2025-05-14 21:02:23 - 运行开始时间: 20250514_210223
2025-05-14 21:02:23 - 日志文件: logs/train_log_ffsd_seed64_20250514_210223.txt
2025-05-14 21:02:23 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-14 21:02:23 - 无标签数据数量: 31150
2025-05-14 21:02:23 - 训练集总数: 31152, 验证集: 5869, 测试集: 11917
2025-05-14 21:02:24 - cross entropy weight: 1.000000 (不使用)
2025-05-14 21:02:24 - 伪标签策略：
2025-05-14 21:02:24 -   使用模型输出和聚类结果的融合
2025-05-14 21:02:24 - Epoch 0 伪标签: 正样本: 530 (1.7%), 负样本: 30620 (98.3%)
2025-05-14 21:02:24 - Epoch 0, 有标签损失: 6947.4766, 一致性损失: 0.0000, 伪标签损失: 0.6003, LPL损失: 0.0660, 聚类损失: 482792.2500, 总损失: 6947.4766
2025-05-14 21:02:24 - Epoch 0, 测试集 AUC: 0.5000, PRE: 0.1773, REC: 1.0000, MF1: 0.1506, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-14 21:02:24 - 更新最佳测试结果 (Epoch 0): AUC 0.5000, PRE 0.1773, REC 1.0000, MF1 0.1506, ACC1 1.0000, ACC0 0.0000, Gmean 0.0000
2025-05-14 21:02:24 - Epoch 0, val mf1: 0.1507, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.1507)
2025-05-14 21:02:25 - Epoch 1 伪标签: 正样本: 31148 (100.0%), 负样本: 2 (0.0%)
2025-05-14 21:02:25 - Epoch 1, 测试集 AUC: 0.5000, PRE: 0.1773, REC: 1.0000, MF1: 0.1506, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-14 21:02:25 - Epoch 1, val mf1: 0.1507, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.1507)
2025-05-14 21:02:25 - Epoch 2 伪标签: 正样本: 31146 (100.0%), 负样本: 4 (0.0%)
2025-05-14 21:02:26 - Epoch 2, 测试集 AUC: 0.5050, PRE: 0.2239, REC: 0.0416, MF1: 0.4805, ACC1: 0.0416, ACC0: 0.9689, Gmean: 0.2009
2025-05-14 21:02:26 - 更新最佳测试结果 (Epoch 2): AUC 0.5050, PRE 0.2239, REC 0.0416, MF1 0.4805, ACC1 0.0416, ACC0 0.9689, Gmean 0.2009
2025-05-14 21:02:26 - Epoch 2, val mf1: 0.4690, val ACC1: 0.0279, val ACC0: 0.9702, val Gmean: 0.1644 (best 0.4690)
2025-05-14 21:02:26 - Epoch 3 伪标签: 正样本: 1032 (3.3%), 负样本: 30118 (96.7%)
2025-05-14 21:02:27 - Epoch 3, 测试集 AUC: 0.5018, PRE: 0.2063, REC: 0.0185, MF1: 0.4653, ACC1: 0.0185, ACC0: 0.9847, Gmean: 0.1348
2025-05-14 21:02:27 - Epoch 3, val mf1: 0.4584, val ACC1: 0.0106, val ACC0: 0.9867, val Gmean: 0.1021 (best 0.4690)
2025-05-14 21:02:27 - Epoch 4 伪标签: 正样本: 567 (1.8%), 负样本: 30583 (98.2%)
2025-05-14 21:02:27 - Epoch 4, 测试集 AUC: 0.5028, PRE: 0.2036, REC: 0.0426, MF1: 0.4794, ACC1: 0.0426, ACC0: 0.9641, Gmean: 0.2026
2025-05-14 21:02:27 - Epoch 4, val mf1: 0.4670, val ACC1: 0.0269, val ACC0: 0.9669, val Gmean: 0.1613 (best 0.4690)
2025-05-14 21:02:27 - Epoch 5 伪标签: 正样本: 984 (3.2%), 负样本: 30166 (96.8%)
2025-05-14 21:02:28 - Epoch 5, 测试集 AUC: 0.4635, PRE: 0.1661, REC: 0.8826, MF1: 0.1820, ACC1: 0.8826, ACC0: 0.0452, Gmean: 0.1997
2025-05-14 21:02:28 - Epoch 5, val mf1: 0.1801, val ACC1: 0.8838, val ACC0: 0.0431, val Gmean: 0.1951 (best 0.4690)
2025-05-14 21:02:28 - Epoch 6 伪标签: 正样本: 28939 (92.9%), 负样本: 2211 (7.1%)
2025-05-14 21:02:29 - Epoch 6, 测试集 AUC: 0.5088, PRE: 0.1800, REC: 0.9730, MF1: 0.1945, ACC1: 0.9730, ACC0: 0.0448, Gmean: 0.2087
2025-05-14 21:02:29 - 更新最佳测试结果 (Epoch 6): AUC 0.5088, PRE 0.1800, REC 0.9730, MF1 0.1945, ACC1 0.9730, ACC0 0.0448, Gmean 0.2087
2025-05-14 21:02:29 - Epoch 6, val mf1: 0.1912, val ACC1: 0.9702, val ACC0: 0.0418, val Gmean: 0.2015 (best 0.4690)
2025-05-14 21:02:29 - Epoch 7 伪标签: 正样本: 29236 (93.9%), 负样本: 1914 (6.1%)
2025-05-14 21:02:29 - Epoch 7, 测试集 AUC: 0.4048, PRE: 0.1437, REC: 0.6682, MF1: 0.2352, ACC1: 0.6682, ACC0: 0.1419, Gmean: 0.3079
2025-05-14 21:02:29 - Epoch 7, val mf1: 0.2372, val ACC1: 0.6744, val ACC0: 0.1429, val Gmean: 0.3104 (best 0.4690)
2025-05-14 21:02:29 - Epoch 8 伪标签: 正样本: 24843 (79.8%), 负样本: 6307 (20.2%)
2025-05-14 21:02:30 - Epoch 8, 测试集 AUC: 0.5004, PRE: 0.2063, REC: 0.0062, MF1: 0.4563, ACC1: 0.0062, ACC0: 0.9949, Gmean: 0.0782
2025-05-14 21:02:30 - Epoch 8, val mf1: 0.4500, val ACC1: 0.0000, val ACC0: 0.9946, val Gmean: 0.0000 (best 0.4690)
2025-05-14 21:02:30 - Epoch 9 伪标签: 正样本: 205 (0.7%), 负样本: 30945 (99.3%)
2025-05-14 21:02:31 - Epoch 9, 测试集 AUC: 0.5002, PRE: 0.1429, REC: 0.0019, MF1: 0.4527, ACC1: 0.0019, ACC0: 0.9976, Gmean: 0.0435
2025-05-14 21:02:31 - Epoch 9, val mf1: 0.4510, val ACC1: 0.0000, val ACC0: 0.9988, val Gmean: 0.0000 (best 0.4690)
2025-05-14 21:02:31 - Epoch 10 伪标签: 正样本: 59 (0.2%), 负样本: 31091 (99.8%)
2025-05-14 21:02:31 - Epoch 10, 有标签损失: 3266.5598, 一致性损失: 0.0000, 伪标签损失: 0.7894, LPL损失: 0.0514, 聚类损失: 405640.0625, 总损失: 3266.5598
2025-05-14 21:02:31 - Epoch 10, 测试集 AUC: 0.4999, PRE: 0.2143, REC: 0.0014, MF1: 0.4526, ACC1: 0.0014, ACC0: 0.9989, Gmean: 0.0377
2025-05-14 21:02:31 - Epoch 10, val mf1: 0.4513, val ACC1: 0.0000, val ACC0: 0.9998, val Gmean: 0.0000 (best 0.4690)
2025-05-14 21:02:31 - Epoch 11 伪标签: 正样本: 25 (0.1%), 负样本: 31125 (99.9%)
2025-05-14 21:02:32 - Epoch 11, 测试集 AUC: 0.4998, PRE: 0.1471, REC: 0.0024, MF1: 0.4531, ACC1: 0.0024, ACC0: 0.9970, Gmean: 0.0486
2025-05-14 21:02:32 - Epoch 11, val mf1: 0.4507, val ACC1: 0.0000, val ACC0: 0.9973, val Gmean: 0.0000 (best 0.4690)
2025-05-14 21:02:32 - Epoch 12 伪标签: 正样本: 68 (0.2%), 负样本: 31082 (99.8%)
2025-05-14 21:02:33 - Epoch 12, 测试集 AUC: 0.4307, PRE: 0.1459, REC: 0.5263, MF1: 0.3479, ACC1: 0.5263, ACC0: 0.3361, Gmean: 0.4206
2025-05-14 21:02:33 - Epoch 12, val mf1: 0.3435, val ACC1: 0.5149, val ACC0: 0.3333, val Gmean: 0.4142 (best 0.4690)
2025-05-14 21:02:33 - Epoch 13 伪标签: 正样本: 18254 (58.6%), 负样本: 12896 (41.4%)
2025-05-14 21:02:33 - Epoch 13, 测试集 AUC: 0.5119, PRE: 0.1812, REC: 0.8921, MF1: 0.2645, ACC1: 0.8921, ACC0: 0.1315, Gmean: 0.3425
2025-05-14 21:02:33 - 更新最佳测试结果 (Epoch 13): AUC 0.5119, PRE 0.1812, REC 0.8921, MF1 0.2645, ACC1 0.8921, ACC0 0.1315, Gmean 0.3425
2025-05-14 21:02:33 - Epoch 13, val mf1: 0.2635, val ACC1: 0.8953, val ACC0: 0.1297, val Gmean: 0.3407 (best 0.4690)
2025-05-14 21:02:33 - Epoch 14 伪标签: 正样本: 25949 (83.3%), 负样本: 5201 (16.7%)
2025-05-14 21:02:34 - Epoch 14, 测试集 AUC: 0.5097, PRE: 0.1805, REC: 0.8949, MF1: 0.2585, ACC1: 0.8949, ACC0: 0.1242, Gmean: 0.3334
2025-05-14 21:02:34 - Epoch 14, val mf1: 0.2567, val ACC1: 0.9039, val ACC0: 0.1205, val Gmean: 0.3301 (best 0.4690)
2025-05-14 21:02:34 - Epoch 15 伪标签: 正样本: 26254 (84.3%), 负样本: 4896 (15.7%)
2025-05-14 21:02:35 - Epoch 15, 测试集 AUC: 0.5223, PRE: 0.1853, REC: 0.8490, MF1: 0.3113, ACC1: 0.8490, ACC0: 0.1955, Gmean: 0.4074
2025-05-14 21:02:35 - 更新最佳测试结果 (Epoch 15): AUC 0.5223, PRE 0.1853, REC 0.8490, MF1 0.3113, ACC1 0.8490, ACC0 0.1955, Gmean 0.4074
2025-05-14 21:02:35 - Epoch 15, val mf1: 0.3112, val ACC1: 0.8463, val ACC0: 0.1959, val Gmean: 0.4072 (best 0.4690)
2025-05-14 21:02:35 - Epoch 16 伪标签: 正样本: 23835 (76.5%), 负样本: 7315 (23.5%)
2025-05-14 21:02:35 - Epoch 16, 测试集 AUC: 0.4516, PRE: 0.1527, REC: 0.5050, MF1: 0.3809, ACC1: 0.5050, ACC0: 0.3963, Gmean: 0.4473
2025-05-14 21:02:35 - Epoch 16, val mf1: 0.3775, val ACC1: 0.5197, val ACC0: 0.3850, val Gmean: 0.4473 (best 0.4690)
2025-05-14 21:02:35 - Epoch 17 伪标签: 正样本: 15989 (51.3%), 负样本: 15161 (48.7%)
2025-05-14 21:02:36 - Epoch 17, 测试集 AUC: 0.4852, PRE: 0.0436, REC: 0.0071, MF1: 0.4493, ACC1: 0.0071, ACC0: 0.9664, Gmean: 0.0828
2025-05-14 21:02:36 - Epoch 17, val mf1: 0.4472, val ACC1: 0.0067, val ACC0: 0.9600, val Gmean: 0.0803 (best 0.4690)
2025-05-14 21:02:36 - Epoch 18 伪标签: 正样本: 553 (1.8%), 负样本: 30597 (98.2%)
2025-05-14 21:02:37 - Epoch 18, 测试集 AUC: 0.4985, PRE: 0.0606, REC: 0.0009, MF1: 0.4515, ACC1: 0.0009, ACC0: 0.9968, Gmean: 0.0307
2025-05-14 21:02:37 - Epoch 18, val mf1: 0.4509, val ACC1: 0.0010, val ACC0: 0.9942, val Gmean: 0.0309 (best 0.4690)
2025-05-14 21:02:37 - Epoch 19 伪标签: 正样本: 66 (0.2%), 负样本: 31084 (99.8%)
2025-05-14 21:02:37 - Epoch 19, 测试集 AUC: 0.4879, PRE: 0.0515, REC: 0.0066, MF1: 0.4509, ACC1: 0.0066, ACC0: 0.9737, Gmean: 0.0803
2025-05-14 21:02:37 - Epoch 19, val mf1: 0.4473, val ACC1: 0.0048, val ACC0: 0.9664, val Gmean: 0.0681 (best 0.4690)
2025-05-14 21:02:37 - Epoch 20 伪标签: 正样本: 475 (1.5%), 负样本: 30675 (98.5%)
2025-05-14 21:02:38 - Epoch 20, 有标签损失: 1408.0024, 一致性损失: 0.0000, 伪标签损失: 0.1509, LPL损失: 0.0608, 聚类损失: 346233.6250, 总损失: 1408.0024
2025-05-14 21:02:38 - Epoch 20, 测试集 AUC: 0.4873, PRE: 0.1665, REC: 0.3237, MF1: 0.4721, ACC1: 0.3237, ACC0: 0.6507, Gmean: 0.4589
2025-05-14 21:02:38 - Epoch 20, val mf1: 0.4668, val ACC1: 0.3362, val ACC0: 0.6326, val Gmean: 0.4612 (best 0.4690)
2025-05-14 21:02:38 - Epoch 21 伪标签: 正样本: 9103 (29.2%), 负样本: 22047 (70.8%)
2025-05-14 21:02:39 - Epoch 21, 测试集 AUC: 0.5336, PRE: 0.1910, REC: 0.7714, MF1: 0.3729, ACC1: 0.7714, ACC0: 0.2956, Gmean: 0.4775
2025-05-14 21:02:39 - 更新最佳测试结果 (Epoch 21): AUC 0.5336, PRE 0.1910, REC 0.7714, MF1 0.3729, ACC1 0.7714, ACC0 0.2956, Gmean 0.4775
2025-05-14 21:02:39 - Epoch 21, val mf1: 0.3757, val ACC1: 0.7810, val ACC0: 0.2968, val Gmean: 0.4815 (best 0.4690)
2025-05-14 21:02:39 - Epoch 22 伪标签: 正样本: 20307 (65.2%), 负样本: 10843 (34.8%)
2025-05-14 21:02:39 - Epoch 22, 测试集 AUC: 0.5227, PRE: 0.1856, REC: 0.8471, MF1: 0.3135, ACC1: 0.8471, ACC0: 0.1987, Gmean: 0.4103
2025-05-14 21:02:39 - Epoch 22, val mf1: 0.3151, val ACC1: 0.8473, val ACC0: 0.2005, val Gmean: 0.4122 (best 0.4690)
2025-05-14 21:02:39 - Epoch 23 伪标签: 正样本: 23760 (76.3%), 负样本: 7390 (23.7%)
2025-05-14 21:02:40 - Epoch 23, 测试集 AUC: 0.5176, PRE: 0.1835, REC: 0.8552, MF1: 0.2998, ACC1: 0.8552, ACC0: 0.1801, Gmean: 0.3925
2025-05-14 21:02:40 - Epoch 23, val mf1: 0.3011, val ACC1: 0.8598, val ACC0: 0.1806, val Gmean: 0.3941 (best 0.4690)
2025-05-14 21:02:40 - Epoch 24 伪标签: 正样本: 24425 (78.4%), 负样本: 6725 (21.6%)
2025-05-14 21:02:41 - Epoch 24, 测试集 AUC: 0.5295, PRE: 0.1882, REC: 0.8405, MF1: 0.3281, ACC1: 0.8405, ACC0: 0.2185, Gmean: 0.4285
2025-05-14 21:02:41 - Epoch 24, val mf1: 0.3304, val ACC1: 0.8357, val ACC0: 0.2225, val Gmean: 0.4312 (best 0.4690)
2025-05-14 21:02:41 - Epoch 25 伪标签: 正样本: 22956 (73.7%), 负样本: 8194 (26.3%)
2025-05-14 21:02:41 - Epoch 25, 测试集 AUC: 0.5274, PRE: 0.1881, REC: 0.7998, MF1: 0.3492, ACC1: 0.7998, ACC0: 0.2558, Gmean: 0.4523
2025-05-14 21:02:41 - Epoch 25, val mf1: 0.3532, val ACC1: 0.8088, val ACC0: 0.2587, val Gmean: 0.4574 (best 0.4690)
2025-05-14 21:02:41 - Epoch 26 伪标签: 正样本: 21718 (69.7%), 负样本: 9432 (30.3%)
2025-05-14 21:02:42 - Epoch 26, 测试集 AUC: 0.5328, PRE: 0.1905, REC: 0.7818, MF1: 0.3666, ACC1: 0.7818, ACC0: 0.2841, Gmean: 0.4713
2025-05-14 21:02:42 - Epoch 26, val mf1: 0.3703, val ACC1: 0.7915, val ACC0: 0.2865, val Gmean: 0.4762 (best 0.4690)
2025-05-14 21:02:42 - Epoch 27 伪标签: 正样本: 20714 (66.5%), 负样本: 10436 (33.5%)
2025-05-14 21:02:43 - Epoch 27, 测试集 AUC: 0.5365, PRE: 0.1928, REC: 0.7468, MF1: 0.3894, ACC1: 0.7468, ACC0: 0.3261, Gmean: 0.4935
2025-05-14 21:02:43 - 更新最佳测试结果 (Epoch 27): AUC 0.5365, PRE 0.1928, REC 0.7468, MF1 0.3894, ACC1 0.7468, ACC0 0.3261, Gmean 0.4935
2025-05-14 21:02:43 - Epoch 27, val mf1: 0.3896, val ACC1: 0.7589, val ACC0: 0.3227, val Gmean: 0.4949 (best 0.4690)
2025-05-14 21:02:43 - Epoch 28 伪标签: 正样本: 19526 (62.7%), 负样本: 11624 (37.3%)
2025-05-14 21:02:43 - Epoch 28, 测试集 AUC: 0.5392, PRE: 0.1946, REC: 0.7274, MF1: 0.4026, ACC1: 0.7274, ACC0: 0.3512, Gmean: 0.5054
2025-05-14 21:02:43 - 更新最佳测试结果 (Epoch 28): AUC 0.5392, PRE 0.1946, REC 0.7274, MF1 0.4026, ACC1 0.7274, ACC0 0.3512, Gmean 0.5054
2025-05-14 21:02:43 - Epoch 28, val mf1: 0.4018, val ACC1: 0.7416, val ACC0: 0.3455, val Gmean: 0.5062 (best 0.4690)
2025-05-14 21:02:44 - Epoch 29 伪标签: 正样本: 18728 (60.1%), 负样本: 12422 (39.9%)
2025-05-14 21:02:44 - Epoch 29, 测试集 AUC: 0.5442, PRE: 0.1975, REC: 0.7089, MF1: 0.4175, ACC1: 0.7089, ACC0: 0.3793, Gmean: 0.5186
2025-05-14 21:02:44 - 更新最佳测试结果 (Epoch 29): AUC 0.5442, PRE 0.1975, REC 0.7089, MF1 0.4175, ACC1 0.7089, ACC0 0.3793, Gmean 0.5186
2025-05-14 21:02:44 - Epoch 29, val mf1: 0.4154, val ACC1: 0.7205, val ACC0: 0.3722, val Gmean: 0.5178 (best 0.4690)
2025-05-14 21:02:44 - Epoch 30 伪标签: 正样本: 17531 (56.3%), 负样本: 13619 (43.7%)
2025-05-14 21:02:45 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.1418, LPL损失: 0.0713, 聚类损失: 304076.8125, 总损失: 0.0000
2025-05-14 21:02:45 - Epoch 30, 测试集 AUC: 0.5639, PRE: 0.2101, REC: 0.6782, MF1: 0.4568, ACC1: 0.6782, ACC0: 0.4505, Gmean: 0.5528
2025-05-14 21:02:45 - 更新最佳测试结果 (Epoch 30): AUC 0.5639, PRE 0.2101, REC 0.6782, MF1 0.4568, ACC1 0.6782, ACC0 0.4505, Gmean 0.5528
2025-05-14 21:02:45 - Epoch 30, val mf1: 0.4537, val ACC1: 0.6926, val ACC0: 0.4401, val Gmean: 0.5521 (best 0.4690)
2025-05-14 21:02:45 - Epoch 31 伪标签: 正样本: 15734 (50.5%), 负样本: 15416 (49.5%)
2025-05-14 21:02:45 - Epoch 31, 测试集 AUC: 0.5876, PRE: 0.2289, REC: 0.6398, MF1: 0.5006, ACC1: 0.6398, ACC0: 0.5355, Gmean: 0.5854
2025-05-14 21:02:45 - 更新最佳测试结果 (Epoch 31): AUC 0.5876, PRE 0.2289, REC 0.6398, MF1 0.5006, ACC1 0.6398, ACC0 0.5355, Gmean 0.5854
2025-05-14 21:02:45 - Epoch 31, val mf1: 0.4969, val ACC1: 0.6455, val ACC0: 0.5271, val Gmean: 0.5833 (best 0.4969)
2025-05-14 21:02:45 - Epoch 32 伪标签: 正样本: 13735 (44.1%), 负样本: 17415 (55.9%)
2025-05-14 21:02:46 - Epoch 32, 测试集 AUC: 0.5915, PRE: 0.2388, REC: 0.5793, MF1: 0.5247, ACC1: 0.5793, ACC0: 0.6020, Gmean: 0.5905
2025-05-14 21:02:46 - 更新最佳测试结果 (Epoch 32): AUC 0.5915, PRE 0.2388, REC 0.5793, MF1 0.5247, ACC1 0.5793, ACC0 0.6020, Gmean 0.5905
2025-05-14 21:02:46 - Epoch 32, val mf1: 0.5206, val ACC1: 0.5937, val ACC0: 0.5884, val Gmean: 0.5910 (best 0.5206)
2025-05-14 21:02:46 - Epoch 33 伪标签: 正样本: 11921 (38.3%), 负样本: 19229 (61.7%)
2025-05-14 21:02:47 - Epoch 33, 测试集 AUC: 0.5929, PRE: 0.2486, REC: 0.5348, MF1: 0.5416, ACC1: 0.5348, ACC0: 0.6516, Gmean: 0.5903
2025-05-14 21:02:47 - 更新最佳测试结果 (Epoch 33): AUC 0.5929, PRE 0.2486, REC 0.5348, MF1 0.5416, ACC1 0.5348, ACC0 0.6516, Gmean 0.5903
2025-05-14 21:02:47 - Epoch 33, val mf1: 0.5348, val ACC1: 0.5476, val ACC0: 0.6338, val Gmean: 0.5891 (best 0.5348)
2025-05-14 21:02:47 - Epoch 34 伪标签: 正样本: 10298 (33.1%), 负样本: 20852 (66.9%)
2025-05-14 21:02:47 - Epoch 34, 测试集 AUC: 0.5763, PRE: 0.2190, REC: 0.6626, MF1: 0.4785, ACC1: 0.6626, ACC0: 0.4907, Gmean: 0.5702
2025-05-14 21:02:47 - Epoch 34, val mf1: 0.4759, val ACC1: 0.6705, val ACC0: 0.4834, val Gmean: 0.5693 (best 0.5348)
2025-05-14 21:02:47 - Epoch 35 伪标签: 正样本: 14883 (47.8%), 负样本: 16267 (52.2%)
2025-05-14 21:02:48 - Epoch 35, 测试集 AUC: 0.5423, PRE: 0.1965, REC: 0.7165, MF1: 0.4119, ACC1: 0.7165, ACC0: 0.3684, Gmean: 0.5138
2025-05-14 21:02:48 - Epoch 35, val mf1: 0.4077, val ACC1: 0.7301, val ACC0: 0.3577, val Gmean: 0.5110 (best 0.5348)
2025-05-14 21:02:48 - Epoch 36 伪标签: 正样本: 18072 (58.0%), 负样本: 13078 (42.0%)
2025-05-14 21:02:49 - Epoch 36, 测试集 AUC: 0.5371, PRE: 0.1935, REC: 0.7373, MF1: 0.3954, ACC1: 0.7373, ACC0: 0.3376, Gmean: 0.4989
2025-05-14 21:02:49 - Epoch 36, val mf1: 0.3951, val ACC1: 0.7512, val ACC0: 0.3329, val Gmean: 0.5000 (best 0.5348)
2025-05-14 21:02:49 - Epoch 37 伪标签: 正样本: 19253 (61.8%), 负样本: 11897 (38.2%)
2025-05-14 21:02:49 - Epoch 37, 测试集 AUC: 0.5334, PRE: 0.1910, REC: 0.7690, MF1: 0.3741, ACC1: 0.7690, ACC0: 0.2980, Gmean: 0.4788
2025-05-14 21:02:49 - Epoch 37, val mf1: 0.3762, val ACC1: 0.7762, val ACC0: 0.2989, val Gmean: 0.4816 (best 0.5348)
2025-05-14 21:02:49 - Epoch 38 伪标签: 正样本: 20261 (65.0%), 负样本: 10889 (35.0%)
2025-05-14 21:02:50 - Epoch 38, 测试集 AUC: 0.5303, PRE: 0.1892, REC: 0.7889, MF1: 0.3587, ACC1: 0.7889, ACC0: 0.2714, Gmean: 0.4627
2025-05-14 21:02:50 - Epoch 38, val mf1: 0.3629, val ACC1: 0.7992, val ACC0: 0.2742, val Gmean: 0.4682 (best 0.5348)
2025-05-14 21:02:50 - Epoch 39 伪标签: 正样本: 21251 (68.2%), 负样本: 9899 (31.8%)
2025-05-14 21:02:51 - Epoch 39, 测试集 AUC: 0.5258, PRE: 0.1872, REC: 0.7974, MF1: 0.3471, ACC1: 0.7974, ACC0: 0.2536, Gmean: 0.4497
2025-05-14 21:02:51 - Epoch 39, val mf1: 0.3522, val ACC1: 0.8088, val ACC0: 0.2575, val Gmean: 0.4563 (best 0.5348)
2025-05-14 21:02:51 - Epoch 40 伪标签: 正样本: 21809 (70.0%), 负样本: 9341 (30.0%)
2025-05-14 21:02:51 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.7184, LPL损失: 0.0010, 聚类损失: 285284.0625, 总损失: 0.0000
2025-05-14 21:02:51 - Epoch 40, 测试集 AUC: 0.5264, PRE: 0.1871, REC: 0.8183, MF1: 0.3361, ACC1: 0.8183, ACC0: 0.2340, Gmean: 0.4376
2025-05-14 21:02:51 - Epoch 40, val mf1: 0.3406, val ACC1: 0.8232, val ACC0: 0.2386, val Gmean: 0.4432 (best 0.5348)
2025-05-14 21:02:51 - Epoch 41 伪标签: 正样本: 22395 (71.9%), 负样本: 8755 (28.1%)
2025-05-14 21:02:52 - Epoch 41, 测试集 AUC: 0.5280, PRE: 0.1876, REC: 0.8405, MF1: 0.3259, ACC1: 0.8405, ACC0: 0.2156, Gmean: 0.4257
2025-05-14 21:02:52 - Epoch 41, val mf1: 0.3279, val ACC1: 0.8396, val ACC0: 0.2183, val Gmean: 0.4281 (best 0.5348)
2025-05-14 21:02:52 - Epoch 42 伪标签: 正样本: 23164 (74.4%), 负样本: 7986 (25.6%)
2025-05-14 21:02:53 - Epoch 42, 测试集 AUC: 0.5240, PRE: 0.1861, REC: 0.8457, MF1: 0.3165, ACC1: 0.8457, ACC0: 0.2027, Gmean: 0.4140
2025-05-14 21:02:53 - Epoch 42, val mf1: 0.3177, val ACC1: 0.8473, val ACC0: 0.2038, val Gmean: 0.4155 (best 0.5348)
2025-05-14 21:02:53 - Epoch 43 伪标签: 正样本: 23721 (76.2%), 负样本: 7429 (23.8%)
2025-05-14 21:02:53 - Epoch 43, 测试集 AUC: 0.5211, PRE: 0.1849, REC: 0.8504, MF1: 0.3086, ACC1: 0.8504, ACC0: 0.1919, Gmean: 0.4039
2025-05-14 21:02:53 - Epoch 43, val mf1: 0.3097, val ACC1: 0.8540, val ACC0: 0.1924, val Gmean: 0.4054 (best 0.5348)
2025-05-14 21:02:53 - Epoch 44 伪标签: 正样本: 24141 (77.5%), 负样本: 7009 (22.5%)
2025-05-14 21:02:54 - Epoch 44, 测试集 AUC: 0.5246, PRE: 0.1866, REC: 0.8102, MF1: 0.3382, ACC1: 0.8102, ACC0: 0.2387, Gmean: 0.4398
2025-05-14 21:02:54 - Epoch 44, val mf1: 0.3428, val ACC1: 0.8213, val ACC0: 0.2419, val Gmean: 0.4458 (best 0.5348)
2025-05-14 21:02:54 - Epoch 45 伪标签: 正样本: 22212 (71.3%), 负样本: 8938 (28.7%)
2025-05-14 21:02:55 - Epoch 45, 测试集 AUC: 0.5311, PRE: 0.1898, REC: 0.7842, MF1: 0.3629, ACC1: 0.7842, ACC0: 0.2784, Gmean: 0.4672
2025-05-14 21:02:55 - Epoch 45, val mf1: 0.3669, val ACC1: 0.7935, val ACC0: 0.2813, val Gmean: 0.4724 (best 0.5348)
2025-05-14 21:02:55 - Epoch 46 伪标签: 正样本: 20908 (67.1%), 负样本: 10242 (32.9%)
2025-05-14 21:02:55 - Epoch 46, 测试集 AUC: 0.5381, PRE: 0.1938, REC: 0.7388, MF1: 0.3959, ACC1: 0.7388, ACC0: 0.3378, Gmean: 0.4996
2025-05-14 21:02:55 - Epoch 46, val mf1: 0.3951, val ACC1: 0.7512, val ACC0: 0.3329, val Gmean: 0.5000 (best 0.5348)
2025-05-14 21:02:55 - Epoch 47 伪标签: 正样本: 19233 (61.7%), 负样本: 11917 (38.3%)
2025-05-14 21:02:56 - Epoch 47, 测试集 AUC: 0.5458, PRE: 0.1985, REC: 0.7089, MF1: 0.4201, ACC1: 0.7089, ACC0: 0.3832, Gmean: 0.5212
2025-05-14 21:02:56 - Epoch 47, val mf1: 0.4162, val ACC1: 0.7224, val ACC0: 0.3728, val Gmean: 0.5190 (best 0.5348)
2025-05-14 21:02:56 - Epoch 48 伪标签: 正样本: 17530 (56.3%), 负样本: 13620 (43.7%)
2025-05-14 21:02:57 - Epoch 48, 测试集 AUC: 0.5883, PRE: 0.2288, REC: 0.6422, MF1: 0.4999, ACC1: 0.6422, ACC0: 0.5335, Gmean: 0.5853
2025-05-14 21:02:57 - Epoch 48, val mf1: 0.4961, val ACC1: 0.6494, val ACC0: 0.5242, val Gmean: 0.5835 (best 0.5348)
2025-05-14 21:02:57 - Epoch 49 伪标签: 正样本: 13879 (44.6%), 负样本: 17271 (55.4%)
2025-05-14 21:02:57 - Epoch 49, 测试集 AUC: 0.6033, PRE: 0.2555, REC: 0.5490, MF1: 0.5482, ACC1: 0.5490, ACC0: 0.6551, Gmean: 0.5997
2025-05-14 21:02:57 - 更新最佳测试结果 (Epoch 49): AUC 0.6033, PRE 0.2555, REC 0.5490, MF1 0.5482, ACC1 0.5490, ACC0 0.6551, Gmean 0.5997
2025-05-14 21:02:57 - Epoch 49, val mf1: 0.5398, val ACC1: 0.5610, val ACC0: 0.6355, val Gmean: 0.5971 (best 0.5398)
2025-05-14 21:02:57 - Epoch 50 伪标签: 正样本: 4429 (14.2%), 负样本: 26721 (85.8%)
2025-05-14 21:02:58 - Epoch 50, 有标签损失: 292.4612, 一致性损失: 0.0000, 伪标签损失: 1.2961, LPL损失: 369.2325, 聚类损失: 67997.4297, 总损失: 292.4612
2025-05-14 21:02:58 - Epoch 50, 测试集 AUC: 0.5887, PRE: 0.2318, REC: 0.6171, MF1: 0.5091, ACC1: 0.6171, ACC0: 0.5592, Gmean: 0.5874
2025-05-14 21:02:58 - Epoch 50, val mf1: 0.5057, val ACC1: 0.6292, val ACC0: 0.5483, val Gmean: 0.5873 (best 0.5398)
2025-05-14 21:02:58 - Epoch 51 伪标签: 正样本: 5052 (16.2%), 负样本: 26098 (83.8%)
2025-05-14 21:02:59 - Epoch 51, 测试集 AUC: 0.5668, PRE: 0.2120, REC: 0.6791, MF1: 0.4605, ACC1: 0.6791, ACC0: 0.4559, Gmean: 0.5565
2025-05-14 21:02:59 - Epoch 51, val mf1: 0.4574, val ACC1: 0.6955, val ACC0: 0.4449, val Gmean: 0.5563 (best 0.5398)
2025-05-14 21:02:59 - Epoch 52 伪标签: 正样本: 5348 (17.2%), 负样本: 25802 (82.8%)
2025-05-14 21:02:59 - Epoch 52, 测试集 AUC: 0.5461, PRE: 0.1987, REC: 0.7080, MF1: 0.4209, ACC1: 0.7080, ACC0: 0.3847, Gmean: 0.5219
2025-05-14 21:02:59 - Epoch 52, val mf1: 0.4181, val ACC1: 0.7214, val ACC0: 0.3759, val Gmean: 0.5208 (best 0.5398)
2025-05-14 21:02:59 - Epoch 53 伪标签: 正样本: 5535 (17.8%), 负样本: 25615 (82.2%)
2025-05-14 21:03:00 - Epoch 53, 测试集 AUC: 0.5411, PRE: 0.1955, REC: 0.7241, MF1: 0.4063, ACC1: 0.7241, ACC0: 0.3577, Gmean: 0.5089
2025-05-14 21:03:00 - Epoch 53, val mf1: 0.4045, val ACC1: 0.7397, val ACC0: 0.3500, val Gmean: 0.5088 (best 0.5398)
2025-05-14 21:03:00 - Epoch 54 伪标签: 正样本: 5667 (18.2%), 负样本: 25483 (81.8%)
2025-05-14 21:03:01 - Epoch 54, 测试集 AUC: 0.5378, PRE: 0.1938, REC: 0.7307, MF1: 0.3991, ACC1: 0.7307, ACC0: 0.3451, Gmean: 0.5021
2025-05-14 21:03:01 - Epoch 54, val mf1: 0.3996, val ACC1: 0.7435, val ACC0: 0.3418, val Gmean: 0.5041 (best 0.5398)
2025-05-14 21:03:01 - Epoch 55 伪标签: 正样本: 4 (0.0%), 负样本: 31146 (100.0%)
2025-05-14 21:03:01 - Epoch 55, 测试集 AUC: 0.5372, PRE: 0.1933, REC: 0.7397, MF1: 0.3939, ACC1: 0.7397, ACC0: 0.3347, Gmean: 0.4975
2025-05-14 21:03:01 - Epoch 55, val mf1: 0.3940, val ACC1: 0.7522, val ACC0: 0.3310, val Gmean: 0.4990 (best 0.5398)
2025-05-14 21:03:01 - Epoch 56 伪标签: 正样本: 5810 (18.7%), 负样本: 25340 (81.3%)
2025-05-14 21:03:02 - Epoch 56, 测试集 AUC: 0.5350, PRE: 0.1923, REC: 0.7539, MF1: 0.3850, ACC1: 0.7539, ACC0: 0.3176, Gmean: 0.4893
2025-05-14 21:03:02 - Epoch 56, val mf1: 0.3858, val ACC1: 0.7608, val ACC0: 0.3167, val Gmean: 0.4909 (best 0.5398)
2025-05-14 21:03:02 - Epoch 57 伪标签: 正样本: 5856 (18.8%), 负样本: 25294 (81.2%)
2025-05-14 21:03:03 - Epoch 57, 测试集 AUC: 0.5353, PRE: 0.1919, REC: 0.7653, MF1: 0.3787, ACC1: 0.7653, ACC0: 0.3055, Gmean: 0.4835
2025-05-14 21:03:03 - Epoch 57, val mf1: 0.3799, val ACC1: 0.7695, val ACC0: 0.3059, val Gmean: 0.4852 (best 0.5398)
2025-05-14 21:03:03 - Epoch 58 伪标签: 正样本: 5896 (18.9%), 负样本: 25254 (81.1%)
2025-05-14 21:03:03 - Epoch 58, 测试集 AUC: 0.5330, PRE: 0.1908, REC: 0.7719, MF1: 0.3721, ACC1: 0.7719, ACC0: 0.2944, Gmean: 0.4767
2025-05-14 21:03:03 - Epoch 58, val mf1: 0.3749, val ACC1: 0.7858, val ACC0: 0.2943, val Gmean: 0.4809 (best 0.5398)
2025-05-14 21:03:03 - Epoch 59 伪标签: 正样本: 5928 (19.0%), 负样本: 25222 (81.0%)
2025-05-14 21:03:04 - Epoch 59, 测试集 AUC: 0.5316, PRE: 0.1901, REC: 0.7795, MF1: 0.3661, ACC1: 0.7795, ACC0: 0.2841, Gmean: 0.4706
2025-05-14 21:03:04 - Epoch 59, val mf1: 0.3692, val ACC1: 0.7925, val ACC0: 0.2846, val Gmean: 0.4749 (best 0.5398)
2025-05-14 21:03:04 - Epoch 60 伪标签: 正样本: 5959 (19.1%), 负样本: 25191 (80.9%)
2025-05-14 21:03:04 - Epoch 60, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 3.4407, LPL损失: 2896.3989, 聚类损失: 67143.2266, 总损失: 0.0000
2025-05-14 21:03:05 - Epoch 60, 测试集 AUC: 0.5301, PRE: 0.1894, REC: 0.7851, MF1: 0.3611, ACC1: 0.7851, ACC0: 0.2757, Gmean: 0.4653
2025-05-14 21:03:05 - Epoch 60, val mf1: 0.3659, val ACC1: 0.7954, val ACC0: 0.2794, val Gmean: 0.4714 (best 0.5398)
2025-05-14 21:03:05 - Epoch 61 伪标签: 正样本: 5988 (19.2%), 负样本: 25162 (80.8%)
2025-05-14 21:03:05 - Epoch 61, 测试集 AUC: 0.5292, PRE: 0.1889, REC: 0.7875, MF1: 0.3582, ACC1: 0.7875, ACC0: 0.2711, Gmean: 0.4621
2025-05-14 21:03:05 - Epoch 61, val mf1: 0.3632, val ACC1: 0.7963, val ACC0: 0.2755, val Gmean: 0.4684 (best 0.5398)
2025-05-14 21:03:05 - Epoch 62 伪标签: 正样本: 6016 (19.3%), 负样本: 25134 (80.7%)
2025-05-14 21:03:06 - Epoch 62, 测试集 AUC: 0.5293, PRE: 0.1889, REC: 0.7913, MF1: 0.3563, ACC1: 0.7913, ACC0: 0.2675, Gmean: 0.4601
2025-05-14 21:03:06 - Epoch 62, val mf1: 0.3600, val ACC1: 0.8002, val ACC0: 0.2701, val Gmean: 0.4649 (best 0.5398)
2025-05-14 21:03:06 - Epoch 63 伪标签: 正样本: 6046 (19.4%), 负样本: 25104 (80.6%)
2025-05-14 21:03:06 - Epoch 63, 测试集 AUC: 0.5279, PRE: 0.1883, REC: 0.7922, MF1: 0.3538, ACC1: 0.7922, ACC0: 0.2640, Gmean: 0.4573
2025-05-14 21:03:06 - Epoch 63, val mf1: 0.3571, val ACC1: 0.8021, val ACC0: 0.2657, val Gmean: 0.4617 (best 0.5398)
2025-05-14 21:03:07 - Epoch 64 伪标签: 正样本: 9 (0.0%), 负样本: 31141 (100.0%)
2025-05-14 21:03:07 - Epoch 64, 测试集 AUC: 0.5267, PRE: 0.1877, REC: 0.7932, MF1: 0.3511, ACC1: 0.7932, ACC0: 0.2600, Gmean: 0.4541
2025-05-14 21:03:07 - Epoch 64, val mf1: 0.3554, val ACC1: 0.8050, val ACC0: 0.2626, val Gmean: 0.4598 (best 0.5398)
2025-05-14 21:03:07 - Epoch 65 伪标签: 正样本: 6119 (19.6%), 负样本: 25031 (80.4%)
2025-05-14 21:03:08 - Epoch 65, 测试集 AUC: 0.5261, PRE: 0.1875, REC: 0.7965, MF1: 0.3487, ACC1: 0.7965, ACC0: 0.2560, Gmean: 0.4516
2025-05-14 21:03:08 - Epoch 65, val mf1: 0.3536, val ACC1: 0.8079, val ACC0: 0.2595, val Gmean: 0.4579 (best 0.5398)
2025-05-14 21:03:08 - Epoch 66 伪标签: 正样本: 6171 (19.8%), 负样本: 24979 (80.2%)
2025-05-14 21:03:08 - Epoch 66, 测试集 AUC: 0.5264, PRE: 0.1875, REC: 0.7998, MF1: 0.3470, ACC1: 0.7998, ACC0: 0.2529, Gmean: 0.4497
2025-05-14 21:03:08 - Epoch 66, val mf1: 0.3516, val ACC1: 0.8088, val ACC0: 0.2566, val Gmean: 0.4556 (best 0.5398)
2025-05-14 21:03:09 - Epoch 67 伪标签: 正样本: 11 (0.0%), 负样本: 31139 (100.0%)
2025-05-14 21:03:09 - Epoch 67, 测试集 AUC: 0.5252, PRE: 0.1869, REC: 0.8008, MF1: 0.3442, ACC1: 0.8008, ACC0: 0.2490, Gmean: 0.4465
2025-05-14 21:03:09 - Epoch 67, val mf1: 0.3485, val ACC1: 0.8108, val ACC0: 0.2521, val Gmean: 0.4521 (best 0.5398)
2025-05-14 21:03:09 - Epoch 68 伪标签: 正样本: 6282 (20.2%), 负样本: 24868 (79.8%)
2025-05-14 21:03:10 - Epoch 68, 测试集 AUC: 0.5255, PRE: 0.1871, REC: 0.8045, MF1: 0.3432, ACC1: 0.8045, ACC0: 0.2467, Gmean: 0.4455
2025-05-14 21:03:10 - Epoch 68, val mf1: 0.3472, val ACC1: 0.8136, val ACC0: 0.2496, val Gmean: 0.4506 (best 0.5398)
2025-05-14 21:03:10 - Epoch 69 伪标签: 正样本: 6334 (20.3%), 负样本: 24816 (79.7%)
2025-05-14 21:03:10 - Epoch 69, 测试集 AUC: 0.5250, PRE: 0.1868, REC: 0.8064, MF1: 0.3411, ACC1: 0.8064, ACC0: 0.2435, Gmean: 0.4431
2025-05-14 21:03:10 - Epoch 69, val mf1: 0.3457, val ACC1: 0.8156, val ACC0: 0.2471, val Gmean: 0.4489 (best 0.5398)
2025-05-14 21:03:11 - Epoch 70 伪标签: 正样本: 11 (0.0%), 负样本: 31139 (100.0%)
2025-05-14 21:03:11 - Epoch 70, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 2.3053, LPL损失: 6927.7861, 聚类损失: 82249.6484, 总损失: 0.0000
2025-05-14 21:03:11 - Epoch 70, 测试集 AUC: 0.5244, PRE: 0.1866, REC: 0.8079, MF1: 0.3395, ACC1: 0.8079, ACC0: 0.2410, Gmean: 0.4413
2025-05-14 21:03:11 - Epoch 70, val mf1: 0.3451, val ACC1: 0.8175, val ACC0: 0.2459, val Gmean: 0.4483 (best 0.5398)
2025-05-14 21:03:11 - Epoch 71 伪标签: 正样本: 6422 (20.6%), 负样本: 24728 (79.4%)
2025-05-14 21:03:12 - Epoch 71, 测试集 AUC: 0.5241, PRE: 0.1864, REC: 0.8097, MF1: 0.3376, ACC1: 0.8097, ACC0: 0.2381, Gmean: 0.4391
2025-05-14 21:03:12 - Epoch 71, val mf1: 0.3433, val ACC1: 0.8194, val ACC0: 0.2430, val Gmean: 0.4462 (best 0.5398)
2025-05-14 21:03:12 - Epoch 72 伪标签: 正样本: 6472 (20.8%), 负样本: 24678 (79.2%)
2025-05-14 21:03:12 - Epoch 72, 测试集 AUC: 0.5244, PRE: 0.1865, REC: 0.8116, MF1: 0.3370, ACC1: 0.8116, ACC0: 0.2368, Gmean: 0.4384
2025-05-14 21:03:12 - Epoch 72, val mf1: 0.3427, val ACC1: 0.8223, val ACC0: 0.2415, val Gmean: 0.4456 (best 0.5398)
2025-05-14 21:03:13 - Epoch 73 伪标签: 正样本: 6522 (20.9%), 负样本: 24628 (79.1%)
2025-05-14 21:03:13 - Epoch 73, 测试集 AUC: 0.5254, PRE: 0.1869, REC: 0.8154, MF1: 0.3366, ACC1: 0.8154, ACC0: 0.2353, Gmean: 0.4380
2025-05-14 21:03:13 - Epoch 73, val mf1: 0.3418, val ACC1: 0.8242, val ACC0: 0.2399, val Gmean: 0.4446 (best 0.5398)
2025-05-14 21:03:13 - Epoch 74 伪标签: 正样本: 6556 (21.0%), 负样本: 24594 (79.0%)
2025-05-14 21:03:14 - Epoch 74, 测试集 AUC: 0.5261, PRE: 0.1870, REC: 0.8178, MF1: 0.3359, ACC1: 0.8178, ACC0: 0.2339, Gmean: 0.4373
2025-05-14 21:03:14 - Epoch 74, val mf1: 0.3408, val ACC1: 0.8242, val ACC0: 0.2386, val Gmean: 0.4435 (best 0.5398)
2025-05-14 21:03:14 - Epoch 75 伪标签: 正样本: 6599 (21.2%), 负样本: 24551 (78.8%)
2025-05-14 21:03:14 - Epoch 75, 测试集 AUC: 0.5266, PRE: 0.1872, REC: 0.8202, MF1: 0.3352, ACC1: 0.8202, ACC0: 0.2324, Gmean: 0.4365
2025-05-14 21:03:14 - Epoch 75, val mf1: 0.3391, val ACC1: 0.8242, val ACC0: 0.2363, val Gmean: 0.4413 (best 0.5398)
2025-05-14 21:03:15 - Epoch 76 伪标签: 正样本: 6643 (21.3%), 负样本: 24507 (78.7%)
2025-05-14 21:03:15 - Epoch 76, 测试集 AUC: 0.5295, PRE: 0.1885, REC: 0.8287, MF1: 0.3359, ACC1: 0.8287, ACC0: 0.2312, Gmean: 0.4377
2025-05-14 21:03:15 - Epoch 76, val mf1: 0.3388, val ACC1: 0.8261, val ACC0: 0.2355, val Gmean: 0.4411 (best 0.5398)
2025-05-14 21:03:15 - Epoch 77 伪标签: 正样本: 12 (0.0%), 负样本: 31138 (100.0%)
2025-05-14 21:03:16 - Epoch 77, 测试集 AUC: 0.5310, PRE: 0.1888, REC: 0.8310, MF1: 0.3359, ACC1: 0.8310, ACC0: 0.2306, Gmean: 0.4378
2025-05-14 21:03:16 - Epoch 77, val mf1: 0.3377, val ACC1: 0.8280, val ACC0: 0.2336, val Gmean: 0.4398 (best 0.5398)
2025-05-14 21:03:16 - Epoch 78 伪标签: 正样本: 6708 (21.5%), 负样本: 24442 (78.5%)
2025-05-14 21:03:16 - Epoch 78, 测试集 AUC: 0.5312, PRE: 0.1890, REC: 0.8329, MF1: 0.3354, ACC1: 0.8329, ACC0: 0.2296, Gmean: 0.4373
2025-05-14 21:03:16 - Epoch 78, val mf1: 0.3369, val ACC1: 0.8300, val ACC0: 0.2322, val Gmean: 0.4390 (best 0.5398)
2025-05-14 21:03:17 - Epoch 79 伪标签: 正样本: 6732 (21.6%), 负样本: 24418 (78.4%)
2025-05-14 21:03:17 - Epoch 79, 测试集 AUC: 0.5317, PRE: 0.1890, REC: 0.8339, MF1: 0.3349, ACC1: 0.8339, ACC0: 0.2287, Gmean: 0.4367
2025-05-14 21:03:17 - Epoch 79, val mf1: 0.3366, val ACC1: 0.8300, val ACC0: 0.2318, val Gmean: 0.4386 (best 0.5398)
2025-05-14 21:03:17 - Epoch 80 伪标签: 正样本: 6754 (21.7%), 负样本: 24396 (78.3%)
2025-05-14 21:03:18 - Epoch 80, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.4639, LPL损失: 4416.4434, 聚类损失: 66417.4375, 总损失: 0.0000
2025-05-14 21:03:18 - Epoch 80, 测试集 AUC: 0.5314, PRE: 0.1891, REC: 0.8363, MF1: 0.3342, ACC1: 0.8363, ACC0: 0.2272, Gmean: 0.4358
2025-05-14 21:03:18 - Epoch 80, val mf1: 0.3350, val ACC1: 0.8309, val ACC0: 0.2295, val Gmean: 0.4367 (best 0.5398)
2025-05-14 21:03:18 - Epoch 81 伪标签: 正样本: 6777 (21.8%), 负样本: 24373 (78.2%)
2025-05-14 21:03:18 - Epoch 81, 测试集 AUC: 0.5313, PRE: 0.1888, REC: 0.8367, MF1: 0.3329, ACC1: 0.8367, ACC0: 0.2254, Gmean: 0.4343
2025-05-14 21:03:18 - Epoch 81, val mf1: 0.3338, val ACC1: 0.8319, val ACC0: 0.2276, val Gmean: 0.4352 (best 0.5398)
2025-05-14 21:03:18 - Epoch 82 伪标签: 正样本: 6798 (21.8%), 负样本: 24352 (78.2%)
2025-05-14 21:03:19 - Epoch 82, 测试集 AUC: 0.5308, PRE: 0.1887, REC: 0.8367, MF1: 0.3323, ACC1: 0.8367, ACC0: 0.2247, Gmean: 0.4336
2025-05-14 21:03:19 - Epoch 82, val mf1: 0.3328, val ACC1: 0.8329, val ACC0: 0.2262, val Gmean: 0.4340 (best 0.5398)
2025-05-14 21:03:19 - Epoch 83 伪标签: 正样本: 6817 (21.9%), 负样本: 24333 (78.1%)
2025-05-14 21:03:20 - Epoch 83, 测试集 AUC: 0.5310, PRE: 0.1887, REC: 0.8381, MF1: 0.3316, ACC1: 0.8381, ACC0: 0.2235, Gmean: 0.4328
2025-05-14 21:03:20 - Epoch 83, val mf1: 0.3320, val ACC1: 0.8338, val ACC0: 0.2249, val Gmean: 0.4331 (best 0.5398)
2025-05-14 21:03:20 - Epoch 84 伪标签: 正样本: 6833 (21.9%), 负样本: 24317 (78.1%)
2025-05-14 21:03:20 - Epoch 84, 测试集 AUC: 0.5305, PRE: 0.1886, REC: 0.8381, MF1: 0.3311, ACC1: 0.8381, ACC0: 0.2228, Gmean: 0.4321
2025-05-14 21:03:20 - Epoch 84, val mf1: 0.3312, val ACC1: 0.8348, val ACC0: 0.2237, val Gmean: 0.4321 (best 0.5398)
2025-05-14 21:03:20 - Epoch 85 伪标签: 正样本: 6843 (22.0%), 负样本: 24307 (78.0%)
2025-05-14 21:03:21 - Epoch 85, 测试集 AUC: 0.5303, PRE: 0.1885, REC: 0.8381, MF1: 0.3309, ACC1: 0.8381, ACC0: 0.2226, Gmean: 0.4319
2025-05-14 21:03:21 - Epoch 85, val mf1: 0.3309, val ACC1: 0.8348, val ACC0: 0.2233, val Gmean: 0.4317 (best 0.5398)
2025-05-14 21:03:21 - Epoch 86 伪标签: 正样本: 6853 (22.0%), 负样本: 24297 (78.0%)
2025-05-14 21:03:22 - Epoch 86, 测试集 AUC: 0.5301, PRE: 0.1885, REC: 0.8381, MF1: 0.3306, ACC1: 0.8381, ACC0: 0.2222, Gmean: 0.4315
2025-05-14 21:03:22 - Epoch 86, val mf1: 0.3304, val ACC1: 0.8348, val ACC0: 0.2227, val Gmean: 0.4311 (best 0.5398)
2025-05-14 21:03:22 - Epoch 87 伪标签: 正样本: 6862 (22.0%), 负样本: 24288 (78.0%)
2025-05-14 21:03:22 - Epoch 87, 测试集 AUC: 0.5302, PRE: 0.1885, REC: 0.8386, MF1: 0.3303, ACC1: 0.8386, ACC0: 0.2216, Gmean: 0.4311
2025-05-14 21:03:22 - Epoch 87, val mf1: 0.3301, val ACC1: 0.8348, val ACC0: 0.2222, val Gmean: 0.4307 (best 0.5398)
2025-05-14 21:03:22 - Epoch 88 伪标签: 正样本: 6877 (22.1%), 负样本: 24273 (77.9%)
2025-05-14 21:03:23 - Epoch 88, 测试集 AUC: 0.5299, PRE: 0.1884, REC: 0.8386, MF1: 0.3301, ACC1: 0.8386, ACC0: 0.2214, Gmean: 0.4309
2025-05-14 21:03:23 - Epoch 88, val mf1: 0.3298, val ACC1: 0.8348, val ACC0: 0.2218, val Gmean: 0.4303 (best 0.5398)
2025-05-14 21:03:23 - Epoch 89 伪标签: 正样本: 14 (0.0%), 负样本: 31136 (100.0%)
2025-05-14 21:03:24 - Epoch 89, 测试集 AUC: 0.5298, PRE: 0.1883, REC: 0.8386, MF1: 0.3296, ACC1: 0.8386, ACC0: 0.2208, Gmean: 0.4303
2025-05-14 21:03:24 - Epoch 89, val mf1: 0.3296, val ACC1: 0.8348, val ACC0: 0.2216, val Gmean: 0.4301 (best 0.5398)
2025-05-14 21:03:24 - Epoch 90 伪标签: 正样本: 15 (0.0%), 负样本: 31135 (100.0%)
2025-05-14 21:03:24 - Epoch 90, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 3.5911, LPL损失: 7883.4785, 聚类损失: 81762.8516, 总损失: 0.0000
2025-05-14 21:03:24 - Epoch 90, 测试集 AUC: 0.5297, PRE: 0.1882, REC: 0.8386, MF1: 0.3293, ACC1: 0.8386, ACC0: 0.2204, Gmean: 0.4299
2025-05-14 21:03:24 - Epoch 90, val mf1: 0.3294, val ACC1: 0.8348, val ACC0: 0.2214, val Gmean: 0.4299 (best 0.5398)
2025-05-14 21:03:24 - Epoch 91 伪标签: 正样本: 6912 (22.2%), 负样本: 24238 (77.8%)
2025-05-14 21:03:25 - Epoch 91, 测试集 AUC: 0.5295, PRE: 0.1881, REC: 0.8391, MF1: 0.3288, ACC1: 0.8391, ACC0: 0.2196, Gmean: 0.4293
2025-05-14 21:03:25 - Epoch 91, val mf1: 0.3294, val ACC1: 0.8357, val ACC0: 0.2212, val Gmean: 0.4300 (best 0.5398)
2025-05-14 21:03:25 - Epoch 92 伪标签: 正样本: 6924 (22.2%), 负样本: 24226 (77.8%)
2025-05-14 21:03:26 - Epoch 92, 测试集 AUC: 0.5295, PRE: 0.1882, REC: 0.8396, MF1: 0.3287, ACC1: 0.8396, ACC0: 0.2194, Gmean: 0.4292
2025-05-14 21:03:26 - Epoch 92, val mf1: 0.3295, val ACC1: 0.8367, val ACC0: 0.2210, val Gmean: 0.4300 (best 0.5398)
2025-05-14 21:03:26 - Epoch 93 伪标签: 正样本: 6930 (22.2%), 负样本: 24220 (77.8%)
2025-05-14 21:03:26 - Epoch 93, 测试集 AUC: 0.5294, PRE: 0.1882, REC: 0.8400, MF1: 0.3285, ACC1: 0.8400, ACC0: 0.2190, Gmean: 0.4289
2025-05-14 21:03:26 - Epoch 93, val mf1: 0.3293, val ACC1: 0.8367, val ACC0: 0.2208, val Gmean: 0.4298 (best 0.5398)
2025-05-14 21:03:26 - Epoch 94 伪标签: 正样本: 15 (0.0%), 负样本: 31135 (100.0%)
2025-05-14 21:03:27 - Epoch 94, 测试集 AUC: 0.5294, PRE: 0.1881, REC: 0.8400, MF1: 0.3282, ACC1: 0.8400, ACC0: 0.2187, Gmean: 0.4286
2025-05-14 21:03:27 - Epoch 94, val mf1: 0.3291, val ACC1: 0.8367, val ACC0: 0.2206, val Gmean: 0.4296 (best 0.5398)
2025-05-14 21:03:27 - Epoch 95 伪标签: 正样本: 6939 (22.3%), 负样本: 24211 (77.7%)
2025-05-14 21:03:28 - Epoch 95, 测试集 AUC: 0.5292, PRE: 0.1880, REC: 0.8400, MF1: 0.3279, ACC1: 0.8400, ACC0: 0.2183, Gmean: 0.4282
2025-05-14 21:03:28 - Epoch 95, val mf1: 0.3283, val ACC1: 0.8367, val ACC0: 0.2196, val Gmean: 0.4286 (best 0.5398)
2025-05-14 21:03:28 - Epoch 96 伪标签: 正样本: 6944 (22.3%), 负样本: 24206 (77.7%)
2025-05-14 21:03:28 - Epoch 96, 测试集 AUC: 0.5289, PRE: 0.1880, REC: 0.8400, MF1: 0.3277, ACC1: 0.8400, ACC0: 0.2181, Gmean: 0.4280
2025-05-14 21:03:28 - Epoch 96, val mf1: 0.3282, val ACC1: 0.8367, val ACC0: 0.2193, val Gmean: 0.4284 (best 0.5398)
2025-05-14 21:03:28 - Epoch 97 伪标签: 正样本: 6950 (22.3%), 负样本: 24200 (77.7%)
2025-05-14 21:03:29 - Epoch 97, 测试集 AUC: 0.5289, PRE: 0.1880, REC: 0.8400, MF1: 0.3277, ACC1: 0.8400, ACC0: 0.2180, Gmean: 0.4279
2025-05-14 21:03:29 - Epoch 97, val mf1: 0.3277, val ACC1: 0.8367, val ACC0: 0.2187, val Gmean: 0.4278 (best 0.5398)
2025-05-14 21:03:29 - Epoch 98 伪标签: 正样本: 6961 (22.3%), 负样本: 24189 (77.7%)
2025-05-14 21:03:30 - Epoch 98, 测试集 AUC: 0.5288, PRE: 0.1880, REC: 0.8400, MF1: 0.3275, ACC1: 0.8400, ACC0: 0.2178, Gmean: 0.4277
2025-05-14 21:03:30 - Epoch 98, val mf1: 0.3277, val ACC1: 0.8367, val ACC0: 0.2187, val Gmean: 0.4278 (best 0.5398)
2025-05-14 21:03:30 - Epoch 99 伪标签: 正样本: 6964 (22.4%), 负样本: 24186 (77.6%)
2025-05-14 21:03:30 - Epoch 99, 测试集 AUC: 0.5288, PRE: 0.1879, REC: 0.8400, MF1: 0.3272, ACC1: 0.8400, ACC0: 0.2175, Gmean: 0.4274
2025-05-14 21:03:30 - Epoch 99, val mf1: 0.3277, val ACC1: 0.8367, val ACC0: 0.2187, val Gmean: 0.4278 (best 0.5398)
2025-05-14 21:03:30 - time cost: 66.65 s
2025-05-14 21:03:30 - 基于验证集最佳模型的测试结果: REC 54.90 PRE 25.55 MF1 54.82 AUC 60.33 ACC1 54.90 ACC0 65.51 Gmean 59.97
2025-05-14 21:03:30 - 测试集上观察到的最佳结果 (Epoch 49): AUC 60.33 PRE 25.55 REC 54.90 MF1 54.82 ACC1 54.90 ACC0 65.51 Gmean 59.97
