2025-05-08 20:52:38 - 运行开始时间: 20250508_205238
2025-05-08 20:52:38 - 日志文件: logs/train_log_amazon_seed64_20250508_205238.txt
2025-05-08 20:52:38 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:52:38 - 无标签数据数量: 3453
2025-05-08 20:52:38 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:52:39 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:52:39 - 伪标签策略：
2025-05-08 20:52:39 -   使用模型输出和聚类结果的融合
2025-05-08 20:52:39 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:52:39 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9121, LPL损失: 380.0822, 聚类损失: 101.1132, 总损失: 20.8521
2025-05-08 20:52:40 - Epoch 0, 测试集 AUC: 0.7738, PRE: 0.2656, REC: 0.5667, MF1: 0.6251, ACC1: 0.5667, ACC0: 0.8356, Gmean: 0.6881
2025-05-08 20:52:40 - 更新最佳测试结果 (Epoch 0): AUC 0.7738, PRE 0.2656, REC 0.5667, MF1 0.6251, ACC1 0.5667, ACC0 0.8356, Gmean 0.6881
2025-05-08 20:52:40 - Epoch 0, val mf1: 0.6020, val ACC1: 0.5460, val ACC0: 0.8138, val Gmean: 0.6666 (best 0.6020)
2025-05-08 20:52:40 - Epoch 1 伪标签: 正样本: 517 (15.0%), 负样本: 2936 (85.0%)
2025-05-08 20:52:40 - Epoch 1, 测试集 AUC: 0.8115, PRE: 0.3462, REC: 0.5182, MF1: 0.6682, ACC1: 0.5182, ACC0: 0.8973, Gmean: 0.6819
2025-05-08 20:52:40 - 更新最佳测试结果 (Epoch 1): AUC 0.8115, PRE 0.3462, REC 0.5182, MF1 0.6682, ACC1 0.5182, ACC0 0.8973, Gmean 0.6819
2025-05-08 20:52:40 - Epoch 1, val mf1: 0.6443, val ACC1: 0.5031, val ACC0: 0.8785, val Gmean: 0.6648 (best 0.6443)
2025-05-08 20:52:40 - Epoch 2 伪标签: 正样本: 174 (5.0%), 负样本: 3279 (95.0%)
2025-05-08 20:52:41 - Epoch 2, 测试集 AUC: 0.8058, PRE: 0.3144, REC: 0.3182, MF1: 0.6220, ACC1: 0.3182, ACC0: 0.9272, Gmean: 0.5431
2025-05-08 20:52:41 - Epoch 2, val mf1: 0.6314, val ACC1: 0.3620, val ACC0: 0.9179, val Gmean: 0.5764 (best 0.6443)
2025-05-08 20:52:41 - Epoch 3 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:52:41 - Epoch 3, 测试集 AUC: 0.7933, PRE: 0.2743, REC: 0.2818, MF1: 0.6006, ACC1: 0.2818, ACC0: 0.9218, Gmean: 0.5097
2025-05-08 20:52:41 - Epoch 3, val mf1: 0.6187, val ACC1: 0.3436, val ACC0: 0.9127, val Gmean: 0.5600 (best 0.6443)
2025-05-08 20:52:41 - Epoch 4 伪标签: 正样本: 144 (4.2%), 负样本: 3309 (95.8%)
2025-05-08 20:52:41 - Epoch 4, 测试集 AUC: 0.7797, PRE: 0.2193, REC: 0.2818, MF1: 0.5775, ACC1: 0.2818, ACC0: 0.8947, Gmean: 0.5021
2025-05-08 20:52:41 - Epoch 4, val mf1: 0.5974, val ACC1: 0.3558, val ACC0: 0.8836, val Gmean: 0.5607 (best 0.6443)
2025-05-08 20:52:42 - Epoch 5 伪标签: 正样本: 209 (6.1%), 负样本: 3244 (93.9%)
2025-05-08 20:52:42 - Epoch 5, 测试集 AUC: 0.7771, PRE: 0.2217, REC: 0.3152, MF1: 0.5821, ACC1: 0.3152, ACC0: 0.8839, Gmean: 0.5278
2025-05-08 20:52:42 - Epoch 5, val mf1: 0.5939, val ACC1: 0.3681, val ACC0: 0.8739, val Gmean: 0.5672 (best 0.6443)
2025-05-08 20:52:42 - Epoch 6 伪标签: 正样本: 313 (9.1%), 负样本: 3140 (90.9%)
2025-05-08 20:52:43 - Epoch 6, 测试集 AUC: 0.7804, PRE: 0.2405, REC: 0.3636, MF1: 0.5966, ACC1: 0.3636, ACC0: 0.8795, Gmean: 0.5655
2025-05-08 20:52:43 - Epoch 6, val mf1: 0.6052, val ACC1: 0.4110, val ACC0: 0.8694, val Gmean: 0.5978 (best 0.6443)
2025-05-08 20:52:43 - Epoch 7 伪标签: 正样本: 324 (9.4%), 负样本: 3129 (90.6%)
2025-05-08 20:52:43 - Epoch 7, 测试集 AUC: 0.7839, PRE: 0.2651, REC: 0.4394, MF1: 0.6170, ACC1: 0.4394, ACC0: 0.8721, Gmean: 0.6190
2025-05-08 20:52:43 - Epoch 7, val mf1: 0.6143, val ACC1: 0.4663, val ACC0: 0.8584, val Gmean: 0.6327 (best 0.6443)
2025-05-08 20:52:43 - Epoch 8 伪标签: 正样本: 352 (10.2%), 负样本: 3101 (89.8%)
2025-05-08 20:52:44 - Epoch 8, 测试集 AUC: 0.7848, PRE: 0.2715, REC: 0.5364, MF1: 0.6276, ACC1: 0.5364, ACC0: 0.8489, Gmean: 0.6748
2025-05-08 20:52:44 - Epoch 8, val mf1: 0.6238, val ACC1: 0.5644, val ACC0: 0.8345, val Gmean: 0.6863 (best 0.6443)
2025-05-08 20:52:44 - Epoch 9 伪标签: 正样本: 386 (11.2%), 负样本: 3067 (88.8%)
2025-05-08 20:52:44 - Epoch 9, 测试集 AUC: 0.7814, PRE: 0.2414, REC: 0.3636, MF1: 0.5972, ACC1: 0.3636, ACC0: 0.8801, Gmean: 0.5657
2025-05-08 20:52:44 - Epoch 9, val mf1: 0.6212, val ACC1: 0.4601, val ACC0: 0.8688, val Gmean: 0.6323 (best 0.6443)
2025-05-08 20:52:44 - Epoch 10 伪标签: 正样本: 426 (12.3%), 负样本: 3027 (87.7%)
2025-05-08 20:52:44 - Epoch 10, 有标签损失: 0.3011, 一致性损失: 0.1142, 伪标签损失: 0.7958, LPL损失: 513.9108, 聚类损失: 25.3458, 总损失: 22.5934
2025-05-08 20:52:44 - Epoch 10, 测试集 AUC: 0.7738, PRE: 0.2614, REC: 0.5727, MF1: 0.6222, ACC1: 0.5727, ACC0: 0.8302, Gmean: 0.6895
2025-05-08 20:52:44 - Epoch 10, val mf1: 0.6182, val ACC1: 0.6135, val ACC0: 0.8112, val Gmean: 0.7055 (best 0.6443)
2025-05-08 20:52:45 - Epoch 11 伪标签: 正样本: 542 (15.7%), 负样本: 2911 (84.3%)
2025-05-08 20:52:45 - Epoch 11, 测试集 AUC: 0.7596, PRE: 0.2443, REC: 0.5212, MF1: 0.6080, ACC1: 0.5212, ACC0: 0.8308, Gmean: 0.6580
2025-05-08 20:52:45 - Epoch 11, val mf1: 0.6115, val ACC1: 0.5828, val ACC0: 0.8132, val Gmean: 0.6884 (best 0.6443)
2025-05-08 20:52:45 - Epoch 12 伪标签: 正样本: 702 (20.3%), 负样本: 2751 (79.7%)
2025-05-08 20:52:46 - Epoch 12, 测试集 AUC: 0.7315, PRE: 0.1976, REC: 0.5000, MF1: 0.5694, ACC1: 0.5000, ACC0: 0.7869, Gmean: 0.6273
2025-05-08 20:52:46 - Epoch 12, val mf1: 0.5845, val ACC1: 0.5767, val ACC0: 0.7796, val Gmean: 0.6705 (best 0.6443)
2025-05-08 20:52:46 - Epoch 13 伪标签: 正样本: 953 (27.6%), 负样本: 2500 (72.4%)
2025-05-08 20:52:46 - Epoch 13, 测试集 AUC: 0.7224, PRE: 0.1753, REC: 0.4515, MF1: 0.5498, ACC1: 0.4515, ACC0: 0.7770, Gmean: 0.5923
2025-05-08 20:52:46 - Epoch 13, val mf1: 0.5764, val ACC1: 0.5521, val ACC0: 0.7770, val Gmean: 0.6550 (best 0.6443)
2025-05-08 20:52:46 - Epoch 14 伪标签: 正样本: 1169 (33.9%), 负样本: 2284 (66.1%)
2025-05-08 20:52:46 - Epoch 14, 测试集 AUC: 0.7458, PRE: 0.2151, REC: 0.5364, MF1: 0.5846, ACC1: 0.5364, ACC0: 0.7945, Gmean: 0.6528
2025-05-08 20:52:46 - Epoch 14, val mf1: 0.5958, val ACC1: 0.5890, val ACC0: 0.7906, val Gmean: 0.6824 (best 0.6443)
2025-05-08 20:52:47 - Epoch 15 伪标签: 正样本: 1398 (40.5%), 负样本: 2055 (59.5%)
2025-05-08 20:52:47 - Epoch 15, 测试集 AUC: 0.7716, PRE: 0.2631, REC: 0.6091, MF1: 0.6246, ACC1: 0.6091, ACC0: 0.8209, Gmean: 0.7071
2025-05-08 20:52:47 - Epoch 15, val mf1: 0.6191, val ACC1: 0.6012, val ACC0: 0.8164, val Gmean: 0.7006 (best 0.6443)
2025-05-08 20:52:47 - Epoch 16 伪标签: 正样本: 1518 (44.0%), 负样本: 1935 (56.0%)
2025-05-08 20:52:48 - Epoch 16, 测试集 AUC: 0.7937, PRE: 0.3089, REC: 0.6121, MF1: 0.6567, ACC1: 0.6121, ACC0: 0.8562, Gmean: 0.7240
2025-05-08 20:52:48 - Epoch 16, val mf1: 0.6516, val ACC1: 0.6074, val ACC0: 0.8520, val Gmean: 0.7193 (best 0.6516)
2025-05-08 20:52:48 - Epoch 17 伪标签: 正样本: 1525 (44.2%), 负样本: 1928 (55.8%)
2025-05-08 20:52:48 - Epoch 17, 测试集 AUC: 0.8113, PRE: 0.3479, REC: 0.5788, MF1: 0.6763, ACC1: 0.5788, ACC0: 0.8861, Gmean: 0.7162
2025-05-08 20:52:48 - Epoch 17, val mf1: 0.6842, val ACC1: 0.5890, val ACC0: 0.8901, val Gmean: 0.7240 (best 0.6842)
2025-05-08 20:52:48 - Epoch 18 伪标签: 正样本: 1469 (42.5%), 负样本: 1984 (57.5%)
2025-05-08 20:52:49 - Epoch 18, 测试集 AUC: 0.8156, PRE: 0.3781, REC: 0.5545, MF1: 0.6883, ACC1: 0.5545, ACC0: 0.9043, Gmean: 0.7081
2025-05-08 20:52:49 - 更新最佳测试结果 (Epoch 18): AUC 0.8156, PRE 0.3781, REC 0.5545, MF1 0.6883, ACC1 0.5545, ACC0 0.9043, Gmean 0.7081
2025-05-08 20:52:49 - Epoch 18, val mf1: 0.6871, val ACC1: 0.5521, val ACC0: 0.9037, val Gmean: 0.7064 (best 0.6871)
2025-05-08 20:52:49 - Epoch 19 伪标签: 正样本: 1397 (40.5%), 负样本: 2056 (59.5%)
2025-05-08 20:52:49 - Epoch 19, 测试集 AUC: 0.8121, PRE: 0.3879, REC: 0.5455, MF1: 0.6914, ACC1: 0.5455, ACC0: 0.9097, Gmean: 0.7044
2025-05-08 20:52:49 - Epoch 19, val mf1: 0.6908, val ACC1: 0.5521, val ACC0: 0.9069, val Gmean: 0.7076 (best 0.6908)
2025-05-08 20:52:49 - Epoch 20 伪标签: 正样本: 1211 (35.1%), 负样本: 2242 (64.9%)
2025-05-08 20:52:49 - Epoch 20, 有标签损失: 0.1779, 一致性损失: 0.0244, 伪标签损失: 0.5713, LPL损失: 1772.1436, 聚类损失: 3.5592, 总损失: 88.7651
2025-05-08 20:52:50 - Epoch 20, 测试集 AUC: 0.8105, PRE: 0.3954, REC: 0.4182, MF1: 0.6711, ACC1: 0.4182, ACC0: 0.9329, Gmean: 0.6246
2025-05-08 20:52:50 - Epoch 20, val mf1: 0.6881, val ACC1: 0.4724, val ACC0: 0.9289, val Gmean: 0.6624 (best 0.6908)
2025-05-08 20:52:50 - Epoch 21 伪标签: 正样本: 1140 (33.0%), 负样本: 2313 (67.0%)
2025-05-08 20:52:50 - Epoch 21, 测试集 AUC: 0.8137, PRE: 0.4193, REC: 0.4879, MF1: 0.6940, ACC1: 0.4879, ACC0: 0.9291, Gmean: 0.6733
2025-05-08 20:52:50 - Epoch 21, val mf1: 0.6979, val ACC1: 0.5153, val ACC0: 0.9237, val Gmean: 0.6899 (best 0.6979)
2025-05-08 20:52:50 - Epoch 22 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 20:52:50 - Epoch 22, 测试集 AUC: 0.8209, PRE: 0.4655, REC: 0.4909, MF1: 0.7107, ACC1: 0.4909, ACC0: 0.9408, Gmean: 0.6796
2025-05-08 20:52:50 - 更新最佳测试结果 (Epoch 22): AUC 0.8209, PRE 0.4655, REC 0.4909, MF1 0.7107, ACC1 0.4909, ACC0 0.9408, Gmean 0.6796
2025-05-08 20:52:50 - Epoch 22, val mf1: 0.7130, val ACC1: 0.5153, val ACC0: 0.9354, val Gmean: 0.6943 (best 0.7130)
2025-05-08 20:52:50 - Epoch 23 伪标签: 正样本: 1023 (29.6%), 负样本: 2430 (70.4%)
2025-05-08 20:52:51 - Epoch 23, 测试集 AUC: 0.8307, PRE: 0.5333, REC: 0.4364, MF1: 0.7154, ACC1: 0.4364, ACC0: 0.9599, Gmean: 0.6472
2025-05-08 20:52:51 - 更新最佳测试结果 (Epoch 23): AUC 0.8307, PRE 0.5333, REC 0.4364, MF1 0.7154, ACC1 0.4364, ACC0 0.9599, Gmean 0.6472
2025-05-08 20:52:51 - Epoch 23, val mf1: 0.7421, val ACC1: 0.4908, val ACC0: 0.9619, val Gmean: 0.6871 (best 0.7421)
2025-05-08 20:52:51 - Epoch 24 伪标签: 正样本: 1023 (29.6%), 负样本: 2430 (70.4%)
2025-05-08 20:52:51 - Epoch 24, 测试集 AUC: 0.8421, PRE: 0.6296, REC: 0.5152, MF1: 0.7629, ACC1: 0.5152, ACC0: 0.9682, Gmean: 0.7062
2025-05-08 20:52:51 - 更新最佳测试结果 (Epoch 24): AUC 0.8421, PRE 0.6296, REC 0.5152, MF1 0.7629, ACC1 0.5152, ACC0 0.9682, Gmean 0.7062
2025-05-08 20:52:51 - Epoch 24, val mf1: 0.7735, val ACC1: 0.5399, val ACC0: 0.9683, val Gmean: 0.7230 (best 0.7735)
2025-05-08 20:52:52 - Epoch 25 伪标签: 正样本: 1034 (29.9%), 负样本: 2419 (70.1%)
2025-05-08 20:52:52 - Epoch 25, 测试集 AUC: 0.8534, PRE: 0.7119, REC: 0.5242, MF1: 0.7841, ACC1: 0.5242, ACC0: 0.9777, Gmean: 0.7159
2025-05-08 20:52:52 - 更新最佳测试结果 (Epoch 25): AUC 0.8534, PRE 0.7119, REC 0.5242, MF1 0.7841, ACC1 0.5242, ACC0 0.9777, Gmean 0.7159
2025-05-08 20:52:52 - Epoch 25, val mf1: 0.7847, val ACC1: 0.5153, val ACC0: 0.9800, val Gmean: 0.7106 (best 0.7847)
2025-05-08 20:52:52 - Epoch 26 伪标签: 正样本: 1082 (31.3%), 负样本: 2371 (68.7%)
2025-05-08 20:52:52 - Epoch 26, 测试集 AUC: 0.8630, PRE: 0.7656, REC: 0.6333, MF1: 0.8320, ACC1: 0.6333, ACC0: 0.9796, Gmean: 0.7877
2025-05-08 20:52:52 - 更新最佳测试结果 (Epoch 26): AUC 0.8630, PRE 0.7656, REC 0.6333, MF1 0.8320, ACC1 0.6333, ACC0 0.9796, Gmean 0.7877
2025-05-08 20:52:52 - Epoch 26, val mf1: 0.8106, val ACC1: 0.5644, val ACC0: 0.9825, val Gmean: 0.7447 (best 0.8106)
2025-05-08 20:52:52 - Epoch 27 伪标签: 正样本: 1089 (31.5%), 负样本: 2364 (68.5%)
2025-05-08 20:52:53 - Epoch 27, 测试集 AUC: 0.8743, PRE: 0.8130, REC: 0.6455, MF1: 0.8467, ACC1: 0.6455, ACC0: 0.9844, Gmean: 0.7971
2025-05-08 20:52:53 - 更新最佳测试结果 (Epoch 27): AUC 0.8743, PRE 0.8130, REC 0.6455, MF1 0.8467, ACC1 0.6455, ACC0 0.9844, Gmean 0.7971
2025-05-08 20:52:53 - Epoch 27, val mf1: 0.8238, val ACC1: 0.5767, val ACC0: 0.9864, val Gmean: 0.7542 (best 0.8238)
2025-05-08 20:52:53 - Epoch 28 伪标签: 正样本: 1142 (33.1%), 负样本: 2311 (66.9%)
2025-05-08 20:52:53 - Epoch 28, 测试集 AUC: 0.8757, PRE: 0.8818, REC: 0.5879, MF1: 0.8401, ACC1: 0.5879, ACC0: 0.9917, Gmean: 0.7636
2025-05-08 20:52:53 - 更新最佳测试结果 (Epoch 28): AUC 0.8757, PRE 0.8818, REC 0.5879, MF1 0.8401, ACC1 0.5879, ACC0 0.9917, Gmean 0.7636
2025-05-08 20:52:53 - Epoch 28, val mf1: 0.8273, val ACC1: 0.5583, val ACC0: 0.9916, val Gmean: 0.7440 (best 0.8273)
2025-05-08 20:52:53 - Epoch 29 伪标签: 正样本: 1198 (34.7%), 负样本: 2255 (65.3%)
2025-05-08 20:52:54 - Epoch 29, 测试集 AUC: 0.8788, PRE: 0.8453, REC: 0.6788, MF1: 0.8649, ACC1: 0.6788, ACC0: 0.9870, Gmean: 0.8185
2025-05-08 20:52:54 - 更新最佳测试结果 (Epoch 29): AUC 0.8788, PRE 0.8453, REC 0.6788, MF1 0.8649, ACC1 0.6788, ACC0 0.9870, Gmean 0.8185
2025-05-08 20:52:54 - Epoch 29, val mf1: 0.8352, val ACC1: 0.6012, val ACC0: 0.9871, val Gmean: 0.7704 (best 0.8352)
2025-05-08 20:52:54 - Epoch 30 伪标签: 正样本: 1253 (36.3%), 负样本: 2200 (63.7%)
2025-05-08 20:52:54 - Epoch 30, 有标签损失: 0.1028, 一致性损失: 0.0122, 伪标签损失: 0.5135, LPL损失: 1874.5962, 聚类损失: 2.1950, 总损失: 113.3008
2025-05-08 20:52:54 - Epoch 30, 测试集 AUC: 0.8798, PRE: 0.8493, REC: 0.7000, MF1: 0.8727, ACC1: 0.7000, ACC0: 0.9870, Gmean: 0.8312
2025-05-08 20:52:54 - 更新最佳测试结果 (Epoch 30): AUC 0.8798, PRE 0.8493, REC 0.7000, MF1 0.8727, ACC1 0.7000, ACC0 0.9870, Gmean 0.8312
2025-05-08 20:52:54 - Epoch 30, val mf1: 0.8373, val ACC1: 0.6135, val ACC0: 0.9858, val Gmean: 0.7777 (best 0.8373)
2025-05-08 20:52:54 - Epoch 31 伪标签: 正样本: 1224 (35.4%), 负样本: 2229 (64.6%)
2025-05-08 20:52:55 - Epoch 31, 测试集 AUC: 0.8826, PRE: 0.8464, REC: 0.7182, MF1: 0.8778, ACC1: 0.7182, ACC0: 0.9863, Gmean: 0.8416
2025-05-08 20:52:55 - 更新最佳测试结果 (Epoch 31): AUC 0.8826, PRE 0.8464, REC 0.7182, MF1 0.8778, ACC1 0.7182, ACC0 0.9863, Gmean 0.8416
2025-05-08 20:52:55 - Epoch 31, val mf1: 0.8408, val ACC1: 0.6258, val ACC0: 0.9851, val Gmean: 0.7852 (best 0.8408)
2025-05-08 20:52:55 - Epoch 32 伪标签: 正样本: 1246 (36.1%), 负样本: 2207 (63.9%)
2025-05-08 20:52:55 - Epoch 32, 测试集 AUC: 0.8816, PRE: 0.8386, REC: 0.7242, MF1: 0.8778, ACC1: 0.7242, ACC0: 0.9854, Gmean: 0.8448
2025-05-08 20:52:55 - Epoch 32, val mf1: 0.8394, val ACC1: 0.6258, val ACC0: 0.9845, val Gmean: 0.7849 (best 0.8408)
2025-05-08 20:52:55 - Epoch 33 伪标签: 正样本: 1240 (35.9%), 负样本: 2213 (64.1%)
2025-05-08 20:52:56 - Epoch 33, 测试集 AUC: 0.8813, PRE: 0.8427, REC: 0.7303, MF1: 0.8807, ACC1: 0.7303, ACC0: 0.9857, Gmean: 0.8484
2025-05-08 20:52:56 - Epoch 33, val mf1: 0.8394, val ACC1: 0.6258, val ACC0: 0.9845, val Gmean: 0.7849 (best 0.8408)
2025-05-08 20:52:56 - Epoch 34 伪标签: 正样本: 1273 (36.9%), 负样本: 2180 (63.1%)
2025-05-08 20:52:56 - Epoch 34, 测试集 AUC: 0.8811, PRE: 0.8571, REC: 0.7273, MF1: 0.8832, ACC1: 0.7273, ACC0: 0.9873, Gmean: 0.8474
2025-05-08 20:52:56 - Epoch 34, val mf1: 0.8445, val ACC1: 0.6319, val ACC0: 0.9858, val Gmean: 0.7892 (best 0.8445)
2025-05-08 20:52:57 - Epoch 35 伪标签: 正样本: 1261 (36.5%), 负样本: 2192 (63.5%)
2025-05-08 20:52:57 - Epoch 35, 测试集 AUC: 0.8822, PRE: 0.8633, REC: 0.7273, MF1: 0.8846, ACC1: 0.7273, ACC0: 0.9879, Gmean: 0.8476
2025-05-08 20:52:57 - Epoch 35, val mf1: 0.8498, val ACC1: 0.6380, val ACC0: 0.9871, val Gmean: 0.7936 (best 0.8498)
2025-05-08 20:52:57 - Epoch 36 伪标签: 正样本: 1314 (38.1%), 负样本: 2139 (61.9%)
2025-05-08 20:52:57 - Epoch 36, 测试集 AUC: 0.8865, PRE: 0.8791, REC: 0.7273, MF1: 0.8883, ACC1: 0.7273, ACC0: 0.9895, Gmean: 0.8483
2025-05-08 20:52:57 - 更新最佳测试结果 (Epoch 36): AUC 0.8865, PRE 0.8791, REC 0.7273, MF1 0.8883, ACC1 0.7273, ACC0 0.9895, Gmean 0.8483
2025-05-08 20:52:57 - Epoch 36, val mf1: 0.8565, val ACC1: 0.6442, val ACC0: 0.9890, val Gmean: 0.7982 (best 0.8565)
2025-05-08 20:52:57 - Epoch 37 伪标签: 正样本: 1331 (38.5%), 负样本: 2122 (61.5%)
2025-05-08 20:52:58 - Epoch 37, 测试集 AUC: 0.8864, PRE: 0.8914, REC: 0.7212, MF1: 0.8891, ACC1: 0.7212, ACC0: 0.9908, Gmean: 0.8453
2025-05-08 20:52:58 - Epoch 37, val mf1: 0.8585, val ACC1: 0.6380, val ACC0: 0.9910, val Gmean: 0.7951 (best 0.8585)
2025-05-08 20:52:58 - Epoch 38 伪标签: 正样本: 1410 (40.8%), 负样本: 2043 (59.2%)
2025-05-08 20:52:58 - Epoch 38, 测试集 AUC: 0.8853, PRE: 0.9130, REC: 0.7000, MF1: 0.8867, ACC1: 0.7000, ACC0: 0.9930, Gmean: 0.8337
2025-05-08 20:52:58 - Epoch 38, val mf1: 0.8596, val ACC1: 0.6258, val ACC0: 0.9935, val Gmean: 0.7885 (best 0.8596)
2025-05-08 20:52:59 - Epoch 39 伪标签: 正样本: 1418 (41.1%), 负样本: 2035 (58.9%)
2025-05-08 20:52:59 - Epoch 39, 测试集 AUC: 0.8816, PRE: 0.8278, REC: 0.7576, MF1: 0.8851, ACC1: 0.7576, ACC0: 0.9835, Gmean: 0.8632
2025-05-08 20:52:59 - Epoch 39, val mf1: 0.8552, val ACC1: 0.6748, val ACC0: 0.9832, val Gmean: 0.8146 (best 0.8596)
2025-05-08 20:52:59 - Epoch 40 伪标签: 正样本: 1402 (40.6%), 负样本: 2051 (59.4%)
2025-05-08 20:52:59 - Epoch 40, 有标签损失: 0.0675, 一致性损失: 0.0078, 伪标签损失: 0.4766, LPL损失: 2182.5112, 聚类损失: 1.9634, 总损失: 158.7389
2025-05-08 20:53:00 - Epoch 40, 测试集 AUC: 0.8800, PRE: 0.8768, REC: 0.7333, MF1: 0.8897, ACC1: 0.7333, ACC0: 0.9892, Gmean: 0.8517
2025-05-08 20:53:00 - Epoch 40, val mf1: 0.8591, val ACC1: 0.6626, val ACC0: 0.9871, val Gmean: 0.8087 (best 0.8596)
2025-05-08 20:53:00 - Epoch 41 伪标签: 正样本: 1433 (41.5%), 负样本: 2020 (58.5%)
2025-05-08 20:53:00 - Epoch 41, 测试集 AUC: 0.8767, PRE: 0.9035, REC: 0.7091, MF1: 0.8878, ACC1: 0.7091, ACC0: 0.9920, Gmean: 0.8387
2025-05-08 20:53:00 - Epoch 41, val mf1: 0.8641, val ACC1: 0.6564, val ACC0: 0.9903, val Gmean: 0.8063 (best 0.8641)
2025-05-08 20:53:00 - Epoch 42 伪标签: 正样本: 1405 (40.7%), 负样本: 2048 (59.3%)
2025-05-08 20:53:01 - Epoch 42, 测试集 AUC: 0.8709, PRE: 0.9221, REC: 0.6818, MF1: 0.8823, ACC1: 0.6818, ACC0: 0.9940, Gmean: 0.8232
2025-05-08 20:53:01 - Epoch 42, val mf1: 0.8572, val ACC1: 0.6196, val ACC0: 0.9935, val Gmean: 0.7846 (best 0.8641)
2025-05-08 20:53:01 - Epoch 43 伪标签: 正样本: 1380 (40.0%), 负样本: 2073 (60.0%)
2025-05-08 20:53:01 - Epoch 43, 测试集 AUC: 0.8612, PRE: 0.9261, REC: 0.6455, MF1: 0.8699, ACC1: 0.6455, ACC0: 0.9946, Gmean: 0.8012
2025-05-08 20:53:01 - Epoch 43, val mf1: 0.8487, val ACC1: 0.5951, val ACC0: 0.9942, val Gmean: 0.7692 (best 0.8641)
2025-05-08 20:53:01 - Epoch 44 伪标签: 正样本: 1386 (40.1%), 负样本: 2067 (59.9%)
2025-05-08 20:53:02 - Epoch 44, 测试集 AUC: 0.8490, PRE: 0.9387, REC: 0.6030, MF1: 0.8559, ACC1: 0.6030, ACC0: 0.9959, Gmean: 0.7749
2025-05-08 20:53:02 - Epoch 44, val mf1: 0.8296, val ACC1: 0.5399, val ACC0: 0.9961, val Gmean: 0.7333 (best 0.8641)
2025-05-08 20:53:02 - Epoch 45 伪标签: 正样本: 1417 (41.0%), 负样本: 2036 (59.0%)
2025-05-08 20:53:02 - Epoch 45, 测试集 AUC: 0.8420, PRE: 0.9453, REC: 0.5758, MF1: 0.8460, ACC1: 0.5758, ACC0: 0.9965, Gmean: 0.7575
2025-05-08 20:53:02 - Epoch 45, val mf1: 0.8229, val ACC1: 0.5215, val ACC0: 0.9968, val Gmean: 0.7210 (best 0.8641)
2025-05-08 20:53:02 - Epoch 46 伪标签: 正样本: 1420 (41.1%), 负样本: 2033 (58.9%)
2025-05-08 20:53:03 - Epoch 46, 测试集 AUC: 0.8263, PRE: 0.9471, REC: 0.5424, MF1: 0.8324, ACC1: 0.5424, ACC0: 0.9968, Gmean: 0.7353
2025-05-08 20:53:03 - Epoch 46, val mf1: 0.8159, val ACC1: 0.5031, val ACC0: 0.9974, val Gmean: 0.7084 (best 0.8641)
2025-05-08 20:53:03 - Epoch 47 伪标签: 正样本: 1510 (43.7%), 负样本: 1943 (56.3%)
2025-05-08 20:53:03 - Epoch 47, 测试集 AUC: 0.8054, PRE: 0.9489, REC: 0.5061, MF1: 0.8167, ACC1: 0.5061, ACC0: 0.9971, Gmean: 0.7104
2025-05-08 20:53:03 - Epoch 47, val mf1: 0.8029, val ACC1: 0.4724, val ACC0: 0.9981, val Gmean: 0.6866 (best 0.8641)
2025-05-08 20:53:03 - Epoch 48 伪标签: 正样本: 1457 (42.2%), 负样本: 1996 (57.8%)
2025-05-08 20:53:04 - Epoch 48, 测试集 AUC: 0.7967, PRE: 0.9524, REC: 0.4848, MF1: 0.8075, ACC1: 0.4848, ACC0: 0.9975, Gmean: 0.6954
2025-05-08 20:53:04 - Epoch 48, val mf1: 0.7937, val ACC1: 0.4479, val ACC0: 0.9994, val Gmean: 0.6690 (best 0.8641)
2025-05-08 20:53:04 - Epoch 49 伪标签: 正样本: 1525 (44.2%), 负样本: 1928 (55.8%)
2025-05-08 20:53:04 - Epoch 49, 测试集 AUC: 0.7822, PRE: 0.9545, REC: 0.4455, MF1: 0.7890, ACC1: 0.4455, ACC0: 0.9978, Gmean: 0.6667
2025-05-08 20:53:04 - Epoch 49, val mf1: 0.7780, val ACC1: 0.4172, val ACC0: 0.9994, val Gmean: 0.6457 (best 0.8641)
2025-05-08 20:53:04 - Epoch 50 伪标签: 正样本: 32 (0.9%), 负样本: 3421 (99.1%)
2025-05-08 20:53:05 - Epoch 50, 有标签损失: 0.0514, 一致性损失: 0.0045, 伪标签损失: 0.4778, LPL损失: 573.9310, 聚类损失: 1.1685, 总损失: 50.1955
2025-05-08 20:53:05 - Epoch 50, 测试集 AUC: 0.7682, PRE: 0.9493, REC: 0.3970, MF1: 0.7640, ACC1: 0.3970, ACC0: 0.9978, Gmean: 0.6294
2025-05-08 20:53:05 - Epoch 50, val mf1: 0.7584, val ACC1: 0.3804, val ACC0: 0.9994, val Gmean: 0.6165 (best 0.8641)
2025-05-08 20:53:05 - Epoch 51 伪标签: 正样本: 298 (8.6%), 负样本: 3155 (91.4%)
2025-05-08 20:53:05 - Epoch 51, 测试集 AUC: 0.7473, PRE: 0.9524, REC: 0.3636, MF1: 0.7465, ACC1: 0.3636, ACC0: 0.9981, Gmean: 0.6024
2025-05-08 20:53:05 - Epoch 51, val mf1: 0.7550, val ACC1: 0.3742, val ACC0: 0.9994, val Gmean: 0.6115 (best 0.8641)
2025-05-08 20:53:06 - Epoch 52 伪标签: 正样本: 1215 (35.2%), 负样本: 2238 (64.8%)
2025-05-08 20:53:06 - Epoch 52, 测试集 AUC: 0.7308, PRE: 0.9626, REC: 0.3121, MF1: 0.7180, ACC1: 0.3121, ACC0: 0.9987, Gmean: 0.5583
2025-05-08 20:53:06 - Epoch 52, val mf1: 0.7377, val ACC1: 0.3436, val ACC0: 0.9994, val Gmean: 0.5859 (best 0.8641)
2025-05-08 20:53:06 - Epoch 53 伪标签: 正样本: 261 (7.6%), 负样本: 3192 (92.4%)
2025-05-08 20:53:07 - Epoch 53, 测试集 AUC: 0.7045, PRE: 0.9697, REC: 0.2909, MF1: 0.7056, ACC1: 0.2909, ACC0: 0.9990, Gmean: 0.5391
2025-05-08 20:53:07 - Epoch 53, val mf1: 0.7196, val ACC1: 0.3129, val ACC0: 0.9994, val Gmean: 0.5592 (best 0.8641)
2025-05-08 20:53:07 - Epoch 54 伪标签: 正样本: 1565 (45.3%), 负样本: 1888 (54.7%)
2025-05-08 20:53:07 - Epoch 54, 测试集 AUC: 0.6847, PRE: 0.9545, REC: 0.2545, MF1: 0.6818, ACC1: 0.2545, ACC0: 0.9987, Gmean: 0.5042
2025-05-08 20:53:07 - Epoch 54, val mf1: 0.7083, val ACC1: 0.2945, val ACC0: 0.9994, val Gmean: 0.5425 (best 0.8641)
2025-05-08 20:53:07 - Epoch 55 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 20:53:08 - Epoch 55, 测试集 AUC: 0.6740, PRE: 0.9535, REC: 0.2485, MF1: 0.6778, ACC1: 0.2485, ACC0: 0.9987, Gmean: 0.4982
2025-05-08 20:53:08 - Epoch 55, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8641)
2025-05-08 20:53:08 - Epoch 56 伪标签: 正样本: 928 (26.9%), 负样本: 2525 (73.1%)
2025-05-08 20:53:08 - Epoch 56, 测试集 AUC: 0.6643, PRE: 0.9512, REC: 0.2364, MF1: 0.6697, ACC1: 0.2364, ACC0: 0.9987, Gmean: 0.4859
2025-05-08 20:53:08 - Epoch 56, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8641)
2025-05-08 20:53:08 - Epoch 57 伪标签: 正样本: 23 (0.7%), 负样本: 3430 (99.3%)
2025-05-08 20:53:09 - Epoch 57, 测试集 AUC: 0.6656, PRE: 0.9459, REC: 0.2121, MF1: 0.6531, ACC1: 0.2121, ACC0: 0.9987, Gmean: 0.4603
2025-05-08 20:53:09 - Epoch 57, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8641)
2025-05-08 20:53:09 - Epoch 58 伪标签: 正样本: 1431 (41.4%), 负样本: 2022 (58.6%)
2025-05-08 20:53:09 - Epoch 58, 测试集 AUC: 0.6651, PRE: 0.9444, REC: 0.2061, MF1: 0.6488, ACC1: 0.2061, ACC0: 0.9987, Gmean: 0.4537
2025-05-08 20:53:09 - Epoch 58, val mf1: 0.6768, val ACC1: 0.2454, val ACC0: 0.9994, val Gmean: 0.4952 (best 0.8641)
2025-05-08 20:53:09 - Epoch 59 伪标签: 正样本: 165 (4.8%), 负样本: 3288 (95.2%)
2025-05-08 20:53:10 - Epoch 59, 测试集 AUC: 0.6534, PRE: 0.9552, REC: 0.1939, MF1: 0.6407, ACC1: 0.1939, ACC0: 0.9990, Gmean: 0.4402
2025-05-08 20:53:10 - Epoch 59, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8641)
2025-05-08 20:53:10 - Epoch 60 伪标签: 正样本: 164 (4.7%), 负样本: 3289 (95.3%)
2025-05-08 20:53:10 - Epoch 60, 有标签损失: 0.0335, 一致性损失: 0.0035, 伪标签损失: 0.4774, LPL损失: 287.7921, 聚类损失: 0.5593, 总损失: 30.0994
2025-05-08 20:53:10 - Epoch 60, 测试集 AUC: 0.6476, PRE: 0.9516, REC: 0.1788, MF1: 0.6296, ACC1: 0.1788, ACC0: 0.9990, Gmean: 0.4226
2025-05-08 20:53:10 - Epoch 60, val mf1: 0.6601, val ACC1: 0.2209, val ACC0: 0.9994, val Gmean: 0.4698 (best 0.8641)
2025-05-08 20:53:10 - Epoch 61 伪标签: 正样本: 156 (4.5%), 负样本: 3297 (95.5%)
2025-05-08 20:53:11 - Epoch 61, 测试集 AUC: 0.6292, PRE: 0.9623, REC: 0.1545, MF1: 0.6118, ACC1: 0.1545, ACC0: 0.9994, Gmean: 0.3930
2025-05-08 20:53:11 - Epoch 61, val mf1: 0.6515, val ACC1: 0.2086, val ACC0: 0.9994, val Gmean: 0.4566 (best 0.8641)
2025-05-08 20:53:11 - Epoch 62 伪标签: 正样本: 420 (12.2%), 负样本: 3033 (87.8%)
2025-05-08 20:53:11 - Epoch 62, 测试集 AUC: 0.6202, PRE: 0.9600, REC: 0.1455, MF1: 0.6047, ACC1: 0.1455, ACC0: 0.9994, Gmean: 0.3813
2025-05-08 20:53:11 - Epoch 62, val mf1: 0.6428, val ACC1: 0.1963, val ACC0: 0.9994, val Gmean: 0.4429 (best 0.8641)
2025-05-08 20:53:11 - Epoch 63 伪标签: 正样本: 160 (4.6%), 负样本: 3293 (95.4%)
2025-05-08 20:53:12 - Epoch 63, 测试集 AUC: 0.6094, PRE: 0.9783, REC: 0.1364, MF1: 0.5979, ACC1: 0.1364, ACC0: 0.9997, Gmean: 0.3692
2025-05-08 20:53:12 - Epoch 63, val mf1: 0.6293, val ACC1: 0.1779, val ACC0: 0.9994, val Gmean: 0.4217 (best 0.8641)
2025-05-08 20:53:12 - Epoch 64 伪标签: 正样本: 1596 (46.2%), 负样本: 1857 (53.8%)
2025-05-08 20:53:12 - Epoch 64, 测试集 AUC: 0.6031, PRE: 0.9767, REC: 0.1273, MF1: 0.5906, ACC1: 0.1273, ACC0: 0.9997, Gmean: 0.3567
2025-05-08 20:53:12 - Epoch 64, val mf1: 0.6201, val ACC1: 0.1656, val ACC0: 0.9994, val Gmean: 0.4069 (best 0.8641)
2025-05-08 20:53:12 - Epoch 65 伪标签: 正样本: 1575 (45.6%), 负样本: 1878 (54.4%)
2025-05-08 20:53:13 - Epoch 65, 测试集 AUC: 0.6034, PRE: 0.9750, REC: 0.1182, MF1: 0.5832, ACC1: 0.1182, ACC0: 0.9997, Gmean: 0.3437
2025-05-08 20:53:13 - Epoch 65, val mf1: 0.6108, val ACC1: 0.1534, val ACC0: 0.9994, val Gmean: 0.3915 (best 0.8641)
2025-05-08 20:53:13 - Epoch 66 伪标签: 正样本: 1590 (46.0%), 负样本: 1863 (54.0%)
2025-05-08 20:53:13 - Epoch 66, 测试集 AUC: 0.6035, PRE: 0.9750, REC: 0.1182, MF1: 0.5832, ACC1: 0.1182, ACC0: 0.9997, Gmean: 0.3437
2025-05-08 20:53:13 - Epoch 66, val mf1: 0.6060, val ACC1: 0.1472, val ACC0: 0.9994, val Gmean: 0.3836 (best 0.8641)
2025-05-08 20:53:13 - Epoch 67 伪标签: 正样本: 1540 (44.6%), 负样本: 1913 (55.4%)
2025-05-08 20:53:14 - Epoch 67, 测试集 AUC: 0.6047, PRE: 0.9750, REC: 0.1182, MF1: 0.5832, ACC1: 0.1182, ACC0: 0.9997, Gmean: 0.3437
2025-05-08 20:53:14 - Epoch 67, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8641)
2025-05-08 20:53:14 - Epoch 68 伪标签: 正样本: 1573 (45.6%), 负样本: 1880 (54.4%)
2025-05-08 20:53:15 - Epoch 68, 测试集 AUC: 0.6041, PRE: 0.9750, REC: 0.1182, MF1: 0.5832, ACC1: 0.1182, ACC0: 0.9997, Gmean: 0.3437
2025-05-08 20:53:15 - Epoch 68, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8641)
2025-05-08 20:53:15 - Epoch 69 伪标签: 正样本: 107 (3.1%), 负样本: 3346 (96.9%)
2025-05-08 20:53:15 - Epoch 69, 测试集 AUC: 0.6023, PRE: 0.9737, REC: 0.1121, MF1: 0.5782, ACC1: 0.1121, ACC0: 0.9997, Gmean: 0.3348
2025-05-08 20:53:15 - Epoch 69, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8641)
2025-05-08 20:53:15 - Epoch 70 伪标签: 正样本: 115 (3.3%), 负样本: 3338 (96.7%)
2025-05-08 20:53:16 - Epoch 70, 有标签损失: 0.0275, 一致性损失: 0.0030, 伪标签损失: 0.4498, LPL损失: 192.8750, 聚类损失: 0.3439, 总损失: 24.0193
2025-05-08 20:53:16 - Epoch 70, 测试集 AUC: 0.5939, PRE: 0.9714, REC: 0.1030, MF1: 0.5706, ACC1: 0.1030, ACC0: 0.9997, Gmean: 0.3209
2025-05-08 20:53:16 - Epoch 70, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8641)
2025-05-08 20:53:16 - Epoch 71 伪标签: 正样本: 1455 (42.1%), 负样本: 1998 (57.9%)
2025-05-08 20:53:16 - Epoch 71, 测试集 AUC: 0.5884, PRE: 1.0000, REC: 0.0879, MF1: 0.5579, ACC1: 0.0879, ACC0: 1.0000, Gmean: 0.2964
2025-05-08 20:53:16 - Epoch 71, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8641)
2025-05-08 20:53:17 - Epoch 72 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 20:53:17 - Epoch 72, 测试集 AUC: 0.5763, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 20:53:17 - Epoch 72, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8641)
2025-05-08 20:53:17 - Epoch 73 伪标签: 正样本: 115 (3.3%), 负样本: 3338 (96.7%)
2025-05-08 20:53:18 - Epoch 73, 测试集 AUC: 0.5721, PRE: 1.0000, REC: 0.0727, MF1: 0.5446, ACC1: 0.0727, ACC0: 1.0000, Gmean: 0.2697
2025-05-08 20:53:18 - Epoch 73, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8641)
2025-05-08 20:53:18 - Epoch 74 伪标签: 正样本: 102 (3.0%), 负样本: 3351 (97.0%)
2025-05-08 20:53:18 - Epoch 74, 测试集 AUC: 0.5654, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:53:18 - Epoch 74, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8641)
2025-05-08 20:53:18 - Epoch 75 伪标签: 正样本: 1572 (45.5%), 负样本: 1881 (54.5%)
2025-05-08 20:53:19 - Epoch 75, 测试集 AUC: 0.5602, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:53:19 - Epoch 75, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8641)
2025-05-08 20:53:19 - Epoch 76 伪标签: 正样本: 1371 (39.7%), 负样本: 2082 (60.3%)
2025-05-08 20:53:20 - Epoch 76, 测试集 AUC: 0.5558, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:53:20 - Epoch 76, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8641)
2025-05-08 20:53:20 - Epoch 77 伪标签: 正样本: 1529 (44.3%), 负样本: 1924 (55.7%)
2025-05-08 20:53:20 - Epoch 77, 测试集 AUC: 0.5585, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 20:53:20 - Epoch 77, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8641)
2025-05-08 20:53:20 - Epoch 78 伪标签: 正样本: 1535 (44.5%), 负样本: 1918 (55.5%)
2025-05-08 20:53:21 - Epoch 78, 测试集 AUC: 0.5609, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:53:21 - Epoch 78, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8641)
2025-05-08 20:53:21 - Epoch 79 伪标签: 正样本: 1518 (44.0%), 负样本: 1935 (56.0%)
2025-05-08 20:53:21 - Epoch 79, 测试集 AUC: 0.5599, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:53:21 - Epoch 79, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8641)
2025-05-08 20:53:21 - Epoch 80 伪标签: 正样本: 164 (4.7%), 负样本: 3289 (95.3%)
2025-05-08 20:53:22 - Epoch 80, 有标签损失: 0.0291, 一致性损失: 0.0023, 伪标签损失: 0.4471, LPL损失: 261.5208, 聚类损失: 0.3326, 总损失: 38.5418
2025-05-08 20:53:22 - Epoch 80, 测试集 AUC: 0.5570, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:53:22 - Epoch 80, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8641)
2025-05-08 20:53:22 - Epoch 81 伪标签: 正样本: 1569 (45.4%), 负样本: 1884 (54.6%)
2025-05-08 20:53:23 - Epoch 81, 测试集 AUC: 0.5570, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:53:23 - Epoch 81, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8641)
2025-05-08 20:53:23 - Epoch 82 伪标签: 正样本: 1529 (44.3%), 负样本: 1924 (55.7%)
2025-05-08 20:53:23 - Epoch 82, 测试集 AUC: 0.5566, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:53:23 - Epoch 82, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8641)
2025-05-08 20:53:23 - Epoch 83 伪标签: 正样本: 1552 (44.9%), 负样本: 1901 (55.1%)
2025-05-08 20:53:24 - Epoch 83, 测试集 AUC: 0.5566, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:53:24 - Epoch 83, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8641)
2025-05-08 20:53:24 - Epoch 84 伪标签: 正样本: 1601 (46.4%), 负样本: 1852 (53.6%)
2025-05-08 20:53:24 - Epoch 84, 测试集 AUC: 0.5550, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:53:24 - Epoch 84, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8641)
2025-05-08 20:53:25 - Epoch 85 伪标签: 正样本: 85 (2.5%), 负样本: 3368 (97.5%)
2025-05-08 20:53:25 - Epoch 85, 测试集 AUC: 0.5509, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 20:53:25 - Epoch 85, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8641)
2025-05-08 20:53:25 - Epoch 86 伪标签: 正样本: 1580 (45.8%), 负样本: 1873 (54.2%)
2025-05-08 20:53:26 - Epoch 86, 测试集 AUC: 0.5497, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 20:53:26 - Epoch 86, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8641)
2025-05-08 20:53:26 - Epoch 87 伪标签: 正样本: 1551 (44.9%), 负样本: 1902 (55.1%)
2025-05-08 20:53:26 - Epoch 87, 测试集 AUC: 0.5455, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:53:26 - Epoch 87, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8641)
2025-05-08 20:53:26 - Epoch 88 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:53:27 - Epoch 88, 测试集 AUC: 0.5407, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:53:27 - Epoch 88, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8641)
2025-05-08 20:53:27 - Epoch 89 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 20:53:27 - Epoch 89, 测试集 AUC: 0.5409, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:53:27 - Epoch 89, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:28 - Epoch 90 伪标签: 正样本: 1592 (46.1%), 负样本: 1861 (53.9%)
2025-05-08 20:53:28 - Epoch 90, 有标签损失: 0.0290, 一致性损失: 0.0020, 伪标签损失: 0.4460, LPL损失: 2389.0273, 聚类损失: 0.2470, 总损失: 414.2395
2025-05-08 20:53:28 - Epoch 90, 测试集 AUC: 0.5407, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:53:28 - Epoch 90, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:28 - Epoch 91 伪标签: 正样本: 1583 (45.8%), 负样本: 1870 (54.2%)
2025-05-08 20:53:29 - Epoch 91, 测试集 AUC: 0.5383, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:53:29 - Epoch 91, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:29 - Epoch 92 伪标签: 正样本: 1563 (45.3%), 负样本: 1890 (54.7%)
2025-05-08 20:53:29 - Epoch 92, 测试集 AUC: 0.5359, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:53:29 - Epoch 92, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:29 - Epoch 93 伪标签: 正样本: 1554 (45.0%), 负样本: 1899 (55.0%)
2025-05-08 20:53:30 - Epoch 93, 测试集 AUC: 0.5341, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:53:30 - Epoch 93, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:30 - Epoch 94 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 20:53:30 - Epoch 94, 测试集 AUC: 0.5316, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 20:53:30 - Epoch 94, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:31 - Epoch 95 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 20:53:31 - Epoch 95, 测试集 AUC: 0.5312, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:53:31 - Epoch 95, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:31 - Epoch 96 伪标签: 正样本: 1596 (46.2%), 负样本: 1857 (53.8%)
2025-05-08 20:53:31 - Epoch 96, 测试集 AUC: 0.5308, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:53:31 - Epoch 96, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:31 - Epoch 97 伪标签: 正样本: 1585 (45.9%), 负样本: 1868 (54.1%)
2025-05-08 20:53:32 - Epoch 97, 测试集 AUC: 0.5306, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:53:32 - Epoch 97, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:32 - Epoch 98 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:53:32 - Epoch 98, 测试集 AUC: 0.5301, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:53:32 - Epoch 98, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:32 - Epoch 99 伪标签: 正样本: 1550 (44.9%), 负样本: 1903 (55.1%)
2025-05-08 20:53:33 - Epoch 99, 测试集 AUC: 0.5290, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:53:33 - Epoch 99, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:33 - Epoch 100 伪标签: 正样本: 1570 (45.5%), 负样本: 1883 (54.5%)
2025-05-08 20:53:33 - Epoch 100, 有标签损失: 0.0232, 一致性损失: 0.0018, 伪标签损失: 0.4280, LPL损失: 2480.2871, 聚类损失: 0.1847, 总损失: 505.6598
2025-05-08 20:53:33 - Epoch 100, 测试集 AUC: 0.5271, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:53:33 - Epoch 100, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:33 - Epoch 101 伪标签: 正样本: 1615 (46.8%), 负样本: 1838 (53.2%)
2025-05-08 20:53:34 - Epoch 101, 测试集 AUC: 0.5266, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:34 - Epoch 101, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:34 - Epoch 102 伪标签: 正样本: 1616 (46.8%), 负样本: 1837 (53.2%)
2025-05-08 20:53:34 - Epoch 102, 测试集 AUC: 0.5265, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:34 - Epoch 102, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:34 - Epoch 103 伪标签: 正样本: 1601 (46.4%), 负样本: 1852 (53.6%)
2025-05-08 20:53:35 - Epoch 103, 测试集 AUC: 0.5265, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:35 - Epoch 103, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:35 - Epoch 104 伪标签: 正样本: 1575 (45.6%), 负样本: 1878 (54.4%)
2025-05-08 20:53:35 - Epoch 104, 测试集 AUC: 0.5252, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:35 - Epoch 104, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:36 - Epoch 105 伪标签: 正样本: 1550 (44.9%), 负样本: 1903 (55.1%)
2025-05-08 20:53:36 - Epoch 105, 测试集 AUC: 0.5237, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:36 - Epoch 105, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:36 - Epoch 106 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 20:53:36 - Epoch 106, 测试集 AUC: 0.5220, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:36 - Epoch 106, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:36 - Epoch 107 伪标签: 正样本: 1614 (46.7%), 负样本: 1839 (53.3%)
2025-05-08 20:53:37 - Epoch 107, 测试集 AUC: 0.5218, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:37 - Epoch 107, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:37 - Epoch 108 伪标签: 正样本: 1571 (45.5%), 负样本: 1882 (54.5%)
2025-05-08 20:53:37 - Epoch 108, 测试集 AUC: 0.5229, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:37 - Epoch 108, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8641)
2025-05-08 20:53:38 - Epoch 109 伪标签: 正样本: 1600 (46.3%), 负样本: 1853 (53.7%)
2025-05-08 20:53:38 - Epoch 109, 测试集 AUC: 0.5221, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:38 - Epoch 109, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:38 - Epoch 110 伪标签: 正样本: 1592 (46.1%), 负样本: 1861 (53.9%)
2025-05-08 20:53:38 - Epoch 110, 有标签损失: 0.0181, 一致性损失: 0.0017, 伪标签损失: 0.4246, LPL损失: 2536.4314, 聚类损失: 0.1277, 总损失: 605.5891
2025-05-08 20:53:39 - Epoch 110, 测试集 AUC: 0.5190, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:53:39 - Epoch 110, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:39 - Epoch 111 伪标签: 正样本: 1604 (46.5%), 负样本: 1849 (53.5%)
2025-05-08 20:53:39 - Epoch 111, 测试集 AUC: 0.5167, PRE: 1.0000, REC: 0.0152, MF1: 0.4904, ACC1: 0.0152, ACC0: 1.0000, Gmean: 0.1231
2025-05-08 20:53:39 - Epoch 111, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:39 - Epoch 112 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:53:40 - Epoch 112, 测试集 AUC: 0.5161, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:53:40 - Epoch 112, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:40 - Epoch 113 伪标签: 正样本: 1600 (46.3%), 负样本: 1853 (53.7%)
2025-05-08 20:53:40 - Epoch 113, 测试集 AUC: 0.5152, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:53:40 - Epoch 113, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:40 - Epoch 114 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 20:53:41 - Epoch 114, 测试集 AUC: 0.5152, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:53:41 - Epoch 114, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:41 - Epoch 115 伪标签: 正样本: 1573 (45.6%), 负样本: 1880 (54.4%)
2025-05-08 20:53:42 - Epoch 115, 测试集 AUC: 0.5143, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:53:42 - Epoch 115, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:42 - Epoch 116 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 20:53:42 - Epoch 116, 测试集 AUC: 0.5137, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:53:42 - Epoch 116, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:42 - Epoch 117 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-08 20:53:43 - Epoch 117, 测试集 AUC: 0.5127, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:53:43 - Epoch 117, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:43 - Epoch 118 伪标签: 正样本: 1635 (47.4%), 负样本: 1818 (52.6%)
2025-05-08 20:53:43 - Epoch 118, 测试集 AUC: 0.5111, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:43 - Epoch 118, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:44 - Epoch 119 伪标签: 正样本: 1609 (46.6%), 负样本: 1844 (53.4%)
2025-05-08 20:53:44 - Epoch 119, 测试集 AUC: 0.5115, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:44 - Epoch 119, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:44 - Epoch 120 伪标签: 正样本: 1634 (47.3%), 负样本: 1819 (52.7%)
2025-05-08 20:53:44 - Epoch 120, 有标签损失: 0.0147, 一致性损失: 0.0013, 伪标签损失: 0.4257, LPL损失: 2611.3293, 聚类损失: 0.0799, 总损失: 727.2485
2025-05-08 20:53:45 - Epoch 120, 测试集 AUC: 0.5112, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:45 - Epoch 120, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:45 - Epoch 121 伪标签: 正样本: 1612 (46.7%), 负样本: 1841 (53.3%)
2025-05-08 20:53:45 - Epoch 121, 测试集 AUC: 0.5100, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:45 - Epoch 121, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:45 - Epoch 122 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-08 20:53:46 - Epoch 122, 测试集 AUC: 0.5097, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:46 - Epoch 122, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:46 - Epoch 123 伪标签: 正样本: 1633 (47.3%), 负样本: 1820 (52.7%)
2025-05-08 20:53:46 - Epoch 123, 测试集 AUC: 0.5100, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:46 - Epoch 123, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8641)
2025-05-08 20:53:47 - Epoch 124 伪标签: 正样本: 1621 (46.9%), 负样本: 1832 (53.1%)
2025-05-08 20:53:47 - Epoch 124, 测试集 AUC: 0.5101, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:47 - Epoch 124, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:47 - Epoch 125 伪标签: 正样本: 1576 (45.6%), 负样本: 1877 (54.4%)
2025-05-08 20:53:48 - Epoch 125, 测试集 AUC: 0.5083, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:48 - Epoch 125, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:48 - Epoch 126 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:53:48 - Epoch 126, 测试集 AUC: 0.5072, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:48 - Epoch 126, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:48 - Epoch 127 伪标签: 正样本: 1552 (44.9%), 负样本: 1901 (55.1%)
2025-05-08 20:53:49 - Epoch 127, 测试集 AUC: 0.5074, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:49 - Epoch 127, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:49 - Epoch 128 伪标签: 正样本: 1606 (46.5%), 负样本: 1847 (53.5%)
2025-05-08 20:53:49 - Epoch 128, 测试集 AUC: 0.5095, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:49 - Epoch 128, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:50 - Epoch 129 伪标签: 正样本: 1616 (46.8%), 负样本: 1837 (53.2%)
2025-05-08 20:53:50 - Epoch 129, 测试集 AUC: 0.5087, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:50 - Epoch 129, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:50 - Epoch 130 伪标签: 正样本: 1631 (47.2%), 负样本: 1822 (52.8%)
2025-05-08 20:53:51 - Epoch 130, 有标签损失: 0.0122, 一致性损失: 0.0012, 伪标签损失: 0.4286, LPL损失: 2610.7905, 聚类损失: 0.0453, 总损失: 844.7524
2025-05-08 20:53:51 - Epoch 130, 测试集 AUC: 0.5082, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:51 - Epoch 130, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:51 - Epoch 131 伪标签: 正样本: 1621 (46.9%), 负样本: 1832 (53.1%)
2025-05-08 20:53:51 - Epoch 131, 测试集 AUC: 0.5067, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:51 - Epoch 131, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:51 - Epoch 132 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 20:53:52 - Epoch 132, 测试集 AUC: 0.5071, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:53:52 - Epoch 132, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:52 - Epoch 133 伪标签: 正样本: 1614 (46.7%), 负样本: 1839 (53.3%)
2025-05-08 20:53:53 - Epoch 133, 测试集 AUC: 0.5069, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:53:53 - Epoch 133, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:53 - Epoch 134 伪标签: 正样本: 1612 (46.7%), 负样本: 1841 (53.3%)
2025-05-08 20:53:53 - Epoch 134, 测试集 AUC: 0.5075, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:53:53 - Epoch 134, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:53 - Epoch 135 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 20:53:54 - Epoch 135, 测试集 AUC: 0.5090, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:53:54 - Epoch 135, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:54 - Epoch 136 伪标签: 正样本: 1661 (48.1%), 负样本: 1792 (51.9%)
2025-05-08 20:53:54 - Epoch 136, 测试集 AUC: 0.5076, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:54 - Epoch 136, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:55 - Epoch 137 伪标签: 正样本: 1578 (45.7%), 负样本: 1875 (54.3%)
2025-05-08 20:53:55 - Epoch 137, 测试集 AUC: 0.5069, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:55 - Epoch 137, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:55 - Epoch 138 伪标签: 正样本: 1645 (47.6%), 负样本: 1808 (52.4%)
2025-05-08 20:53:56 - Epoch 138, 测试集 AUC: 0.5075, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:56 - Epoch 138, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:56 - Epoch 139 伪标签: 正样本: 1625 (47.1%), 负样本: 1828 (52.9%)
2025-05-08 20:53:56 - Epoch 139, 测试集 AUC: 0.5071, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:56 - Epoch 139, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:56 - Epoch 140 伪标签: 正样本: 1643 (47.6%), 负样本: 1810 (52.4%)
2025-05-08 20:53:57 - Epoch 140, 有标签损失: 0.0098, 一致性损失: 0.0011, 伪标签损失: 0.4292, LPL损失: 2646.8479, 聚类损失: 0.0307, 总损失: 991.0326
2025-05-08 20:53:57 - Epoch 140, 测试集 AUC: 0.5071, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:53:57 - Epoch 140, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:57 - Epoch 141 伪标签: 正样本: 1646 (47.7%), 负样本: 1807 (52.3%)
2025-05-08 20:53:58 - Epoch 141, 测试集 AUC: 0.2771, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:53:58 - Epoch 141, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:58 - Epoch 142 伪标签: 正样本: 1172 (33.9%), 负样本: 2281 (66.1%)
2025-05-08 20:53:58 - Epoch 142, 测试集 AUC: 0.5187, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:58 - Epoch 142, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:58 - Epoch 143 伪标签: 正样本: 1655 (47.9%), 负样本: 1798 (52.1%)
2025-05-08 20:53:59 - Epoch 143, 测试集 AUC: 0.7003, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:53:59 - Epoch 143, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:53:59 - Epoch 144 伪标签: 正样本: 1588 (46.0%), 负样本: 1865 (54.0%)
2025-05-08 20:53:59 - Epoch 144, 测试集 AUC: 0.5100, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:53:59 - Epoch 144, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:54:00 - Epoch 145 伪标签: 正样本: 1661 (48.1%), 负样本: 1792 (51.9%)
2025-05-08 20:54:00 - Epoch 145, 测试集 AUC: 0.5100, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:54:00 - Epoch 145, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:54:00 - Epoch 146 伪标签: 正样本: 1653 (47.9%), 负样本: 1800 (52.1%)
2025-05-08 20:54:01 - Epoch 146, 测试集 AUC: 0.5091, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:54:01 - Epoch 146, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:54:01 - Epoch 147 伪标签: 正样本: 1635 (47.4%), 负样本: 1818 (52.6%)
2025-05-08 20:54:01 - Epoch 147, 测试集 AUC: 0.5090, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:54:01 - Epoch 147, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:54:01 - Epoch 148 伪标签: 正样本: 1619 (46.9%), 负样本: 1834 (53.1%)
2025-05-08 20:54:02 - Epoch 148, 测试集 AUC: 0.5070, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:54:02 - Epoch 148, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:54:02 - Epoch 149 伪标签: 正样本: 1640 (47.5%), 负样本: 1813 (52.5%)
2025-05-08 20:54:02 - Epoch 149, 测试集 AUC: 0.5068, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:54:02 - Epoch 149, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8641)
2025-05-08 20:54:02 - time cost: 83.89 s
2025-05-08 20:54:02 - 基于验证集最佳模型的测试结果: REC 70.91 PRE 90.35 MF1 88.78 AUC 87.67 ACC1 70.91 ACC0 99.20 Gmean 83.87
2025-05-08 20:54:02 - 测试集上观察到的最佳结果 (Epoch 36): AUC 88.65 PRE 87.91 REC 72.73 MF1 88.83 ACC1 72.73 ACC0 98.95 Gmean 84.83
