, UL AUC: 0.5070, ACC AUC: 0.8578, ACC NDCG@20: 0.1980, Time: 2.15s
Epoch [110/2000], Loss: 0.3916, UL AUC: 0.5073, ACC AUC: 0.8577, ACC NDCG@20: 0.2002, Time: 2.15s
Epoch [111/2000], Loss: 0.3917, UL AUC: 0.5063, ACC AUC: 0.8583, ACC NDCG@20: 0.1988, Time: 2.31s
Epoch [112/2000], Loss: 0.3914, UL AUC: 0.5079, ACC AUC: 0.8577, ACC NDCG@20: 0.2012, Time: 2.16s
Epoch [113/2000], Loss: 0.3914, UL AUC: 0.5097, ACC AUC: 0.8579, ACC NDCG@20: 0.2014, Time: 2.21s
Epoch [114/2000], Loss: 0.3910, UL AUC: 0.5094, ACC AUC: 0.8573, ACC NDCG@20: 0.2017, Time: 2.14s
Epoch [115/2000], Loss: 0.3911, UL AUC: 0.5060, ACC AUC: 0.8576, ACC NDCG@20: 0.2012, Time: 2.22s
Epoch [116/2000], Loss: 0.3914, UL AUC: 0.5087, ACC AUC: 0.8579, ACC NDCG@20: 0.2004, Time: 2.18s
Epoch [117/2000], Loss: 0.3910, UL AUC: 0.5088, ACC AUC: 0.8578, ACC NDCG@20: 0.2022, Time: 2.19s
Epoch [118/2000], Loss: 0.3910, UL AUC: 0.5074, ACC AUC: 0.8578, ACC NDCG@20: 0.2035, Time: 2.19s
Epoch [119/2000], Loss: 0.3911, UL AUC: 0.5045, ACC AUC: 0.8584, ACC NDCG@20: 0.2031, Time: 2.14s
Epoch [120/2000], Loss: 0.3906, UL AUC: 0.5068, ACC AUC: 0.8579, ACC NDCG@20: 0.2036, Time: 2.14s
Epoch [121/2000], Loss: 0.3908, UL AUC: 0.5092, ACC AUC: 0.8584, ACC NDCG@20: 0.2039, Time: 2.15s
Epoch [122/2000], Loss: 0.3903, UL AUC: 0.5048, ACC AUC: 0.8583, ACC NDCG@20: 0.2045, Time: 2.16s
Epoch [123/2000], Loss: 0.3904, UL AUC: 0.5078, ACC AUC: 0.8585, ACC NDCG@20: 0.2034, Time: 2.19s
Epoch [124/2000], Loss: 0.3902, UL AUC: 0.5041, ACC AUC: 0.8584, ACC NDCG@20: 0.2052, Time: 2.21s
Epoch [125/2000], Loss: 0.3901, UL AUC: 0.5033, ACC AUC: 0.8581, ACC NDCG@20: 0.2057, Time: 2.17s
Epoch [126/2000], Loss: 0.3904, UL AUC: 0.5052, ACC AUC: 0.8582, ACC NDCG@20: 0.2051, Time: 2.25s
Epoch [127/2000], Loss: 0.3905, UL AUC: 0.5030, ACC AUC: 0.8581, ACC NDCG@20: 0.2055, Time: 2.31s
Epoch [128/2000], Loss: 0.3896, UL AUC: 0.5043, ACC AUC: 0.8580, ACC NDCG@20: 0.2059, Time: 2.15s
Epoch [129/2000], Loss: 0.3896, UL AUC: 0.5046, ACC AUC: 0.8583, ACC NDCG@20: 0.2064, Time: 2.21s
Epoch [130/2000], Loss: 0.3901, UL AUC: 0.5045, ACC AUC: 0.8581, ACC NDCG@20: 0.2066, Time: 2.21s
Epoch [131/2000], Loss: 0.3901, UL AUC: 0.5061, ACC AUC: 0.8581, ACC NDCG@20: 0.2056, Time: 2.15s
Epoch [132/2000], Loss: 0.3895, UL AUC: 0.5056, ACC AUC: 0.8583, ACC NDCG@20: 0.2071, Time: 2.14s
Epoch [133/2000], Loss: 0.3892, UL AUC: 0.5041, ACC AUC: 0.8581, ACC NDCG@20: 0.2074, Time: 2.16s
Epoch [134/2000], Loss: 0.3896, UL AUC: 0.5038, ACC AUC: 0.8586, ACC NDCG@20: 0.2052, Time: 2.22s
Epoch [135/2000], Loss: 0.3896, UL AUC: 0.5052, ACC AUC: 0.8580, ACC NDCG@20: 0.2073, Time: 2.14s
Epoch [136/2000], Loss: 0.3896, UL AUC: 0.5015, ACC AUC: 0.8585, ACC NDCG@20: 0.2064, Time: 2.21s
Epoch [137/2000], Loss: 0.3895, UL AUC: 0.5032, ACC AUC: 0.8586, ACC NDCG@20: 0.2059, Time: 2.21s
Epoch [138/2000], Loss: 0.3892, UL AUC: 0.5032, ACC AUC: 0.8582, ACC NDCG@20: 0.2072, Time: 2.18s
Epoch [139/2000], Loss: 0.3890, UL AUC: 0.5058, ACC AUC: 0.8585, ACC NDCG@20: 0.2060, Time: 2.23s
Epoch [140/2000], Loss: 0.3895, UL AUC: 0.5042, ACC AUC: 0.8585, ACC NDCG@20: 0.2079, Time: 2.26s
Epoch [141/2000], Loss: 0.3893, UL AUC: 0.5030, ACC AUC: 0.8583, ACC NDCG@20: 0.2079, Time: 2.15s
Epoch [142/2000], Loss: 0.3890, UL AUC: 0.5027, ACC AUC: 0.8585, ACC NDCG@20: 0.2070, Time: 2.33s
Epoch [143/2000], Loss: 0.3892, UL AUC: 0.5035, ACC AUC: 0.8585, ACC NDCG@20: 0.2075, Time: 2.17s
Epoch [144/2000], Loss: 0.3888, UL AUC: 0.5019, ACC AUC: 0.8582, ACC NDCG@20: 0.2076, Time: 2.14s
Epoch [145/2000], Loss: 0.3889, UL AUC: 0.5040, ACC AUC: 0.8584, ACC NDCG@20: 0.2087, Time: 2.18s
Epoch [146/2000], Loss: 0.3885, UL AUC: 0.5063, ACC AUC: 0.8590, ACC NDCG@20: 0.2093, Time: 2.16s
Epoch [147/2000], Loss: 0.3887, UL AUC: 0.5063, ACC AUC: 0.8588, ACC NDCG@20: 0.2081, Time: 2.18s
Epoch [148/2000], Loss: 0.3890, UL AUC: 0.5031, ACC AUC: 0.8585, ACC NDCG@20: 0.2092, Time: 2.14s
Epoch [149/2000], Loss: 0.3887, UL AUC: 0.5023, ACC AUC: 0.8586, ACC NDCG@20: 0.2088, Time: 2.15s
Epoch [150/2000], Loss: 0.3886, UL AUC: 0.5008, ACC AUC: 0.8581, ACC NDCG@20: 0.2100, Time: 2.27s
Epoch [151/2000], Loss: 0.3887, UL AUC: 0.5040, ACC AUC: 0.8588, ACC NDCG@20: 0.2104, Time: 2.15s
Epoch [152/2000], Loss: 0.3886, UL AUC: 0.5084, ACC AUC: 0.8584, ACC NDCG@20: 0.2090, Time: 2.27s
Epoch [153/2000], Loss: 0.3887, UL AUC: 0.5073, ACC AUC: 0.8586, ACC NDCG@20: 0.2108, Time: 2.21s
Epoch [154/2000], Loss: 0.3884, UL AUC: 0.5052, ACC AUC: 0.8584, ACC NDCG@20: 0.2095, Time: 2.16s
Epoch [155/2000], Loss: 0.3882, UL AUC: 0.5085, ACC AUC: 0.8584, ACC NDCG@20: 0.2090, Time: 2.15s
Epoch [156/2000], Loss: 0.3883, UL AUC: 0.5053, ACC AUC: 0.8582, ACC NDCG@20: 0.2096, Time: 2.16s
Epoch [157/2000], Loss: 0.3881, UL AUC: 0.5080, ACC AUC: 0.8584, ACC NDCG@20: 0.2101, Time: 2.33s
Epoch [158/2000], Loss: 0.3884, UL AUC: 0.5073, ACC AUC: 0.8586, ACC NDCG@20: 0.2097, Time: 2.24s
Epoch [159/2000], Loss: 0.3885, UL AUC: 0.5040, ACC AUC: 0.8586, ACC NDCG@20: 0.2092, Time: 2.18s
Epoch [160/2000], Loss: 0.3883, UL AUC: 0.5039, ACC AUC: 0.8587, ACC NDCG@20: 0.2100, Time: 2.60s
Epoch [161/2000], Loss: 0.3879, UL AUC: 0.5031, ACC AUC: 0.8587, ACC NDCG@20: 0.2116, Time: 2.24s
Epoch [162/2000], Loss: 0.3877, UL AUC: 0.5061, ACC AUC: 0.8585, ACC NDCG@20: 0.2103, Time: 2.25s
Epoch [163/2000], Loss: 0.3880, UL AUC: 0.5055, ACC AUC: 0.8591, ACC NDCG@20: 0.2112, Time: 2.25s
Epoch [164/2000], Loss: 0.3877, UL AUC: 0.5050, ACC AUC: 0.8588, ACC NDCG@20: 0.2112, Time: 2.22s
Epoch [165/2000], Loss: 0.3877, UL AUC: 0.5047, ACC AUC: 0.8592, ACC NDCG@20: 0.2119, Time: 2.24s
Epoch [166/2000], Loss: 0.3877, UL AUC: 0.5027, ACC AUC: 0.8591, ACC NDCG@20: 0.2106, Time: 2.24s
Epoch [167/2000], Loss: 0.3878, UL AUC: 0.5047, ACC AUC: 0.8591, ACC NDCG@20: 0.2103, Time: 2.14s
Epoch [168/2000], Loss: 0.3876, UL AUC: 0.5037, ACC AUC: 0.8588, ACC NDCG@20: 0.2107, Time: 2.18s
Epoch [169/2000], Loss: 0.3878, UL AUC: 0.5054, ACC AUC: 0.8593, ACC NDCG@20: 0.2106, Time: 2.21s
Epoch [170/2000], Loss: 0.3875, UL AUC: 0.5034, ACC AUC: 0.8591, ACC NDCG@20: 0.2120, Time: 2.15s
Epoch [171/2000], Loss: 0.3876, UL AUC: 0.5051, ACC AUC: 0.8588, ACC NDCG@20: 0.2126, Time: 2.20s
Epoch [172/2000], Loss: 0.3876, UL AUC: 0.5001, ACC AUC: 0.8590, ACC NDCG@20: 0.2115, Time: 2.19s
Epoch [173/2000], Loss: 0.3874, UL AUC: 0.5051, ACC AUC: 0.8588, ACC NDCG@20: 0.2114, Time: 2.13s
Epoch [174/2000], Loss: 0.3873, UL AUC: 0.5051, ACC AUC: 0.8589, ACC NDCG@20: 0.2119, Time: 2.37s
Epoch [175/2000], Loss: 0.3874, UL AUC: 0.5031, ACC AUC: 0.8592, ACC NDCG@20: 0.2116, Time: 2.10s
Epoch [176/2000], Loss: 0.3874, UL AUC: 0.5014, ACC AUC: 0.8594, ACC NDCG@20: 0.2129, Time: 2.22s
Epoch [177/2000], Loss: 0.3877, UL AUC: 0.5018, ACC AUC: 0.8591, ACC NDCG@20: 0.2120, Time: 2.20s
Epoch [178/2000], Loss: 0.3870, UL AUC: 0.5007, ACC AUC: 0.8591, ACC NDCG@20: 0.2110, Time: 2.21s
Epoch [179/2000], Loss: 0.3873, UL AUC: 0.5027, ACC AUC: 0.8589, ACC NDCG@20: 0.2109, Time: 2.19s
Epoch [180/2000], Loss: 0.3874, UL AUC: 0.5004, ACC AUC: 0.8592, ACC NDCG@20: 0.2092, Time: 2.23s
Epoch [181/2000], Loss: 0.3871, UL AUC: 0.5052, ACC AUC: 0.8587, ACC NDCG@20: 0.2096, Time: 2.16s
Epoch [182/2000], Loss: 0.3868, UL AUC: 0.5065, ACC AUC: 0.8592, ACC NDCG@20: 0.2101, Time: 2.18s
Epoch [183/2000], Loss: 0.3871, UL AUC: 0.5070, ACC AUC: 0.8595, ACC NDCG@20: 0.2104, Time: 2.23s
Epoch [184/2000], Loss: 0.3869, UL AUC: 0.5039, ACC AUC: 0.8592, ACC NDCG@20: 0.2099, Time: 2.21s
Epoch [185/2000], Loss: 0.3868, UL AUC: 0.5061, ACC AUC: 0.8590, ACC NDCG@20: 0.2102, Time: 2.19s
Epoch [186/2000], Loss: 0.3870, UL AUC: 0.5028, ACC AUC: 0.8593, ACC NDCG@20: 0.2107, Time: 2.19s
Epoch [187/2000], Loss: 0.3866, UL AUC: 0.5029, ACC AUC: 0.8592, ACC NDCG@20: 0.2107, Time: 2.14s
Epoch [188/2000], Loss: 0.3865, UL AUC: 0.5039, ACC AUC: 0.8591, ACC NDCG@20: 0.2122, Time: 2.10s
Epoch [189/2000], Loss: 0.3865, UL AUC: 0.5054, ACC AUC: 0.8597, ACC NDCG@20: 0.2139, Time: 2.40s
Epoch [190/2000], Loss: 0.3867, UL AUC: 0.5059, ACC AUC: 0.8596, ACC NDCG@20: 0.2125, Time: 2.21s
Epoch [191/2000], Loss: 0.3864, UL AUC: 0.5038, ACC AUC: 0.8597, ACC NDCG@20: 0.2128, Time: 2.25s
Epoch [192/2000], Loss: 0.3865, UL AUC: 0.5064, ACC AUC: 0.8599, ACC NDCG@20: 0.2117, Time: 2.19s
Epoch [193/2000], Loss: 0.3863, UL AUC: 0.5038, ACC AUC: 0.8599, ACC NDCG@20: 0.2128, Time: 2.18s
Epoch [194/2000], Loss: 0.3867, UL AUC: 0.5021, ACC AUC: 0.8596, ACC NDCG@20: 0.2112, Time: 2.26s
Epoch [195/2000], Loss: 0.3864, UL AUC: 0.5033, ACC AUC: 0.8595, ACC NDCG@20: 0.2128, Time: 2.19s
Epoch [196/2000], Loss: 0.3864, UL AUC: 0.5039, ACC AUC: 0.8601, ACC NDCG@20: 0.2128, Time: 2.21s
Epoch [197/2000], Loss: 0.3862, UL AUC: 0.5051, ACC AUC: 0.8602, ACC NDCG@20: 0.2131, Time: 2.13s
Epoch [198/2000], Loss: 0.3866, UL AUC: 0.5010, ACC AUC: 0.8599, ACC NDCG@20: 0.2123, Time: 2.20s
Epoch [199/2000], Loss: 0.3865, UL AUC: 0.5082, ACC AUC: 0.8601, ACC NDCG@20: 0.2132, Time: 2.20s
Epoch [200/2000], Loss: 0.3868, UL AUC: 0.5076, ACC AUC: 0.8599, ACC NDCG@20: 0.2129, Time: 2.16s
Epoch [201/2000], Loss: 0.3861, UL AUC: 0.5069, ACC AUC: 0.8598, ACC NDCG@20: 0.2109, Time: 2.13s
Epoch [202/2000], Loss: 0.3862, UL AUC: 0.5081, ACC AUC: 0.8600, ACC NDCG@20: 0.2126, Time: 2.12s
Epoch [203/2000], Loss: 0.3864, UL AUC: 0.5045, ACC AUC: 0.8596, ACC NDCG@20: 0.2141, Time: 2.14s
Epoch [204/2000], Loss: 0.3859, UL AUC: 0.5019, ACC AUC: 0.8596, ACC NDCG@20: 0.2133, Time: 2.15s
Epoch [205/2000], Loss: 0.3859, UL AUC: 0.5009, ACC AUC: 0.8598, ACC NDCG@20: 0.2138, Time: 2.15s
Epoch [206/2000], Loss: 0.3860, UL AUC: 0.4988, ACC AUC: 0.8604, ACC NDCG@20: 0.2139, Time: 2.36s
Epoch [207/2000], Loss: 0.3860, UL AUC: 0.5025, ACC AUC: 0.8602, ACC NDCG@20: 0.2132, Time: 2.18s
Epoch [208/2000], Loss: 0.3861, UL AUC: 0.4995, ACC AUC: 0.8603, ACC NDCG@20: 0.2136, Time: 2.15s
Epoch [209/2000], Loss: 0.3861, UL AUC: 0.5039, ACC AUC: 0.8603, ACC NDCG@20: 0.2116, Time: 2.26s
Epoch [210/2000], Loss: 0.3859, UL AUC: 0.5039, ACC AUC: 0.8606, ACC NDCG@20: 0.2145, Time: 2.22s
Epoch [211/2000], Loss: 0.3859, UL AUC: 0.5027, ACC AUC: 0.8606, ACC NDCG@20: 0.2127, Time: 2.23s
Epoch [212/2000], Loss: 0.3861, UL AUC: 0.5044, ACC AUC: 0.8606, ACC NDCG@20: 0.2130, Time: 2.30s
Epoch [213/2000], Loss: 0.3857, UL AUC: 0.5071, ACC AUC: 0.8606, ACC NDCG@20: 0.2134, Time: 2.24s
Epoch [214/2000], Loss: 0.3858, UL AUC: 0.5051, ACC AUC: 0.8604, ACC NDCG@20: 0.2140, Time: 2.15s
Epoch [215/2000], Loss: 0.3862, UL AUC: 0.5040, ACC AUC: 0.8602, ACC NDCG@20: 0.2120, Time: 2.19s
Epoch [216/2000], Loss: 0.3857, UL AUC: 0.5051, ACC AUC: 0.8602, ACC NDCG@20: 0.2150, Time: 2.12s
Epoch [217/2000], Loss: 0.3856, UL AUC: 0.5038, ACC AUC: 0.8602, ACC NDCG@20: 0.2149, Time: 2.20s
Epoch [218/2000], Loss: 0.3857, UL AUC: 0.5041, ACC AUC: 0.8602, ACC NDCG@20: 0.2146, Time: 2.18s
Epoch [219/2000], Loss: 0.3855, UL AUC: 0.5060, ACC AUC: 0.8601, ACC NDCG@20: 0.2165, Time: 2.25s
Epoch [220/2000], Loss: 0.3854, UL AUC: 0.5044, ACC AUC: 0.8603, ACC NDCG@20: 0.2146, Time: 2.20s
Epoch [221/2000], Loss: 0.3856, UL AUC: 0.5036, ACC AUC: 0.8606, ACC NDCG@20: 0.2152, Time: 2.39s
Epoch [222/2000], Loss: 0.3854, UL AUC: 0.5047, ACC AUC: 0.8604, ACC NDCG@20: 0.2159, Time: 2.20s
Epoch [223/2000], Loss: 0.3855, UL AUC: 0.5038, ACC AUC: 0.8606, ACC NDCG@20: 0.2165, Time: 2.22s
Epoch [224/2000], Loss: 0.3856, UL AUC: 0.5026, ACC AUC: 0.8607, ACC NDCG@20: 0.2149, Time: 2.14s
Epoch [225/2000], Loss: 0.3853, UL AUC: 0.5043, ACC AUC: 0.8601, ACC NDCG@20: 0.2148, Time: 2.13s
Epoch [226/2000], Loss: 0.3857, UL AUC: 0.5046, ACC AUC: 0.8600, ACC NDCG@20: 0.2164, Time: 2.13s
Epoch [227/2000], Loss: 0.3856, UL AUC: 0.5057, ACC AUC: 0.8603, ACC NDCG@20: 0.2135, Time: 2.15s
Epoch [228/2000], Loss: 0.3853, UL AUC: 0.5076, ACC AUC: 0.8605, ACC NDCG@20: 0.2144, Time: 2.18s
Epoch [229/2000], Loss: 0.3856, UL AUC: 0.5046, ACC AUC: 0.8602, ACC NDCG@20: 0.2149, Time: 2.15s
Epoch [230/2000], Loss: 0.3854, UL AUC: 0.5070, ACC AUC: 0.8603, ACC NDCG@20: 0.2155, Time: 2.20s
Epoch [231/2000], Loss: 0.3857, UL AUC: 0.5036, ACC AUC: 0.8605, ACC NDCG@20: 0.2162, Time: 2.15s
Epoch [232/2000], Loss: 0.3852, UL AUC: 0.5040, ACC AUC: 0.8601, ACC NDCG@20: 0.2167, Time: 2.15s
Epoch [233/2000], Loss: 0.3855, UL AUC: 0.5045, ACC AUC: 0.8602, ACC NDCG@20: 0.2171, Time: 2.18s
Epoch [234/2000], Loss: 0.3854, UL AUC: 0.5037, ACC AUC: 0.8603, ACC NDCG@20: 0.2183, Time: 2.15s
Epoch [235/2000], Loss: 0.3853, UL AUC: 0.5062, ACC AUC: 0.8599, ACC NDCG@20: 0.2171, Time: 2.24s
Epoch [236/2000], Loss: 0.3850, UL AUC: 0.5064, ACC AUC: 0.8599, ACC NDCG@20: 0.2168, Time: 2.21s
Epoch [237/2000], Loss: 0.3848, UL AUC: 0.5094, ACC AUC: 0.8599, ACC NDCG@20: 0.2158, Time: 2.35s
Epoch [238/2000], Loss: 0.3850, UL AUC: 0.5057, ACC AUC: 0.8597, ACC NDCG@20: 0.2175, Time: 2.15s
Epoch [239/2000], Loss: 0.3848, UL AUC: 0.5053, ACC AUC: 0.8601, ACC NDCG@20: 0.2187, Time: 2.16s
Epoch [240/2000], Loss: 0.3854, UL AUC: 0.5053, ACC AUC: 0.8602, ACC NDCG@20: 0.2181, Time: 2.14s
Epoch [241/2000], Loss: 0.3853, UL AUC: 0.5067, ACC AUC: 0.8603, ACC NDCG@20: 0.2173, Time: 2.13s
Epoch [242/2000], Loss: 0.3845, UL AUC: 0.5046, ACC AUC: 0.8598, ACC NDCG@20: 0.2156, Time: 2.14s
Epoch [243/2000], Loss: 0.3851, UL AUC: 0.5053, ACC AUC: 0.8611, ACC NDCG@20: 0.2170, Time: 2.13s
Epoch [244/2000], Loss: 0.3848, UL AUC: 0.5032, ACC AUC: 0.8605, ACC NDCG@20: 0.2159, Time: 2.21s
Epoch [245/2000], Loss: 0.3848, UL AUC: 0.5015, ACC AUC: 0.8600, ACC NDCG@20: 0.2170, Time: 2.14s
Epoch [246/2000], Loss: 0.3849, UL AUC: 0.5034, ACC AUC: 0.8601, ACC NDCG@20: 0.2160, Time: 2.18s
Epoch [247/2000], Loss: 0.3848, UL AUC: 0.5063, ACC AUC: 0.8599, ACC NDCG@20: 0.2159, Time: 2.23s
Epoch [248/2000], Loss: 0.3850, UL AUC: 0.5060, ACC AUC: 0.8596, ACC NDCG@20: 0.2151, Time: 2.12s
Epoch [249/2000], Loss: 0.3849, UL AUC: 0.5033, ACC AUC: 0.8599, ACC NDCG@20: 0.2173, Time: 2.15s
Epoch [250/2000], Loss: 0.3851, UL AUC: 0.5040, ACC AUC: 0.8600, ACC NDCG@20: 0.2182, Time: 2.14s
Epoch [251/2000], Loss: 0.3851, UL AUC: 0.5016, ACC AUC: 0.8601, ACC NDCG@20: 0.2177, Time: 2.21s
Epoch [252/2000], Loss: 0.3849, UL AUC: 0.5059, ACC AUC: 0.8599, ACC NDCG@20: 0.2163, Time: 2.40s
Epoch [253/2000], Loss: 0.3848, UL AUC: 0.5037, ACC AUC: 0.8602, ACC NDCG@20: 0.2170, Time: 2.21s
Epoch [254/2000], Loss: 0.3848, UL AUC: 0.5034, ACC AUC: 0.8600, ACC NDCG@20: 0.2165, Time: 2.21s
Epoch [255/2000], Loss: 0.3845, UL AUC: 0.5079, ACC AUC: 0.8600, ACC NDCG@20: 0.2190, Time: 2.22s
Epoch [256/2000], Loss: 0.3850, UL AUC: 0.5076, ACC AUC: 0.8601, ACC NDCG@20: 0.2164, Time: 2.21s
Epoch [257/2000], Loss: 0.3850, UL AUC: 0.5077, ACC AUC: 0.8599, ACC NDCG@20: 0.2172, Time: 2.26s
Epoch [258/2000], Loss: 0.3848, UL AUC: 0.5036, ACC AUC: 0.8599, ACC NDCG@20: 0.2162, Time: 2.15s
Epoch [259/2000], Loss: 0.3846, UL AUC: 0.5072, ACC AUC: 0.8598, ACC NDCG@20: 0.2178, Time: 2.10s
Epoch [260/2000], Loss: 0.3847, UL AUC: 0.5066, ACC AUC: 0.8604, ACC NDCG@20: 0.2174, Time: 2.13s
Epoch [261/2000], Loss: 0.3848, UL AUC: 0.5039, ACC AUC: 0.8600, ACC NDCG@20: 0.2173, Time: 2.16s
Epoch [262/2000], Loss: 0.3851, UL AUC: 0.5074, ACC AUC: 0.8601, ACC NDCG@20: 0.2177, Time: 2.12s
Epoch [263/2000], Loss: 0.3845, UL AUC: 0.5042, ACC AUC: 0.8602, ACC NDCG@20: 0.2155, Time: 2.15s
Epoch [264/2000], Loss: 0.3845, UL AUC: 0.5061, ACC AUC: 0.8603, ACC NDCG@20: 0.2173, Time: 2.20s
Epoch [265/2000], Loss: 0.3849, UL AUC: 0.5055, ACC AUC: 0.8603, ACC NDCG@20: 0.2179, Time: 2.15s
Epoch [266/2000], Loss: 0.3845, UL AUC: 0.5067, ACC AUC: 0.8606, ACC NDCG@20: 0.2164, Time: 2.19s
Epoch [267/2000], Loss: 0.3847, UL AUC: 0.5045, ACC AUC: 0.8609, ACC NDCG@20: 0.2183, Time: 2.44s
Epoch [268/2000], Loss: 0.3847, UL AUC: 0.5063, ACC AUC: 0.8607, ACC NDCG@20: 0.2170, Time: 2.20s
Epoch [269/2000], Loss: 0.3845, UL AUC: 0.5057, ACC AUC: 0.8609, ACC NDCG@20: 0.2179, Time: 2.15s
Epoch [270/2000], Loss: 0.3847, UL AUC: 0.5055, ACC AUC: 0.8607, ACC NDCG@20: 0.2174, Time: 2.23s
Epoch [271/2000], Loss: 0.3841, UL AUC: 0.5042, ACC AUC: 0.8610, ACC NDCG@20: 0.2181, Time: 2.27s
Epoch [272/2000], Loss: 0.3844, UL AUC: 0.5040, ACC AUC: 0.8610, ACC NDCG@20: 0.2185, Time: 2.14s
Epoch [273/2000], Loss: 0.3845, UL AUC: 0.5044, ACC AUC: 0.8609, ACC NDCG@20: 0.2180, Time: 2.15s
Epoch [274/2000], Loss: 0.3844, UL AUC: 0.5040, ACC AUC: 0.8608, ACC NDCG@20: 0.2188, Time: 2.12s
Epoch [275/2000], Loss: 0.3843, UL AUC: 0.5070, ACC AUC: 0.8607, ACC NDCG@20: 0.2173, Time: 2.18s
Epoch [276/2000], Loss: 0.3844, UL AUC: 0.5050, ACC AUC: 0.8611, ACC NDCG@20: 0.2173, Time: 2.19s
Epoch [277/2000], Loss: 0.3845, UL AUC: 0.5020, ACC AUC: 0.8610, ACC NDCG@20: 0.2175, Time: 2.26s
Epoch [278/2000], Loss: 0.3843, UL AUC: 0.5035, ACC AUC: 0.8608, ACC NDCG@20: 0.2182, Time: 2.22s
Epoch [279/2000], Loss: 0.3840, UL AUC: 0.4998, ACC AUC: 0.8606, ACC NDCG@20: 0.2172, Time: 2.23s
Epoch [280/2000], Loss: 0.3843, UL AUC: 0.5021, ACC AUC: 0.8606, ACC NDCG@20: 0.2182, Time: 2.21s
Epoch [281/2000], Loss: 0.3841, UL AUC: 0.5013, ACC AUC: 0.8601, ACC NDCG@20: 0.2163, Time: 2.23s
Epoch [282/2000], Loss: 0.3843, UL AUC: 0.5029, ACC AUC: 0.8605, ACC NDCG@20: 0.2172, Time: 2.23s
Epoch [283/2000], Loss: 0.3840, UL AUC: 0.4996, ACC AUC: 0.8605, ACC NDCG@20: 0.2156, Time: 2.33s
Epoch [284/2000], Loss: 0.3840, UL AUC: 0.5006, ACC AUC: 0.8609, ACC NDCG@20: 0.2169, Time: 2.20s
Epoch [285/2000], Loss: 0.3839, UL AUC: 0.4992, ACC AUC: 0.8605, ACC NDCG@20: 0.2169, Time: 2.14s
Epoch [286/2000], Loss: 0.3842, UL AUC: 0.5058, ACC AUC: 0.8602, ACC NDCG@20: 0.2172, Time: 2.10s
Epoch [287/2000], Loss: 0.3843, UL AUC: 0.5042, ACC AUC: 0.8603, ACC NDCG@20: 0.2164, Time: 2.13s
Epoch [288/2000], Loss: 0.3840, UL AUC: 0.5034, ACC AUC: 0.8604, ACC NDCG@20: 0.2185, Time: 2.14s
Epoch [289/2000], Loss: 0.3842, UL AUC: 0.4991, ACC AUC: 0.8602, ACC NDCG@20: 0.2166, Time: 2.14s
Epoch [290/2000], Loss: 0.3839, UL AUC: 0.4987, ACC AUC: 0.8605, ACC NDCG@20: 0.2192, Time: 2.14s
Epoch [291/2000], Loss: 0.3841, UL AUC: 0.5025, ACC AUC: 0.8608, ACC NDCG@20: 0.2178, Time: 2.22s
Epoch [292/2000], Loss: 0.3842, UL AUC: 0.5016, ACC AUC: 0.8609, ACC NDCG@20: 0.2185, Time: 2.18s
Epoch [293/2000], Loss: 0.3839, UL AUC: 0.5055, ACC AUC: 0.8608, ACC NDCG@20: 0.2188, Time: 2.20s
Epoch [294/2000], Loss: 0.3839, UL AUC: 0.5018, ACC AUC: 0.8608, ACC NDCG@20: 0.2198, Time: 2.14s
Epoch [295/2000], Loss: 0.3838, UL AUC: 0.5042, ACC AUC: 0.8608, ACC NDCG@20: 0.2197, Time: 2.10s
Epoch [296/2000], Loss: 0.3842, UL AUC: 0.5040, ACC AUC: 0.8612, ACC NDCG@20: 0.2195, Time: 2.14s
Epoch [297/2000], Loss: 0.3841, UL AUC: 0.5017, ACC AUC: 0.8610, ACC NDCG@20: 0.2182, Time: 2.14s
Epoch [298/2000], Loss: 0.3840, UL AUC: 0.5028, ACC AUC: 0.8612, ACC NDCG@20: 0.2189, Time: 2.13s
Epoch [299/2000], Loss: 0.3835, UL AUC: 0.5016, ACC AUC: 0.8613, ACC NDCG@20: 0.2189, Time: 2.30s
Epoch [300/2000], Loss: 0.3839, UL AUC: 0.5007, ACC AUC: 0.8610, ACC NDCG@20: 0.2185, Time: 2.17s
Epoch [301/2000], Loss: 0.3839, UL AUC: 0.5049, ACC AUC: 0.8609, ACC NDCG@20: 0.2185, Time: 2.13s
Epoch [302/2000], Loss: 0.3836, UL AUC: 0.5032, ACC AUC: 0.8605, ACC NDCG@20: 0.2195, Time: 2.16s
Epoch [303/2000], Loss: 0.3839, UL AUC: 0.5017, ACC AUC: 0.8606, ACC NDCG@20: 0.2188, Time: 2.17s
Epoch [304/2000], Loss: 0.3837, UL AUC: 0.5040, ACC AUC: 0.8606, ACC NDCG@20: 0.2198, Time: 2.21s
Epoch [305/2000], Loss: 0.3838, UL AUC: 0.5054, ACC AUC: 0.8606, ACC NDCG@20: 0.2197, Time: 2.15s
Epoch [306/2000], Loss: 0.3835, UL AUC: 0.5054, ACC AUC: 0.8611, ACC NDCG@20: 0.2196, Time: 2.15s
Epoch [307/2000], Loss: 0.3838, UL AUC: 0.5018, ACC AUC: 0.8611, ACC NDCG@20: 0.2198, Time: 2.11s
Epoch [308/2000], Loss: 0.3837, UL AUC: 0.5038, ACC AUC: 0.8607, ACC NDCG@20: 0.2189, Time: 2.16s
Epoch [309/2000], Loss: 0.3838, UL AUC: 0.5016, ACC AUC: 0.8611, ACC NDCG@20: 0.2176, Time: 2.21s
Epoch [310/2000], Loss: 0.3834, UL AUC: 0.5038, ACC AUC: 0.8607, ACC NDCG@20: 0.2186, Time: 2.16s
Epoch [311/2000], Loss: 0.3837, UL AUC: 0.5013, ACC AUC: 0.8611, ACC NDCG@20: 0.2179, Time: 2.17s
Epoch [312/2000], Loss: 0.3838, UL AUC: 0.5050, ACC AUC: 0.8611, ACC NDCG@20: 0.2184, Time: 2.18s
Epoch [313/2000], Loss: 0.3837, UL AUC: 0.5007, ACC AUC: 0.8613, ACC NDCG@20: 0.2188, Time: 2.26s
Epoch [314/2000], Loss: 0.3839, UL AUC: 0.5048, ACC AUC: 0.8608, ACC NDCG@20: 0.2186, Time: 2.52s
Epoch [315/2000], Loss: 0.3837, UL AUC: 0.4967, ACC AUC: 0.8611, ACC NDCG@20: 0.2174, Time: 2.26s
Epoch [316/2000], Loss: 0.3836, UL AUC: 0.5054, ACC AUC: 0.8611, ACC NDCG@20: 0.2175, Time: 2.27s
Epoch [317/2000], Loss: 0.3834, UL AUC: 0.4980, ACC AUC: 0.8610, ACC NDCG@20: 0.2179, Time: 2.17s
Epoch [318/2000], Loss: 0.3834, UL AUC: 0.5041, ACC AUC: 0.8609, ACC NDCG@20: 0.2180, Time: 2.21s
Epoch [319/2000], Loss: 0.3830, UL AUC: 0.5061, ACC AUC: 0.8610, ACC NDCG@20: 0.2176, Time: 2.24s
Epoch [320/2000], Loss: 0.3838, UL AUC: 0.5018, ACC AUC: 0.8611, ACC NDCG@20: 0.2175, Time: 2.18s
Epoch [321/2000], Loss: 0.3836, UL AUC: 0.5063, ACC AUC: 0.8612, ACC NDCG@20: 0.2185, Time: 2.23s
Epoch [322/2000], Loss: 0.3834, UL AUC: 0.5023, ACC AUC: 0.8612, ACC NDCG@20: 0.2187, Time: 2.14s
Epoch [323/2000], Loss: 0.3834, UL AUC: 0.5024, ACC AUC: 0.8609, ACC NDCG@20: 0.2176, Time: 2.20s
Epoch [324/2000], Loss: 0.3831, UL AUC: 0.5038, ACC AUC: 0.8609, ACC NDCG@20: 0.2174, Time: 2.21s
Epoch [325/2000], Loss: 0.3833, UL AUC: 0.5119, ACC AUC: 0.8611, ACC NDCG@20: 0.2181, Time: 2.17s
Epoch [326/2000], Loss: 0.3832, UL AUC: 0.5093, ACC AUC: 0.8610, ACC NDCG@20: 0.2187, Time: 2.18s
Epoch [327/2000], Loss: 0.3837, UL AUC: 0.5085, ACC AUC: 0.8612, ACC NDCG@20: 0.2200, Time: 2.17s
Epoch [328/2000], Loss: 0.3834, UL AUC: 0.5019, ACC AUC: 0.8612, ACC NDCG@20: 0.2195, Time: 2.19s
Epoch [329/2000], Loss: 0.3835, UL AUC: 0.5084, ACC AUC: 0.8611, ACC NDCG@20: 0.2195, Time: 2.42s
Epoch [330/2000], Loss: 0.3836, UL AUC: 0.5103, ACC AUC: 0.8611, ACC NDCG@20: 0.2180, Time: 2.24s
Epoch [331/2000], Loss: 0.3830, UL AUC: 0.5086, ACC AUC: 0.8608, ACC NDCG@20: 0.2189, Time: 2.17s
Epoch [332/2000], Loss: 0.3833, UL AUC: 0.5067, ACC AUC: 0.8607, ACC NDCG@20: 0.2184, Time: 2.28s
Epoch [333/2000], Loss: 0.3832, UL AUC: 0.5057, ACC AUC: 0.8611, ACC NDCG@20: 0.2202, Time: 2.21s
Epoch [334/2000], Loss: 0.3834, UL AUC: 0.5068, ACC AUC: 0.8610, ACC NDCG@20: 0.2188, Time: 2.25s
Epoch [335/2000], Loss: 0.3835, UL AUC: 0.5066, ACC AUC: 0.8609, ACC NDCG@20: 0.2193, Time: 2.21s
Epoch [336/2000], Loss: 0.3831, UL AUC: 0.5064, ACC AUC: 0.8609, ACC NDCG@20: 0.2188, Time: 2.16s
Epoch [337/2000], Loss: 0.3834, UL AUC: 0.5099, ACC AUC: 0.8615, ACC NDCG@20: 0.2201, Time: 2.15s
Epoch [338/2000], Loss: 0.3833, UL AUC: 0.5064, ACC AUC: 0.8615, ACC NDCG@20: 0.2197, Time: 2.16s
Epoch [339/2000], Loss: 0.3832, UL AUC: 0.5039, ACC AUC: 0.8617, ACC NDCG@20: 0.2189, Time: 2.15s
Epoch [340/2000], Loss: 0.3831, UL AUC: 0.5063, ACC AUC: 0.8615, ACC NDCG@20: 0.2192, Time: 2.18s
Epoch [341/2000], Loss: 0.3835, UL AUC: 0.5081, ACC AUC: 0.8618, ACC NDCG@20: 0.2201, Time: 2.18s
Epoch [342/2000], Loss: 0.3832, UL AUC: 0.5110, ACC AUC: 0.8617, ACC NDCG@20: 0.2195, Time: 2.17s
Epoch [343/2000], Loss: 0.3832, UL AUC: 0.5089, ACC AUC: 0.8619, ACC NDCG@20: 0.2199, Time: 2.15s
Epoch [344/2000], Loss: 0.3833, UL AUC: 0.5093, ACC AUC: 0.8617, ACC NDCG@20: 0.2201, Time: 2.46s
Epoch [345/2000], Loss: 0.3832, UL AUC: 0.5111, ACC AUC: 0.8616, ACC NDCG@20: 0.2190, Time: 2.25s
Epoch [346/2000], Loss: 0.3829, UL AUC: 0.5069, ACC AUC: 0.8615, ACC NDCG@20: 0.2200, Time: 2.26s
Epoch [347/2000], Loss: 0.3830, UL AUC: 0.5069, ACC AUC: 0.8616, ACC NDCG@20: 0.2212, Time: 2.19s
Epoch [348/2000], Loss: 0.3830, UL AUC: 0.5084, ACC AUC: 0.8617, ACC NDCG@20: 0.2198, Time: 2.23s
Epoch [349/2000], Loss: 0.3827, UL AUC: 0.5062, ACC AUC: 0.8616, ACC NDCG@20: 0.2205, Time: 2.27s
Epoch [350/2000], Loss: 0.3832, UL AUC: 0.5104, ACC AUC: 0.8612, ACC NDCG@20: 0.2198, Time: 2.31s
Epoch [351/2000], Loss: 0.3830, UL AUC: 0.5093, ACC AUC: 0.8611, ACC NDCG@20: 0.2195, Time: 2.25s
Epoch [352/2000], Loss: 0.3831, UL AUC: 0.5106, ACC AUC: 0.8611, ACC NDCG@20: 0.2191, Time: 2.29s
Epoch [353/2000], Loss: 0.3831, UL AUC: 0.5085, ACC AUC: 0.8613, ACC NDCG@20: 0.2194, Time: 2.29s
Epoch [354/2000], Loss: 0.3828, UL AUC: 0.5082, ACC AUC: 0.8615, ACC NDCG@20: 0.2190, Time: 2.33s
Epoch [355/2000], Loss: 0.3828, UL AUC: 0.5073, ACC AUC: 0.8610, ACC NDCG@20: 0.2209, Time: 2.26s
Epoch [356/2000], Loss: 0.3828, UL AUC: 0.5061, ACC AUC: 0.8616, ACC NDCG@20: 0.2196, Time: 2.27s
Epoch [357/2000], Loss: 0.3828, UL AUC: 0.5052, ACC AUC: 0.8611, ACC NDCG@20: 0.2203, Time: 2.25s
Epoch [358/2000], Loss: 0.3832, UL AUC: 0.5028, ACC AUC: 0.8611, ACC NDCG@20: 0.2205, Time: 2.25s
Epoch [359/2000], Loss: 0.3828, UL AUC: 0.5077, ACC AUC: 0.8606, ACC NDCG@20: 0.2212, Time: 2.16s
Epoch [360/2000], Loss: 0.3827, UL AUC: 0.5047, ACC AUC: 0.8606, ACC NDCG@20: 0.2198, Time: 2.35s
Epoch [361/2000], Loss: 0.3830, UL AUC: 0.5100, ACC AUC: 0.8610, ACC NDCG@20: 0.2202, Time: 2.15s
Epoch [362/2000], Loss: 0.3829, UL AUC: 0.5057, ACC AUC: 0.8614, ACC NDCG@20: 0.2195, Time: 2.20s
Epoch [363/2000], Loss: 0.3826, UL AUC: 0.5049, ACC AUC: 0.8609, ACC NDCG@20: 0.2201, Time: 2.17s
Epoch [364/2000], Loss: 0.3832, UL AUC: 0.5037, ACC AUC: 0.8613, ACC NDCG@20: 0.2189, Time: 2.18s
Epoch [365/2000], Loss: 0.3829, UL AUC: 0.5063, ACC AUC: 0.8612, ACC NDCG@20: 0.2190, Time: 2.17s
Epoch [366/2000], Loss: 0.3826, UL AUC: 0.5040, ACC AUC: 0.8610, ACC NDCG@20: 0.2203, Time: 2.14s
Epoch [367/2000], Loss: 0.3828, UL AUC: 0.5003, ACC AUC: 0.8607, ACC NDCG@20: 0.2202, Time: 2.15s
Epoch [368/2000], Loss: 0.3828, UL AUC: 0.5036, ACC AUC: 0.8610, ACC NDCG@20: 0.2204, Time: 2.16s
Epoch [369/2000], Loss: 0.3828, UL AUC: 0.5034, ACC AUC: 0.8615, ACC NDCG@20: 0.2203, Time: 2.14s
Epoch [370/2000], Loss: 0.3824, UL AUC: 0.5004, ACC AUC: 0.8611, ACC NDCG@20: 0.2204, Time: 2.17s
Epoch [371/2000], Loss: 0.3826, UL AUC: 0.5005, ACC AUC: 0.8613, ACC NDCG@20: 0.2202, Time: 2.17s
Epoch [372/2000], Loss: 0.3827, UL AUC: 0.4994, ACC AUC: 0.8616, ACC NDCG@20: 0.2209, Time: 2.19s
Epoch [373/2000], Loss: 0.3827, UL AUC: 0.5011, ACC AUC: 0.8616, ACC NDCG@20: 0.2202, Time: 2.17s
Epoch [374/2000], Loss: 0.3828, UL AUC: 0.5066, ACC AUC: 0.8617, ACC NDCG@20: 0.2191, Time: 2.18s
Epoch [375/2000], Loss: 0.3830, UL AUC: 0.5016, ACC AUC: 0.8614, ACC NDCG@20: 0.2196, Time: 2.15s
Epoch [376/2000], Loss: 0.3826, UL AUC: 0.5020, ACC AUC: 0.8615, ACC NDCG@20: 0.2191, Time: 2.14s
Epoch [377/2000], Loss: 0.3827, UL AUC: 0.5023, ACC AUC: 0.8615, ACC NDCG@20: 0.2192, Time: 2.32s
Epoch [378/2000], Loss: 0.3825, UL AUC: 0.4991, ACC AUC: 0.8619, ACC NDCG@20: 0.2186, Time: 2.16s
Epoch [379/2000], Loss: 0.3829, UL AUC: 0.5020, ACC AUC: 0.8610, ACC NDCG@20: 0.2203, Time: 2.18s
Epoch [380/2000], Loss: 0.3825, UL AUC: 0.5040, ACC AUC: 0.8613, ACC NDCG@20: 0.2201, Time: 2.17s
Epoch [381/2000], Loss: 0.3823, UL AUC: 0.5038, ACC AUC: 0.8613, ACC NDCG@20: 0.2203, Time: 2.22s
Epoch [382/2000], Loss: 0.3826, UL AUC: 0.5096, ACC AUC: 0.8612, ACC NDCG@20: 0.2181, Time: 2.27s
Epoch [383/2000], Loss: 0.3827, UL AUC: 0.5072, ACC AUC: 0.8613, ACC NDCG@20: 0.2207, Time: 2.13s
Epoch [384/2000], Loss: 0.3826, UL AUC: 0.5094, ACC AUC: 0.8615, ACC NDCG@20: 0.2179, Time: 2.19s
Epoch [385/2000], Loss: 0.3825, UL AUC: 0.5075, ACC AUC: 0.8610, ACC NDCG@20: 0.2190, Time: 2.25s
Epoch [386/2000], Loss: 0.3830, UL AUC: 0.5071, ACC AUC: 0.8613, ACC NDCG@20: 0.2179, Time: 2.28s
Epoch [387/2000], Loss: 0.3824, UL AUC: 0.5083, ACC AUC: 0.8612, ACC NDCG@20: 0.2181, Time: 2.27s
Epoch [388/2000], Loss: 0.3827, UL AUC: 0.5078, ACC AUC: 0.8615, ACC NDCG@20: 0.2183, Time: 2.15s
Epoch [389/2000], Loss: 0.3826, UL AUC: 0.5061, ACC AUC: 0.8613, ACC NDCG@20: 0.2199, Time: 2.21s
Epoch [390/2000], Loss: 0.3823, UL AUC: 0.5062, ACC AUC: 0.8614, ACC NDCG@20: 0.2191, Time: 2.27s
Epoch [391/2000], Loss: 0.3824, UL AUC: 0.5027, ACC AUC: 0.8619, ACC NDCG@20: 0.2212, Time: 2.28s
Epoch [392/2000], Loss: 0.3826, UL AUC: 0.5064, ACC AUC: 0.8619, ACC NDCG@20: 0.2202, Time: 2.39s
Epoch [393/2000], Loss: 0.3822, UL AUC: 0.5059, ACC AUC: 0.8617, ACC NDCG@20: 0.2221, Time: 2.15s
Epoch [394/2000], Loss: 0.3822, UL AUC: 0.5049, ACC AUC: 0.8617, ACC NDCG@20: 0.2208, Time: 2.17s
Epoch [395/2000], Loss: 0.3824, UL AUC: 0.5079, ACC AUC: 0.8619, ACC NDCG@20: 0.2212, Time: 2.17s
Epoch [396/2000], Loss: 0.3828, UL AUC: 0.5075, ACC AUC: 0.8618, ACC NDCG@20: 0.2212, Time: 2.24s
Epoch [397/2000], Loss: 0.3828, UL AUC: 0.5059, ACC AUC: 0.8617, ACC NDCG@20: 0.2208, Time: 2.27s
Epoch [398/2000], Loss: 0.3826, UL AUC: 0.5070, ACC AUC: 0.8618, ACC NDCG@20: 0.2222, Time: 2.14s
Epoch [399/2000], Loss: 0.3824, UL AUC: 0.5079, ACC AUC: 0.8616, ACC NDCG@20: 0.2205, Time: 2.23s
Epoch [400/2000], Loss: 0.3822, UL AUC: 0.5096, ACC AUC: 0.8613, ACC NDCG@20: 0.2219, Time: 2.25s
Epoch [401/2000], Loss: 0.3826, UL AUC: 0.5110, ACC AUC: 0.8614, ACC NDCG@20: 0.2201, Time: 2.18s
Epoch [402/2000], Loss: 0.3823, UL AUC: 0.5048, ACC AUC: 0.8612, ACC NDCG@20: 0.2213, Time: 2.13s
Epoch [403/2000], Loss: 0.3823, UL AUC: 0.5004, ACC AUC: 0.8612, ACC NDCG@20: 0.2215, Time: 2.15s
Epoch [404/2000], Loss: 0.3823, UL AUC: 0.5033, ACC AUC: 0.8613, ACC NDCG@20: 0.2215, Time: 2.15s
Epoch [405/2000], Loss: 0.3822, UL AUC: 0.4990, ACC AUC: 0.8613, ACC NDCG@20: 0.2197, Time: 2.14s
Epoch [406/2000], Loss: 0.3828, UL AUC: 0.5057, ACC AUC: 0.8613, ACC NDCG@20: 0.2212, Time: 2.13s
Epoch [407/2000], Loss: 0.3822, UL AUC: 0.5036, ACC AUC: 0.8615, ACC NDCG@20: 0.2230, Time: 2.10s
Epoch [408/2000], Loss: 0.3822, UL AUC: 0.5003, ACC AUC: 0.8616, ACC NDCG@20: 0.2216, Time: 2.32s
Epoch [409/2000], Loss: 0.3823, UL AUC: 0.4958, ACC AUC: 0.8613, ACC NDCG@20: 0.2229, Time: 2.22s
Epoch [410/2000], Loss: 0.3823, UL AUC: 0.5000, ACC AUC: 0.8616, ACC NDCG@20: 0.2209, Time: 2.14s
Epoch [411/2000], Loss: 0.3825, UL AUC: 0.5052, ACC AUC: 0.8613, ACC NDCG@20: 0.2225, Time: 2.24s
Epoch [412/2000], Loss: 0.3822, UL AUC: 0.5051, ACC AUC: 0.8614, ACC NDCG@20: 0.2210, Time: 2.15s
Epoch [413/2000], Loss: 0.3826, UL AUC: 0.5032, ACC AUC: 0.8610, ACC NDCG@20: 0.2212, Time: 2.16s
Epoch [414/2000], Loss: 0.3821, UL AUC: 0.5093, ACC AUC: 0.8611, ACC NDCG@20: 0.2223, Time: 2.17s
Epoch [415/2000], Loss: 0.3822, UL AUC: 0.5065, ACC AUC: 0.8612, ACC NDCG@20: 0.2225, Time: 2.16s
Epoch [416/2000], Loss: 0.3824, UL AUC: 0.5064, ACC AUC: 0.8612, ACC NDCG@20: 0.2217, Time: 2.13s
Epoch [417/2000], Loss: 0.3824, UL AUC: 0.5060, ACC AUC: 0.8617, ACC NDCG@20: 0.2227, Time: 2.14s
Epoch [418/2000], Loss: 0.3822, UL AUC: 0.5073, ACC AUC: 0.8615, ACC NDCG@20: 0.2213, Time: 2.13s
Epoch [419/2000], Loss: 0.3824, UL AUC: 0.5015, ACC AUC: 0.8618, ACC NDCG@20: 0.2216, Time: 2.15s
Epoch [420/2000], Loss: 0.3820, UL AUC: 0.5109, ACC AUC: 0.8618, ACC NDCG@20: 0.2222, Time: 2.18s
Epoch [421/2000], Loss: 0.3821, UL AUC: 0.5062, ACC AUC: 0.8619, ACC NDCG@20: 0.2220, Time: 2.16s
Epoch [422/2000], Loss: 0.3819, UL AUC: 0.5087, ACC AUC: 0.8619, ACC NDCG@20: 0.2218, Time: 2.22s
Epoch [423/2000], Loss: 0.3822, UL AUC: 0.5065, ACC AUC: 0.8619, ACC NDCG@20: 0.2228, Time: 2.34s
Epoch [424/2000], Loss: 0.3821, UL AUC: 0.5060, ACC AUC: 0.8618, ACC NDCG@20: 0.2236, Time: 2.15s
Epoch [425/2000], Loss: 0.3818, UL AUC: 0.5074, ACC AUC: 0.8618, ACC NDCG@20: 0.2230, Time: 2.29s
Epoch [426/2000], Loss: 0.3820, UL AUC: 0.5046, ACC AUC: 0.8619, ACC NDCG@20: 0.2237, Time: 2.24s
Epoch [427/2000], Loss: 0.3822, UL AUC: 0.5057, ACC AUC: 0.8620, ACC NDCG@20: 0.2226, Time: 2.24s
Epoch [428/2000], Loss: 0.3818, UL AUC: 0.5048, ACC AUC: 0.8620, ACC NDCG@20: 0.2234, Time: 2.23s
Epoch [429/2000], Loss: 0.3823, UL AUC: 0.5042, ACC AUC: 0.8620, ACC NDCG@20: 0.2227, Time: 2.25s
Epoch [430/2000], Loss: 0.3820, UL AUC: 0.5052, ACC AUC: 0.8620, ACC NDCG@20: 0.2223, Time: 2.15s
Epoch [431/2000], Loss: 0.3822, UL AUC: 0.5041, ACC AUC: 0.8618, ACC NDCG@20: 0.2223, Time: 2.17s
Epoch [432/2000], Loss: 0.3820, UL AUC: 0.5018, ACC AUC: 0.8614, ACC NDCG@20: 0.2227, Time: 2.14s
Epoch [433/2000], Loss: 0.3822, UL AUC: 0.5019, ACC AUC: 0.8614, ACC NDCG@20: 0.2216, Time: 2.20s
Epoch [434/2000], Loss: 0.3822, UL AUC: 0.5055, ACC AUC: 0.8617, ACC NDCG@20: 0.2231, Time: 2.16s
Epoch [435/2000], Loss: 0.3819, UL AUC: 0.5047, ACC AUC: 0.8616, ACC NDCG@20: 0.2229, Time: 2.21s
Epoch [436/2000], Loss: 0.3817, UL AUC: 0.5078, ACC AUC: 0.8615, ACC NDCG@20: 0.2218, Time: 2.20s
Epoch [437/2000], Loss: 0.3818, UL AUC: 0.5079, ACC AUC: 0.8615, ACC NDCG@20: 0.2242, Time: 2.17s
Epoch [438/2000], Loss: 0.3817, UL AUC: 0.5072, ACC AUC: 0.8615, ACC NDCG@20: 0.2239, Time: 2.37s
Epoch [439/2000], Loss: 0.3819, UL AUC: 0.5092, ACC AUC: 0.8616, ACC NDCG@20: 0.2237, Time: 2.23s
Epoch [440/2000], Loss: 0.3819, UL AUC: 0.5067, ACC AUC: 0.8612, ACC NDCG@20: 0.2247, Time: 2.15s
Epoch [441/2000], Loss: 0.3821, UL AUC: 0.5095, ACC AUC: 0.8618, ACC NDCG@20: 0.2233, Time: 2.21s
Epoch [442/2000], Loss: 0.3819, UL AUC: 0.5073, ACC AUC: 0.8611, ACC NDCG@20: 0.2237, Time: 2.15s
Epoch [443/2000], Loss: 0.3819, UL AUC: 0.5070, ACC AUC: 0.8612, ACC NDCG@20: 0.2259, Time: 2.24s
Epoch [444/2000], Loss: 0.3820, UL AUC: 0.5083, ACC AUC: 0.8614, ACC NDCG@20: 0.2260, Time: 2.35s
Epoch [445/2000], Loss: 0.3820, UL AUC: 0.5030, ACC AUC: 0.8613, ACC NDCG@20: 0.2245, Time: 2.27s
Epoch [446/2000], Loss: 0.3819, UL AUC: 0.5027, ACC AUC: 0.8613, ACC NDCG@20: 0.2251, Time: 2.24s
Epoch [447/2000], Loss: 0.3818, UL AUC: 0.5001, ACC AUC: 0.8614, ACC NDCG@20: 0.2247, Time: 2.19s
Epoch [448/2000], Loss: 0.3819, UL AUC: 0.5073, ACC AUC: 0.8612, ACC NDCG@20: 0.2230, Time: 2.14s
Epoch [449/2000], Loss: 0.3819, UL AUC: 0.5041, ACC AUC: 0.8615, ACC NDCG@20: 0.2245, Time: 2.12s
Epoch [450/2000], Loss: 0.3820, UL AUC: 0.5018, ACC AUC: 0.8611, ACC NDCG@20: 0.2233, Time: 2.14s
Epoch [451/2000], Loss: 0.3818, UL AUC: 0.4999, ACC AUC: 0.8618, ACC NDCG@20: 0.2215, Time: 2.16s
Epoch [452/2000], Loss: 0.3817, UL AUC: 0.5028, ACC AUC: 0.8619, ACC NDCG@20: 0.2226, Time: 2.15s
Epoch [453/2000], Loss: 0.3820, UL AUC: 0.5035, ACC AUC: 0.8619, ACC NDCG@20: 0.2230, Time: 2.15s
Epoch [454/2000], Loss: 0.3820, UL AUC: 0.5055, ACC AUC: 0.8616, ACC NDCG@20: 0.2225, Time: 2.31s
Epoch [455/2000], Loss: 0.3819, UL AUC: 0.5056, ACC AUC: 0.8617, ACC NDCG@20: 0.2226, Time: 2.22s
Epoch [456/2000], Loss: 0.3817, UL AUC: 0.5048, ACC AUC: 0.8613, ACC NDCG@20: 0.2219, Time: 2.14s
Epoch [457/2000], Loss: 0.3820, UL AUC: 0.5002, ACC AUC: 0.8617, ACC NDCG@20: 0.2226, Time: 2.13s
Epoch [458/2000], Loss: 0.3817, UL AUC: 0.5019, ACC AUC: 0.8619, ACC NDCG@20: 0.2230, Time: 2.21s
Epoch [459/2000], Loss: 0.3817, UL AUC: 0.5017, ACC AUC: 0.8621, ACC NDCG@20: 0.2222, Time: 2.20s
Epoch [460/2000], Loss: 0.3821, UL AUC: 0.4989, ACC AUC: 0.8619, ACC NDCG@20: 0.2219, Time: 2.23s
Epoch [461/2000], Loss: 0.3818, UL AUC: 0.5047, ACC AUC: 0.8616, ACC NDCG@20: 0.2232, Time: 2.20s
Epoch [462/2000], Loss: 0.3820, UL AUC: 0.5029, ACC AUC: 0.8612, ACC NDCG@20: 0.2220, Time: 2.23s
Epoch [463/2000], Loss: 0.3817, UL AUC: 0.5025, ACC AUC: 0.8613, ACC NDCG@20: 0.2219, Time: 2.15s
Epoch [464/2000], Loss: 0.3819, UL AUC: 0.5063, ACC AUC: 0.8612, ACC NDCG@20: 0.2229, Time: 2.15s
Epoch [465/2000], Loss: 0.3817, UL AUC: 0.5081, ACC AUC: 0.8610, ACC NDCG@20: 0.2226, Time: 2.13s
Epoch [466/2000], Loss: 0.3818, UL AUC: 0.5077, ACC AUC: 0.8611, ACC NDCG@20: 0.2236, Time: 2.13s
Epoch [467/2000], Loss: 0.3820, UL AUC: 0.5046, ACC AUC: 0.8613, ACC NDCG@20: 0.2229, Time: 2.16s
Epoch [468/2000], Loss: 0.3817, UL AUC: 0.5112, ACC AUC: 0.8611, ACC NDCG@20: 0.2217, Time: 2.13s
Epoch [469/2000], Loss: 0.3817, UL AUC: 0.5096, ACC AUC: 0.8613, ACC NDCG@20: 0.2212, Time: 2.36s
Epoch [470/2000], Loss: 0.3814, UL AUC: 0.5092, ACC AUC: 0.8613, ACC NDCG@20: 0.2223, Time: 2.16s
Epoch [471/2000], Loss: 0.3817, UL AUC: 0.5050, ACC AUC: 0.8614, ACC NDCG@20: 0.2239, Time: 2.27s
Epoch [472/2000], Loss: 0.3816, UL AUC: 0.5058, ACC AUC: 0.8616, ACC NDCG@20: 0.2245, Time: 2.14s
Epoch [473/2000], Loss: 0.3818, UL AUC: 0.5075, ACC AUC: 0.8619, ACC NDCG@20: 0.2240, Time: 2.17s
Epoch [474/2000], Loss: 0.3820, UL AUC: 0.5072, ACC AUC: 0.8618, ACC NDCG@20: 0.2236, Time: 2.16s
Epoch [475/2000], Loss: 0.3819, UL AUC: 0.5069, ACC AUC: 0.8618, ACC NDCG@20: 0.2240, Time: 2.14s
Epoch [476/2000], Loss: 0.3816, UL AUC: 0.5047, ACC AUC: 0.8617, ACC NDCG@20: 0.2225, Time: 2.15s
Epoch [477/2000], Loss: 0.3821, UL AUC: 0.5057, ACC AUC: 0.8618, ACC NDCG@20: 0.2243, Time: 2.21s
Epoch [478/2000], Loss: 0.3819, UL AUC: 0.5049, ACC AUC: 0.8618, ACC NDCG@20: 0.2236, Time: 2.13s
Epoch [479/2000], Loss: 0.3818, UL AUC: 0.5037, ACC AUC: 0.8614, ACC NDCG@20: 0.2242, Time: 2.17s
Epoch [480/2000], Loss: 0.3815, UL AUC: 0.5048, ACC AUC: 0.8620, ACC NDCG@20: 0.2242, Time: 2.16s
Epoch [481/2000], Loss: 0.3817, UL AUC: 0.5029, ACC AUC: 0.8618, ACC NDCG@20: 0.2234, Time: 2.21s
Epoch [482/2000], Loss: 0.3818, UL AUC: 0.5041, ACC AUC: 0.8617, ACC NDCG@20: 0.2229, Time: 2.21s
Epoch [483/2000], Loss: 0.3814, UL AUC: 0.5010, ACC AUC: 0.8622, ACC NDCG@20: 0.2242, Time: 2.21s
Epoch [484/2000], Loss: 0.3815, UL AUC: 0.5042, ACC AUC: 0.8616, ACC NDCG@20: 0.2250, Time: 2.17s
Epoch [485/2000], Loss: 0.3816, UL AUC: 0.5056, ACC AUC: 0.8620, ACC NDCG@20: 0.2227, Time: 2.42s
Epoch [486/2000], Loss: 0.3815, UL AUC: 0.5040, ACC AUC: 0.8621, ACC NDCG@20: 0.2231, Time: 2.20s
Epoch [487/2000], Loss: 0.3816, UL AUC: 0.5035, ACC AUC: 0.8620, ACC NDCG@20: 0.2220, Time: 2.24s
Epoch [488/2000], Loss: 0.3815, UL AUC: 0.5054, ACC AUC: 0.8618, ACC NDCG@20: 0.2236, Time: 2.23s
Epoch [489/2000], Loss: 0.3817, UL AUC: 0.5055, ACC AUC: 0.8618, ACC NDCG@20: 0.2218, Time: 2.23s
Epoch [490/2000], Loss: 0.3817, UL AUC: 0.5061, ACC AUC: 0.8611, ACC NDCG@20: 0.2213, Time: 2.25s
Epoch [491/2000], Loss: 0.3816, UL AUC: 0.5081, ACC AUC: 0.8613, ACC NDCG@20: 0.2234, Time: 2.15s
Epoch [492/2000], Loss: 0.3816, UL AUC: 0.5094, ACC AUC: 0.8614, ACC NDCG@20: 0.2231, Time: 2.18s
Epoch [493/2000], Loss: 0.3812, UL AUC: 0.5052, ACC AUC: 0.8615, ACC NDCG@20: 0.2245, Time: 2.25s
Epoch [494/2000], Loss: 0.3816, UL AUC: 0.5052, ACC AUC: 0.8619, ACC NDCG@20: 0.2241, Time: 2.22s
Epoch [495/2000], Loss: 0.3810, UL AUC: 0.5118, ACC AUC: 0.8618, ACC NDCG@20: 0.2226, Time: 2.24s
Epoch [496/2000], Loss: 0.3813, UL AUC: 0.5087, ACC AUC: 0.8616, ACC NDCG@20: 0.2229, Time: 2.22s
Epoch [497/2000], Loss: 0.3814, UL AUC: 0.5056, ACC AUC: 0.8622, ACC NDCG@20: 0.2228, Time: 2.19s
Epoch [498/2000], Loss: 0.3815, UL AUC: 0.5048, ACC AUC: 0.8621, ACC NDCG@20: 0.2234, Time: 2.15s
Epoch [499/2000], Loss: 0.3815, UL AUC: 0.5039, ACC AUC: 0.8622, ACC NDCG@20: 0.2237, Time: 2.15s
Epoch [500/2000], Loss: 0.3814, UL AUC: 0.5021, ACC AUC: 0.8621, ACC NDCG@20: 0.2246, Time: 2.31s
Epoch [501/2000], Loss: 0.3817, UL AUC: 0.5041, ACC AUC: 0.8618, ACC NDCG@20: 0.2240, Time: 2.26s
Epoch [502/2000], Loss: 0.3814, UL AUC: 0.5043, ACC AUC: 0.8616, ACC NDCG@20: 0.2248, Time: 2.11s
Epoch [503/2000], Loss: 0.3815, UL AUC: 0.5100, ACC AUC: 0.8616, ACC NDCG@20: 0.2237, Time: 2.17s
Epoch [504/2000], Loss: 0.3814, UL AUC: 0.5072, ACC AUC: 0.8618, ACC NDCG@20: 0.2254, Time: 2.22s
Best NDCG@20: 0.2260, Best epoch: 443, total time: 1113.757s
TRAINING FINISHED! CURRENT TIME: 18.56min
Load a pre-trained model
 UL AUC before unlearning: 0.5083
ACC AUC before unlearning: 0.8614
NDCG@20 before unlearning: 0.2260
ERROR: No unlearned model!
Precision@20: 0.2111; Recall@20: 0.1408;  NDCG@20: 0.2260;  
Precision@50: 0.1694; Recall@50: 0.2823;  NDCG@50: 0.2649;  
Precision@100: 0.1294; Recall@100: 0.4314;  NDCG@100: 0.3440;  
Before unlearning: ACC AUC: 0.8614, UL AUC: 0.5083, ACC NDCG@20: 0.2260
After unlearning: ACC AUC: 0.8614, UL AUC: 0.5083, ACC NDCG@20: 0.2260