2025-05-08 21:34:18 - 运行开始时间: 20250508_213418
2025-05-08 21:34:18 - 日志文件: logs/train_log_yelp_seed64_20250508_213418.txt
2025-05-08 21:34:18 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:34:18 - 无标签数据数量: 18379
2025-05-08 21:34:18 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-08 21:34:18 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:34:18 - 伪标签策略：
2025-05-08 21:34:18 -   使用模型输出和聚类结果的融合
2025-05-08 21:34:19 - Epoch 0 伪标签: 正样本: 9473 (51.5%), 负样本: 8906 (48.5%)
2025-05-08 21:34:19 - Epoch 0, 有标签损失: 0.6755, 一致性损失: 0.0016, 伪标签损失: 0.4180, LPL损失: 43.5099, 聚类损失: 0.8506, 总损失: 1.4643
2025-05-08 21:34:19 - Epoch 0, 测试集 AUC: 0.6259, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:34:19 - 更新最佳测试结果 (Epoch 0): AUC 0.6259, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:34:19 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:34:20 - Epoch 1 伪标签: 正样本: 9169 (49.9%), 负样本: 9210 (50.1%)
2025-05-08 21:34:20 - Epoch 1, 测试集 AUC: 0.6563, PRE: 0.2096, REC: 0.7336, MF1: 0.4994, ACC1: 0.7336, ACC0: 0.5298, Gmean: 0.6234
2025-05-08 21:34:20 - 更新最佳测试结果 (Epoch 1): AUC 0.6563, PRE 0.2096, REC 0.7336, MF1 0.4994, ACC1 0.7336, ACC0 0.5298, Gmean 0.6234
2025-05-08 21:34:20 - Epoch 1, val mf1: 0.5054, val ACC1: 0.7466, val ACC0: 0.5347, val Gmean: 0.6318 (best 0.5054)
2025-05-08 21:34:21 - Epoch 2 伪标签: 正样本: 8577 (46.7%), 负样本: 9802 (53.3%)
2025-05-08 21:34:21 - Epoch 2, 测试集 AUC: 0.6552, PRE: 0.2179, REC: 0.3461, MF1: 0.5489, ACC1: 0.3461, ACC0: 0.7888, Gmean: 0.5225
2025-05-08 21:34:21 - Epoch 2, val mf1: 0.5592, val ACC1: 0.3684, val ACC0: 0.7922, val Gmean: 0.5402 (best 0.5592)
2025-05-08 21:34:21 - Epoch 3 伪标签: 正样本: 8615 (46.9%), 负样本: 9764 (53.1%)
2025-05-08 21:34:22 - Epoch 3, 测试集 AUC: 0.6333, PRE: 0.2171, REC: 0.4042, MF1: 0.5471, ACC1: 0.4042, ACC0: 0.7522, Gmean: 0.5514
2025-05-08 21:34:22 - Epoch 3, val mf1: 0.5607, val ACC1: 0.4289, val ACC0: 0.7608, val Gmean: 0.5712 (best 0.5607)
2025-05-08 21:34:22 - Epoch 4 伪标签: 正样本: 8277 (45.0%), 负样本: 10102 (55.0%)
2025-05-08 21:34:23 - Epoch 4, 测试集 AUC: 0.5867, PRE: 0.2042, REC: 0.1904, MF1: 0.5329, ACC1: 0.1904, ACC0: 0.8738, Gmean: 0.4079
2025-05-08 21:34:23 - Epoch 4, val mf1: 0.5474, val ACC1: 0.2110, val ACC0: 0.8807, val Gmean: 0.4311 (best 0.5607)
2025-05-08 21:34:23 - Epoch 5 伪标签: 正样本: 7783 (42.3%), 负样本: 10596 (57.7%)
2025-05-08 21:34:24 - Epoch 5, 测试集 AUC: 0.5338, PRE: 0.1813, REC: 0.2675, MF1: 0.5221, ACC1: 0.2675, ACC0: 0.7946, Gmean: 0.4611
2025-05-08 21:34:24 - Epoch 5, val mf1: 0.5391, val ACC1: 0.2920, val ACC0: 0.8071, val Gmean: 0.4855 (best 0.5607)
2025-05-08 21:34:24 - Epoch 6 伪标签: 正样本: 7461 (40.6%), 负样本: 10918 (59.4%)
2025-05-08 21:34:25 - Epoch 6, 测试集 AUC: 0.5027, PRE: 0.1694, REC: 0.1151, MF1: 0.5086, ACC1: 0.1151, ACC0: 0.9041, Gmean: 0.3226
2025-05-08 21:34:25 - Epoch 6, val mf1: 0.5255, val ACC1: 0.1415, val ACC0: 0.9068, val Gmean: 0.3581 (best 0.5607)
2025-05-08 21:34:25 - Epoch 7 伪标签: 正样本: 7587 (41.3%), 负样本: 10792 (58.7%)
2025-05-08 21:34:26 - Epoch 7, 测试集 AUC: 0.4879, PRE: 0.1585, REC: 0.1200, MF1: 0.5051, ACC1: 0.1200, ACC0: 0.8918, Gmean: 0.3271
2025-05-08 21:34:26 - Epoch 7, val mf1: 0.5224, val ACC1: 0.1445, val ACC0: 0.8982, val Gmean: 0.3602 (best 0.5607)
2025-05-08 21:34:26 - Epoch 8 伪标签: 正样本: 7912 (43.0%), 负样本: 10467 (57.0%)
2025-05-08 21:34:27 - Epoch 8, 测试集 AUC: 0.4836, PRE: 0.1581, REC: 0.1330, MF1: 0.5062, ACC1: 0.1330, ACC0: 0.8796, Gmean: 0.3420
2025-05-08 21:34:27 - Epoch 8, val mf1: 0.5266, val ACC1: 0.1611, val ACC0: 0.8893, val Gmean: 0.3785 (best 0.5607)
2025-05-08 21:34:27 - Epoch 9 伪标签: 正样本: 8485 (46.2%), 负样本: 9894 (53.8%)
2025-05-08 21:34:27 - Epoch 9, 测试集 AUC: 0.4904, PRE: 0.1613, REC: 0.1278, MF1: 0.5071, ACC1: 0.1278, ACC0: 0.8870, Gmean: 0.3367
2025-05-08 21:34:27 - Epoch 9, val mf1: 0.5265, val ACC1: 0.1536, val ACC0: 0.8965, val Gmean: 0.3710 (best 0.5607)
2025-05-08 21:34:28 - Epoch 10 伪标签: 正样本: 8854 (48.2%), 负样本: 9525 (51.8%)
2025-05-08 21:34:28 - Epoch 10, 有标签损失: 0.0012, 一致性损失: 0.0092, 伪标签损失: 0.9306, LPL损失: 27.6480, 聚类损失: 1.8388, 总损失: 0.1353
2025-05-08 21:34:28 - Epoch 10, 测试集 AUC: 0.5380, PRE: 0.1601, REC: 0.1203, MF1: 0.5058, ACC1: 0.1203, ACC0: 0.8927, Gmean: 0.3278
2025-05-08 21:34:28 - Epoch 10, val mf1: 0.5240, val ACC1: 0.1460, val ACC0: 0.8996, val Gmean: 0.3624 (best 0.5607)
2025-05-08 21:34:28 - Epoch 11 伪标签: 正样本: 9561 (52.0%), 负样本: 8818 (48.0%)
2025-05-08 21:34:29 - Epoch 11, 测试集 AUC: 0.6005, PRE: 0.1760, REC: 0.1632, MF1: 0.5171, ACC1: 0.1632, ACC0: 0.8701, Gmean: 0.3768
2025-05-08 21:34:29 - Epoch 11, val mf1: 0.5342, val ACC1: 0.1876, val ACC0: 0.8785, val Gmean: 0.4060 (best 0.5607)
2025-05-08 21:34:29 - Epoch 12 伪标签: 正样本: 9676 (52.6%), 负样本: 8703 (47.4%)
2025-05-08 21:34:30 - Epoch 12, 测试集 AUC: 0.6040, PRE: 0.1918, REC: 0.2332, MF1: 0.5295, ACC1: 0.2332, ACC0: 0.8329, Gmean: 0.4408
2025-05-08 21:34:30 - Epoch 12, val mf1: 0.5471, val ACC1: 0.2610, val ACC0: 0.8421, val Gmean: 0.4688 (best 0.5607)
2025-05-08 21:34:30 - Epoch 13 伪标签: 正样本: 10025 (54.5%), 负样本: 8354 (45.5%)
2025-05-08 21:34:31 - Epoch 13, 测试集 AUC: 0.5823, PRE: 0.1961, REC: 0.2984, MF1: 0.5327, ACC1: 0.2984, ACC0: 0.7920, Gmean: 0.4862
2025-05-08 21:34:31 - Epoch 13, val mf1: 0.5480, val ACC1: 0.3253, val ACC0: 0.8003, val Gmean: 0.5102 (best 0.5607)
2025-05-08 21:34:31 - Epoch 14 伪标签: 正样本: 9731 (52.9%), 负样本: 8648 (47.1%)
2025-05-08 21:34:32 - Epoch 14, 测试集 AUC: 0.5518, PRE: 0.1834, REC: 0.3208, MF1: 0.5210, ACC1: 0.3208, ACC0: 0.7572, Gmean: 0.4928
2025-05-08 21:34:32 - Epoch 14, val mf1: 0.5373, val ACC1: 0.3464, val ACC0: 0.7693, val Gmean: 0.5163 (best 0.5607)
2025-05-08 21:34:32 - Epoch 15 伪标签: 正样本: 9273 (50.5%), 负样本: 9106 (49.5%)
2025-05-08 21:34:32 - Epoch 15, 测试集 AUC: 0.5183, PRE: 0.1671, REC: 0.2396, MF1: 0.5122, ACC1: 0.2396, ACC0: 0.7970, Gmean: 0.4370
2025-05-08 21:34:32 - Epoch 15, val mf1: 0.5288, val ACC1: 0.2670, val ACC0: 0.8067, val Gmean: 0.4641 (best 0.5607)
2025-05-08 21:34:33 - Epoch 16 伪标签: 正样本: 9455 (51.4%), 负样本: 8924 (48.6%)
2025-05-08 21:34:33 - Epoch 16, 测试集 AUC: 0.5079, PRE: 0.1589, REC: 0.2034, MF1: 0.5076, ACC1: 0.2034, ACC0: 0.8169, Gmean: 0.4077
2025-05-08 21:34:33 - Epoch 16, val mf1: 0.5233, val ACC1: 0.2307, val ACC0: 0.8238, val Gmean: 0.4360 (best 0.5607)
2025-05-08 21:34:33 - Epoch 17 伪标签: 正样本: 9323 (50.7%), 负样本: 9056 (49.3%)
2025-05-08 21:34:34 - Epoch 17, 测试集 AUC: 0.5144, PRE: 0.1632, REC: 0.2150, MF1: 0.5104, ACC1: 0.2150, ACC0: 0.8127, Gmean: 0.4180
2025-05-08 21:34:34 - Epoch 17, val mf1: 0.5223, val ACC1: 0.2330, val ACC0: 0.8204, val Gmean: 0.4372 (best 0.5607)
2025-05-08 21:34:34 - Epoch 18 伪标签: 正样本: 9422 (51.3%), 负样本: 8957 (48.7%)
2025-05-08 21:34:35 - Epoch 18, 测试集 AUC: 0.5107, PRE: 0.1590, REC: 0.1703, MF1: 0.5082, ACC1: 0.1703, ACC0: 0.8469, Gmean: 0.3797
2025-05-08 21:34:35 - Epoch 18, val mf1: 0.5254, val ACC1: 0.1982, val ACC0: 0.8539, val Gmean: 0.4114 (best 0.5607)
2025-05-08 21:34:35 - Epoch 19 伪标签: 正样本: 9314 (50.7%), 负样本: 9065 (49.3%)
2025-05-08 21:34:36 - Epoch 19, 测试集 AUC: 0.4979, PRE: 0.1530, REC: 0.1121, MF1: 0.5020, ACC1: 0.1121, ACC0: 0.8945, Gmean: 0.3167
2025-05-08 21:34:36 - Epoch 19, val mf1: 0.5166, val ACC1: 0.1286, val ACC0: 0.9042, val Gmean: 0.3410 (best 0.5607)
2025-05-08 21:34:36 - Epoch 20 伪标签: 正样本: 9350 (50.9%), 负样本: 9029 (49.1%)
2025-05-08 21:34:37 - Epoch 20, 有标签损失: 0.0011, 一致性损失: 0.0044, 伪标签损失: 0.9248, LPL损失: 6.9486, 聚类损失: 1.3554, 总损失: 0.0515
2025-05-08 21:34:37 - Epoch 20, 测试集 AUC: 0.4998, PRE: 0.1568, REC: 0.1095, MF1: 0.5032, ACC1: 0.1095, ACC0: 0.8999, Gmean: 0.3140
2025-05-08 21:34:37 - Epoch 20, val mf1: 0.5162, val ACC1: 0.1241, val ACC0: 0.9084, val Gmean: 0.3357 (best 0.5607)
2025-05-08 21:34:37 - Epoch 21 伪标签: 正样本: 9435 (51.3%), 负样本: 8944 (48.7%)
2025-05-08 21:34:37 - Epoch 21, 测试集 AUC: 0.5006, PRE: 0.1515, REC: 0.0872, MF1: 0.4979, ACC1: 0.0872, ACC0: 0.9170, Gmean: 0.2827
2025-05-08 21:34:37 - Epoch 21, val mf1: 0.5129, val ACC1: 0.1044, val ACC0: 0.9250, val Gmean: 0.3107 (best 0.5607)
2025-05-08 21:34:38 - Epoch 22 伪标签: 正样本: 9357 (50.9%), 负样本: 9022 (49.1%)
2025-05-08 21:34:38 - Epoch 22, 测试集 AUC: 0.4918, PRE: 0.1422, REC: 0.2556, MF1: 0.4872, ACC1: 0.2556, ACC0: 0.7380, Gmean: 0.4343
2025-05-08 21:34:38 - Epoch 22, val mf1: 0.5008, val ACC1: 0.2769, val ACC0: 0.7493, val Gmean: 0.4555 (best 0.5607)
2025-05-08 21:34:38 - Epoch 23 伪标签: 正样本: 9366 (51.0%), 负样本: 9013 (49.0%)
2025-05-08 21:34:39 - Epoch 23, 测试集 AUC: 0.4916, PRE: 0.1450, REC: 0.0499, MF1: 0.4870, ACC1: 0.0499, ACC0: 0.9500, Gmean: 0.2178
2025-05-08 21:34:39 - Epoch 23, val mf1: 0.4985, val ACC1: 0.0635, val ACC0: 0.9527, val Gmean: 0.2460 (best 0.5607)
2025-05-08 21:34:39 - Epoch 24 伪标签: 正样本: 9456 (51.5%), 负样本: 8923 (48.5%)
2025-05-08 21:34:40 - Epoch 24, 测试集 AUC: 0.4819, PRE: 0.1367, REC: 0.2310, MF1: 0.4853, ACC1: 0.2310, ACC0: 0.7521, Gmean: 0.4168
2025-05-08 21:34:40 - Epoch 24, val mf1: 0.4980, val ACC1: 0.2534, val ACC0: 0.7603, val Gmean: 0.4389 (best 0.5607)
2025-05-08 21:34:40 - Epoch 25 伪标签: 正样本: 9391 (51.1%), 负样本: 8988 (48.9%)
2025-05-08 21:34:41 - Epoch 25, 测试集 AUC: 0.4634, PRE: 0.1301, REC: 0.1684, MF1: 0.4880, ACC1: 0.1684, ACC0: 0.8085, Gmean: 0.3690
2025-05-08 21:34:41 - Epoch 25, val mf1: 0.4984, val ACC1: 0.1831, val ACC0: 0.8164, val Gmean: 0.3866 (best 0.5607)
2025-05-08 21:34:41 - Epoch 26 伪标签: 正样本: 9389 (51.1%), 负样本: 8990 (48.9%)
2025-05-08 21:34:41 - Epoch 26, 测试集 AUC: 0.4558, PRE: 0.1292, REC: 0.1483, MF1: 0.4894, ACC1: 0.1483, ACC0: 0.8301, Gmean: 0.3508
2025-05-08 21:34:41 - Epoch 26, val mf1: 0.4973, val ACC1: 0.1543, val ACC0: 0.8404, val Gmean: 0.3601 (best 0.5607)
2025-05-08 21:34:42 - Epoch 27 伪标签: 正样本: 9397 (51.1%), 负样本: 8982 (48.9%)
2025-05-08 21:34:42 - Epoch 27, 测试集 AUC: 0.4565, PRE: 0.1322, REC: 0.1539, MF1: 0.4911, ACC1: 0.1539, ACC0: 0.8284, Gmean: 0.3570
2025-05-08 21:34:42 - Epoch 27, val mf1: 0.4982, val ACC1: 0.1573, val ACC0: 0.8393, val Gmean: 0.3634 (best 0.5607)
2025-05-08 21:34:42 - Epoch 28 伪标签: 正样本: 9336 (50.8%), 负样本: 9043 (49.2%)
2025-05-08 21:34:43 - Epoch 28, 测试集 AUC: 0.4416, PRE: 0.1271, REC: 0.1136, MF1: 0.4898, ACC1: 0.1136, ACC0: 0.8674, Gmean: 0.3140
2025-05-08 21:34:43 - Epoch 28, val mf1: 0.4976, val ACC1: 0.1195, val ACC0: 0.8771, val Gmean: 0.3238 (best 0.5607)
2025-05-08 21:34:43 - Epoch 29 伪标签: 正样本: 9466 (51.5%), 负样本: 8913 (48.5%)
2025-05-08 21:34:44 - Epoch 29, 测试集 AUC: 0.4339, PRE: 0.1262, REC: 0.1010, MF1: 0.4893, ACC1: 0.1010, ACC0: 0.8811, Gmean: 0.2983
2025-05-08 21:34:44 - Epoch 29, val mf1: 0.4977, val ACC1: 0.1067, val ACC0: 0.8921, val Gmean: 0.3085 (best 0.5607)
2025-05-08 21:34:44 - Epoch 30 伪标签: 正样本: 9428 (51.3%), 负样本: 8951 (48.7%)
2025-05-08 21:34:45 - Epoch 30, 有标签损失: 0.0007, 一致性损失: 0.0009, 伪标签损失: 0.6885, LPL损失: 30.3270, 聚类损失: 1.0076, 总损失: 0.1947
2025-05-08 21:34:45 - Epoch 30, 测试集 AUC: 0.4025, PRE: 0.1241, REC: 0.0652, MF1: 0.4858, ACC1: 0.0652, ACC0: 0.9218, Gmean: 0.2452
2025-05-08 21:34:45 - Epoch 30, val mf1: 0.4929, val ACC1: 0.0734, val ACC0: 0.9257, val Gmean: 0.2606 (best 0.5607)
2025-05-08 21:34:45 - Epoch 31 伪标签: 正样本: 9242 (50.3%), 负样本: 9137 (49.7%)
2025-05-08 21:34:46 - Epoch 31, 测试集 AUC: 0.3823, PRE: 0.1268, REC: 0.0551, MF1: 0.4847, ACC1: 0.0551, ACC0: 0.9355, Gmean: 0.2271
2025-05-08 21:34:46 - Epoch 31, val mf1: 0.4911, val ACC1: 0.0620, val ACC0: 0.9389, val Gmean: 0.2413 (best 0.5607)
2025-05-08 21:34:46 - Epoch 32 伪标签: 正样本: 9333 (50.8%), 负样本: 9046 (49.2%)
2025-05-08 21:34:46 - Epoch 32, 测试集 AUC: 0.3512, PRE: 0.1219, REC: 0.0346, MF1: 0.4783, ACC1: 0.0346, ACC0: 0.9576, Gmean: 0.1822
2025-05-08 21:34:46 - Epoch 32, val mf1: 0.4788, val ACC1: 0.0348, val ACC0: 0.9585, val Gmean: 0.1826 (best 0.5607)
2025-05-08 21:34:47 - Epoch 33 伪标签: 正样本: 9314 (50.7%), 负样本: 9065 (49.3%)
2025-05-08 21:34:47 - Epoch 33, 测试集 AUC: 0.3424, PRE: 0.1307, REC: 0.0339, MF1: 0.4793, ACC1: 0.0339, ACC0: 0.9617, Gmean: 0.1806
2025-05-08 21:34:47 - Epoch 33, val mf1: 0.4732, val ACC1: 0.0265, val ACC0: 0.9617, val Gmean: 0.1596 (best 0.5607)
2025-05-08 21:34:48 - Epoch 34 伪标签: 正样本: 9274 (50.5%), 负样本: 9105 (49.5%)
2025-05-08 21:34:48 - Epoch 34, 测试集 AUC: 0.3288, PRE: 0.1289, REC: 0.0276, MF1: 0.4766, ACC1: 0.0276, ACC0: 0.9683, Gmean: 0.1634
2025-05-08 21:34:48 - Epoch 34, val mf1: 0.4703, val ACC1: 0.0197, val ACC0: 0.9697, val Gmean: 0.1381 (best 0.5607)
2025-05-08 21:34:48 - Epoch 35 伪标签: 正样本: 9311 (50.7%), 负样本: 9068 (49.3%)
2025-05-08 21:34:49 - Epoch 35, 测试集 AUC: 0.3244, PRE: 0.1297, REC: 0.0246, MF1: 0.4753, ACC1: 0.0246, ACC0: 0.9719, Gmean: 0.1546
2025-05-08 21:34:49 - Epoch 35, val mf1: 0.4697, val ACC1: 0.0174, val ACC0: 0.9736, val Gmean: 0.1302 (best 0.5607)
2025-05-08 21:34:49 - Epoch 36 伪标签: 正样本: 9333 (50.8%), 负样本: 9046 (49.2%)
2025-05-08 21:34:50 - Epoch 36, 测试集 AUC: 0.3178, PRE: 0.1173, REC: 0.0156, MF1: 0.4702, ACC1: 0.0156, ACC0: 0.9800, Gmean: 0.1238
2025-05-08 21:34:50 - Epoch 36, val mf1: 0.4683, val ACC1: 0.0129, val ACC0: 0.9821, val Gmean: 0.1124 (best 0.5607)
2025-05-08 21:34:50 - Epoch 37 伪标签: 正样本: 9384 (51.1%), 负样本: 8995 (48.9%)
2025-05-08 21:34:50 - Epoch 37, 测试集 AUC: 0.3303, PRE: 0.1273, REC: 0.0183, MF1: 0.4721, ACC1: 0.0183, ACC0: 0.9787, Gmean: 0.1337
2025-05-08 21:34:50 - Epoch 37, val mf1: 0.4704, val ACC1: 0.0151, val ACC0: 0.9820, val Gmean: 0.1219 (best 0.5607)
2025-05-08 21:34:51 - Epoch 38 伪标签: 正样本: 9245 (50.3%), 负样本: 9134 (49.7%)
2025-05-08 21:34:51 - Epoch 38, 测试集 AUC: 0.3345, PRE: 0.1302, REC: 0.0164, MF1: 0.4713, ACC1: 0.0164, ACC0: 0.9814, Gmean: 0.1268
2025-05-08 21:34:51 - Epoch 38, val mf1: 0.4699, val ACC1: 0.0136, val ACC0: 0.9848, val Gmean: 0.1158 (best 0.5607)
2025-05-08 21:34:52 - Epoch 39 伪标签: 正样本: 9296 (50.6%), 负样本: 9083 (49.4%)
2025-05-08 21:34:52 - Epoch 39, 测试集 AUC: 0.3304, PRE: 0.1310, REC: 0.0112, MF1: 0.4684, ACC1: 0.0112, ACC0: 0.9874, Gmean: 0.1051
2025-05-08 21:34:52 - Epoch 39, val mf1: 0.4691, val ACC1: 0.0113, val ACC0: 0.9892, val Gmean: 0.1059 (best 0.5607)
2025-05-08 21:34:52 - Epoch 40 伪标签: 正样本: 9395 (51.1%), 负样本: 8984 (48.9%)
2025-05-08 21:34:53 - Epoch 40, 有标签损失: 0.0003, 一致性损失: 0.0004, 伪标签损失: 0.5266, LPL损失: 5.9431, 聚类损失: 0.8861, 总损失: 0.0541
2025-05-08 21:34:53 - Epoch 40, 测试集 AUC: 0.3427, PRE: 0.1411, REC: 0.0130, MF1: 0.4699, ACC1: 0.0130, ACC0: 0.9865, Gmean: 0.1134
2025-05-08 21:34:53 - Epoch 40, val mf1: 0.4699, val ACC1: 0.0121, val ACC0: 0.9895, val Gmean: 0.1094 (best 0.5607)
2025-05-08 21:34:53 - Epoch 41 伪标签: 正样本: 9380 (51.0%), 负样本: 8999 (49.0%)
2025-05-08 21:34:54 - Epoch 41, 测试集 AUC: 0.3459, PRE: 0.1545, REC: 0.0127, MF1: 0.4701, ACC1: 0.0127, ACC0: 0.9882, Gmean: 0.1119
2025-05-08 21:34:54 - Epoch 41, val mf1: 0.4694, val ACC1: 0.0113, val ACC0: 0.9902, val Gmean: 0.1060 (best 0.5607)
2025-05-08 21:34:54 - Epoch 42 伪标签: 正样本: 9408 (51.2%), 负样本: 8971 (48.8%)
2025-05-08 21:34:55 - Epoch 42, 测试集 AUC: 0.3385, PRE: 0.1488, REC: 0.0093, MF1: 0.4677, ACC1: 0.0093, ACC0: 0.9909, Gmean: 0.0961
2025-05-08 21:34:55 - Epoch 42, val mf1: 0.4665, val ACC1: 0.0076, val ACC0: 0.9927, val Gmean: 0.0867 (best 0.5607)
2025-05-08 21:34:55 - Epoch 43 伪标签: 正样本: 9314 (50.7%), 负样本: 9065 (49.3%)
2025-05-08 21:34:55 - Epoch 43, 测试集 AUC: 0.3471, PRE: 0.1503, REC: 0.0097, MF1: 0.4680, ACC1: 0.0097, ACC0: 0.9907, Gmean: 0.0980
2025-05-08 21:34:55 - Epoch 43, val mf1: 0.4665, val ACC1: 0.0076, val ACC0: 0.9928, val Gmean: 0.0867 (best 0.5607)
2025-05-08 21:34:55 - Epoch 44 伪标签: 正样本: 9419 (51.2%), 负样本: 8960 (48.8%)
2025-05-08 21:34:56 - Epoch 44, 测试集 AUC: 0.3578, PRE: 0.1543, REC: 0.0108, MF1: 0.4688, ACC1: 0.0108, ACC0: 0.9899, Gmean: 0.1034
2025-05-08 21:34:56 - Epoch 44, val mf1: 0.4678, val ACC1: 0.0091, val ACC0: 0.9922, val Gmean: 0.0949 (best 0.5607)
2025-05-08 21:34:56 - Epoch 45 伪标签: 正样本: 9405 (51.2%), 负样本: 8974 (48.8%)
2025-05-08 21:34:57 - Epoch 45, 测试集 AUC: 0.3567, PRE: 0.1515, REC: 0.0093, MF1: 0.4677, ACC1: 0.0093, ACC0: 0.9911, Gmean: 0.0961
2025-05-08 21:34:57 - Epoch 45, val mf1: 0.4643, val ACC1: 0.0053, val ACC0: 0.9928, val Gmean: 0.0725 (best 0.5607)
2025-05-08 21:34:57 - Epoch 46 伪标签: 正样本: 9411 (51.2%), 负样本: 8968 (48.8%)
2025-05-08 21:34:58 - Epoch 46, 测试集 AUC: 0.3455, PRE: 0.1439, REC: 0.0071, MF1: 0.4661, ACC1: 0.0071, ACC0: 0.9928, Gmean: 0.0838
2025-05-08 21:34:58 - Epoch 46, val mf1: 0.4631, val ACC1: 0.0038, val ACC0: 0.9941, val Gmean: 0.0613 (best 0.5607)
2025-05-08 21:34:58 - Epoch 47 伪标签: 正样本: 9379 (51.0%), 负样本: 9000 (49.0%)
2025-05-08 21:34:59 - Epoch 47, 测试集 AUC: 0.3548, PRE: 0.1591, REC: 0.0078, MF1: 0.4668, ACC1: 0.0078, ACC0: 0.9930, Gmean: 0.0881
2025-05-08 21:34:59 - Epoch 47, val mf1: 0.4632, val ACC1: 0.0038, val ACC0: 0.9943, val Gmean: 0.0613 (best 0.5607)
2025-05-08 21:34:59 - Epoch 48 伪标签: 正样本: 9362 (50.9%), 负样本: 9017 (49.1%)
2025-05-08 21:34:59 - Epoch 48, 测试集 AUC: 0.3553, PRE: 0.1579, REC: 0.0067, MF1: 0.4660, ACC1: 0.0067, ACC0: 0.9939, Gmean: 0.0816
2025-05-08 21:34:59 - Epoch 48, val mf1: 0.4627, val ACC1: 0.0030, val ACC0: 0.9951, val Gmean: 0.0549 (best 0.5607)
2025-05-08 21:35:00 - Epoch 49 伪标签: 正样本: 9309 (50.7%), 负样本: 9070 (49.3%)
2025-05-08 21:35:00 - Epoch 49, 测试集 AUC: 0.3577, PRE: 0.1635, REC: 0.0063, MF1: 0.4658, ACC1: 0.0063, ACC0: 0.9945, Gmean: 0.0794
2025-05-08 21:35:00 - Epoch 49, val mf1: 0.4628, val ACC1: 0.0030, val ACC0: 0.9956, val Gmean: 0.0549 (best 0.5607)
2025-05-08 21:35:00 - Epoch 50 伪标签: 正样本: 9292 (50.6%), 负样本: 9087 (49.4%)
2025-05-08 21:35:01 - Epoch 50, 有标签损失: 0.0001, 一致性损失: 0.0003, 伪标签损失: 0.4856, LPL损失: 29.4765, 聚类损失: 0.3239, 总损失: 0.2642
2025-05-08 21:35:01 - Epoch 50, 测试集 AUC: 0.3536, PRE: 0.1646, REC: 0.0048, MF1: 0.4647, ACC1: 0.0048, ACC0: 0.9958, Gmean: 0.0694
2025-05-08 21:35:01 - Epoch 50, val mf1: 0.4615, val ACC1: 0.0015, val ACC0: 0.9964, val Gmean: 0.0388 (best 0.5607)
2025-05-08 21:35:01 - Epoch 51 伪标签: 正样本: 9340 (50.8%), 负样本: 9039 (49.2%)
2025-05-08 21:35:02 - Epoch 51, 测试集 AUC: 0.3714, PRE: 0.1831, REC: 0.0048, MF1: 0.4648, ACC1: 0.0048, ACC0: 0.9963, Gmean: 0.0695
2025-05-08 21:35:02 - Epoch 51, val mf1: 0.4616, val ACC1: 0.0015, val ACC0: 0.9970, val Gmean: 0.0388 (best 0.5607)
2025-05-08 21:35:02 - Epoch 52 伪标签: 正样本: 9353 (50.9%), 负样本: 9026 (49.1%)
2025-05-08 21:35:03 - Epoch 52, 测试集 AUC: 0.3751, PRE: 0.1923, REC: 0.0037, MF1: 0.4640, ACC1: 0.0037, ACC0: 0.9973, Gmean: 0.0610
2025-05-08 21:35:03 - Epoch 52, val mf1: 0.4611, val ACC1: 0.0008, val ACC0: 0.9978, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:03 - Epoch 53 伪标签: 正样本: 9228 (50.2%), 负样本: 9151 (49.8%)
2025-05-08 21:35:03 - Epoch 53, 测试集 AUC: 0.3619, PRE: 0.1944, REC: 0.0026, MF1: 0.4630, ACC1: 0.0026, ACC0: 0.9982, Gmean: 0.0510
2025-05-08 21:35:03 - Epoch 53, val mf1: 0.4611, val ACC1: 0.0008, val ACC0: 0.9981, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:04 - Epoch 54 伪标签: 正样本: 9261 (50.4%), 负样本: 9118 (49.6%)
2025-05-08 21:35:04 - Epoch 54, 测试集 AUC: 0.3526, PRE: 0.1200, REC: 0.0011, MF1: 0.4616, ACC1: 0.0011, ACC0: 0.9986, Gmean: 0.0334
2025-05-08 21:35:04 - Epoch 54, val mf1: 0.4613, val ACC1: 0.0008, val ACC0: 0.9986, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:05 - Epoch 55 伪标签: 正样本: 9220 (50.2%), 负样本: 9159 (49.8%)
2025-05-08 21:35:05 - Epoch 55, 测试集 AUC: 0.3628, PRE: 0.1364, REC: 0.0011, MF1: 0.4617, ACC1: 0.0011, ACC0: 0.9988, Gmean: 0.0334
2025-05-08 21:35:05 - Epoch 55, val mf1: 0.4613, val ACC1: 0.0008, val ACC0: 0.9986, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:05 - Epoch 56 伪标签: 正样本: 9183 (50.0%), 负样本: 9196 (50.0%)
2025-05-08 21:35:06 - Epoch 56, 测试集 AUC: 0.3423, PRE: 0.0952, REC: 0.0007, MF1: 0.4613, ACC1: 0.0007, ACC0: 0.9988, Gmean: 0.0273
2025-05-08 21:35:06 - Epoch 56, val mf1: 0.4613, val ACC1: 0.0008, val ACC0: 0.9987, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:06 - Epoch 57 伪标签: 正样本: 9162 (49.9%), 负样本: 9217 (50.1%)
2025-05-08 21:35:07 - Epoch 57, 测试集 AUC: 0.3144, PRE: 0.1000, REC: 0.0007, MF1: 0.4613, ACC1: 0.0007, ACC0: 0.9989, Gmean: 0.0273
2025-05-08 21:35:07 - Epoch 57, val mf1: 0.4614, val ACC1: 0.0008, val ACC0: 0.9992, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:07 - Epoch 58 伪标签: 正样本: 9172 (49.9%), 负样本: 9207 (50.1%)
2025-05-08 21:35:08 - Epoch 58, 测试集 AUC: 0.2960, PRE: 0.1176, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9991, Gmean: 0.0273
2025-05-08 21:35:08 - Epoch 58, val mf1: 0.4615, val ACC1: 0.0008, val ACC0: 0.9995, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:08 - Epoch 59 伪标签: 正样本: 9122 (49.6%), 负样本: 9257 (50.4%)
2025-05-08 21:35:08 - Epoch 59, 测试集 AUC: 0.2879, PRE: 0.0000, REC: 0.0000, MF1: 0.4606, ACC1: 0.0000, ACC0: 0.9992, Gmean: 0.0000
2025-05-08 21:35:08 - Epoch 59, val mf1: 0.4615, val ACC1: 0.0008, val ACC0: 0.9996, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:09 - Epoch 60 伪标签: 正样本: 9146 (49.8%), 负样本: 9233 (50.2%)
2025-05-08 21:35:09 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0002, 伪标签损失: 0.4741, LPL损失: 5.7300, 聚类损失: 0.1651, 总损失: 0.0666
2025-05-08 21:35:09 - Epoch 60, 测试集 AUC: 0.2865, PRE: 0.0000, REC: 0.0000, MF1: 0.4607, ACC1: 0.0000, ACC0: 0.9993, Gmean: 0.0000
2025-05-08 21:35:09 - Epoch 60, val mf1: 0.4615, val ACC1: 0.0008, val ACC0: 0.9996, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:09 - Epoch 61 伪标签: 正样本: 9148 (49.8%), 负样本: 9231 (50.2%)
2025-05-08 21:35:10 - Epoch 61, 测试集 AUC: 0.2859, PRE: 0.0000, REC: 0.0000, MF1: 0.4607, ACC1: 0.0000, ACC0: 0.9993, Gmean: 0.0000
2025-05-08 21:35:10 - Epoch 61, val mf1: 0.4615, val ACC1: 0.0008, val ACC0: 0.9996, val Gmean: 0.0275 (best 0.5607)
2025-05-08 21:35:10 - Epoch 62 伪标签: 正样本: 9141 (49.7%), 负样本: 9238 (50.3%)
2025-05-08 21:35:11 - Epoch 62, 测试集 AUC: 0.2854, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:11 - Epoch 62, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:11 - Epoch 63 伪标签: 正样本: 9162 (49.9%), 负样本: 9217 (50.1%)
2025-05-08 21:35:12 - Epoch 63, 测试集 AUC: 0.2854, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:12 - Epoch 63, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:12 - Epoch 64 伪标签: 正样本: 9044 (49.2%), 负样本: 9335 (50.8%)
2025-05-08 21:35:12 - Epoch 64, 测试集 AUC: 0.2855, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:12 - Epoch 64, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:13 - Epoch 65 伪标签: 正样本: 9105 (49.5%), 负样本: 9274 (50.5%)
2025-05-08 21:35:13 - Epoch 65, 测试集 AUC: 0.2853, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:13 - Epoch 65, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:13 - Epoch 66 伪标签: 正样本: 9103 (49.5%), 负样本: 9276 (50.5%)
2025-05-08 21:35:14 - Epoch 66, 测试集 AUC: 0.2847, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:14 - Epoch 66, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:14 - Epoch 67 伪标签: 正样本: 9056 (49.3%), 负样本: 9323 (50.7%)
2025-05-08 21:35:15 - Epoch 67, 测试集 AUC: 0.2840, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:15 - Epoch 67, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:15 - Epoch 68 伪标签: 正样本: 9018 (49.1%), 负样本: 9361 (50.9%)
2025-05-08 21:35:16 - Epoch 68, 测试集 AUC: 0.2832, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:16 - Epoch 68, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:16 - Epoch 69 伪标签: 正样本: 9093 (49.5%), 负样本: 9286 (50.5%)
2025-05-08 21:35:16 - Epoch 69, 测试集 AUC: 0.2825, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:16 - Epoch 69, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:16 - Epoch 70 伪标签: 正样本: 9083 (49.4%), 负样本: 9296 (50.6%)
2025-05-08 21:35:17 - Epoch 70, 有标签损失: 0.0001, 一致性损失: 0.0001, 伪标签损失: 0.4685, LPL损失: 29.4184, 聚类损失: 0.1320, 总损失: 0.3720
2025-05-08 21:35:17 - Epoch 70, 测试集 AUC: 0.2817, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:17 - Epoch 70, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:17 - Epoch 71 伪标签: 正样本: 9083 (49.4%), 负样本: 9296 (50.6%)
2025-05-08 21:35:18 - Epoch 71, 测试集 AUC: 0.2814, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:35:18 - Epoch 71, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:18 - Epoch 72 伪标签: 正样本: 9022 (49.1%), 负样本: 9357 (50.9%)
2025-05-08 21:35:19 - Epoch 72, 测试集 AUC: 0.2817, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:19 - Epoch 72, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:19 - Epoch 73 伪标签: 正样本: 9011 (49.0%), 负样本: 9368 (51.0%)
2025-05-08 21:35:19 - Epoch 73, 测试集 AUC: 0.2818, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:19 - Epoch 73, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:20 - Epoch 74 伪标签: 正样本: 9074 (49.4%), 负样本: 9305 (50.6%)
2025-05-08 21:35:20 - Epoch 74, 测试集 AUC: 0.2818, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:20 - Epoch 74, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:20 - Epoch 75 伪标签: 正样本: 9045 (49.2%), 负样本: 9334 (50.8%)
2025-05-08 21:35:21 - Epoch 75, 测试集 AUC: 0.2819, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:21 - Epoch 75, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:21 - Epoch 76 伪标签: 正样本: 8968 (48.8%), 负样本: 9411 (51.2%)
2025-05-08 21:35:22 - Epoch 76, 测试集 AUC: 0.2818, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:22 - Epoch 76, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:22 - Epoch 77 伪标签: 正样本: 9036 (49.2%), 负样本: 9343 (50.8%)
2025-05-08 21:35:23 - Epoch 77, 测试集 AUC: 0.2816, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:23 - Epoch 77, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:23 - Epoch 78 伪标签: 正样本: 9058 (49.3%), 负样本: 9321 (50.7%)
2025-05-08 21:35:23 - Epoch 78, 测试集 AUC: 0.2813, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:23 - Epoch 78, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:24 - Epoch 79 伪标签: 正样本: 9011 (49.0%), 负样本: 9368 (51.0%)
2025-05-08 21:35:24 - Epoch 79, 测试集 AUC: 0.2810, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:24 - Epoch 79, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:24 - Epoch 80 伪标签: 正样本: 8999 (49.0%), 负样本: 9380 (51.0%)
2025-05-08 21:35:25 - Epoch 80, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4653, LPL损失: 5.9091, 聚类损失: 0.1176, 总损失: 0.0954
2025-05-08 21:35:25 - Epoch 80, 测试集 AUC: 0.2809, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:25 - Epoch 80, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:25 - Epoch 81 伪标签: 正样本: 9029 (49.1%), 负样本: 9350 (50.9%)
2025-05-08 21:35:26 - Epoch 81, 测试集 AUC: 0.2807, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:26 - Epoch 81, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:26 - Epoch 82 伪标签: 正样本: 9020 (49.1%), 负样本: 9359 (50.9%)
2025-05-08 21:35:27 - Epoch 82, 测试集 AUC: 0.2805, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:27 - Epoch 82, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:27 - Epoch 83 伪标签: 正样本: 9006 (49.0%), 负样本: 9373 (51.0%)
2025-05-08 21:35:27 - Epoch 83, 测试集 AUC: 0.2805, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:27 - Epoch 83, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:28 - Epoch 84 伪标签: 正样本: 8924 (48.6%), 负样本: 9455 (51.4%)
2025-05-08 21:35:28 - Epoch 84, 测试集 AUC: 0.2804, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:28 - Epoch 84, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:28 - Epoch 85 伪标签: 正样本: 8940 (48.6%), 负样本: 9439 (51.4%)
2025-05-08 21:35:29 - Epoch 85, 测试集 AUC: 0.2805, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:29 - Epoch 85, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:29 - Epoch 86 伪标签: 正样本: 8885 (48.3%), 负样本: 9494 (51.7%)
2025-05-08 21:35:30 - Epoch 86, 测试集 AUC: 0.2804, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:30 - Epoch 86, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:30 - Epoch 87 伪标签: 正样本: 8943 (48.7%), 负样本: 9436 (51.3%)
2025-05-08 21:35:31 - Epoch 87, 测试集 AUC: 0.2800, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:31 - Epoch 87, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:31 - Epoch 88 伪标签: 正样本: 8977 (48.8%), 负样本: 9402 (51.2%)
2025-05-08 21:35:32 - Epoch 88, 测试集 AUC: 0.2801, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:32 - Epoch 88, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:32 - Epoch 89 伪标签: 正样本: 9059 (49.3%), 负样本: 9320 (50.7%)
2025-05-08 21:35:32 - Epoch 89, 测试集 AUC: 0.2800, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:32 - Epoch 89, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:33 - Epoch 90 伪标签: 正样本: 9082 (49.4%), 负样本: 9297 (50.6%)
2025-05-08 21:35:33 - Epoch 90, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4655, LPL损失: 5.9139, 聚类损失: 0.1211, 总损失: 0.1128
2025-05-08 21:35:33 - Epoch 90, 测试集 AUC: 0.2798, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:33 - Epoch 90, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:33 - Epoch 91 伪标签: 正样本: 9013 (49.0%), 负样本: 9366 (51.0%)
2025-05-08 21:35:34 - Epoch 91, 测试集 AUC: 0.2801, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:34 - Epoch 91, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:34 - Epoch 92 伪标签: 正样本: 9027 (49.1%), 负样本: 9352 (50.9%)
2025-05-08 21:35:35 - Epoch 92, 测试集 AUC: 0.2800, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:35 - Epoch 92, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:35 - Epoch 93 伪标签: 正样本: 9051 (49.2%), 负样本: 9328 (50.8%)
2025-05-08 21:35:36 - Epoch 93, 测试集 AUC: 0.2798, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:36 - Epoch 93, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:36 - Epoch 94 伪标签: 正样本: 9028 (49.1%), 负样本: 9351 (50.9%)
2025-05-08 21:35:37 - Epoch 94, 测试集 AUC: 0.2799, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:37 - Epoch 94, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:37 - Epoch 95 伪标签: 正样本: 9054 (49.3%), 负样本: 9325 (50.7%)
2025-05-08 21:35:37 - Epoch 95, 测试集 AUC: 0.2802, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:37 - Epoch 95, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:38 - Epoch 96 伪标签: 正样本: 9004 (49.0%), 负样本: 9375 (51.0%)
2025-05-08 21:35:38 - Epoch 96, 测试集 AUC: 0.2803, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:38 - Epoch 96, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:38 - Epoch 97 伪标签: 正样本: 8952 (48.7%), 负样本: 9427 (51.3%)
2025-05-08 21:35:39 - Epoch 97, 测试集 AUC: 0.2804, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:39 - Epoch 97, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:39 - Epoch 98 伪标签: 正样本: 9021 (49.1%), 负样本: 9358 (50.9%)
2025-05-08 21:35:40 - Epoch 98, 测试集 AUC: 0.2806, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:40 - Epoch 98, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:40 - Epoch 99 伪标签: 正样本: 9059 (49.3%), 负样本: 9320 (50.7%)
2025-05-08 21:35:41 - Epoch 99, 测试集 AUC: 0.2807, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-08 21:35:41 - Epoch 99, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5607)
2025-05-08 21:35:41 - time cost: 82.44 s
2025-05-08 21:35:41 - 基于验证集最佳模型的测试结果: REC 40.42 PRE 21.71 MF1 54.71 AUC 63.33 ACC1 40.42 ACC0 75.22 Gmean 55.14
2025-05-08 21:35:41 - 测试集上观察到的最佳结果 (Epoch 1): AUC 65.63 PRE 20.96 REC 73.36 MF1 49.94 ACC1 73.36 ACC0 52.98 Gmean 62.34
