2025-05-09 21:54:43 - 运行开始时间: 20250509_215443
2025-05-09 21:54:43 - 日志文件: logs/train_log_yelp_seed64_20250509_215443.txt
2025-05-09 21:54:43 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:54:43 - 无标签数据数量: 18379
2025-05-09 21:54:43 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-09 21:54:43 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:54:43 - 伪标签策略：
2025-05-09 21:54:43 -   使用模型输出和聚类结果的融合
2025-05-09 21:54:43 - Epoch 0 伪标签: 正样本: 9824 (53.5%), 负样本: 8555 (46.5%)
2025-05-09 21:54:44 - Epoch 0, 有标签损失: 0.7138, 一致性损失: 0.0000, 伪标签损失: 0.3400, LPL损失: 41.8952, 聚类损失: 1.0369, 总损失: 2.1625
2025-05-09 21:54:44 - Epoch 0, 测试集 AUC: 0.7138, PRE: 0.2402, REC: 0.8435, MF1: 0.5344, ACC1: 0.8435, ACC0: 0.5465, Gmean: 0.6790
2025-05-09 21:54:44 - 更新最佳测试结果 (Epoch 0): AUC 0.7138, PRE 0.2402, REC 0.8435, MF1 0.5344, ACC1 0.8435, ACC0 0.5465, Gmean 0.6790
2025-05-09 21:54:44 - Epoch 0, val mf1: 0.5410, val ACC1: 0.8661, val ACC0: 0.5491, val Gmean: 0.6896 (best 0.5410)
2025-05-09 21:54:44 - Epoch 1 伪标签: 正样本: 9742 (53.0%), 负样本: 8637 (47.0%)
2025-05-09 21:54:45 - Epoch 1, 测试集 AUC: 0.7107, PRE: 0.2307, REC: 0.8592, MF1: 0.5156, ACC1: 0.8592, ACC0: 0.5130, Gmean: 0.6639
2025-05-09 21:54:45 - Epoch 1, val mf1: 0.5213, val ACC1: 0.8744, val ACC0: 0.5167, val Gmean: 0.6721 (best 0.5410)
2025-05-09 21:54:45 - Epoch 2 伪标签: 正样本: 9802 (53.3%), 负样本: 8577 (46.7%)
2025-05-09 21:54:46 - Epoch 2, 测试集 AUC: 0.7080, PRE: 0.2273, REC: 0.8607, MF1: 0.5092, ACC1: 0.8607, ACC0: 0.5027, Gmean: 0.6578
2025-05-09 21:54:46 - Epoch 2, val mf1: 0.5120, val ACC1: 0.8744, val ACC0: 0.5026, val Gmean: 0.6630 (best 0.5410)
2025-05-09 21:54:46 - Epoch 3 伪标签: 正样本: 9651 (52.5%), 负样本: 8728 (47.5%)
2025-05-09 21:54:46 - Epoch 3, 测试集 AUC: 0.7060, PRE: 0.2313, REC: 0.8420, MF1: 0.5195, ACC1: 0.8420, ACC0: 0.5244, Gmean: 0.6645
2025-05-09 21:54:46 - Epoch 3, val mf1: 0.5240, val ACC1: 0.8563, val ACC0: 0.5266, val Gmean: 0.6715 (best 0.5410)
2025-05-09 21:54:47 - Epoch 4 伪标签: 正样本: 9767 (53.1%), 负样本: 8612 (46.9%)
2025-05-09 21:54:47 - Epoch 4, 测试集 AUC: 0.7047, PRE: 0.2361, REC: 0.8063, MF1: 0.5328, ACC1: 0.8063, ACC0: 0.5566, Gmean: 0.6699
2025-05-09 21:54:47 - Epoch 4, val mf1: 0.5384, val ACC1: 0.8328, val ACC0: 0.5561, val Gmean: 0.6806 (best 0.5410)
2025-05-09 21:54:47 - Epoch 5 伪标签: 正样本: 9758 (53.1%), 负样本: 8621 (46.9%)
2025-05-09 21:54:48 - Epoch 5, 测试集 AUC: 0.7047, PRE: 0.2396, REC: 0.7478, MF1: 0.5453, ACC1: 0.7478, ACC0: 0.5965, Gmean: 0.6679
2025-05-09 21:54:48 - Epoch 5, val mf1: 0.5495, val ACC1: 0.7738, val ACC0: 0.5935, val Gmean: 0.6777 (best 0.5495)
2025-05-09 21:54:48 - Epoch 6 伪标签: 正样本: 9751 (53.1%), 负样本: 8628 (46.9%)
2025-05-09 21:54:49 - Epoch 6, 测试集 AUC: 0.7048, PRE: 0.2437, REC: 0.6539, MF1: 0.5598, ACC1: 0.6539, ACC0: 0.6551, Gmean: 0.6545
2025-05-09 21:54:49 - Epoch 6, val mf1: 0.5609, val ACC1: 0.6702, val ACC0: 0.6503, val Gmean: 0.6601 (best 0.5609)
2025-05-09 21:54:49 - Epoch 7 伪标签: 正样本: 9793 (53.3%), 负样本: 8586 (46.7%)
2025-05-09 21:54:50 - Epoch 7, 测试集 AUC: 0.7048, PRE: 0.2522, REC: 0.5175, MF1: 0.5755, ACC1: 0.5175, ACC0: 0.7392, Gmean: 0.6185
2025-05-09 21:54:50 - Epoch 7, val mf1: 0.5726, val ACC1: 0.5212, val ACC0: 0.7331, val Gmean: 0.6181 (best 0.5726)
2025-05-09 21:54:50 - Epoch 8 伪标签: 正样本: 9476 (51.6%), 负样本: 8903 (48.4%)
2025-05-09 21:54:50 - Epoch 8, 测试集 AUC: 0.7028, PRE: 0.2636, REC: 0.3405, MF1: 0.5784, ACC1: 0.3405, ACC0: 0.8383, Gmean: 0.5343
2025-05-09 21:54:50 - Epoch 8, val mf1: 0.5718, val ACC1: 0.3374, val ACC0: 0.8303, val Gmean: 0.5293 (best 0.5726)
2025-05-09 21:54:51 - Epoch 9 伪标签: 正样本: 9563 (52.0%), 负样本: 8816 (48.0%)
2025-05-09 21:54:51 - Epoch 9, 测试集 AUC: 0.6999, PRE: 0.2514, REC: 0.1516, MF1: 0.5411, ACC1: 0.1516, ACC0: 0.9232, Gmean: 0.3742
2025-05-09 21:54:51 - Epoch 9, val mf1: 0.5355, val ACC1: 0.1422, val ACC0: 0.9234, val Gmean: 0.3624 (best 0.5726)
2025-05-09 21:54:51 - Epoch 10 伪标签: 正样本: 9522 (51.8%), 负样本: 8857 (48.2%)
2025-05-09 21:54:52 - Epoch 10, 有标签损失: 0.6265, 一致性损失: 0.0000, 伪标签损失: 0.4161, LPL损失: 41.0277, 聚类损失: 0.9745, 总损失: 1.5730
2025-05-09 21:54:52 - Epoch 10, 测试集 AUC: 0.6973, PRE: 0.2179, REC: 0.0581, MF1: 0.4999, ACC1: 0.0581, ACC0: 0.9645, Gmean: 0.2368
2025-05-09 21:54:52 - Epoch 10, val mf1: 0.4943, val ACC1: 0.0514, val ACC0: 0.9639, val Gmean: 0.2227 (best 0.5726)
2025-05-09 21:54:52 - Epoch 11 伪标签: 正样本: 9635 (52.4%), 负样本: 8744 (47.6%)
2025-05-09 21:54:53 - Epoch 11, 测试集 AUC: 0.6939, PRE: 0.2323, REC: 0.0306, MF1: 0.4846, ACC1: 0.0306, ACC0: 0.9828, Gmean: 0.1733
2025-05-09 21:54:53 - Epoch 11, val mf1: 0.4844, val ACC1: 0.0310, val ACC0: 0.9811, val Gmean: 0.1744 (best 0.5726)
2025-05-09 21:54:53 - Epoch 12 伪标签: 正样本: 9508 (51.7%), 负样本: 8871 (48.3%)
2025-05-09 21:54:54 - Epoch 12, 测试集 AUC: 0.6892, PRE: 0.2652, REC: 0.0179, MF1: 0.4761, ACC1: 0.0179, ACC0: 0.9916, Gmean: 0.1332
2025-05-09 21:54:54 - Epoch 12, val mf1: 0.4768, val ACC1: 0.0189, val ACC0: 0.9906, val Gmean: 0.1369 (best 0.5726)
2025-05-09 21:54:54 - Epoch 13 伪标签: 正样本: 9469 (51.5%), 负样本: 8910 (48.5%)
2025-05-09 21:54:55 - Epoch 13, 测试集 AUC: 0.6825, PRE: 0.2963, REC: 0.0119, MF1: 0.4715, ACC1: 0.0119, ACC0: 0.9952, Gmean: 0.1089
2025-05-09 21:54:55 - Epoch 13, val mf1: 0.4700, val ACC1: 0.0106, val ACC0: 0.9945, val Gmean: 0.1026 (best 0.5726)
2025-05-09 21:54:55 - Epoch 14 伪标签: 正样本: 9427 (51.3%), 负样本: 8952 (48.7%)
2025-05-09 21:54:55 - Epoch 14, 测试集 AUC: 0.6721, PRE: 0.2976, REC: 0.0093, MF1: 0.4693, ACC1: 0.0093, ACC0: 0.9963, Gmean: 0.0963
2025-05-09 21:54:55 - Epoch 14, val mf1: 0.4667, val ACC1: 0.0068, val ACC0: 0.9960, val Gmean: 0.0823 (best 0.5726)
2025-05-09 21:54:56 - Epoch 15 伪标签: 正样本: 9462 (51.5%), 负样本: 8917 (48.5%)
2025-05-09 21:54:56 - Epoch 15, 测试集 AUC: 0.6581, PRE: 0.3214, REC: 0.0067, MF1: 0.4670, ACC1: 0.0067, ACC0: 0.9976, Gmean: 0.0818
2025-05-09 21:54:56 - Epoch 15, val mf1: 0.4655, val ACC1: 0.0053, val ACC0: 0.9972, val Gmean: 0.0727 (best 0.5726)
2025-05-09 21:54:56 - Epoch 16 伪标签: 正样本: 9552 (52.0%), 负样本: 8827 (48.0%)
2025-05-09 21:54:57 - Epoch 16, 测试集 AUC: 0.6420, PRE: 0.2857, REC: 0.0060, MF1: 0.4663, ACC1: 0.0060, ACC0: 0.9975, Gmean: 0.0771
2025-05-09 21:54:57 - Epoch 16, val mf1: 0.4639, val ACC1: 0.0038, val ACC0: 0.9968, val Gmean: 0.0614 (best 0.5726)
2025-05-09 21:54:57 - Epoch 17 伪标签: 正样本: 9348 (50.9%), 负样本: 9031 (49.1%)
2025-05-09 21:54:58 - Epoch 17, 测试集 AUC: 0.6229, PRE: 0.2424, REC: 0.0060, MF1: 0.4661, ACC1: 0.0060, ACC0: 0.9968, Gmean: 0.0771
2025-05-09 21:54:58 - Epoch 17, val mf1: 0.4639, val ACC1: 0.0038, val ACC0: 0.9969, val Gmean: 0.0614 (best 0.5726)
2025-05-09 21:54:58 - Epoch 18 伪标签: 正样本: 9367 (51.0%), 负样本: 9012 (49.0%)
2025-05-09 21:54:59 - Epoch 18, 测试集 AUC: 0.6151, PRE: 0.2206, REC: 0.0056, MF1: 0.4657, ACC1: 0.0056, ACC0: 0.9966, Gmean: 0.0746
2025-05-09 21:54:59 - Epoch 18, val mf1: 0.4646, val ACC1: 0.0045, val ACC0: 0.9967, val Gmean: 0.0673 (best 0.5726)
2025-05-09 21:54:59 - Epoch 19 伪标签: 正样本: 9240 (50.3%), 负样本: 9139 (49.7%)
2025-05-09 21:55:00 - Epoch 19, 测试集 AUC: 0.6128, PRE: 0.1899, REC: 0.0056, MF1: 0.4655, ACC1: 0.0056, ACC0: 0.9959, Gmean: 0.0746
2025-05-09 21:55:00 - Epoch 19, val mf1: 0.4643, val ACC1: 0.0045, val ACC0: 0.9955, val Gmean: 0.0672 (best 0.5726)
2025-05-09 21:55:00 - Epoch 20 伪标签: 正样本: 9260 (50.4%), 负样本: 9119 (49.6%)
2025-05-09 21:55:00 - Epoch 20, 有标签损失: 0.4954, 一致性损失: 0.0000, 伪标签损失: 0.4793, LPL损失: 7.7820, 聚类损失: 1.2599, 总损失: 2.1477
2025-05-09 21:55:00 - Epoch 20, 测试集 AUC: 0.6121, PRE: 0.1980, REC: 0.0075, MF1: 0.4670, ACC1: 0.0075, ACC0: 0.9949, Gmean: 0.0861
2025-05-09 21:55:00 - Epoch 20, val mf1: 0.4677, val ACC1: 0.0083, val ACC0: 0.9943, val Gmean: 0.0910 (best 0.5726)
2025-05-09 21:55:01 - Epoch 21 伪标签: 正样本: 9276 (50.5%), 负样本: 9103 (49.5%)
2025-05-09 21:55:01 - Epoch 21, 测试集 AUC: 0.6144, PRE: 0.2302, REC: 0.0108, MF1: 0.4700, ACC1: 0.0108, ACC0: 0.9939, Gmean: 0.1036
2025-05-09 21:55:01 - Epoch 21, val mf1: 0.4714, val ACC1: 0.0121, val ACC0: 0.9941, val Gmean: 0.1097 (best 0.5726)
2025-05-09 21:55:02 - Epoch 22 伪标签: 正样本: 9162 (49.9%), 负样本: 9217 (50.1%)
2025-05-09 21:55:02 - Epoch 22, 测试集 AUC: 0.6148, PRE: 0.2270, REC: 0.0138, MF1: 0.4723, ACC1: 0.0138, ACC0: 0.9920, Gmean: 0.1169
2025-05-09 21:55:02 - Epoch 22, val mf1: 0.4760, val ACC1: 0.0174, val ACC0: 0.9927, val Gmean: 0.1314 (best 0.5726)
2025-05-09 21:55:03 - Epoch 23 伪标签: 正样本: 9076 (49.4%), 负样本: 9303 (50.6%)
2025-05-09 21:55:03 - Epoch 23, 测试集 AUC: 0.6113, PRE: 0.2117, REC: 0.0175, MF1: 0.4749, ACC1: 0.0175, ACC0: 0.9889, Gmean: 0.1316
2025-05-09 21:55:03 - Epoch 23, val mf1: 0.4806, val ACC1: 0.0234, val ACC0: 0.9893, val Gmean: 0.1523 (best 0.5726)
2025-05-09 21:55:03 - Epoch 24 伪标签: 正样本: 9211 (50.1%), 负样本: 9168 (49.9%)
2025-05-09 21:55:04 - Epoch 24, 测试集 AUC: 0.6034, PRE: 0.2118, REC: 0.0227, MF1: 0.4786, ACC1: 0.0227, ACC0: 0.9856, Gmean: 0.1497
2025-05-09 21:55:04 - Epoch 24, val mf1: 0.4840, val ACC1: 0.0287, val ACC0: 0.9853, val Gmean: 0.1683 (best 0.5726)
2025-05-09 21:55:04 - Epoch 25 伪标签: 正样本: 9140 (49.7%), 负样本: 9239 (50.3%)
2025-05-09 21:55:05 - Epoch 25, 测试集 AUC: 0.6014, PRE: 0.2061, REC: 0.0276, MF1: 0.4816, ACC1: 0.0276, ACC0: 0.9820, Gmean: 0.1645
2025-05-09 21:55:05 - Epoch 25, val mf1: 0.4858, val ACC1: 0.0325, val ACC0: 0.9814, val Gmean: 0.1787 (best 0.5726)
2025-05-09 21:55:05 - Epoch 26 伪标签: 正样本: 9196 (50.0%), 负样本: 9183 (50.0%)
2025-05-09 21:55:06 - Epoch 26, 测试集 AUC: 0.6004, PRE: 0.2148, REC: 0.0346, MF1: 0.4865, ACC1: 0.0346, ACC0: 0.9785, Gmean: 0.1841
2025-05-09 21:55:06 - Epoch 26, val mf1: 0.4881, val ACC1: 0.0371, val ACC0: 0.9772, val Gmean: 0.1903 (best 0.5726)
2025-05-09 21:55:06 - Epoch 27 伪标签: 正样本: 9183 (50.0%), 负样本: 9196 (50.0%)
2025-05-09 21:55:06 - Epoch 27, 测试集 AUC: 0.6026, PRE: 0.2057, REC: 0.0406, MF1: 0.4895, ACC1: 0.0406, ACC0: 0.9733, Gmean: 0.1988
2025-05-09 21:55:06 - Epoch 27, val mf1: 0.4946, val ACC1: 0.0461, val ACC0: 0.9744, val Gmean: 0.2120 (best 0.5726)
2025-05-09 21:55:07 - Epoch 28 伪标签: 正样本: 9035 (49.2%), 负样本: 9344 (50.8%)
2025-05-09 21:55:07 - Epoch 28, 测试集 AUC: 0.6047, PRE: 0.2040, REC: 0.0496, MF1: 0.4942, ACC1: 0.0496, ACC0: 0.9671, Gmean: 0.2189
2025-05-09 21:55:07 - Epoch 28, val mf1: 0.4975, val ACC1: 0.0522, val ACC0: 0.9698, val Gmean: 0.2250 (best 0.5726)
2025-05-09 21:55:07 - Epoch 29 伪标签: 正样本: 9188 (50.0%), 负样本: 9191 (50.0%)
2025-05-09 21:55:08 - Epoch 29, 测试集 AUC: 0.6096, PRE: 0.2088, REC: 0.0585, MF1: 0.4991, ACC1: 0.0585, ACC0: 0.9623, Gmean: 0.2373
2025-05-09 21:55:08 - Epoch 29, val mf1: 0.5048, val ACC1: 0.0643, val ACC0: 0.9646, val Gmean: 0.2490 (best 0.5726)
2025-05-09 21:55:08 - Epoch 30 伪标签: 正样本: 8951 (48.7%), 负样本: 9428 (51.3%)
2025-05-09 21:55:09 - Epoch 30, 有标签损失: 0.3874, 一致性损失: 0.0000, 伪标签损失: 0.5288, LPL损失: 35.5109, 聚类损失: 2.0191, 总损失: 1.7501
2025-05-09 21:55:09 - Epoch 30, 测试集 AUC: 0.6140, PRE: 0.2103, REC: 0.0700, MF1: 0.5046, ACC1: 0.0700, ACC0: 0.9553, Gmean: 0.2587
2025-05-09 21:55:09 - Epoch 30, val mf1: 0.5096, val ACC1: 0.0756, val ACC0: 0.9571, val Gmean: 0.2691 (best 0.5726)
2025-05-09 21:55:09 - Epoch 31 伪标签: 正样本: 8977 (48.8%), 负样本: 9402 (51.2%)
2025-05-09 21:55:09 - Epoch 31, 测试集 AUC: 0.6141, PRE: 0.2096, REC: 0.0879, MF1: 0.5116, ACC1: 0.0879, ACC0: 0.9436, Gmean: 0.2880
2025-05-09 21:55:09 - Epoch 31, val mf1: 0.5178, val ACC1: 0.0961, val ACC0: 0.9447, val Gmean: 0.3013 (best 0.5726)
2025-05-09 21:55:10 - Epoch 32 伪标签: 正样本: 9112 (49.6%), 负样本: 9267 (50.4%)
2025-05-09 21:55:10 - Epoch 32, 测试集 AUC: 0.6126, PRE: 0.2100, REC: 0.1155, MF1: 0.5205, ACC1: 0.1155, ACC0: 0.9262, Gmean: 0.3271
2025-05-09 21:55:10 - Epoch 32, val mf1: 0.5284, val ACC1: 0.1263, val ACC0: 0.9280, val Gmean: 0.3424 (best 0.5726)
2025-05-09 21:55:10 - Epoch 33 伪标签: 正样本: 9110 (49.6%), 负样本: 9269 (50.4%)
2025-05-09 21:55:11 - Epoch 33, 测试集 AUC: 0.6104, PRE: 0.1991, REC: 0.1446, MF1: 0.5241, ACC1: 0.1446, ACC0: 0.9011, Gmean: 0.3609
2025-05-09 21:55:11 - Epoch 33, val mf1: 0.5297, val ACC1: 0.1513, val ACC0: 0.9043, val Gmean: 0.3699 (best 0.5726)
2025-05-09 21:55:11 - Epoch 34 伪标签: 正样本: 9019 (49.1%), 负样本: 9360 (50.9%)
2025-05-09 21:55:12 - Epoch 34, 测试集 AUC: 0.6067, PRE: 0.1932, REC: 0.1803, MF1: 0.5268, ACC1: 0.1803, ACC0: 0.8720, Gmean: 0.3965
2025-05-09 21:55:12 - Epoch 34, val mf1: 0.5412, val ACC1: 0.2020, val ACC0: 0.8780, val Gmean: 0.4211 (best 0.5726)
2025-05-09 21:55:12 - Epoch 35 伪标签: 正样本: 9074 (49.4%), 负样本: 9305 (50.6%)
2025-05-09 21:55:13 - Epoch 35, 测试集 AUC: 0.6017, PRE: 0.1879, REC: 0.2183, MF1: 0.5266, ACC1: 0.2183, ACC0: 0.8396, Gmean: 0.4281
2025-05-09 21:55:13 - Epoch 35, val mf1: 0.5436, val ACC1: 0.2443, val ACC0: 0.8485, val Gmean: 0.4553 (best 0.5726)
2025-05-09 21:55:13 - Epoch 36 伪标签: 正样本: 9123 (49.6%), 负样本: 9256 (50.4%)
2025-05-09 21:55:13 - Epoch 36, 测试集 AUC: 0.5976, PRE: 0.1928, REC: 0.2671, MF1: 0.5307, ACC1: 0.2671, ACC0: 0.8099, Gmean: 0.4652
2025-05-09 21:55:13 - Epoch 36, val mf1: 0.5398, val ACC1: 0.2776, val ACC0: 0.8182, val Gmean: 0.4766 (best 0.5726)
2025-05-09 21:55:14 - Epoch 37 伪标签: 正样本: 9173 (49.9%), 负样本: 9206 (50.1%)
2025-05-09 21:55:14 - Epoch 37, 测试集 AUC: 0.5977, PRE: 0.1917, REC: 0.3096, MF1: 0.5289, ACC1: 0.3096, ACC0: 0.7781, Gmean: 0.4908
2025-05-09 21:55:14 - Epoch 37, val mf1: 0.5375, val ACC1: 0.3154, val ACC0: 0.7891, val Gmean: 0.4989 (best 0.5726)
2025-05-09 21:55:14 - Epoch 38 伪标签: 正样本: 9135 (49.7%), 负样本: 9244 (50.3%)
2025-05-09 21:55:15 - Epoch 38, 测试集 AUC: 0.5995, PRE: 0.1921, REC: 0.3376, MF1: 0.5279, ACC1: 0.3376, ACC0: 0.7587, Gmean: 0.5061
2025-05-09 21:55:15 - Epoch 38, val mf1: 0.5373, val ACC1: 0.3449, val ACC0: 0.7702, val Gmean: 0.5154 (best 0.5726)
2025-05-09 21:55:15 - Epoch 39 伪标签: 正样本: 9247 (50.3%), 负样本: 9132 (49.7%)
2025-05-09 21:55:16 - Epoch 39, 测试集 AUC: 0.5979, PRE: 0.1934, REC: 0.3458, MF1: 0.5285, ACC1: 0.3458, ACC0: 0.7548, Gmean: 0.5109
2025-05-09 21:55:16 - Epoch 39, val mf1: 0.5361, val ACC1: 0.3464, val ACC0: 0.7674, val Gmean: 0.5156 (best 0.5726)
2025-05-09 21:55:16 - Epoch 40 伪标签: 正样本: 9167 (49.9%), 负样本: 9212 (50.1%)
2025-05-09 21:55:16 - Epoch 40, 有标签损失: 0.1801, 一致性损失: 0.0000, 伪标签损失: 0.6061, LPL损失: 31.2834, 聚类损失: 2.2747, 总损失: 1.8962
2025-05-09 21:55:17 - Epoch 40, 测试集 AUC: 0.5984, PRE: 0.1934, REC: 0.3521, MF1: 0.5282, ACC1: 0.3521, ACC0: 0.7504, Gmean: 0.5140
2025-05-09 21:55:17 - Epoch 40, val mf1: 0.5349, val ACC1: 0.3510, val ACC0: 0.7625, val Gmean: 0.5173 (best 0.5726)
2025-05-09 21:55:17 - Epoch 41 伪标签: 正样本: 9207 (50.1%), 负样本: 9172 (49.9%)
2025-05-09 21:55:17 - Epoch 41, 测试集 AUC: 0.5991, PRE: 0.1938, REC: 0.3551, MF1: 0.5283, ACC1: 0.3551, ACC0: 0.7489, Gmean: 0.5157
2025-05-09 21:55:17 - Epoch 41, val mf1: 0.5345, val ACC1: 0.3540, val ACC0: 0.7601, val Gmean: 0.5187 (best 0.5726)
2025-05-09 21:55:18 - Epoch 42 伪标签: 正样本: 9147 (49.8%), 负样本: 9232 (50.2%)
2025-05-09 21:55:18 - Epoch 42, 测试集 AUC: 0.6003, PRE: 0.1944, REC: 0.3573, MF1: 0.5288, ACC1: 0.3573, ACC0: 0.7484, Gmean: 0.5171
2025-05-09 21:55:18 - Epoch 42, val mf1: 0.5349, val ACC1: 0.3555, val ACC0: 0.7599, val Gmean: 0.5198 (best 0.5726)
2025-05-09 21:55:18 - Epoch 43 伪标签: 正样本: 9180 (49.9%), 负样本: 9199 (50.1%)
2025-05-09 21:55:19 - Epoch 43, 测试集 AUC: 0.6079, PRE: 0.1977, REC: 0.3595, MF1: 0.5316, ACC1: 0.3595, ACC0: 0.7519, Gmean: 0.5199
2025-05-09 21:55:19 - Epoch 43, val mf1: 0.5372, val ACC1: 0.3570, val ACC0: 0.7629, val Gmean: 0.5219 (best 0.5726)
2025-05-09 21:55:19 - Epoch 44 伪标签: 正样本: 9166 (49.9%), 负样本: 9213 (50.1%)
2025-05-09 21:55:20 - Epoch 44, 测试集 AUC: 0.6195, PRE: 0.2061, REC: 0.3666, MF1: 0.5389, ACC1: 0.3666, ACC0: 0.7600, Gmean: 0.5278
2025-05-09 21:55:20 - Epoch 44, val mf1: 0.5454, val ACC1: 0.3699, val ACC0: 0.7689, val Gmean: 0.5333 (best 0.5726)
2025-05-09 21:55:20 - Epoch 45 伪标签: 正样本: 9295 (50.6%), 负样本: 9084 (49.4%)
2025-05-09 21:55:21 - Epoch 45, 测试集 AUC: 0.6326, PRE: 0.2111, REC: 0.3625, MF1: 0.5432, ACC1: 0.3625, ACC0: 0.7697, Gmean: 0.5282
2025-05-09 21:55:21 - Epoch 45, val mf1: 0.5524, val ACC1: 0.3744, val ACC0: 0.7778, val Gmean: 0.5397 (best 0.5726)
2025-05-09 21:55:21 - Epoch 46 伪标签: 正样本: 9265 (50.4%), 负样本: 9114 (49.6%)
2025-05-09 21:55:21 - Epoch 46, 测试集 AUC: 0.6431, PRE: 0.2187, REC: 0.3659, MF1: 0.5494, ACC1: 0.3659, ACC0: 0.7778, Gmean: 0.5335
2025-05-09 21:55:21 - Epoch 46, val mf1: 0.5586, val ACC1: 0.3843, val ACC0: 0.7820, val Gmean: 0.5482 (best 0.5726)
2025-05-09 21:55:22 - Epoch 47 伪标签: 正样本: 9337 (50.8%), 负样本: 9042 (49.2%)
2025-05-09 21:55:22 - Epoch 47, 测试集 AUC: 0.6556, PRE: 0.2272, REC: 0.3778, MF1: 0.5560, ACC1: 0.3778, ACC0: 0.7815, Gmean: 0.5434
2025-05-09 21:55:22 - Epoch 47, val mf1: 0.5636, val ACC1: 0.3956, val ACC0: 0.7836, val Gmean: 0.5568 (best 0.5726)
2025-05-09 21:55:23 - Epoch 48 伪标签: 正样本: 9392 (51.1%), 负样本: 8987 (48.9%)
2025-05-09 21:55:23 - Epoch 48, 测试集 AUC: 0.6639, PRE: 0.2330, REC: 0.3938, MF1: 0.5605, ACC1: 0.3938, ACC0: 0.7796, Gmean: 0.5541
2025-05-09 21:55:23 - Epoch 48, val mf1: 0.5678, val ACC1: 0.4100, val ACC0: 0.7822, val Gmean: 0.5663 (best 0.5726)
2025-05-09 21:55:23 - Epoch 49 伪标签: 正样本: 9442 (51.4%), 负样本: 8937 (48.6%)
2025-05-09 21:55:24 - Epoch 49, 测试集 AUC: 0.6698, PRE: 0.2360, REC: 0.4106, MF1: 0.5629, ACC1: 0.4106, ACC0: 0.7741, Gmean: 0.5638
2025-05-09 21:55:24 - Epoch 49, val mf1: 0.5726, val ACC1: 0.4297, val ACC0: 0.7790, val Gmean: 0.5785 (best 0.5726)
2025-05-09 21:55:24 - Epoch 50 伪标签: 正样本: 9597 (52.2%), 负样本: 8782 (47.8%)
2025-05-09 21:55:25 - Epoch 50, 有标签损失: 0.1590, 一致性损失: 0.0000, 伪标签损失: 0.8287, LPL损失: 7.6885, 聚类损失: 4.5670, 总损失: 1.1471
2025-05-09 21:55:25 - Epoch 50, 测试集 AUC: 0.6731, PRE: 0.2379, REC: 0.4262, MF1: 0.5644, ACC1: 0.4262, ACC0: 0.7680, Gmean: 0.5721
2025-05-09 21:55:25 - Epoch 50, val mf1: 0.5736, val ACC1: 0.4463, val ACC0: 0.7716, val Gmean: 0.5868 (best 0.5736)
2025-05-09 21:55:25 - Epoch 51 伪标签: 正样本: 9498 (51.7%), 负样本: 8881 (48.3%)
2025-05-09 21:55:26 - Epoch 51, 测试集 AUC: 0.6736, PRE: 0.2361, REC: 0.4449, MF1: 0.5626, ACC1: 0.4449, ACC0: 0.7554, Gmean: 0.5797
2025-05-09 21:55:26 - Epoch 51, val mf1: 0.5717, val ACC1: 0.4644, val ACC0: 0.7594, val Gmean: 0.5939 (best 0.5736)
2025-05-09 21:55:26 - Epoch 52 伪标签: 正样本: 9592 (52.2%), 负样本: 8787 (47.8%)
2025-05-09 21:55:27 - Epoch 52, 测试集 AUC: 0.6726, PRE: 0.2350, REC: 0.4706, MF1: 0.5610, ACC1: 0.4706, ACC0: 0.7396, Gmean: 0.5900
2025-05-09 21:55:27 - Epoch 52, val mf1: 0.5687, val ACC1: 0.4871, val ACC0: 0.7435, val Gmean: 0.6018 (best 0.5736)
2025-05-09 21:55:27 - Epoch 53 伪标签: 正样本: 9631 (52.4%), 负样本: 8748 (47.6%)
2025-05-09 21:55:28 - Epoch 53, 测试集 AUC: 0.6714, PRE: 0.2341, REC: 0.4899, MF1: 0.5594, ACC1: 0.4899, ACC0: 0.7275, Gmean: 0.5970
2025-05-09 21:55:28 - Epoch 53, val mf1: 0.5670, val ACC1: 0.5068, val ACC0: 0.7313, val Gmean: 0.6088 (best 0.5736)
2025-05-09 21:55:28 - Epoch 54 伪标签: 正样本: 9651 (52.5%), 负样本: 8728 (47.5%)
2025-05-09 21:55:28 - Epoch 54, 测试集 AUC: 0.6699, PRE: 0.2322, REC: 0.5007, MF1: 0.5571, ACC1: 0.5007, ACC0: 0.7186, Gmean: 0.5998
2025-05-09 21:55:28 - Epoch 54, val mf1: 0.5638, val ACC1: 0.5159, val ACC0: 0.7219, val Gmean: 0.6102 (best 0.5736)
2025-05-09 21:55:29 - Epoch 55 伪标签: 正样本: 9629 (52.4%), 负样本: 8750 (47.6%)
2025-05-09 21:55:29 - Epoch 55, 测试集 AUC: 0.6683, PRE: 0.2305, REC: 0.4925, MF1: 0.5558, ACC1: 0.4925, ACC0: 0.7205, Gmean: 0.5957
2025-05-09 21:55:29 - Epoch 55, val mf1: 0.5638, val ACC1: 0.5129, val ACC0: 0.7233, val Gmean: 0.6091 (best 0.5736)
2025-05-09 21:55:30 - Epoch 56 伪标签: 正样本: 9606 (52.3%), 负样本: 8773 (47.7%)
2025-05-09 21:55:30 - Epoch 56, 测试集 AUC: 0.6666, PRE: 0.2298, REC: 0.4784, MF1: 0.5558, ACC1: 0.4784, ACC0: 0.7275, Gmean: 0.5899
2025-05-09 21:55:30 - Epoch 56, val mf1: 0.5622, val ACC1: 0.4917, val ACC0: 0.7310, val Gmean: 0.5995 (best 0.5736)
2025-05-09 21:55:30 - Epoch 57 伪标签: 正样本: 9583 (52.1%), 负样本: 8796 (47.9%)
2025-05-09 21:55:31 - Epoch 57, 测试集 AUC: 0.6654, PRE: 0.2307, REC: 0.4616, MF1: 0.5573, ACC1: 0.4616, ACC0: 0.7383, Gmean: 0.5838
2025-05-09 21:55:31 - Epoch 57, val mf1: 0.5653, val ACC1: 0.4766, val ACC0: 0.7435, val Gmean: 0.5952 (best 0.5736)
2025-05-09 21:55:31 - Epoch 58 伪标签: 正样本: 9697 (52.8%), 负样本: 8682 (47.2%)
2025-05-09 21:55:32 - Epoch 58, 测试集 AUC: 0.6650, PRE: 0.2343, REC: 0.4452, MF1: 0.5610, ACC1: 0.4452, ACC0: 0.7526, Gmean: 0.5789
2025-05-09 21:55:32 - Epoch 58, val mf1: 0.5664, val ACC1: 0.4569, val ACC0: 0.7550, val Gmean: 0.5873 (best 0.5736)
2025-05-09 21:55:32 - Epoch 59 伪标签: 正样本: 9647 (52.5%), 负样本: 8732 (47.5%)
2025-05-09 21:55:33 - Epoch 59, 测试集 AUC: 0.6659, PRE: 0.2360, REC: 0.4270, MF1: 0.5628, ACC1: 0.4270, ACC0: 0.7650, Gmean: 0.5715
2025-05-09 21:55:33 - Epoch 59, val mf1: 0.5684, val ACC1: 0.4425, val ACC0: 0.7657, val Gmean: 0.5821 (best 0.5736)
2025-05-09 21:55:33 - Epoch 60 伪标签: 正样本: 9565 (52.0%), 负样本: 8814 (48.0%)
2025-05-09 21:55:33 - Epoch 60, 有标签损失: 0.0397, 一致性损失: 0.0000, 伪标签损失: 0.9353, LPL损失: 7.2433, 聚类损失: 4.8581, 总损失: 0.7827
2025-05-09 21:55:34 - Epoch 60, 测试集 AUC: 0.6671, PRE: 0.2384, REC: 0.4087, MF1: 0.5647, ACC1: 0.4087, ACC0: 0.7780, Gmean: 0.5639
2025-05-09 21:55:34 - Epoch 60, val mf1: 0.5714, val ACC1: 0.4289, val ACC0: 0.7775, val Gmean: 0.5775 (best 0.5736)
2025-05-09 21:55:34 - Epoch 61 伪标签: 正样本: 9356 (50.9%), 负样本: 9023 (49.1%)
2025-05-09 21:55:34 - Epoch 61, 测试集 AUC: 0.6692, PRE: 0.2409, REC: 0.3961, MF1: 0.5666, ACC1: 0.3961, ACC0: 0.7879, Gmean: 0.5586
2025-05-09 21:55:34 - Epoch 61, val mf1: 0.5736, val ACC1: 0.4138, val ACC0: 0.7890, val Gmean: 0.5714 (best 0.5736)
2025-05-09 21:55:35 - Epoch 62 伪标签: 正样本: 9425 (51.3%), 负样本: 8954 (48.7%)
2025-05-09 21:55:35 - Epoch 62, 测试集 AUC: 0.6733, PRE: 0.2425, REC: 0.3864, MF1: 0.5675, ACC1: 0.3864, ACC0: 0.7948, Gmean: 0.5542
2025-05-09 21:55:35 - Epoch 62, val mf1: 0.5769, val ACC1: 0.4092, val ACC0: 0.7965, val Gmean: 0.5709 (best 0.5769)
2025-05-09 21:55:36 - Epoch 63 伪标签: 正样本: 9494 (51.7%), 负样本: 8885 (48.3%)
2025-05-09 21:55:36 - Epoch 63, 测试集 AUC: 0.6767, PRE: 0.2458, REC: 0.3841, MF1: 0.5698, ACC1: 0.3841, ACC0: 0.7996, Gmean: 0.5542
2025-05-09 21:55:36 - Epoch 63, val mf1: 0.5802, val ACC1: 0.4092, val ACC0: 0.8015, val Gmean: 0.5727 (best 0.5802)
2025-05-09 21:55:36 - Epoch 64 伪标签: 正样本: 9370 (51.0%), 负样本: 9009 (49.0%)
2025-05-09 21:55:37 - Epoch 64, 测试集 AUC: 0.6797, PRE: 0.2495, REC: 0.3804, MF1: 0.5722, ACC1: 0.3804, ACC0: 0.8054, Gmean: 0.5535
2025-05-09 21:55:37 - Epoch 64, val mf1: 0.5807, val ACC1: 0.4039, val ACC0: 0.8051, val Gmean: 0.5703 (best 0.5807)
2025-05-09 21:55:37 - Epoch 65 伪标签: 正样本: 9384 (51.1%), 负样本: 8995 (48.9%)
2025-05-09 21:55:38 - Epoch 65, 测试集 AUC: 0.6822, PRE: 0.2506, REC: 0.3774, MF1: 0.5729, ACC1: 0.3774, ACC0: 0.8082, Gmean: 0.5523
2025-05-09 21:55:38 - Epoch 65, val mf1: 0.5819, val ACC1: 0.3986, val ACC0: 0.8098, val Gmean: 0.5682 (best 0.5819)
2025-05-09 21:55:38 - Epoch 66 伪标签: 正样本: 9366 (51.0%), 负样本: 9013 (49.0%)
2025-05-09 21:55:39 - Epoch 66, 测试集 AUC: 0.6845, PRE: 0.2537, REC: 0.3916, MF1: 0.5756, ACC1: 0.3916, ACC0: 0.8042, Gmean: 0.5612
2025-05-09 21:55:39 - Epoch 66, val mf1: 0.5860, val ACC1: 0.4183, val ACC0: 0.8052, val Gmean: 0.5804 (best 0.5860)
2025-05-09 21:55:39 - Epoch 67 伪标签: 正样本: 9393 (51.1%), 负样本: 8986 (48.9%)
2025-05-09 21:55:39 - Epoch 67, 测试集 AUC: 0.6869, PRE: 0.2551, REC: 0.3923, MF1: 0.5765, ACC1: 0.3923, ACC0: 0.8053, Gmean: 0.5621
2025-05-09 21:55:39 - Epoch 67, val mf1: 0.5879, val ACC1: 0.4213, val ACC0: 0.8064, val Gmean: 0.5829 (best 0.5879)
2025-05-09 21:55:40 - Epoch 68 伪标签: 正样本: 9332 (50.8%), 负样本: 9047 (49.2%)
2025-05-09 21:55:40 - Epoch 68, 测试集 AUC: 0.6890, PRE: 0.2565, REC: 0.4024, MF1: 0.5779, ACC1: 0.4024, ACC0: 0.8018, Gmean: 0.5680
2025-05-09 21:55:40 - Epoch 68, val mf1: 0.5883, val ACC1: 0.4289, val ACC0: 0.8029, val Gmean: 0.5868 (best 0.5883)
2025-05-09 21:55:41 - Epoch 69 伪标签: 正样本: 9390 (51.1%), 负样本: 8989 (48.9%)
2025-05-09 21:55:41 - Epoch 69, 测试集 AUC: 0.6903, PRE: 0.2547, REC: 0.4177, MF1: 0.5771, ACC1: 0.4177, ACC0: 0.7922, Gmean: 0.5752
2025-05-09 21:55:41 - Epoch 69, val mf1: 0.5888, val ACC1: 0.4440, val ACC0: 0.7957, val Gmean: 0.5944 (best 0.5888)
2025-05-09 21:55:41 - Epoch 70 伪标签: 正样本: 9312 (50.7%), 负样本: 9067 (49.3%)
2025-05-09 21:55:42 - Epoch 70, 有标签损失: 0.0099, 一致性损失: 0.0000, 伪标签损失: 0.9518, LPL损失: 9.2592, 聚类损失: 4.9233, 总损失: 1.0622
2025-05-09 21:55:42 - Epoch 70, 测试集 AUC: 0.6919, PRE: 0.2551, REC: 0.4344, MF1: 0.5779, ACC1: 0.4344, ACC0: 0.7844, Gmean: 0.5838
2025-05-09 21:55:42 - Epoch 70, val mf1: 0.5891, val ACC1: 0.4599, val ACC0: 0.7880, val Gmean: 0.6020 (best 0.5891)
2025-05-09 21:55:42 - Epoch 71 伪标签: 正样本: 9396 (51.1%), 负样本: 8983 (48.9%)
2025-05-09 21:55:43 - Epoch 71, 测试集 AUC: 0.6930, PRE: 0.2570, REC: 0.4460, MF1: 0.5795, ACC1: 0.4460, ACC0: 0.7809, Gmean: 0.5901
2025-05-09 21:55:43 - Epoch 71, val mf1: 0.5895, val ACC1: 0.4682, val ACC0: 0.7844, val Gmean: 0.6060 (best 0.5895)
2025-05-09 21:55:43 - Epoch 72 伪标签: 正样本: 9446 (51.4%), 负样本: 8933 (48.6%)
2025-05-09 21:55:44 - Epoch 72, 测试集 AUC: 0.6967, PRE: 0.2606, REC: 0.4460, MF1: 0.5822, ACC1: 0.4460, ACC0: 0.7849, Gmean: 0.5916
2025-05-09 21:55:44 - Epoch 72, val mf1: 0.5931, val ACC1: 0.4690, val ACC0: 0.7893, val Gmean: 0.6084 (best 0.5931)
2025-05-09 21:55:44 - Epoch 73 伪标签: 正样本: 9395 (51.1%), 负样本: 8984 (48.9%)
2025-05-09 21:55:45 - Epoch 73, 测试集 AUC: 0.6990, PRE: 0.2634, REC: 0.4478, MF1: 0.5843, ACC1: 0.4478, ACC0: 0.7871, Gmean: 0.5937
2025-05-09 21:55:45 - Epoch 73, val mf1: 0.5960, val ACC1: 0.4720, val ACC0: 0.7921, val Gmean: 0.6114 (best 0.5960)
2025-05-09 21:55:45 - Epoch 74 伪标签: 正样本: 9397 (51.1%), 负样本: 8982 (48.9%)
2025-05-09 21:55:46 - Epoch 74, 测试集 AUC: 0.7016, PRE: 0.2668, REC: 0.4396, MF1: 0.5865, ACC1: 0.4396, ACC0: 0.7946, Gmean: 0.5911
2025-05-09 21:55:46 - Epoch 74, val mf1: 0.5980, val ACC1: 0.4622, val ACC0: 0.7998, val Gmean: 0.6080 (best 0.5980)
2025-05-09 21:55:46 - Epoch 75 伪标签: 正样本: 9321 (50.7%), 负样本: 9058 (49.3%)
2025-05-09 21:55:47 - Epoch 75, 测试集 AUC: 0.7037, PRE: 0.2702, REC: 0.4281, MF1: 0.5883, ACC1: 0.4281, ACC0: 0.8034, Gmean: 0.5865
2025-05-09 21:55:47 - Epoch 75, val mf1: 0.6013, val ACC1: 0.4569, val ACC0: 0.8073, val Gmean: 0.6073 (best 0.6013)
2025-05-09 21:55:47 - Epoch 76 伪标签: 正样本: 9323 (50.7%), 负样本: 9056 (49.3%)
2025-05-09 21:55:47 - Epoch 76, 测试集 AUC: 0.7059, PRE: 0.2725, REC: 0.4132, MF1: 0.5891, ACC1: 0.4132, ACC0: 0.8125, Gmean: 0.5794
2025-05-09 21:55:47 - Epoch 76, val mf1: 0.6018, val ACC1: 0.4410, val ACC0: 0.8160, val Gmean: 0.5999 (best 0.6018)
2025-05-09 21:55:48 - Epoch 77 伪标签: 正样本: 9326 (50.7%), 负样本: 9053 (49.3%)
2025-05-09 21:55:48 - Epoch 77, 测试集 AUC: 0.7076, PRE: 0.2780, REC: 0.3860, MF1: 0.5906, ACC1: 0.3860, ACC0: 0.8296, Gmean: 0.5659
2025-05-09 21:55:48 - Epoch 77, val mf1: 0.6015, val ACC1: 0.4100, val ACC0: 0.8319, val Gmean: 0.5840 (best 0.6018)
2025-05-09 21:55:49 - Epoch 78 伪标签: 正样本: 9261 (50.4%), 负样本: 9118 (49.6%)
2025-05-09 21:55:49 - Epoch 78, 测试集 AUC: 0.7094, PRE: 0.2818, REC: 0.3644, MF1: 0.5907, ACC1: 0.3644, ACC0: 0.8421, Gmean: 0.5539
2025-05-09 21:55:49 - Epoch 78, val mf1: 0.5999, val ACC1: 0.3828, val ACC0: 0.8447, val Gmean: 0.5686 (best 0.6018)
2025-05-09 21:55:49 - Epoch 79 伪标签: 正样本: 9137 (49.7%), 负样本: 9242 (50.3%)
2025-05-09 21:55:50 - Epoch 79, 测试集 AUC: 0.7123, PRE: 0.2851, REC: 0.3528, MF1: 0.5912, ACC1: 0.3528, ACC0: 0.8496, Gmean: 0.5475
2025-05-09 21:55:50 - Epoch 79, val mf1: 0.6041, val ACC1: 0.3744, val ACC0: 0.8551, val Gmean: 0.5658 (best 0.6041)
2025-05-09 21:55:50 - Epoch 80 伪标签: 正样本: 9167 (49.9%), 负样本: 9212 (50.1%)
2025-05-09 21:55:51 - Epoch 80, 有标签损失: 0.0190, 一致性损失: 0.0000, 伪标签损失: 0.9499, LPL损失: 11.5558, 聚类损失: 6.1050, 总损失: 1.3386
2025-05-09 21:55:51 - Epoch 80, 测试集 AUC: 0.7149, PRE: 0.2892, REC: 0.3439, MF1: 0.5922, ACC1: 0.3439, ACC0: 0.8563, Gmean: 0.5427
2025-05-09 21:55:51 - 更新最佳测试结果 (Epoch 80): AUC 0.7149, PRE 0.2892, REC 0.3439, MF1 0.5922, ACC1 0.3439, ACC0 0.8563, Gmean 0.5427
2025-05-09 21:55:51 - Epoch 80, val mf1: 0.6056, val ACC1: 0.3661, val ACC0: 0.8619, val Gmean: 0.5617 (best 0.6056)
2025-05-09 21:55:51 - Epoch 81 伪标签: 正样本: 9101 (49.5%), 负样本: 9278 (50.5%)
2025-05-09 21:55:52 - Epoch 81, 测试集 AUC: 0.7170, PRE: 0.2931, REC: 0.3234, MF1: 0.5913, ACC1: 0.3234, ACC0: 0.8674, Gmean: 0.5297
2025-05-09 21:55:52 - 更新最佳测试结果 (Epoch 81): AUC 0.7170, PRE 0.2931, REC 0.3234, MF1 0.5913, ACC1 0.3234, ACC0 0.8674, Gmean 0.5297
2025-05-09 21:55:52 - Epoch 81, val mf1: 0.6085, val ACC1: 0.3502, val ACC0: 0.8748, val Gmean: 0.5535 (best 0.6085)
2025-05-09 21:55:52 - Epoch 82 伪标签: 正样本: 9086 (49.4%), 负样本: 9293 (50.6%)
2025-05-09 21:55:53 - Epoch 82, 测试集 AUC: 0.7178, PRE: 0.2945, REC: 0.3126, MF1: 0.5903, ACC1: 0.3126, ACC0: 0.8727, Gmean: 0.5223
2025-05-09 21:55:53 - 更新最佳测试结果 (Epoch 82): AUC 0.7178, PRE 0.2945, REC 0.3126, MF1 0.5903, ACC1 0.3126, ACC0 0.8727, Gmean 0.5223
2025-05-09 21:55:53 - Epoch 82, val mf1: 0.6091, val ACC1: 0.3396, val ACC0: 0.8818, val Gmean: 0.5473 (best 0.6091)
2025-05-09 21:55:53 - Epoch 83 伪标签: 正样本: 9144 (49.8%), 负样本: 9235 (50.2%)
2025-05-09 21:55:53 - Epoch 83, 测试集 AUC: 0.7176, PRE: 0.2935, REC: 0.3126, MF1: 0.5898, ACC1: 0.3126, ACC0: 0.8721, Gmean: 0.5221
2025-05-09 21:55:53 - Epoch 83, val mf1: 0.6105, val ACC1: 0.3427, val ACC0: 0.8818, val Gmean: 0.5497 (best 0.6105)
2025-05-09 21:55:54 - Epoch 84 伪标签: 正样本: 9148 (49.8%), 负样本: 9231 (50.2%)
2025-05-09 21:55:54 - Epoch 84, 测试集 AUC: 0.7165, PRE: 0.2931, REC: 0.3275, MF1: 0.5919, ACC1: 0.3275, ACC0: 0.8657, Gmean: 0.5325
2025-05-09 21:55:54 - Epoch 84, val mf1: 0.6108, val ACC1: 0.3533, val ACC0: 0.8762, val Gmean: 0.5563 (best 0.6108)
2025-05-09 21:55:55 - Epoch 85 伪标签: 正样本: 9099 (49.5%), 负样本: 9280 (50.5%)
2025-05-09 21:55:55 - Epoch 85, 测试集 AUC: 0.7146, PRE: 0.2909, REC: 0.3513, MF1: 0.5940, ACC1: 0.3513, ACC0: 0.8544, Gmean: 0.5479
2025-05-09 21:55:55 - Epoch 85, val mf1: 0.6087, val ACC1: 0.3714, val ACC0: 0.8631, val Gmean: 0.5662 (best 0.6108)
2025-05-09 21:55:55 - Epoch 86 伪标签: 正样本: 9190 (50.0%), 负样本: 9189 (50.0%)
2025-05-09 21:55:56 - Epoch 86, 测试集 AUC: 0.7123, PRE: 0.2881, REC: 0.3677, MF1: 0.5945, ACC1: 0.3677, ACC0: 0.8455, Gmean: 0.5576
2025-05-09 21:55:56 - Epoch 86, val mf1: 0.6059, val ACC1: 0.3858, val ACC0: 0.8512, val Gmean: 0.5730 (best 0.6108)
2025-05-09 21:55:56 - Epoch 87 伪标签: 正样本: 9234 (50.2%), 负样本: 9145 (49.8%)
2025-05-09 21:55:57 - Epoch 87, 测试集 AUC: 0.7090, PRE: 0.2830, REC: 0.3901, MF1: 0.5938, ACC1: 0.3901, ACC0: 0.8320, Gmean: 0.5697
2025-05-09 21:55:57 - Epoch 87, val mf1: 0.6052, val ACC1: 0.4115, val ACC0: 0.8363, val Gmean: 0.5866 (best 0.6108)
2025-05-09 21:55:57 - Epoch 88 伪标签: 正样本: 9260 (50.4%), 负样本: 9119 (49.6%)
2025-05-09 21:55:58 - Epoch 88, 测试集 AUC: 0.7056, PRE: 0.2764, REC: 0.4124, MF1: 0.5916, ACC1: 0.4124, ACC0: 0.8165, Gmean: 0.5803
2025-05-09 21:55:58 - Epoch 88, val mf1: 0.6047, val ACC1: 0.4357, val ACC0: 0.8228, val Gmean: 0.5987 (best 0.6108)
2025-05-09 21:55:58 - Epoch 89 伪标签: 正样本: 9285 (50.5%), 负样本: 9094 (49.5%)
2025-05-09 21:55:59 - Epoch 89, 测试集 AUC: 0.7016, PRE: 0.2739, REC: 0.4396, MF1: 0.5915, ACC1: 0.4396, ACC0: 0.8019, Gmean: 0.5938
2025-05-09 21:55:59 - Epoch 89, val mf1: 0.6010, val ACC1: 0.4592, val ACC0: 0.8057, val Gmean: 0.6082 (best 0.6108)
2025-05-09 21:55:59 - Epoch 90 伪标签: 正样本: 9392 (51.1%), 负样本: 8987 (48.9%)
2025-05-09 21:56:00 - Epoch 90, 有标签损失: 0.0114, 一致性损失: 0.0000, 伪标签损失: 1.1240, LPL损失: 9.3517, 聚类损失: 7.2155, 总损失: 1.2180
2025-05-09 21:56:00 - Epoch 90, 测试集 AUC: 0.6978, PRE: 0.2668, REC: 0.4635, MF1: 0.5873, ACC1: 0.4635, ACC0: 0.7835, Gmean: 0.6026
2025-05-09 21:56:00 - Epoch 90, val mf1: 0.5951, val ACC1: 0.4811, val ACC0: 0.7862, val Gmean: 0.6150 (best 0.6108)
2025-05-09 21:56:00 - Epoch 91 伪标签: 正样本: 9470 (51.5%), 负样本: 8909 (48.5%)
2025-05-09 21:56:01 - Epoch 91, 测试集 AUC: 0.6943, PRE: 0.2619, REC: 0.4829, MF1: 0.5838, ACC1: 0.4829, ACC0: 0.7687, Gmean: 0.6092
2025-05-09 21:56:01 - Epoch 91, val mf1: 0.5888, val ACC1: 0.4992, val ACC0: 0.7680, val Gmean: 0.6192 (best 0.6108)
2025-05-09 21:56:01 - Epoch 92 伪标签: 正样本: 9583 (52.1%), 负样本: 8796 (47.9%)
2025-05-09 21:56:01 - Epoch 92, 测试集 AUC: 0.6928, PRE: 0.2610, REC: 0.5015, MF1: 0.5832, ACC1: 0.5015, ACC0: 0.7586, Gmean: 0.6168
2025-05-09 21:56:01 - Epoch 92, val mf1: 0.5867, val ACC1: 0.5159, val ACC0: 0.7570, val Gmean: 0.6249 (best 0.6108)
2025-05-09 21:56:02 - Epoch 93 伪标签: 正样本: 9497 (51.7%), 负样本: 8882 (48.3%)
2025-05-09 21:56:02 - Epoch 93, 测试集 AUC: 0.6915, PRE: 0.2555, REC: 0.5175, MF1: 0.5784, ACC1: 0.5175, ACC0: 0.7437, Gmean: 0.6204
2025-05-09 21:56:02 - Epoch 93, val mf1: 0.5872, val ACC1: 0.5378, val ACC0: 0.7475, val Gmean: 0.6340 (best 0.6108)
2025-05-09 21:56:02 - Epoch 94 伪标签: 正样本: 9629 (52.4%), 负样本: 8750 (47.6%)
2025-05-09 21:56:03 - Epoch 94, 测试集 AUC: 0.6921, PRE: 0.2553, REC: 0.5320, MF1: 0.5780, ACC1: 0.5320, ACC0: 0.7362, Gmean: 0.6259
2025-05-09 21:56:03 - Epoch 94, val mf1: 0.5844, val ACC1: 0.5431, val ACC0: 0.7408, val Gmean: 0.6343 (best 0.6108)
2025-05-09 21:56:03 - Epoch 95 伪标签: 正样本: 9555 (52.0%), 负样本: 8824 (48.0%)
2025-05-09 21:56:04 - Epoch 95, 测试集 AUC: 0.6941, PRE: 0.2579, REC: 0.5365, MF1: 0.5803, ACC1: 0.5365, ACC0: 0.7376, Gmean: 0.6291
2025-05-09 21:56:04 - Epoch 95, val mf1: 0.5855, val ACC1: 0.5446, val ACC0: 0.7418, val Gmean: 0.6356 (best 0.6108)
2025-05-09 21:56:04 - Epoch 96 伪标签: 正样本: 9640 (52.5%), 负样本: 8739 (47.5%)
2025-05-09 21:56:05 - Epoch 96, 测试集 AUC: 0.6970, PRE: 0.2619, REC: 0.5287, MF1: 0.5839, ACC1: 0.5287, ACC0: 0.7467, Gmean: 0.6283
2025-05-09 21:56:05 - Epoch 96, val mf1: 0.5895, val ACC1: 0.5378, val ACC0: 0.7508, val Gmean: 0.6355 (best 0.6108)
2025-05-09 21:56:05 - Epoch 97 伪标签: 正样本: 9593 (52.2%), 负样本: 8786 (47.8%)
2025-05-09 21:56:06 - Epoch 97, 测试集 AUC: 0.7011, PRE: 0.2674, REC: 0.5048, MF1: 0.5884, ACC1: 0.5048, ACC0: 0.7649, Gmean: 0.6214
2025-05-09 21:56:06 - Epoch 97, val mf1: 0.5957, val ACC1: 0.5166, val ACC0: 0.7698, val Gmean: 0.6307 (best 0.6108)
2025-05-09 21:56:06 - Epoch 98 伪标签: 正样本: 9511 (51.7%), 负样本: 8868 (48.3%)
2025-05-09 21:56:06 - Epoch 98, 测试集 AUC: 0.7053, PRE: 0.2748, REC: 0.4754, MF1: 0.5935, ACC1: 0.4754, ACC0: 0.7868, Gmean: 0.6116
2025-05-09 21:56:06 - Epoch 98, val mf1: 0.6013, val ACC1: 0.4887, val ACC0: 0.7914, val Gmean: 0.6219 (best 0.6108)
2025-05-09 21:56:07 - Epoch 99 伪标签: 正样本: 9484 (51.6%), 负样本: 8895 (48.4%)
2025-05-09 21:56:07 - Epoch 99, 测试集 AUC: 0.7089, PRE: 0.2820, REC: 0.4493, MF1: 0.5974, ACC1: 0.4493, ACC0: 0.8055, Gmean: 0.6016
2025-05-09 21:56:07 - Epoch 99, val mf1: 0.6062, val ACC1: 0.4607, val ACC0: 0.8123, val Gmean: 0.6117 (best 0.6108)
2025-05-09 21:56:08 - Epoch 100 伪标签: 正样本: 9411 (51.2%), 负样本: 8968 (48.8%)
2025-05-09 21:56:08 - Epoch 100, 有标签损失: 0.0138, 一致性损失: 0.0000, 伪标签损失: 1.2319, LPL损失: 7.1799, 聚类损失: 7.9664, 总损失: 0.5799
2025-05-09 21:56:08 - Epoch 100, 测试集 AUC: 0.7117, PRE: 0.2861, REC: 0.4218, MF1: 0.5982, ACC1: 0.4218, ACC0: 0.8211, Gmean: 0.5885
2025-05-09 21:56:08 - Epoch 100, val mf1: 0.6123, val ACC1: 0.4418, val ACC0: 0.8303, val Gmean: 0.6056 (best 0.6123)
2025-05-09 21:56:08 - Epoch 101 伪标签: 正样本: 9320 (50.7%), 负样本: 9059 (49.3%)
2025-05-09 21:56:09 - Epoch 101, 测试集 AUC: 0.7138, PRE: 0.2929, REC: 0.4005, MF1: 0.6005, ACC1: 0.4005, ACC0: 0.8357, Gmean: 0.5785
2025-05-09 21:56:09 - Epoch 101, val mf1: 0.6140, val ACC1: 0.4198, val ACC0: 0.8439, val Gmean: 0.5952 (best 0.6140)
2025-05-09 21:56:09 - Epoch 102 伪标签: 正样本: 9264 (50.4%), 负样本: 9115 (49.6%)
2025-05-09 21:56:10 - Epoch 102, 测试集 AUC: 0.7154, PRE: 0.2954, REC: 0.3722, MF1: 0.5988, ACC1: 0.3722, ACC0: 0.8491, Gmean: 0.5622
2025-05-09 21:56:10 - Epoch 102, val mf1: 0.6125, val ACC1: 0.3903, val ACC0: 0.8577, val Gmean: 0.5786 (best 0.6140)
2025-05-09 21:56:10 - Epoch 103 伪标签: 正样本: 9238 (50.3%), 负样本: 9141 (49.7%)
2025-05-09 21:56:11 - Epoch 103, 测试集 AUC: 0.7165, PRE: 0.2979, REC: 0.3532, MF1: 0.5977, ACC1: 0.3532, ACC0: 0.8585, Gmean: 0.5507
2025-05-09 21:56:11 - Epoch 103, val mf1: 0.6118, val ACC1: 0.3714, val ACC0: 0.8672, val Gmean: 0.5675 (best 0.6140)
2025-05-09 21:56:11 - Epoch 104 伪标签: 正样本: 9222 (50.2%), 负样本: 9157 (49.8%)
2025-05-09 21:56:12 - Epoch 104, 测试集 AUC: 0.7172, PRE: 0.2972, REC: 0.3409, MF1: 0.5957, ACC1: 0.3409, ACC0: 0.8630, Gmean: 0.5424
2025-05-09 21:56:12 - Epoch 104, val mf1: 0.6113, val ACC1: 0.3623, val ACC0: 0.8715, val Gmean: 0.5619 (best 0.6140)
2025-05-09 21:56:12 - Epoch 105 伪标签: 正样本: 9184 (50.0%), 负样本: 9195 (50.0%)
2025-05-09 21:56:12 - Epoch 105, 测试集 AUC: 0.7181, PRE: 0.3004, REC: 0.3390, MF1: 0.5970, ACC1: 0.3390, ACC0: 0.8658, Gmean: 0.5418
2025-05-09 21:56:12 - 更新最佳测试结果 (Epoch 105): AUC 0.7181, PRE 0.3004, REC 0.3390, MF1 0.5970, ACC1 0.3390, ACC0 0.8658, Gmean 0.5418
2025-05-09 21:56:12 - Epoch 105, val mf1: 0.6123, val ACC1: 0.3601, val ACC0: 0.8742, val Gmean: 0.5611 (best 0.6140)
2025-05-09 21:56:13 - Epoch 106 伪标签: 正样本: 9114 (49.6%), 负样本: 9265 (50.4%)
2025-05-09 21:56:13 - Epoch 106, 测试集 AUC: 0.7202, PRE: 0.3018, REC: 0.3256, MF1: 0.5955, ACC1: 0.3256, ACC0: 0.8719, Gmean: 0.5329
2025-05-09 21:56:13 - 更新最佳测试结果 (Epoch 106): AUC 0.7202, PRE 0.3018, REC 0.3256, MF1 0.5955, ACC1 0.3256, ACC0 0.8719, Gmean 0.5329
2025-05-09 21:56:13 - Epoch 106, val mf1: 0.6127, val ACC1: 0.3487, val ACC0: 0.8812, val Gmean: 0.5543 (best 0.6140)
2025-05-09 21:56:13 - Epoch 107 伪标签: 正样本: 9072 (49.4%), 负样本: 9307 (50.6%)
2025-05-09 21:56:14 - Epoch 107, 测试集 AUC: 0.7228, PRE: 0.3062, REC: 0.3268, MF1: 0.5977, ACC1: 0.3268, ACC0: 0.8742, Gmean: 0.5344
2025-05-09 21:56:14 - 更新最佳测试结果 (Epoch 107): AUC 0.7228, PRE 0.3062, REC 0.3268, MF1 0.5977, ACC1 0.3268, ACC0 0.8742, Gmean 0.5344
2025-05-09 21:56:14 - Epoch 107, val mf1: 0.6138, val ACC1: 0.3457, val ACC0: 0.8844, val Gmean: 0.5529 (best 0.6140)
2025-05-09 21:56:14 - Epoch 108 伪标签: 正样本: 8899 (48.4%), 负样本: 9480 (51.6%)
2025-05-09 21:56:15 - Epoch 108, 测试集 AUC: 0.7241, PRE: 0.3089, REC: 0.3234, MF1: 0.5983, ACC1: 0.3234, ACC0: 0.8770, Gmean: 0.5326
2025-05-09 21:56:15 - 更新最佳测试结果 (Epoch 108): AUC 0.7241, PRE 0.3089, REC 0.3234, MF1 0.5983, ACC1 0.3234, ACC0 0.8770, Gmean 0.5326
2025-05-09 21:56:15 - Epoch 108, val mf1: 0.6130, val ACC1: 0.3419, val ACC0: 0.8856, val Gmean: 0.5503 (best 0.6140)
2025-05-09 21:56:15 - Epoch 109 伪标签: 正样本: 9033 (49.1%), 负样本: 9346 (50.9%)
2025-05-09 21:56:16 - Epoch 109, 测试集 AUC: 0.7256, PRE: 0.3134, REC: 0.3174, MF1: 0.5991, ACC1: 0.3174, ACC0: 0.8818, Gmean: 0.5291
2025-05-09 21:56:16 - 更新最佳测试结果 (Epoch 109): AUC 0.7256, PRE 0.3134, REC 0.3174, MF1 0.5991, ACC1 0.3174, ACC0 0.8818, Gmean 0.5291
2025-05-09 21:56:16 - Epoch 109, val mf1: 0.6149, val ACC1: 0.3359, val ACC0: 0.8915, val Gmean: 0.5472 (best 0.6149)
2025-05-09 21:56:16 - Epoch 110 伪标签: 正样本: 8924 (48.6%), 负样本: 9455 (51.4%)
2025-05-09 21:56:16 - Epoch 110, 有标签损失: 0.0067, 一致性损失: 0.0000, 伪标签损失: 1.0310, LPL损失: 24.1131, 聚类损失: 7.7387, 总损失: 0.8842
2025-05-09 21:56:17 - Epoch 110, 测试集 AUC: 0.7264, PRE: 0.3158, REC: 0.3022, MF1: 0.5972, ACC1: 0.3022, ACC0: 0.8887, Gmean: 0.5182
2025-05-09 21:56:17 - 更新最佳测试结果 (Epoch 110): AUC 0.7264, PRE 0.3158, REC 0.3022, MF1 0.5972, ACC1 0.3022, ACC0 0.8887, Gmean 0.5182
2025-05-09 21:56:17 - Epoch 110, val mf1: 0.6146, val ACC1: 0.3253, val ACC0: 0.8974, val Gmean: 0.5403 (best 0.6149)
2025-05-09 21:56:17 - Epoch 111 伪标签: 正样本: 8915 (48.5%), 负样本: 9464 (51.5%)
2025-05-09 21:56:17 - Epoch 111, 测试集 AUC: 0.7266, PRE: 0.3181, REC: 0.2962, MF1: 0.5968, ACC1: 0.2962, ACC0: 0.8921, Gmean: 0.5140
2025-05-09 21:56:17 - 更新最佳测试结果 (Epoch 111): AUC 0.7266, PRE 0.3181, REC 0.2962, MF1 0.5968, ACC1 0.2962, ACC0 0.8921, Gmean 0.5140
2025-05-09 21:56:17 - Epoch 111, val mf1: 0.6094, val ACC1: 0.3101, val ACC0: 0.8998, val Gmean: 0.5283 (best 0.6149)
2025-05-09 21:56:18 - Epoch 112 伪标签: 正样本: 8930 (48.6%), 负样本: 9449 (51.4%)
2025-05-09 21:56:18 - Epoch 112, 测试集 AUC: 0.7270, PRE: 0.3187, REC: 0.2925, MF1: 0.5963, ACC1: 0.2925, ACC0: 0.8937, Gmean: 0.5113
2025-05-09 21:56:18 - 更新最佳测试结果 (Epoch 112): AUC 0.7270, PRE 0.3187, REC 0.2925, MF1 0.5963, ACC1 0.2925, ACC0 0.8937, Gmean 0.5113
2025-05-09 21:56:18 - Epoch 112, val mf1: 0.6095, val ACC1: 0.3086, val ACC0: 0.9009, val Gmean: 0.5273 (best 0.6149)
2025-05-09 21:56:19 - Epoch 113 伪标签: 正样本: 8888 (48.4%), 负样本: 9491 (51.6%)
2025-05-09 21:56:19 - Epoch 113, 测试集 AUC: 0.7269, PRE: 0.3178, REC: 0.3025, MF1: 0.5980, ACC1: 0.3025, ACC0: 0.8896, Gmean: 0.5188
2025-05-09 21:56:19 - Epoch 113, val mf1: 0.6121, val ACC1: 0.3200, val ACC0: 0.8974, val Gmean: 0.5359 (best 0.6149)
2025-05-09 21:56:19 - Epoch 114 伪标签: 正样本: 8915 (48.5%), 负样本: 9464 (51.5%)
2025-05-09 21:56:20 - Epoch 114, 测试集 AUC: 0.7260, PRE: 0.3162, REC: 0.3007, MF1: 0.5970, ACC1: 0.3007, ACC0: 0.8895, Gmean: 0.5171
2025-05-09 21:56:20 - Epoch 114, val mf1: 0.6144, val ACC1: 0.3245, val ACC0: 0.8975, val Gmean: 0.5397 (best 0.6149)
2025-05-09 21:56:20 - Epoch 115 伪标签: 正样本: 8841 (48.1%), 负样本: 9538 (51.9%)
2025-05-09 21:56:21 - Epoch 115, 测试集 AUC: 0.7258, PRE: 0.3132, REC: 0.3014, MF1: 0.5960, ACC1: 0.3014, ACC0: 0.8877, Gmean: 0.5173
2025-05-09 21:56:21 - Epoch 115, val mf1: 0.6138, val ACC1: 0.3268, val ACC0: 0.8955, val Gmean: 0.5409 (best 0.6149)
2025-05-09 21:56:21 - Epoch 116 伪标签: 正样本: 8911 (48.5%), 负样本: 9468 (51.5%)
2025-05-09 21:56:22 - Epoch 116, 测试集 AUC: 0.7252, PRE: 0.3102, REC: 0.3059, MF1: 0.5957, ACC1: 0.3059, ACC0: 0.8844, Gmean: 0.5201
2025-05-09 21:56:22 - Epoch 116, val mf1: 0.6138, val ACC1: 0.3328, val ACC0: 0.8919, val Gmean: 0.5448 (best 0.6149)
2025-05-09 21:56:22 - Epoch 117 伪标签: 正样本: 8896 (48.4%), 负样本: 9483 (51.6%)
2025-05-09 21:56:23 - Epoch 117, 测试集 AUC: 0.7240, PRE: 0.3061, REC: 0.3111, MF1: 0.5950, ACC1: 0.3111, ACC0: 0.8801, Gmean: 0.5233
2025-05-09 21:56:23 - Epoch 117, val mf1: 0.6145, val ACC1: 0.3427, val ACC0: 0.8870, val Gmean: 0.5513 (best 0.6149)
2025-05-09 21:56:23 - Epoch 118 伪标签: 正样本: 8920 (48.5%), 负样本: 9459 (51.5%)
2025-05-09 21:56:23 - Epoch 118, 测试集 AUC: 0.7224, PRE: 0.3050, REC: 0.3208, MF1: 0.5962, ACC1: 0.3208, ACC0: 0.8757, Gmean: 0.5300
2025-05-09 21:56:23 - Epoch 118, val mf1: 0.6134, val ACC1: 0.3487, val ACC0: 0.8821, val Gmean: 0.5546 (best 0.6149)
2025-05-09 21:56:24 - Epoch 119 伪标签: 正样本: 8935 (48.6%), 负样本: 9444 (51.4%)
2025-05-09 21:56:24 - Epoch 119, 测试集 AUC: 0.7206, PRE: 0.3008, REC: 0.3245, MF1: 0.5949, ACC1: 0.3245, ACC0: 0.8718, Gmean: 0.5319
2025-05-09 21:56:24 - Epoch 119, val mf1: 0.6126, val ACC1: 0.3510, val ACC0: 0.8798, val Gmean: 0.5557 (best 0.6149)
2025-05-09 21:56:24 - Epoch 120 伪标签: 正样本: 8891 (48.4%), 负样本: 9488 (51.6%)
2025-05-09 21:56:25 - Epoch 120, 有标签损失: 0.0019, 一致性损失: 0.0000, 伪标签损失: 1.0900, LPL损失: 21.4037, 聚类损失: 7.6419, 总损失: 0.5013
2025-05-09 21:56:25 - Epoch 120, 测试集 AUC: 0.7186, PRE: 0.3001, REC: 0.3323, MF1: 0.5958, ACC1: 0.3323, ACC0: 0.8683, Gmean: 0.5372
2025-05-09 21:56:25 - Epoch 120, val mf1: 0.6131, val ACC1: 0.3593, val ACC0: 0.8757, val Gmean: 0.5609 (best 0.6149)
2025-05-09 21:56:25 - Epoch 121 伪标签: 正样本: 8966 (48.8%), 负样本: 9413 (51.2%)
2025-05-09 21:56:26 - Epoch 121, 测试集 AUC: 0.7162, PRE: 0.2982, REC: 0.3338, MF1: 0.5952, ACC1: 0.3338, ACC0: 0.8664, Gmean: 0.5378
2025-05-09 21:56:26 - Epoch 121, val mf1: 0.6125, val ACC1: 0.3608, val ACC0: 0.8740, val Gmean: 0.5616 (best 0.6149)
2025-05-09 21:56:26 - Epoch 122 伪标签: 正样本: 8946 (48.7%), 负样本: 9433 (51.3%)
2025-05-09 21:56:27 - Epoch 122, 测试集 AUC: 0.7135, PRE: 0.2974, REC: 0.3346, MF1: 0.5949, ACC1: 0.3346, ACC0: 0.8656, Gmean: 0.5382
2025-05-09 21:56:27 - Epoch 122, val mf1: 0.6099, val ACC1: 0.3578, val ACC0: 0.8723, val Gmean: 0.5587 (best 0.6149)
2025-05-09 21:56:27 - Epoch 123 伪标签: 正样本: 8914 (48.5%), 负样本: 9465 (51.5%)
2025-05-09 21:56:28 - Epoch 123, 测试集 AUC: 0.7118, PRE: 0.2947, REC: 0.3387, MF1: 0.5943, ACC1: 0.3387, ACC0: 0.8623, Gmean: 0.5404
2025-05-09 21:56:28 - Epoch 123, val mf1: 0.6088, val ACC1: 0.3601, val ACC0: 0.8696, val Gmean: 0.5596 (best 0.6149)
2025-05-09 21:56:28 - Epoch 124 伪标签: 正样本: 8979 (48.9%), 负样本: 9400 (51.1%)
2025-05-09 21:56:28 - Epoch 124, 测试集 AUC: 0.7095, PRE: 0.2898, REC: 0.3364, MF1: 0.5916, ACC1: 0.3364, ACC0: 0.8598, Gmean: 0.5379
2025-05-09 21:56:28 - Epoch 124, val mf1: 0.6081, val ACC1: 0.3623, val ACC0: 0.8673, val Gmean: 0.5606 (best 0.6149)
2025-05-09 21:56:29 - Epoch 125 伪标签: 正样本: 8978 (48.8%), 负样本: 9401 (51.2%)
2025-05-09 21:56:29 - Epoch 125, 测试集 AUC: 0.7072, PRE: 0.2889, REC: 0.3376, MF1: 0.5913, ACC1: 0.3376, ACC0: 0.8588, Gmean: 0.5384
2025-05-09 21:56:29 - Epoch 125, val mf1: 0.6060, val ACC1: 0.3616, val ACC0: 0.8650, val Gmean: 0.5592 (best 0.6149)
2025-05-09 21:56:30 - Epoch 126 伪标签: 正样本: 9091 (49.5%), 负样本: 9288 (50.5%)
2025-05-09 21:56:30 - Epoch 126, 测试集 AUC: 0.7045, PRE: 0.2871, REC: 0.3383, MF1: 0.5905, ACC1: 0.3383, ACC0: 0.8572, Gmean: 0.5385
2025-05-09 21:56:30 - Epoch 126, val mf1: 0.6042, val ACC1: 0.3593, val ACC0: 0.8638, val Gmean: 0.5571 (best 0.6149)
2025-05-09 21:56:31 - Epoch 127 伪标签: 正样本: 9051 (49.2%), 负样本: 9328 (50.8%)
2025-05-09 21:56:31 - Epoch 127, 测试集 AUC: 0.7014, PRE: 0.2835, REC: 0.3316, MF1: 0.5879, ACC1: 0.3316, ACC0: 0.8576, Gmean: 0.5333
2025-05-09 21:56:31 - Epoch 127, val mf1: 0.6028, val ACC1: 0.3540, val ACC0: 0.8650, val Gmean: 0.5534 (best 0.6149)
2025-05-09 21:56:31 - Epoch 128 伪标签: 正样本: 8945 (48.7%), 负样本: 9434 (51.3%)
2025-05-09 21:56:32 - Epoch 128, 测试集 AUC: 0.6979, PRE: 0.2812, REC: 0.3286, MF1: 0.5864, ACC1: 0.3286, ACC0: 0.8572, Gmean: 0.5307
2025-05-09 21:56:32 - Epoch 128, val mf1: 0.5998, val ACC1: 0.3480, val ACC0: 0.8645, val Gmean: 0.5485 (best 0.6149)
2025-05-09 21:56:32 - Epoch 129 伪标签: 正样本: 9049 (49.2%), 负样本: 9330 (50.8%)
2025-05-09 21:56:33 - Epoch 129, 测试集 AUC: 0.6980, PRE: 0.2817, REC: 0.3111, MF1: 0.5843, ACC1: 0.3111, ACC0: 0.8652, Gmean: 0.5188
2025-05-09 21:56:33 - Epoch 129, val mf1: 0.5968, val ACC1: 0.3283, val ACC0: 0.8721, val Gmean: 0.5351 (best 0.6149)
2025-05-09 21:56:33 - Epoch 130 伪标签: 正样本: 9027 (49.1%), 负样本: 9352 (50.9%)
2025-05-09 21:56:34 - Epoch 130, 有标签损失: 0.0051, 一致性损失: 0.0000, 伪标签损失: 1.6481, LPL损失: 21.7401, 聚类损失: 8.2307, 总损失: 0.1679
2025-05-09 21:56:34 - Epoch 130, 测试集 AUC: 0.6971, PRE: 0.2813, REC: 0.2973, MF1: 0.5821, ACC1: 0.2973, ACC0: 0.8709, Gmean: 0.5088
2025-05-09 21:56:34 - Epoch 130, val mf1: 0.5968, val ACC1: 0.3185, val ACC0: 0.8781, val Gmean: 0.5288 (best 0.6149)
2025-05-09 21:56:34 - Epoch 131 伪标签: 正样本: 9060 (49.3%), 负样本: 9319 (50.7%)
2025-05-09 21:56:35 - Epoch 131, 测试集 AUC: 0.6949, PRE: 0.2771, REC: 0.2854, MF1: 0.5784, ACC1: 0.2854, ACC0: 0.8735, Gmean: 0.4993
2025-05-09 21:56:35 - Epoch 131, val mf1: 0.5936, val ACC1: 0.3079, val ACC0: 0.8803, val Gmean: 0.5206 (best 0.6149)
2025-05-09 21:56:35 - Epoch 132 伪标签: 正样本: 8959 (48.7%), 负样本: 9420 (51.3%)
2025-05-09 21:56:35 - Epoch 132, 测试集 AUC: 0.6924, PRE: 0.2723, REC: 0.2753, MF1: 0.5748, ACC1: 0.2753, ACC0: 0.8749, Gmean: 0.4908
2025-05-09 21:56:35 - Epoch 132, val mf1: 0.5914, val ACC1: 0.2988, val ACC0: 0.8830, val Gmean: 0.5136 (best 0.6149)
2025-05-09 21:56:36 - Epoch 133 伪标签: 正样本: 8980 (48.9%), 负样本: 9399 (51.1%)
2025-05-09 21:56:36 - Epoch 133, 测试集 AUC: 0.6886, PRE: 0.2706, REC: 0.2727, MF1: 0.5736, ACC1: 0.2727, ACC0: 0.8750, Gmean: 0.4885
2025-05-09 21:56:36 - Epoch 133, val mf1: 0.5884, val ACC1: 0.2927, val ACC0: 0.8827, val Gmean: 0.5083 (best 0.6149)
2025-05-09 21:56:37 - Epoch 134 伪标签: 正样本: 9046 (49.2%), 负样本: 9333 (50.8%)
2025-05-09 21:56:37 - Epoch 134, 测试集 AUC: 0.6838, PRE: 0.2679, REC: 0.2768, MF1: 0.5731, ACC1: 0.2768, ACC0: 0.8714, Gmean: 0.4912
2025-05-09 21:56:37 - Epoch 134, val mf1: 0.5856, val ACC1: 0.2935, val ACC0: 0.8784, val Gmean: 0.5077 (best 0.6149)
2025-05-09 21:56:37 - Epoch 135 伪标签: 正样本: 8929 (48.6%), 负样本: 9450 (51.4%)
2025-05-09 21:56:38 - Epoch 135, 测试集 AUC: 0.6780, PRE: 0.2612, REC: 0.2642, MF1: 0.5683, ACC1: 0.2642, ACC0: 0.8730, Gmean: 0.4802
2025-05-09 21:56:38 - Epoch 135, val mf1: 0.5849, val ACC1: 0.2890, val ACC0: 0.8803, val Gmean: 0.5043 (best 0.6149)
2025-05-09 21:56:38 - Epoch 136 伪标签: 正样本: 9044 (49.2%), 负样本: 9335 (50.8%)
2025-05-09 21:56:39 - Epoch 136, 测试集 AUC: 0.6731, PRE: 0.2576, REC: 0.2560, MF1: 0.5655, ACC1: 0.2560, ACC0: 0.8746, Gmean: 0.4731
2025-05-09 21:56:39 - Epoch 136, val mf1: 0.5820, val ACC1: 0.2791, val ACC0: 0.8827, val Gmean: 0.4964 (best 0.6149)
2025-05-09 21:56:39 - Epoch 137 伪标签: 正样本: 9018 (49.1%), 负样本: 9361 (50.9%)
2025-05-09 21:56:40 - Epoch 137, 测试集 AUC: 0.6697, PRE: 0.2571, REC: 0.2534, MF1: 0.5648, ACC1: 0.2534, ACC0: 0.8756, Gmean: 0.4710
2025-05-09 21:56:40 - Epoch 137, val mf1: 0.5826, val ACC1: 0.2784, val ACC0: 0.8841, val Gmean: 0.4961 (best 0.6149)
2025-05-09 21:56:40 - Epoch 138 伪标签: 正样本: 9024 (49.1%), 负样本: 9355 (50.9%)
2025-05-09 21:56:40 - Epoch 138, 测试集 AUC: 0.6689, PRE: 0.2576, REC: 0.2548, MF1: 0.5653, ACC1: 0.2548, ACC0: 0.8752, Gmean: 0.4723
2025-05-09 21:56:40 - Epoch 138, val mf1: 0.5836, val ACC1: 0.2821, val ACC0: 0.8830, val Gmean: 0.4991 (best 0.6149)
2025-05-09 21:56:41 - Epoch 139 伪标签: 正样本: 9000 (49.0%), 负样本: 9379 (51.0%)
2025-05-09 21:56:41 - Epoch 139, 测试集 AUC: 0.6680, PRE: 0.2575, REC: 0.2589, MF1: 0.5659, ACC1: 0.2589, ACC0: 0.8731, Gmean: 0.4755
2025-05-09 21:56:41 - Epoch 139, val mf1: 0.5837, val ACC1: 0.2859, val ACC0: 0.8807, val Gmean: 0.5018 (best 0.6149)
2025-05-09 21:56:42 - Epoch 140 伪标签: 正样本: 9013 (49.0%), 负样本: 9366 (51.0%)
2025-05-09 21:56:42 - Epoch 140, 有标签损失: 0.0007, 一致性损失: 0.0000, 伪标签损失: 1.3221, LPL损失: 23.2569, 聚类损失: 6.9698, 总损失: 0.3329
2025-05-09 21:56:42 - Epoch 140, 测试集 AUC: 0.6678, PRE: 0.2590, REC: 0.2697, MF1: 0.5681, ACC1: 0.2697, ACC0: 0.8688, Gmean: 0.4841
2025-05-09 21:56:42 - Epoch 140, val mf1: 0.5818, val ACC1: 0.2897, val ACC0: 0.8754, val Gmean: 0.5036 (best 0.6149)
2025-05-09 21:56:42 - Epoch 141 伪标签: 正样本: 9034 (49.2%), 负样本: 9345 (50.8%)
2025-05-09 21:56:43 - Epoch 141, 测试集 AUC: 0.6682, PRE: 0.2585, REC: 0.2761, MF1: 0.5687, ACC1: 0.2761, ACC0: 0.8654, Gmean: 0.4888
2025-05-09 21:56:43 - Epoch 141, val mf1: 0.5824, val ACC1: 0.2950, val ACC0: 0.8728, val Gmean: 0.5074 (best 0.6149)
2025-05-09 21:56:43 - Epoch 142 伪标签: 正样本: 9026 (49.1%), 负样本: 9353 (50.9%)
2025-05-09 21:56:44 - Epoch 142, 测试集 AUC: 0.6707, PRE: 0.2597, REC: 0.2817, MF1: 0.5700, ACC1: 0.2817, ACC0: 0.8635, Gmean: 0.4932
2025-05-09 21:56:44 - Epoch 142, val mf1: 0.5838, val ACC1: 0.2980, val ACC0: 0.8728, val Gmean: 0.5100 (best 0.6149)
2025-05-09 21:56:44 - Epoch 143 伪标签: 正样本: 8993 (48.9%), 负样本: 9386 (51.1%)
2025-05-09 21:56:45 - Epoch 143, 测试集 AUC: 0.6732, PRE: 0.2631, REC: 0.2861, MF1: 0.5722, ACC1: 0.2861, ACC0: 0.8638, Gmean: 0.4972
2025-05-09 21:56:45 - Epoch 143, val mf1: 0.5850, val ACC1: 0.3011, val ACC0: 0.8726, val Gmean: 0.5125 (best 0.6149)
2025-05-09 21:56:45 - Epoch 144 伪标签: 正样本: 8986 (48.9%), 负样本: 9393 (51.1%)
2025-05-09 21:56:45 - Epoch 144, 测试集 AUC: 0.6754, PRE: 0.2656, REC: 0.2828, MF1: 0.5729, ACC1: 0.2828, ACC0: 0.8671, Gmean: 0.4952
2025-05-09 21:56:45 - Epoch 144, val mf1: 0.5863, val ACC1: 0.2995, val ACC0: 0.8754, val Gmean: 0.5121 (best 0.6149)
2025-05-09 21:56:46 - Epoch 145 伪标签: 正样本: 9074 (49.4%), 负样本: 9305 (50.6%)
2025-05-09 21:56:46 - Epoch 145, 测试集 AUC: 0.6768, PRE: 0.2691, REC: 0.2839, MF1: 0.5746, ACC1: 0.2839, ACC0: 0.8689, Gmean: 0.4967
2025-05-09 21:56:46 - Epoch 145, val mf1: 0.5870, val ACC1: 0.2995, val ACC0: 0.8764, val Gmean: 0.5124 (best 0.6149)
2025-05-09 21:56:47 - Epoch 146 伪标签: 正样本: 8962 (48.8%), 负样本: 9417 (51.2%)
2025-05-09 21:56:47 - Epoch 146, 测试集 AUC: 0.6796, PRE: 0.2715, REC: 0.2809, MF1: 0.5753, ACC1: 0.2809, ACC0: 0.8719, Gmean: 0.4949
2025-05-09 21:56:47 - Epoch 146, val mf1: 0.5881, val ACC1: 0.2973, val ACC0: 0.8794, val Gmean: 0.5113 (best 0.6149)
2025-05-09 21:56:47 - Epoch 147 伪标签: 正样本: 8980 (48.9%), 负样本: 9399 (51.1%)
2025-05-09 21:56:48 - Epoch 147, 测试集 AUC: 0.6823, PRE: 0.2753, REC: 0.2843, MF1: 0.5774, ACC1: 0.2843, ACC0: 0.8728, Gmean: 0.4981
2025-05-09 21:56:48 - Epoch 147, val mf1: 0.5905, val ACC1: 0.3011, val ACC0: 0.8803, val Gmean: 0.5148 (best 0.6149)
2025-05-09 21:56:48 - Epoch 148 伪标签: 正样本: 9041 (49.2%), 负样本: 9338 (50.8%)
2025-05-09 21:56:49 - Epoch 148, 测试集 AUC: 0.6846, PRE: 0.2777, REC: 0.2861, MF1: 0.5788, ACC1: 0.2861, ACC0: 0.8735, Gmean: 0.4999
2025-05-09 21:56:49 - Epoch 148, val mf1: 0.5913, val ACC1: 0.3026, val ACC0: 0.8804, val Gmean: 0.5161 (best 0.6149)
2025-05-09 21:56:49 - Epoch 149 伪标签: 正样本: 9018 (49.1%), 负样本: 9361 (50.9%)
2025-05-09 21:56:50 - Epoch 149, 测试集 AUC: 0.6894, PRE: 0.2832, REC: 0.2839, MF1: 0.5808, ACC1: 0.2839, ACC0: 0.8778, Gmean: 0.4992
2025-05-09 21:56:50 - Epoch 149, val mf1: 0.5929, val ACC1: 0.2995, val ACC0: 0.8847, val Gmean: 0.5148 (best 0.6149)
2025-05-09 21:56:50 - Epoch 150 伪标签: 正样本: 8948 (48.7%), 负样本: 9431 (51.3%)
2025-05-09 21:56:50 - Epoch 150, 有标签损失: 0.0022, 一致性损失: 0.0000, 伪标签损失: 1.4605, LPL损失: 24.8498, 聚类损失: 8.4256, 总损失: 0.3129
2025-05-09 21:56:51 - Epoch 150, 测试集 AUC: 0.6935, PRE: 0.2906, REC: 0.2869, MF1: 0.5844, ACC1: 0.2869, ACC0: 0.8809, Gmean: 0.5027
2025-05-09 21:56:51 - Epoch 150, val mf1: 0.5952, val ACC1: 0.3011, val ACC0: 0.8868, val Gmean: 0.5167 (best 0.6149)
2025-05-09 21:56:51 - Epoch 151 伪标签: 正样本: 8991 (48.9%), 负样本: 9388 (51.1%)
2025-05-09 21:56:51 - Epoch 151, 测试集 AUC: 0.6984, PRE: 0.2944, REC: 0.2928, MF1: 0.5870, ACC1: 0.2928, ACC0: 0.8807, Gmean: 0.5078
2025-05-09 21:56:51 - Epoch 151, val mf1: 0.5984, val ACC1: 0.3101, val ACC0: 0.8854, val Gmean: 0.5240 (best 0.6149)
2025-05-09 21:56:52 - Epoch 152 伪标签: 正样本: 9030 (49.1%), 负样本: 9349 (50.9%)
2025-05-09 21:56:52 - Epoch 152, 测试集 AUC: 0.7026, PRE: 0.2991, REC: 0.2951, MF1: 0.5893, ACC1: 0.2951, ACC0: 0.8825, Gmean: 0.5103
2025-05-09 21:56:52 - Epoch 152, val mf1: 0.6009, val ACC1: 0.3132, val ACC0: 0.8868, val Gmean: 0.5270 (best 0.6149)
2025-05-09 21:56:53 - Epoch 153 伪标签: 正样本: 9047 (49.2%), 负样本: 9332 (50.8%)
2025-05-09 21:56:53 - Epoch 153, 测试集 AUC: 0.7060, PRE: 0.3031, REC: 0.3003, MF1: 0.5918, ACC1: 0.3003, ACC0: 0.8826, Gmean: 0.5148
2025-05-09 21:56:53 - Epoch 153, val mf1: 0.6025, val ACC1: 0.3147, val ACC0: 0.8881, val Gmean: 0.5287 (best 0.6149)
2025-05-09 21:56:53 - Epoch 154 伪标签: 正样本: 9036 (49.2%), 负样本: 9343 (50.8%)
2025-05-09 21:56:54 - Epoch 154, 测试集 AUC: 0.7094, PRE: 0.3059, REC: 0.3037, MF1: 0.5936, ACC1: 0.3037, ACC0: 0.8829, Gmean: 0.5178
2025-05-09 21:56:54 - Epoch 154, val mf1: 0.6031, val ACC1: 0.3154, val ACC0: 0.8884, val Gmean: 0.5294 (best 0.6149)
2025-05-09 21:56:54 - Epoch 155 伪标签: 正样本: 8941 (48.6%), 负样本: 9438 (51.4%)
2025-05-09 21:56:55 - Epoch 155, 测试集 AUC: 0.7119, PRE: 0.3100, REC: 0.3055, MF1: 0.5955, ACC1: 0.3055, ACC0: 0.8844, Gmean: 0.5198
2025-05-09 21:56:55 - Epoch 155, val mf1: 0.6045, val ACC1: 0.3162, val ACC0: 0.8898, val Gmean: 0.5304 (best 0.6149)
2025-05-09 21:56:55 - Epoch 156 伪标签: 正样本: 8933 (48.6%), 负样本: 9446 (51.4%)
2025-05-09 21:56:56 - Epoch 156, 测试集 AUC: 0.7137, PRE: 0.3118, REC: 0.3089, MF1: 0.5969, ACC1: 0.3089, ACC0: 0.8841, Gmean: 0.5226
2025-05-09 21:56:56 - Epoch 156, val mf1: 0.6061, val ACC1: 0.3192, val ACC0: 0.8901, val Gmean: 0.5330 (best 0.6149)
2025-05-09 21:56:56 - Epoch 157 伪标签: 正样本: 8952 (48.7%), 负样本: 9427 (51.3%)
2025-05-09 21:56:56 - Epoch 157, 测试集 AUC: 0.7154, PRE: 0.3123, REC: 0.3077, MF1: 0.5969, ACC1: 0.3077, ACC0: 0.8848, Gmean: 0.5218
2025-05-09 21:56:56 - Epoch 157, val mf1: 0.6072, val ACC1: 0.3207, val ACC0: 0.8906, val Gmean: 0.5344 (best 0.6149)
2025-05-09 21:56:57 - Epoch 158 伪标签: 正样本: 8884 (48.3%), 负样本: 9495 (51.7%)
2025-05-09 21:56:57 - Epoch 158, 测试集 AUC: 0.7167, PRE: 0.3141, REC: 0.3111, MF1: 0.5982, ACC1: 0.3111, ACC0: 0.8845, Gmean: 0.5246
2025-05-09 21:56:57 - Epoch 158, val mf1: 0.6085, val ACC1: 0.3238, val ACC0: 0.8904, val Gmean: 0.5369 (best 0.6149)
2025-05-09 21:56:57 - Epoch 159 伪标签: 正样本: 8952 (48.7%), 负样本: 9427 (51.3%)
2025-05-09 21:56:58 - Epoch 159, 测试集 AUC: 0.7182, PRE: 0.3163, REC: 0.3145, MF1: 0.5997, ACC1: 0.3145, ACC0: 0.8845, Gmean: 0.5274
2025-05-09 21:56:58 - Epoch 159, val mf1: 0.6104, val ACC1: 0.3283, val ACC0: 0.8902, val Gmean: 0.5406 (best 0.6149)
2025-05-09 21:56:58 - Epoch 160 伪标签: 正样本: 8964 (48.8%), 负样本: 9415 (51.2%)
2025-05-09 21:56:59 - Epoch 160, 有标签损失: 0.0035, 一致性损失: 0.0000, 伪标签损失: 1.7431, LPL损失: 26.5215, 聚类损失: 10.5615, 总损失: 1.4961
2025-05-09 21:56:59 - Epoch 160, 测试集 AUC: 0.7198, PRE: 0.3197, REC: 0.3126, MF1: 0.6007, ACC1: 0.3126, ACC0: 0.8870, Gmean: 0.5266
2025-05-09 21:56:59 - Epoch 160, val mf1: 0.6108, val ACC1: 0.3260, val ACC0: 0.8920, val Gmean: 0.5393 (best 0.6149)
2025-05-09 21:56:59 - Epoch 161 伪标签: 正样本: 8907 (48.5%), 负样本: 9472 (51.5%)
2025-05-09 21:57:00 - Epoch 161, 测试集 AUC: 0.7209, PRE: 0.3207, REC: 0.3133, MF1: 0.6012, ACC1: 0.3133, ACC0: 0.8872, Gmean: 0.5273
2025-05-09 21:57:00 - Epoch 161, val mf1: 0.6108, val ACC1: 0.3268, val ACC0: 0.8916, val Gmean: 0.5398 (best 0.6149)
2025-05-09 21:57:00 - Epoch 162 伪标签: 正样本: 8866 (48.2%), 负样本: 9513 (51.8%)
2025-05-09 21:57:01 - Epoch 162, 测试集 AUC: 0.7214, PRE: 0.3226, REC: 0.3167, MF1: 0.6026, ACC1: 0.3167, ACC0: 0.8870, Gmean: 0.5300
2025-05-09 21:57:01 - Epoch 162, val mf1: 0.6122, val ACC1: 0.3306, val ACC0: 0.8912, val Gmean: 0.5428 (best 0.6149)
2025-05-09 21:57:01 - Epoch 163 伪标签: 正样本: 8961 (48.8%), 负样本: 9418 (51.2%)
2025-05-09 21:57:01 - Epoch 163, 测试集 AUC: 0.7217, PRE: 0.3215, REC: 0.3186, MF1: 0.6025, ACC1: 0.3186, ACC0: 0.8858, Gmean: 0.5312
2025-05-09 21:57:01 - Epoch 163, val mf1: 0.6122, val ACC1: 0.3321, val ACC0: 0.8903, val Gmean: 0.5437 (best 0.6149)
2025-05-09 21:57:02 - Epoch 164 伪标签: 正样本: 8946 (48.7%), 负样本: 9433 (51.3%)
2025-05-09 21:57:02 - Epoch 164, 测试集 AUC: 0.7219, PRE: 0.3213, REC: 0.3178, MF1: 0.6023, ACC1: 0.3178, ACC0: 0.8859, Gmean: 0.5306
2025-05-09 21:57:02 - Epoch 164, val mf1: 0.6114, val ACC1: 0.3298, val ACC0: 0.8906, val Gmean: 0.5420 (best 0.6149)
2025-05-09 21:57:02 - Epoch 165 伪标签: 正样本: 8914 (48.5%), 负样本: 9465 (51.5%)
2025-05-09 21:57:03 - Epoch 165, 测试集 AUC: 0.7218, PRE: 0.3215, REC: 0.3171, MF1: 0.6022, ACC1: 0.3171, ACC0: 0.8863, Gmean: 0.5301
2025-05-09 21:57:03 - Epoch 165, val mf1: 0.6107, val ACC1: 0.3275, val ACC0: 0.8910, val Gmean: 0.5402 (best 0.6149)
2025-05-09 21:57:03 - Epoch 166 伪标签: 正样本: 8933 (48.6%), 负样本: 9446 (51.4%)
2025-05-09 21:57:04 - Epoch 166, 测试集 AUC: 0.7217, PRE: 0.3224, REC: 0.3182, MF1: 0.6028, ACC1: 0.3182, ACC0: 0.8863, Gmean: 0.5310
2025-05-09 21:57:04 - Epoch 166, val mf1: 0.6106, val ACC1: 0.3275, val ACC0: 0.8908, val Gmean: 0.5402 (best 0.6149)
2025-05-09 21:57:04 - Epoch 167 伪标签: 正样本: 8925 (48.6%), 负样本: 9454 (51.4%)
2025-05-09 21:57:05 - Epoch 167, 测试集 AUC: 0.7220, PRE: 0.3221, REC: 0.3171, MF1: 0.6025, ACC1: 0.3171, ACC0: 0.8866, Gmean: 0.5302
2025-05-09 21:57:05 - Epoch 167, val mf1: 0.6108, val ACC1: 0.3275, val ACC0: 0.8911, val Gmean: 0.5402 (best 0.6149)
2025-05-09 21:57:05 - Epoch 168 伪标签: 正样本: 8784 (47.8%), 负样本: 9595 (52.2%)
2025-05-09 21:57:06 - Epoch 168, 测试集 AUC: 0.7225, PRE: 0.3247, REC: 0.3130, MF1: 0.6027, ACC1: 0.3130, ACC0: 0.8894, Gmean: 0.5276
2025-05-09 21:57:06 - Epoch 168, val mf1: 0.6109, val ACC1: 0.3230, val ACC0: 0.8940, val Gmean: 0.5374 (best 0.6149)
2025-05-09 21:57:06 - Epoch 169 伪标签: 正样本: 8796 (47.9%), 负样本: 9583 (52.1%)
2025-05-09 21:57:06 - Epoch 169, 测试集 AUC: 0.7232, PRE: 0.3257, REC: 0.3089, MF1: 0.6022, ACC1: 0.3089, ACC0: 0.8913, Gmean: 0.5247
2025-05-09 21:57:06 - Epoch 169, val mf1: 0.6101, val ACC1: 0.3192, val ACC0: 0.8952, val Gmean: 0.5346 (best 0.6149)
2025-05-09 21:57:07 - Epoch 170 伪标签: 正样本: 8772 (47.7%), 负样本: 9607 (52.3%)
2025-05-09 21:57:07 - Epoch 170, 有标签损失: 0.0025, 一致性损失: 0.0000, 伪标签损失: 1.4036, LPL损失: 24.4434, 聚类损失: 10.1105, 总损失: 0.3371
2025-05-09 21:57:07 - Epoch 170, 测试集 AUC: 0.7234, PRE: 0.3258, REC: 0.3048, MF1: 0.6014, ACC1: 0.3048, ACC0: 0.8928, Gmean: 0.5216
2025-05-09 21:57:07 - Epoch 170, val mf1: 0.6085, val ACC1: 0.3124, val ACC0: 0.8973, val Gmean: 0.5294 (best 0.6149)
2025-05-09 21:57:08 - Epoch 171 伪标签: 正样本: 8907 (48.5%), 负样本: 9472 (51.5%)
2025-05-09 21:57:08 - Epoch 171, 测试集 AUC: 0.7238, PRE: 0.3272, REC: 0.3037, MF1: 0.6017, ACC1: 0.3037, ACC0: 0.8939, Gmean: 0.5210
2025-05-09 21:57:08 - Epoch 171, val mf1: 0.6087, val ACC1: 0.3109, val ACC0: 0.8985, val Gmean: 0.5285 (best 0.6149)
2025-05-09 21:57:08 - Epoch 172 伪标签: 正样本: 8840 (48.1%), 负样本: 9539 (51.9%)
2025-05-09 21:57:09 - Epoch 172, 测试集 AUC: 0.7241, PRE: 0.3270, REC: 0.3029, MF1: 0.6015, ACC1: 0.3029, ACC0: 0.8940, Gmean: 0.5204
2025-05-09 21:57:09 - Epoch 172, val mf1: 0.6096, val ACC1: 0.3109, val ACC0: 0.8997, val Gmean: 0.5289 (best 0.6149)
2025-05-09 21:57:09 - Epoch 173 伪标签: 正样本: 8833 (48.1%), 负样本: 9546 (51.9%)
2025-05-09 21:57:10 - Epoch 173, 测试集 AUC: 0.7236, PRE: 0.3251, REC: 0.2992, MF1: 0.6000, ACC1: 0.2992, ACC0: 0.8944, Gmean: 0.5173
2025-05-09 21:57:10 - Epoch 173, val mf1: 0.6099, val ACC1: 0.3109, val ACC0: 0.9001, val Gmean: 0.5290 (best 0.6149)
2025-05-09 21:57:10 - Epoch 174 伪标签: 正样本: 8764 (47.7%), 负样本: 9615 (52.3%)
2025-05-09 21:57:11 - Epoch 174, 测试集 AUC: 0.7232, PRE: 0.3254, REC: 0.2969, MF1: 0.5997, ACC1: 0.2969, ACC0: 0.8954, Gmean: 0.5156
2025-05-09 21:57:11 - Epoch 174, val mf1: 0.6079, val ACC1: 0.3056, val ACC0: 0.9007, val Gmean: 0.5247 (best 0.6149)
2025-05-09 21:57:11 - Epoch 175 伪标签: 正样本: 8807 (47.9%), 负样本: 9572 (52.1%)
2025-05-09 21:57:11 - Epoch 175, 测试集 AUC: 0.7227, PRE: 0.3261, REC: 0.2914, MF1: 0.5987, ACC1: 0.2914, ACC0: 0.8977, Gmean: 0.5114
2025-05-09 21:57:11 - Epoch 175, val mf1: 0.6071, val ACC1: 0.3003, val ACC0: 0.9030, val Gmean: 0.5208 (best 0.6149)
2025-05-09 21:57:12 - Epoch 176 伪标签: 正样本: 8781 (47.8%), 负样本: 9598 (52.2%)
2025-05-09 21:57:12 - Epoch 176, 测试集 AUC: 0.7227, PRE: 0.3249, REC: 0.2861, MF1: 0.5971, ACC1: 0.2861, ACC0: 0.8989, Gmean: 0.5072
2025-05-09 21:57:12 - Epoch 176, val mf1: 0.6065, val ACC1: 0.2965, val ACC0: 0.9046, val Gmean: 0.5179 (best 0.6149)
2025-05-09 21:57:12 - Epoch 177 伪标签: 正样本: 8761 (47.7%), 负样本: 9618 (52.3%)
2025-05-09 21:57:13 - Epoch 177, 测试集 AUC: 0.7225, PRE: 0.3246, REC: 0.2850, MF1: 0.5967, ACC1: 0.2850, ACC0: 0.8992, Gmean: 0.5062
2025-05-09 21:57:13 - Epoch 177, val mf1: 0.6070, val ACC1: 0.2950, val ACC0: 0.9061, val Gmean: 0.5170 (best 0.6149)
2025-05-09 21:57:13 - Epoch 178 伪标签: 正样本: 8777 (47.8%), 负样本: 9602 (52.2%)
2025-05-09 21:57:14 - Epoch 178, 测试集 AUC: 0.7214, PRE: 0.3260, REC: 0.2809, MF1: 0.5963, ACC1: 0.2809, ACC0: 0.9013, Gmean: 0.5032
2025-05-09 21:57:14 - Epoch 178, val mf1: 0.6075, val ACC1: 0.2920, val ACC0: 0.9087, val Gmean: 0.5151 (best 0.6149)
2025-05-09 21:57:14 - Epoch 179 伪标签: 正样本: 8559 (46.6%), 负样本: 9820 (53.4%)
2025-05-09 21:57:15 - Epoch 179, 测试集 AUC: 0.7205, PRE: 0.3259, REC: 0.2787, MF1: 0.5958, ACC1: 0.2787, ACC0: 0.9020, Gmean: 0.5014
2025-05-09 21:57:15 - Epoch 179, val mf1: 0.6064, val ACC1: 0.2890, val ACC0: 0.9092, val Gmean: 0.5126 (best 0.6149)
2025-05-09 21:57:15 - Epoch 180 伪标签: 正样本: 8745 (47.6%), 负样本: 9634 (52.4%)
2025-05-09 21:57:15 - Epoch 180, 有标签损失: 0.0005, 一致性损失: 0.0000, 伪标签损失: 1.2519, LPL损失: 21.5144, 聚类损失: 9.1514, 总损失: 0.2304
2025-05-09 21:57:16 - Epoch 180, 测试集 AUC: 0.7194, PRE: 0.3243, REC: 0.2794, MF1: 0.5954, ACC1: 0.2794, ACC0: 0.9010, Gmean: 0.5018
2025-05-09 21:57:16 - Epoch 180, val mf1: 0.6051, val ACC1: 0.2882, val ACC0: 0.9081, val Gmean: 0.5116 (best 0.6149)
2025-05-09 21:57:16 - Epoch 181 伪标签: 正样本: 8656 (47.1%), 负样本: 9723 (52.9%)
2025-05-09 21:57:16 - Epoch 181, 测试集 AUC: 0.7199, PRE: 0.3278, REC: 0.2727, MF1: 0.5950, ACC1: 0.2727, ACC0: 0.9049, Gmean: 0.4968
2025-05-09 21:57:16 - Epoch 181, val mf1: 0.6055, val ACC1: 0.2821, val ACC0: 0.9124, val Gmean: 0.5074 (best 0.6149)
2025-05-09 21:57:17 - Epoch 182 伪标签: 正样本: 8709 (47.4%), 负样本: 9670 (52.6%)
2025-05-09 21:57:17 - Epoch 182, 测试集 AUC: 0.7206, PRE: 0.3286, REC: 0.2660, MF1: 0.5936, ACC1: 0.2660, ACC0: 0.9076, Gmean: 0.4914
2025-05-09 21:57:17 - Epoch 182, val mf1: 0.6039, val ACC1: 0.2761, val ACC0: 0.9144, val Gmean: 0.5024 (best 0.6149)
2025-05-09 21:57:17 - Epoch 183 伪标签: 正样本: 8590 (46.7%), 负样本: 9789 (53.3%)
2025-05-09 21:57:18 - Epoch 183, 测试集 AUC: 0.7206, PRE: 0.2725, REC: 0.5753, MF1: 0.5929, ACC1: 0.5753, ACC0: 0.7389, Gmean: 0.6520
2025-05-09 21:57:18 - Epoch 183, val mf1: 0.6047, val ACC1: 0.5998, val ACC0: 0.7454, val Gmean: 0.6687 (best 0.6149)
2025-05-09 21:57:18 - Epoch 184 伪标签: 正样本: 8630 (47.0%), 负样本: 9749 (53.0%)
2025-05-09 21:57:19 - Epoch 184, 测试集 AUC: 0.7203, PRE: 0.2745, REC: 0.5697, MF1: 0.5947, ACC1: 0.5697, ACC0: 0.7440, Gmean: 0.6510
2025-05-09 21:57:19 - Epoch 184, val mf1: 0.6053, val ACC1: 0.5908, val ACC0: 0.7502, val Gmean: 0.6657 (best 0.6149)
2025-05-09 21:57:19 - Epoch 185 伪标签: 正样本: 8620 (46.9%), 负样本: 9759 (53.1%)
2025-05-09 21:57:20 - Epoch 185, 测试集 AUC: 0.7197, PRE: 0.2769, REC: 0.5674, MF1: 0.5968, ACC1: 0.5674, ACC0: 0.7481, Gmean: 0.6515
2025-05-09 21:57:20 - Epoch 185, val mf1: 0.6062, val ACC1: 0.5870, val ACC0: 0.7531, val Gmean: 0.6649 (best 0.6149)
2025-05-09 21:57:20 - Epoch 186 伪标签: 正样本: 8596 (46.8%), 负样本: 9783 (53.2%)
2025-05-09 21:57:20 - Epoch 186, 测试集 AUC: 0.7189, PRE: 0.2749, REC: 0.5618, MF1: 0.5950, ACC1: 0.5618, ACC0: 0.7481, Gmean: 0.6483
2025-05-09 21:57:20 - Epoch 186, val mf1: 0.6055, val ACC1: 0.5832, val ACC0: 0.7538, val Gmean: 0.6630 (best 0.6149)
2025-05-09 21:57:21 - Epoch 187 伪标签: 正样本: 8574 (46.7%), 负样本: 9805 (53.3%)
2025-05-09 21:57:21 - Epoch 187, 测试集 AUC: 0.7203, PRE: 0.2771, REC: 0.5529, MF1: 0.5969, ACC1: 0.5529, ACC0: 0.7548, Gmean: 0.6460
2025-05-09 21:57:21 - Epoch 187, val mf1: 0.6072, val ACC1: 0.5741, val ACC0: 0.7602, val Gmean: 0.6606 (best 0.6149)
2025-05-09 21:57:21 - Epoch 188 伪标签: 正样本: 8438 (45.9%), 负样本: 9941 (54.1%)
2025-05-09 21:57:22 - Epoch 188, 测试集 AUC: 0.7209, PRE: 0.2795, REC: 0.5428, MF1: 0.5987, ACC1: 0.5428, ACC0: 0.7621, Gmean: 0.6432
2025-05-09 21:57:22 - Epoch 188, val mf1: 0.6089, val ACC1: 0.5605, val ACC0: 0.7687, val Gmean: 0.6564 (best 0.6149)
2025-05-09 21:57:22 - Epoch 189 伪标签: 正样本: 8529 (46.4%), 负样本: 9850 (53.6%)
2025-05-09 21:57:23 - Epoch 189, 测试集 AUC: 0.7201, PRE: 0.2792, REC: 0.5380, MF1: 0.5984, ACC1: 0.5380, ACC0: 0.7639, Gmean: 0.6411
2025-05-09 21:57:23 - Epoch 189, val mf1: 0.6081, val ACC1: 0.5537, val ACC0: 0.7706, val Gmean: 0.6532 (best 0.6149)
2025-05-09 21:57:23 - Epoch 190 伪标签: 正样本: 8446 (46.0%), 负样本: 9933 (54.0%)
2025-05-09 21:57:24 - Epoch 190, 有标签损失: 0.0007, 一致性损失: 0.0000, 伪标签损失: 1.1097, LPL损失: 19.3327, 聚类损失: 8.9965, 总损失: 0.9307
2025-05-09 21:57:24 - Epoch 190, 测试集 AUC: 0.7190, PRE: 0.2761, REC: 0.5384, MF1: 0.5959, ACC1: 0.5384, ACC0: 0.7601, Gmean: 0.6397
2025-05-09 21:57:24 - Epoch 190, val mf1: 0.6081, val ACC1: 0.5605, val ACC0: 0.7676, val Gmean: 0.6560 (best 0.6149)
2025-05-09 21:57:24 - Epoch 191 伪标签: 正样本: 8469 (46.1%), 负样本: 9910 (53.9%)
2025-05-09 21:57:25 - Epoch 191, 测试集 AUC: 0.7179, PRE: 0.2753, REC: 0.5365, MF1: 0.5953, ACC1: 0.5365, ACC0: 0.7600, Gmean: 0.6385
2025-05-09 21:57:25 - Epoch 191, val mf1: 0.6082, val ACC1: 0.5598, val ACC0: 0.7680, val Gmean: 0.6557 (best 0.6149)
2025-05-09 21:57:25 - Epoch 192 伪标签: 正样本: 8482 (46.2%), 负样本: 9897 (53.8%)
2025-05-09 21:57:25 - Epoch 192, 测试集 AUC: 0.7166, PRE: 0.2786, REC: 0.5298, MF1: 0.5978, ACC1: 0.5298, ACC0: 0.7668, Gmean: 0.6374
2025-05-09 21:57:25 - Epoch 192, val mf1: 0.6072, val ACC1: 0.5446, val ACC0: 0.7736, val Gmean: 0.6491 (best 0.6149)
2025-05-09 21:57:26 - Epoch 193 伪标签: 正样本: 8507 (46.3%), 负样本: 9872 (53.7%)
2025-05-09 21:57:26 - Epoch 193, 测试集 AUC: 0.7168, PRE: 0.2808, REC: 0.5194, MF1: 0.5993, ACC1: 0.5194, ACC0: 0.7738, Gmean: 0.6340
2025-05-09 21:57:26 - Epoch 193, val mf1: 0.6104, val ACC1: 0.5348, val ACC0: 0.7826, val Gmean: 0.6469 (best 0.6149)
2025-05-09 21:57:27 - Epoch 194 伪标签: 正样本: 8392 (45.7%), 负样本: 9987 (54.3%)
2025-05-09 21:57:27 - Epoch 194, 测试集 AUC: 0.7167, PRE: 0.2843, REC: 0.5045, MF1: 0.6015, ACC1: 0.5045, ACC0: 0.7841, Gmean: 0.6289
2025-05-09 21:57:27 - Epoch 194, val mf1: 0.6105, val ACC1: 0.5129, val ACC0: 0.7929, val Gmean: 0.6377 (best 0.6149)
2025-05-09 21:57:27 - Epoch 195 伪标签: 正样本: 8492 (46.2%), 负样本: 9887 (53.8%)
2025-05-09 21:57:28 - Epoch 195, 测试集 AUC: 0.7169, PRE: 0.2861, REC: 0.4847, MF1: 0.6020, ACC1: 0.4847, ACC0: 0.7944, Gmean: 0.6205
2025-05-09 21:57:28 - Epoch 195, val mf1: 0.6108, val ACC1: 0.4962, val ACC0: 0.8012, val Gmean: 0.6305 (best 0.6149)
2025-05-09 21:57:28 - Epoch 196 伪标签: 正样本: 8387 (45.6%), 负样本: 9992 (54.4%)
2025-05-09 21:57:29 - Epoch 196, 测试集 AUC: 0.7165, PRE: 0.2879, REC: 0.4743, MF1: 0.6028, ACC1: 0.4743, ACC0: 0.8006, Gmean: 0.6162
2025-05-09 21:57:29 - Epoch 196, val mf1: 0.6116, val ACC1: 0.4849, val ACC0: 0.8078, val Gmean: 0.6258 (best 0.6149)
2025-05-09 21:57:29 - Epoch 197 伪标签: 正样本: 8404 (45.7%), 负样本: 9975 (54.3%)
2025-05-09 21:57:30 - Epoch 197, 测试集 AUC: 0.7157, PRE: 0.2878, REC: 0.4680, MF1: 0.6024, ACC1: 0.4680, ACC0: 0.8032, Gmean: 0.6131
2025-05-09 21:57:30 - Epoch 197, val mf1: 0.6121, val ACC1: 0.4803, val ACC0: 0.8107, val Gmean: 0.6240 (best 0.6149)
2025-05-09 21:57:30 - Epoch 198 伪标签: 正样本: 8479 (46.1%), 负样本: 9900 (53.9%)
2025-05-09 21:57:31 - Epoch 198, 测试集 AUC: 0.7144, PRE: 0.2863, REC: 0.4665, MF1: 0.6013, ACC1: 0.4665, ACC0: 0.8023, Gmean: 0.6118
2025-05-09 21:57:31 - Epoch 198, val mf1: 0.6121, val ACC1: 0.4788, val ACC0: 0.8115, val Gmean: 0.6233 (best 0.6149)
2025-05-09 21:57:31 - Epoch 199 伪标签: 正样本: 8386 (45.6%), 负样本: 9993 (54.4%)
2025-05-09 21:57:31 - Epoch 199, 测试集 AUC: 0.7122, PRE: 0.2820, REC: 0.4609, MF1: 0.5980, ACC1: 0.4609, ACC0: 0.8005, Gmean: 0.6074
2025-05-09 21:57:31 - Epoch 199, val mf1: 0.6106, val ACC1: 0.4766, val ACC0: 0.8105, val Gmean: 0.6215 (best 0.6149)
2025-05-09 21:57:32 - Epoch 200 伪标签: 正样本: 8322 (45.3%), 负样本: 10057 (54.7%)
2025-05-09 21:57:32 - Epoch 200, 有标签损失: 0.0005, 一致性损失: 0.0000, 伪标签损失: 1.1131, LPL损失: 18.3333, 聚类损失: 9.5925, 总损失: 0.3730
2025-05-09 21:57:32 - Epoch 200, 测试集 AUC: 0.7101, PRE: 0.2808, REC: 0.4657, MF1: 0.5974, ACC1: 0.4657, ACC0: 0.7972, Gmean: 0.6093
2025-05-09 21:57:32 - Epoch 200, val mf1: 0.6100, val ACC1: 0.4811, val ACC0: 0.8074, val Gmean: 0.6232 (best 0.6149)
2025-05-09 21:57:33 - Epoch 201 伪标签: 正样本: 8417 (45.8%), 负样本: 9962 (54.2%)
2025-05-09 21:57:33 - Epoch 201, 测试集 AUC: 0.7083, PRE: 0.2781, REC: 0.4732, MF1: 0.5958, ACC1: 0.4732, ACC0: 0.7912, Gmean: 0.6119
2025-05-09 21:57:33 - Epoch 201, val mf1: 0.6069, val ACC1: 0.4856, val ACC0: 0.8008, val Gmean: 0.6236 (best 0.6149)
2025-05-09 21:57:33 - Epoch 202 伪标签: 正样本: 8511 (46.3%), 负样本: 9868 (53.7%)
2025-05-09 21:57:34 - Epoch 202, 测试集 AUC: 0.7087, PRE: 0.2805, REC: 0.4706, MF1: 0.5974, ACC1: 0.4706, ACC0: 0.7948, Gmean: 0.6116
2025-05-09 21:57:34 - Epoch 202, val mf1: 0.6083, val ACC1: 0.4818, val ACC0: 0.8047, val Gmean: 0.6227 (best 0.6149)
2025-05-09 21:57:34 - Epoch 203 伪标签: 正样本: 8478 (46.1%), 负样本: 9901 (53.9%)
2025-05-09 21:57:35 - Epoch 203, 测试集 AUC: 0.7087, PRE: 0.2804, REC: 0.4654, MF1: 0.5971, ACC1: 0.4654, ACC0: 0.7970, Gmean: 0.6090
2025-05-09 21:57:35 - Epoch 203, val mf1: 0.6090, val ACC1: 0.4788, val ACC0: 0.8071, val Gmean: 0.6217 (best 0.6149)
2025-05-09 21:57:35 - Epoch 204 伪标签: 正样本: 8437 (45.9%), 负样本: 9942 (54.1%)
2025-05-09 21:57:36 - Epoch 204, 测试集 AUC: 0.7092, PRE: 0.2825, REC: 0.4579, MF1: 0.5982, ACC1: 0.4579, ACC0: 0.8023, Gmean: 0.6061
2025-05-09 21:57:36 - Epoch 204, val mf1: 0.6087, val ACC1: 0.4667, val ACC0: 0.8127, val Gmean: 0.6159 (best 0.6149)
2025-05-09 21:57:36 - Epoch 205 伪标签: 正样本: 8410 (45.8%), 负样本: 9969 (54.2%)
2025-05-09 21:57:37 - Epoch 205, 测试集 AUC: 0.7108, PRE: 0.2849, REC: 0.4430, MF1: 0.5990, ACC1: 0.4430, ACC0: 0.8110, Gmean: 0.5994
2025-05-09 21:57:37 - Epoch 205, val mf1: 0.6106, val ACC1: 0.4523, val ACC0: 0.8226, val Gmean: 0.6100 (best 0.6149)
2025-05-09 21:57:37 - Epoch 206 伪标签: 正样本: 8363 (45.5%), 负样本: 10016 (54.5%)
2025-05-09 21:57:37 - Epoch 206, 测试集 AUC: 0.7121, PRE: 0.2884, REC: 0.4374, MF1: 0.6008, ACC1: 0.4374, ACC0: 0.8165, Gmean: 0.5976
2025-05-09 21:57:37 - Epoch 206, val mf1: 0.6115, val ACC1: 0.4440, val ACC0: 0.8280, val Gmean: 0.6063 (best 0.6149)
2025-05-09 21:57:38 - Epoch 207 伪标签: 正样本: 8376 (45.6%), 负样本: 10003 (54.4%)
2025-05-09 21:57:38 - Epoch 207, 测试集 AUC: 0.7133, PRE: 0.2924, REC: 0.4311, MF1: 0.6028, ACC1: 0.4311, ACC0: 0.8227, Gmean: 0.5955
2025-05-09 21:57:38 - Epoch 207, val mf1: 0.6121, val ACC1: 0.4342, val ACC0: 0.8339, val Gmean: 0.6017 (best 0.6149)
2025-05-09 21:57:38 - Epoch 208 伪标签: 正样本: 8329 (45.3%), 负样本: 10050 (54.7%)
2025-05-09 21:57:39 - Epoch 208, 测试集 AUC: 0.7139, PRE: 0.2936, REC: 0.4277, MF1: 0.6033, ACC1: 0.4277, ACC0: 0.8251, Gmean: 0.5941
2025-05-09 21:57:39 - Epoch 208, val mf1: 0.6136, val ACC1: 0.4334, val ACC0: 0.8363, val Gmean: 0.6021 (best 0.6149)
2025-05-09 21:57:39 - Epoch 209 伪标签: 正样本: 8326 (45.3%), 负样本: 10053 (54.7%)
2025-05-09 21:57:40 - Epoch 209, 测试集 AUC: 0.7142, PRE: 0.2940, REC: 0.4314, MF1: 0.6038, ACC1: 0.4314, ACC0: 0.8239, Gmean: 0.5962
2025-05-09 21:57:40 - Epoch 209, val mf1: 0.6149, val ACC1: 0.4380, val ACC0: 0.8358, val Gmean: 0.6050 (best 0.6149)
2025-05-09 21:57:40 - Epoch 210 伪标签: 正样本: 8316 (45.2%), 负样本: 10063 (54.8%)
2025-05-09 21:57:41 - Epoch 210, 有标签损失: 0.0008, 一致性损失: 0.0000, 伪标签损失: 1.0727, LPL损失: 18.8438, 聚类损失: 9.8376, 总损失: 0.5019
2025-05-09 21:57:41 - Epoch 210, 测试集 AUC: 0.7143, PRE: 0.2945, REC: 0.4344, MF1: 0.6044, ACC1: 0.4344, ACC0: 0.8231, Gmean: 0.5980
2025-05-09 21:57:41 - Epoch 210, val mf1: 0.6157, val ACC1: 0.4418, val ACC0: 0.8349, val Gmean: 0.6073 (best 0.6157)
2025-05-09 21:57:41 - Epoch 211 伪标签: 正样本: 8356 (45.5%), 负样本: 10023 (54.5%)
2025-05-09 21:57:42 - Epoch 211, 测试集 AUC: 0.7148, PRE: 0.2946, REC: 0.4389, MF1: 0.6048, ACC1: 0.4389, ACC0: 0.8213, Gmean: 0.6004
2025-05-09 21:57:42 - Epoch 211, val mf1: 0.6171, val ACC1: 0.4501, val ACC0: 0.8326, val Gmean: 0.6121 (best 0.6171)
2025-05-09 21:57:42 - Epoch 212 伪标签: 正样本: 8386 (45.6%), 负样本: 9993 (54.4%)
2025-05-09 21:57:42 - Epoch 212, 测试集 AUC: 0.7157, PRE: 0.2945, REC: 0.4504, MF1: 0.6056, ACC1: 0.4504, ACC0: 0.8166, Gmean: 0.6065
2025-05-09 21:57:42 - Epoch 212, val mf1: 0.6163, val ACC1: 0.4637, val ACC0: 0.8247, val Gmean: 0.6184 (best 0.6171)
2025-05-09 21:57:43 - Epoch 213 伪标签: 正样本: 8359 (45.5%), 负样本: 10020 (54.5%)
2025-05-09 21:57:43 - Epoch 213, 测试集 AUC: 0.7186, PRE: 0.2950, REC: 0.4519, MF1: 0.6060, ACC1: 0.4519, ACC0: 0.8164, Gmean: 0.6074
2025-05-09 21:57:43 - Epoch 213, val mf1: 0.6190, val ACC1: 0.4713, val ACC0: 0.8246, val Gmean: 0.6234 (best 0.6190)
2025-05-09 21:57:44 - Epoch 214 伪标签: 正样本: 8409 (45.8%), 负样本: 9970 (54.2%)
2025-05-09 21:57:44 - Epoch 214, 测试集 AUC: 0.7214, PRE: 0.2977, REC: 0.4519, MF1: 0.6077, ACC1: 0.4519, ACC0: 0.8188, Gmean: 0.6083
2025-05-09 21:57:44 - Epoch 214, val mf1: 0.6202, val ACC1: 0.4713, val ACC0: 0.8263, val Gmean: 0.6240 (best 0.6202)
2025-05-09 21:57:44 - Epoch 215 伪标签: 正样本: 8266 (45.0%), 负样本: 10113 (55.0%)
2025-05-09 21:57:45 - Epoch 215, 测试集 AUC: 0.7236, PRE: 0.3020, REC: 0.4531, MF1: 0.6104, ACC1: 0.4531, ACC0: 0.8220, Gmean: 0.6102
2025-05-09 21:57:45 - Epoch 215, val mf1: 0.6226, val ACC1: 0.4713, val ACC0: 0.8295, val Gmean: 0.6252 (best 0.6226)
2025-05-09 21:57:45 - Epoch 216 伪标签: 正样本: 8368 (45.5%), 负样本: 10011 (54.5%)
2025-05-09 21:57:46 - Epoch 216, 测试集 AUC: 0.7247, PRE: 0.3027, REC: 0.4594, MF1: 0.6114, ACC1: 0.4594, ACC0: 0.8201, Gmean: 0.6138
2025-05-09 21:57:46 - Epoch 216, val mf1: 0.6224, val ACC1: 0.4728, val ACC0: 0.8285, val Gmean: 0.6258 (best 0.6226)
2025-05-09 21:57:46 - Epoch 217 伪标签: 正样本: 8355 (45.5%), 负样本: 10024 (54.5%)
2025-05-09 21:57:47 - Epoch 217, 测试集 AUC: 0.7261, PRE: 0.3063, REC: 0.4475, MF1: 0.6126, ACC1: 0.4475, ACC0: 0.8277, Gmean: 0.6086
2025-05-09 21:57:47 - Epoch 217, val mf1: 0.6251, val ACC1: 0.4614, val ACC0: 0.8376, val Gmean: 0.6217 (best 0.6251)
2025-05-09 21:57:47 - Epoch 218 伪标签: 正样本: 8320 (45.3%), 负样本: 10059 (54.7%)
2025-05-09 21:57:48 - Epoch 218, 测试集 AUC: 0.7277, PRE: 0.3128, REC: 0.4385, MF1: 0.6155, ACC1: 0.4385, ACC0: 0.8362, Gmean: 0.6056
2025-05-09 21:57:48 - 更新最佳测试结果 (Epoch 218): AUC 0.7277, PRE 0.3128, REC 0.4385, MF1 0.6155, ACC1 0.4385, ACC0 0.8362, Gmean 0.6056
2025-05-09 21:57:48 - Epoch 218, val mf1: 0.6260, val ACC1: 0.4478, val ACC0: 0.8456, val Gmean: 0.6153 (best 0.6260)
2025-05-09 21:57:48 - Epoch 219 伪标签: 正样本: 8263 (45.0%), 负样本: 10116 (55.0%)
2025-05-09 21:57:48 - Epoch 219, 测试集 AUC: 0.7285, PRE: 0.3151, REC: 0.4363, MF1: 0.6165, ACC1: 0.4363, ACC0: 0.8388, Gmean: 0.6050
2025-05-09 21:57:48 - 更新最佳测试结果 (Epoch 219): AUC 0.7285, PRE 0.3151, REC 0.4363, MF1 0.6165, ACC1 0.4363, ACC0 0.8388, Gmean 0.6050
2025-05-09 21:57:48 - Epoch 219, val mf1: 0.6268, val ACC1: 0.4455, val ACC0: 0.8478, val Gmean: 0.6146 (best 0.6268)
2025-05-09 21:57:49 - Epoch 220 伪标签: 正样本: 8340 (45.4%), 负样本: 10039 (54.6%)
2025-05-09 21:57:49 - Epoch 220, 有标签损失: 0.0027, 一致性损失: 0.0000, 伪标签损失: 1.0043, LPL损失: 19.3476, 聚类损失: 10.3091, 总损失: 0.4921
2025-05-09 21:57:49 - Epoch 220, 测试集 AUC: 0.7292, PRE: 0.3156, REC: 0.4408, MF1: 0.6173, ACC1: 0.4408, ACC0: 0.8375, Gmean: 0.6076
2025-05-09 21:57:49 - 更新最佳测试结果 (Epoch 220): AUC 0.7292, PRE 0.3156, REC 0.4408, MF1 0.6173, ACC1 0.4408, ACC0 0.8375, Gmean 0.6076
2025-05-09 21:57:49 - Epoch 220, val mf1: 0.6286, val ACC1: 0.4531, val ACC0: 0.8463, val Gmean: 0.6193 (best 0.6286)
2025-05-09 21:57:50 - Epoch 221 伪标签: 正样本: 8266 (45.0%), 负样本: 10113 (55.0%)
2025-05-09 21:57:50 - Epoch 221, 测试集 AUC: 0.7289, PRE: 0.3101, REC: 0.4534, MF1: 0.6154, ACC1: 0.4534, ACC0: 0.8286, Gmean: 0.6129
2025-05-09 21:57:50 - Epoch 221, val mf1: 0.6266, val ACC1: 0.4637, val ACC0: 0.8385, val Gmean: 0.6235 (best 0.6286)
2025-05-09 21:57:50 - Epoch 222 伪标签: 正样本: 8315 (45.2%), 负样本: 10064 (54.8%)
2025-05-09 21:57:51 - Epoch 222, 测试集 AUC: 0.7285, PRE: 0.3047, REC: 0.4732, MF1: 0.6137, ACC1: 0.4732, ACC0: 0.8165, Gmean: 0.6216
2025-05-09 21:57:51 - Epoch 222, val mf1: 0.6245, val ACC1: 0.4856, val ACC0: 0.8250, val Gmean: 0.6330 (best 0.6286)
2025-05-09 21:57:51 - Epoch 223 伪标签: 正样本: 8385 (45.6%), 负样本: 9994 (54.4%)
2025-05-09 21:57:52 - Epoch 223, 测试集 AUC: 0.7275, PRE: 0.2979, REC: 0.4873, MF1: 0.6102, ACC1: 0.4873, ACC0: 0.8047, Gmean: 0.6262
2025-05-09 21:57:52 - Epoch 223, val mf1: 0.6235, val ACC1: 0.5121, val ACC0: 0.8111, val Gmean: 0.6445 (best 0.6286)
2025-05-09 21:57:52 - Epoch 224 伪标签: 正样本: 8341 (45.4%), 负样本: 10038 (54.6%)
2025-05-09 21:57:53 - Epoch 224, 测试集 AUC: 0.7264, PRE: 0.2945, REC: 0.5145, MF1: 0.6093, ACC1: 0.5145, ACC0: 0.7904, Gmean: 0.6377
2025-05-09 21:57:53 - Epoch 224, val mf1: 0.6190, val ACC1: 0.5363, val ACC0: 0.7939, val Gmean: 0.6525 (best 0.6286)
2025-05-09 21:57:53 - Epoch 225 伪标签: 正样本: 8421 (45.8%), 负样本: 9958 (54.2%)
2025-05-09 21:57:53 - Epoch 225, 测试集 AUC: 0.7259, PRE: 0.2884, REC: 0.5291, MF1: 0.6054, ACC1: 0.5291, ACC0: 0.7781, Gmean: 0.6416
2025-05-09 21:57:53 - Epoch 225, val mf1: 0.6166, val ACC1: 0.5514, val ACC0: 0.7836, val Gmean: 0.6573 (best 0.6286)
2025-05-09 21:57:54 - Epoch 226 伪标签: 正样本: 8505 (46.3%), 负样本: 9874 (53.7%)
2025-05-09 21:57:54 - Epoch 226, 测试集 AUC: 0.7255, PRE: 0.3481, REC: 0.2727, MF1: 0.6013, ACC1: 0.2727, ACC0: 0.9132, Gmean: 0.4990
2025-05-09 21:57:54 - Epoch 226, val mf1: 0.6155, val ACC1: 0.2897, val ACC0: 0.9201, val Gmean: 0.5163 (best 0.6286)
2025-05-09 21:57:55 - Epoch 227 伪标签: 正样本: 8598 (46.8%), 负样本: 9781 (53.2%)
2025-05-09 21:57:55 - Epoch 227, 测试集 AUC: 0.7251, PRE: 0.3409, REC: 0.2914, MF1: 0.6037, ACC1: 0.2914, ACC0: 0.9042, Gmean: 0.5133
2025-05-09 21:57:55 - Epoch 227, val mf1: 0.6173, val ACC1: 0.3056, val ACC0: 0.9126, val Gmean: 0.5281 (best 0.6286)
2025-05-09 21:57:55 - Epoch 228 伪标签: 正样本: 8638 (47.0%), 负样本: 9741 (53.0%)
2025-05-09 21:57:56 - Epoch 228, 测试集 AUC: 0.7267, PRE: 0.3426, REC: 0.3074, MF1: 0.6080, ACC1: 0.3074, ACC0: 0.8997, Gmean: 0.5259
2025-05-09 21:57:56 - Epoch 228, val mf1: 0.6199, val ACC1: 0.3185, val ACC0: 0.9081, val Gmean: 0.5378 (best 0.6286)
2025-05-09 21:57:56 - Epoch 229 伪标签: 正样本: 8668 (47.2%), 负样本: 9711 (52.8%)
2025-05-09 21:57:57 - Epoch 229, 测试集 AUC: 0.7291, PRE: 0.3457, REC: 0.3118, MF1: 0.6101, ACC1: 0.3118, ACC0: 0.8997, Gmean: 0.5297
2025-05-09 21:57:57 - Epoch 229, val mf1: 0.6209, val ACC1: 0.3207, val ACC0: 0.9079, val Gmean: 0.5396 (best 0.6286)
2025-05-09 21:57:57 - Epoch 230 伪标签: 正样本: 8640 (47.0%), 负样本: 9739 (53.0%)
2025-05-09 21:57:58 - Epoch 230, 有标签损失: 0.0026, 一致性损失: 0.0000, 伪标签损失: 1.2078, LPL损失: 18.7076, 聚类损失: 9.1299, 总损失: 0.4918
2025-05-09 21:57:58 - Epoch 230, 测试集 AUC: 0.7310, PRE: 0.3524, REC: 0.3167, MF1: 0.6135, ACC1: 0.3167, ACC0: 0.9011, Gmean: 0.5342
2025-05-09 21:57:58 - 更新最佳测试结果 (Epoch 230): AUC 0.7310, PRE 0.3524, REC 0.3167, MF1 0.6135, ACC1 0.3167, ACC0 0.9011, Gmean 0.5342
2025-05-09 21:57:58 - Epoch 230, val mf1: 0.6219, val ACC1: 0.3215, val ACC0: 0.9087, val Gmean: 0.5405 (best 0.6286)
2025-05-09 21:57:58 - Epoch 231 伪标签: 正样本: 8687 (47.3%), 负样本: 9692 (52.7%)
2025-05-09 21:57:59 - Epoch 231, 测试集 AUC: 0.7325, PRE: 0.3564, REC: 0.3230, MF1: 0.6163, ACC1: 0.3230, ACC0: 0.9008, Gmean: 0.5394
2025-05-09 21:57:59 - 更新最佳测试结果 (Epoch 231): AUC 0.7325, PRE 0.3564, REC 0.3230, MF1 0.6163, ACC1 0.3230, ACC0 0.9008, Gmean 0.5394
2025-05-09 21:57:59 - Epoch 231, val mf1: 0.6248, val ACC1: 0.3290, val ACC0: 0.9078, val Gmean: 0.5465 (best 0.6286)
2025-05-09 21:57:59 - Epoch 232 伪标签: 正样本: 8696 (47.3%), 负样本: 9683 (52.7%)
2025-05-09 21:57:59 - Epoch 232, 测试集 AUC: 0.7336, PRE: 0.3585, REC: 0.3241, MF1: 0.6173, ACC1: 0.3241, ACC0: 0.9014, Gmean: 0.5405
2025-05-09 21:57:59 - 更新最佳测试结果 (Epoch 232): AUC 0.7336, PRE 0.3585, REC 0.3241, MF1 0.6173, ACC1 0.3241, ACC0 0.9014, Gmean 0.5405
2025-05-09 21:57:59 - Epoch 232, val mf1: 0.6265, val ACC1: 0.3313, val ACC0: 0.9086, val Gmean: 0.5487 (best 0.6286)
2025-05-09 21:58:00 - Epoch 233 伪标签: 正样本: 8654 (47.1%), 负样本: 9725 (52.9%)
2025-05-09 21:58:00 - Epoch 233, 测试集 AUC: 0.7360, PRE: 0.3648, REC: 0.3055, MF1: 0.6148, ACC1: 0.3055, ACC0: 0.9096, Gmean: 0.5271
2025-05-09 21:58:00 - 更新最佳测试结果 (Epoch 233): AUC 0.7360, PRE 0.3648, REC 0.3055, MF1 0.6148, ACC1 0.3055, ACC0 0.9096, Gmean 0.5271
2025-05-09 21:58:00 - Epoch 233, val mf1: 0.6243, val ACC1: 0.3147, val ACC0: 0.9156, val Gmean: 0.5368 (best 0.6286)
2025-05-09 21:58:01 - Epoch 234 伪标签: 正样本: 8733 (47.5%), 负样本: 9646 (52.5%)
2025-05-09 21:58:01 - Epoch 234, 测试集 AUC: 0.7391, PRE: 0.3736, REC: 0.2973, MF1: 0.6154, ACC1: 0.2973, ACC0: 0.9153, Gmean: 0.5217
2025-05-09 21:58:01 - 更新最佳测试结果 (Epoch 234): AUC 0.7391, PRE 0.3736, REC 0.2973, MF1 0.6154, ACC1 0.2973, ACC0 0.9153, Gmean 0.5217
2025-05-09 21:58:01 - Epoch 234, val mf1: 0.6259, val ACC1: 0.3071, val ACC0: 0.9219, val Gmean: 0.5321 (best 0.6286)
2025-05-09 21:58:02 - Epoch 235 伪标签: 正样本: 8586 (46.7%), 负样本: 9793 (53.3%)
2025-05-09 21:58:02 - Epoch 235, 测试集 AUC: 0.7418, PRE: 0.3005, REC: 0.5756, MF1: 0.6162, ACC1: 0.5756, ACC0: 0.7723, Gmean: 0.6667
2025-05-09 21:58:02 - 更新最佳测试结果 (Epoch 235): AUC 0.7418, PRE 0.3005, REC 0.5756, MF1 0.6162, ACC1 0.5756, ACC0 0.7723, Gmean 0.6667
2025-05-09 21:58:02 - Epoch 235, val mf1: 0.6273, val ACC1: 0.6029, val ACC0: 0.7759, val Gmean: 0.6839 (best 0.6286)
2025-05-09 21:58:03 - Epoch 236 伪标签: 正样本: 8541 (46.5%), 负样本: 9838 (53.5%)
2025-05-09 21:58:03 - Epoch 236, 测试集 AUC: 0.7437, PRE: 0.3029, REC: 0.5727, MF1: 0.6179, ACC1: 0.5727, ACC0: 0.7760, Gmean: 0.6666
2025-05-09 21:58:03 - 更新最佳测试结果 (Epoch 236): AUC 0.7437, PRE 0.3029, REC 0.5727, MF1 0.6179, ACC1 0.5727, ACC0 0.7760, Gmean 0.6666
2025-05-09 21:58:03 - Epoch 236, val mf1: 0.6306, val ACC1: 0.6014, val ACC0: 0.7810, val Gmean: 0.6853 (best 0.6306)
2025-05-09 21:58:03 - Epoch 237 伪标签: 正样本: 8615 (46.9%), 负样本: 9764 (53.1%)
2025-05-09 21:58:04 - Epoch 237, 测试集 AUC: 0.7448, PRE: 0.3048, REC: 0.5686, MF1: 0.6191, ACC1: 0.5686, ACC0: 0.7795, Gmean: 0.6657
2025-05-09 21:58:04 - 更新最佳测试结果 (Epoch 237): AUC 0.7448, PRE 0.3048, REC 0.5686, MF1 0.6191, ACC1 0.5686, ACC0 0.7795, Gmean 0.6657
2025-05-09 21:58:04 - Epoch 237, val mf1: 0.6306, val ACC1: 0.5953, val ACC0: 0.7836, val Gmean: 0.6830 (best 0.6306)
2025-05-09 21:58:04 - Epoch 238 伪标签: 正样本: 8509 (46.3%), 负样本: 9870 (53.7%)
2025-05-09 21:58:05 - Epoch 238, 测试集 AUC: 0.7457, PRE: 0.3073, REC: 0.5648, MF1: 0.6208, ACC1: 0.5648, ACC0: 0.7835, Gmean: 0.6653
2025-05-09 21:58:05 - 更新最佳测试结果 (Epoch 238): AUC 0.7457, PRE 0.3073, REC 0.5648, MF1 0.6208, ACC1 0.5648, ACC0 0.7835, Gmean 0.6653
2025-05-09 21:58:05 - Epoch 238, val mf1: 0.6320, val ACC1: 0.5908, val ACC0: 0.7875, val Gmean: 0.6821 (best 0.6320)
2025-05-09 21:58:05 - Epoch 239 伪标签: 正样本: 8577 (46.7%), 负样本: 9802 (53.3%)
2025-05-09 21:58:06 - Epoch 239, 测试集 AUC: 0.7458, PRE: 0.3079, REC: 0.5630, MF1: 0.6212, ACC1: 0.5630, ACC0: 0.7849, Gmean: 0.6647
2025-05-09 21:58:06 - 更新最佳测试结果 (Epoch 239): AUC 0.7458, PRE 0.3079, REC 0.5630, MF1 0.6212, ACC1 0.5630, ACC0 0.7849, Gmean 0.6647
2025-05-09 21:58:06 - Epoch 239, val mf1: 0.6320, val ACC1: 0.5877, val ACC0: 0.7887, val Gmean: 0.6809 (best 0.6320)
2025-05-09 21:58:06 - Epoch 240 伪标签: 正样本: 8501 (46.3%), 负样本: 9878 (53.7%)
2025-05-09 21:58:07 - Epoch 240, 有标签损失: 0.0038, 一致性损失: 0.0000, 伪标签损失: 1.5939, LPL损失: 19.9105, 聚类损失: 11.6644, 总损失: 1.0221
2025-05-09 21:58:07 - Epoch 240, 测试集 AUC: 0.7451, PRE: 0.3070, REC: 0.5652, MF1: 0.6206, ACC1: 0.5652, ACC0: 0.7831, Gmean: 0.6653
2025-05-09 21:58:07 - Epoch 240, val mf1: 0.6296, val ACC1: 0.5847, val ACC0: 0.7868, val Gmean: 0.6783 (best 0.6320)
2025-05-09 21:58:07 - Epoch 241 伪标签: 正样本: 8439 (45.9%), 负样本: 9940 (54.1%)
2025-05-09 21:58:08 - Epoch 241, 测试集 AUC: 0.7446, PRE: 0.3046, REC: 0.5686, MF1: 0.6190, ACC1: 0.5686, ACC0: 0.7794, Gmean: 0.6657
2025-05-09 21:58:08 - Epoch 241, val mf1: 0.6280, val ACC1: 0.5870, val ACC0: 0.7837, val Gmean: 0.6783 (best 0.6320)
2025-05-09 21:58:08 - Epoch 242 伪标签: 正样本: 8563 (46.6%), 负样本: 9816 (53.4%)
2025-05-09 21:58:09 - Epoch 242, 测试集 AUC: 0.7442, PRE: 0.3818, REC: 0.2876, MF1: 0.6150, ACC1: 0.2876, ACC0: 0.9208, Gmean: 0.5146
2025-05-09 21:58:09 - Epoch 242, val mf1: 0.6267, val ACC1: 0.3003, val ACC0: 0.9270, val Gmean: 0.5276 (best 0.6320)
2025-05-09 21:58:09 - Epoch 243 伪标签: 正样本: 8600 (46.8%), 负样本: 9779 (53.2%)
2025-05-09 21:58:09 - Epoch 243, 测试集 AUC: 0.7437, PRE: 0.3752, REC: 0.2925, MF1: 0.6145, ACC1: 0.2925, ACC0: 0.9172, Gmean: 0.5179
2025-05-09 21:58:09 - Epoch 243, val mf1: 0.6261, val ACC1: 0.3041, val ACC0: 0.9240, val Gmean: 0.5301 (best 0.6320)
2025-05-09 21:58:10 - Epoch 244 伪标签: 正样本: 8636 (47.0%), 负样本: 9743 (53.0%)
2025-05-09 21:58:10 - Epoch 244, 测试集 AUC: 0.7429, PRE: 0.3712, REC: 0.2996, MF1: 0.6153, ACC1: 0.2996, ACC0: 0.9137, Gmean: 0.5232
2025-05-09 21:58:10 - Epoch 244, val mf1: 0.6265, val ACC1: 0.3094, val ACC0: 0.9213, val Gmean: 0.5339 (best 0.6320)
2025-05-09 21:58:11 - Epoch 245 伪标签: 正样本: 8539 (46.5%), 负样本: 9840 (53.5%)
2025-05-09 21:58:11 - Epoch 245, 测试集 AUC: 0.7429, PRE: 0.3703, REC: 0.2947, MF1: 0.6137, ACC1: 0.2947, ACC0: 0.9148, Gmean: 0.5192
2025-05-09 21:58:11 - Epoch 245, val mf1: 0.6256, val ACC1: 0.3048, val ACC0: 0.9230, val Gmean: 0.5304 (best 0.6320)
2025-05-09 21:58:12 - Epoch 246 伪标签: 正样本: 8515 (46.3%), 负样本: 9864 (53.7%)
2025-05-09 21:58:12 - Epoch 246, 测试集 AUC: 0.7429, PRE: 0.3006, REC: 0.5570, MF1: 0.6155, ACC1: 0.5570, ACC0: 0.7797, Gmean: 0.6590
2025-05-09 21:58:12 - Epoch 246, val mf1: 0.6264, val ACC1: 0.5809, val ACC0: 0.7841, val Gmean: 0.6749 (best 0.6320)
2025-05-09 21:58:12 - Epoch 247 伪标签: 正样本: 8477 (46.1%), 负样本: 9902 (53.9%)
2025-05-09 21:58:13 - Epoch 247, 测试集 AUC: 0.7433, PRE: 0.3020, REC: 0.5533, MF1: 0.6165, ACC1: 0.5533, ACC0: 0.7826, Gmean: 0.6580
2025-05-09 21:58:13 - Epoch 247, val mf1: 0.6269, val ACC1: 0.5741, val ACC0: 0.7878, val Gmean: 0.6725 (best 0.6320)
2025-05-09 21:58:13 - Epoch 248 伪标签: 正样本: 8488 (46.2%), 负样本: 9891 (53.8%)
2025-05-09 21:58:14 - Epoch 248, 测试集 AUC: 0.7447, PRE: 0.3079, REC: 0.5380, MF1: 0.6200, ACC1: 0.5380, ACC0: 0.7944, Gmean: 0.6538
2025-05-09 21:58:14 - Epoch 248, val mf1: 0.6285, val ACC1: 0.5560, val ACC0: 0.7980, val Gmean: 0.6661 (best 0.6320)
2025-05-09 21:58:14 - Epoch 249 伪标签: 正样本: 8406 (45.7%), 负样本: 9973 (54.3%)
2025-05-09 21:58:15 - Epoch 249, 测试集 AUC: 0.7461, PRE: 0.3128, REC: 0.5238, MF1: 0.6225, ACC1: 0.5238, ACC0: 0.8044, Gmean: 0.6491
2025-05-09 21:58:15 - 更新最佳测试结果 (Epoch 249): AUC 0.7461, PRE 0.3128, REC 0.5238, MF1 0.6225, ACC1 0.5238, ACC0 0.8044, Gmean 0.6491
2025-05-09 21:58:15 - Epoch 249, val mf1: 0.6324, val ACC1: 0.5454, val ACC0: 0.8079, val Gmean: 0.6638 (best 0.6324)
2025-05-09 21:58:15 - Epoch 250 伪标签: 正样本: 8404 (45.7%), 负样本: 9975 (54.3%)
2025-05-09 21:58:16 - Epoch 250, 有标签损失: 0.0006, 一致性损失: 0.0000, 伪标签损失: 1.1822, LPL损失: 20.3394, 聚类损失: 10.4391, 总损失: 0.5730
2025-05-09 21:58:16 - Epoch 250, 测试集 AUC: 0.7472, PRE: 0.3158, REC: 0.5164, MF1: 0.6240, ACC1: 0.5164, ACC0: 0.8098, Gmean: 0.6467
2025-05-09 21:58:16 - 更新最佳测试结果 (Epoch 250): AUC 0.7472, PRE 0.3158, REC 0.5164, MF1 0.6240, ACC1 0.5164, ACC0 0.8098, Gmean 0.6467
2025-05-09 21:58:16 - Epoch 250, val mf1: 0.6346, val ACC1: 0.5386, val ACC0: 0.8138, val Gmean: 0.6620 (best 0.6346)
2025-05-09 21:58:16 - Epoch 251 伪标签: 正样本: 8299 (45.2%), 负样本: 10080 (54.8%)
2025-05-09 21:58:17 - Epoch 251, 测试集 AUC: 0.7481, PRE: 0.3181, REC: 0.5142, MF1: 0.6253, ACC1: 0.5142, ACC0: 0.8127, Gmean: 0.6464
2025-05-09 21:58:17 - 更新最佳测试结果 (Epoch 251): AUC 0.7481, PRE 0.3181, REC 0.5142, MF1 0.6253, ACC1 0.5142, ACC0 0.8127, Gmean 0.6464
2025-05-09 21:58:17 - Epoch 251, val mf1: 0.6362, val ACC1: 0.5363, val ACC0: 0.8170, val Gmean: 0.6619 (best 0.6362)
2025-05-09 21:58:17 - Epoch 252 伪标签: 正样本: 8269 (45.0%), 负样本: 10110 (55.0%)
2025-05-09 21:58:18 - Epoch 252, 测试集 AUC: 0.7489, PRE: 0.3191, REC: 0.5123, MF1: 0.6258, ACC1: 0.5123, ACC0: 0.8142, Gmean: 0.6458
2025-05-09 21:58:18 - 更新最佳测试结果 (Epoch 252): AUC 0.7489, PRE 0.3191, REC 0.5123, MF1 0.6258, ACC1 0.5123, ACC0 0.8142, Gmean 0.6458
2025-05-09 21:58:18 - Epoch 252, val mf1: 0.6383, val ACC1: 0.5393, val ACC0: 0.8184, val Gmean: 0.6644 (best 0.6383)
2025-05-09 21:58:18 - Epoch 253 伪标签: 正样本: 8184 (44.5%), 负样本: 10195 (55.5%)
2025-05-09 21:58:19 - Epoch 253, 测试集 AUC: 0.7489, PRE: 0.3196, REC: 0.5186, MF1: 0.6266, ACC1: 0.5186, ACC0: 0.8123, Gmean: 0.6491
2025-05-09 21:58:19 - 更新最佳测试结果 (Epoch 253): AUC 0.7489, PRE 0.3196, REC 0.5186, MF1 0.6266, ACC1 0.5186, ACC0 0.8123, Gmean 0.6491
2025-05-09 21:58:19 - Epoch 253, val mf1: 0.6378, val ACC1: 0.5431, val ACC0: 0.8160, val Gmean: 0.6657 (best 0.6383)
2025-05-09 21:58:19 - Epoch 254 伪标签: 正样本: 8229 (44.8%), 负样本: 10150 (55.2%)
2025-05-09 21:58:19 - Epoch 254, 测试集 AUC: 0.7483, PRE: 0.3145, REC: 0.5294, MF1: 0.6240, ACC1: 0.5294, ACC0: 0.8038, Gmean: 0.6523
2025-05-09 21:58:19 - Epoch 254, val mf1: 0.6349, val ACC1: 0.5522, val ACC0: 0.8082, val Gmean: 0.6680 (best 0.6383)
2025-05-09 21:58:20 - Epoch 255 伪标签: 正样本: 8304 (45.2%), 负样本: 10075 (54.8%)
2025-05-09 21:58:20 - Epoch 255, 测试集 AUC: 0.7476, PRE: 0.3141, REC: 0.5369, MF1: 0.6242, ACC1: 0.5369, ACC0: 0.8007, Gmean: 0.6557
2025-05-09 21:58:20 - Epoch 255, val mf1: 0.6333, val ACC1: 0.5582, val ACC0: 0.8034, val Gmean: 0.6697 (best 0.6383)
2025-05-09 21:58:21 - Epoch 256 伪标签: 正样本: 8186 (44.5%), 负样本: 10193 (55.5%)
2025-05-09 21:58:21 - Epoch 256, 测试集 AUC: 0.7472, PRE: 0.3105, REC: 0.5477, MF1: 0.6223, ACC1: 0.5477, ACC0: 0.7933, Gmean: 0.6591
2025-05-09 21:58:21 - Epoch 256, val mf1: 0.6303, val ACC1: 0.5658, val ACC0: 0.7961, val Gmean: 0.6711 (best 0.6383)
2025-05-09 21:58:21 - Epoch 257 伪标签: 正样本: 8276 (45.0%), 负样本: 10103 (55.0%)
2025-05-09 21:58:22 - Epoch 257, 测试集 AUC: 0.7462, PRE: 0.3630, REC: 0.3223, MF1: 0.6184, ACC1: 0.3223, ACC0: 0.9039, Gmean: 0.5397
2025-05-09 21:58:22 - Epoch 257, val mf1: 0.6304, val ACC1: 0.3374, val ACC0: 0.9097, val Gmean: 0.5540 (best 0.6383)
2025-05-09 21:58:22 - Epoch 258 伪标签: 正样本: 8377 (45.6%), 负样本: 10002 (54.4%)
2025-05-09 21:58:23 - Epoch 258, 测试集 AUC: 0.7448, PRE: 0.3579, REC: 0.3431, MF1: 0.6213, ACC1: 0.3431, ACC0: 0.8954, Gmean: 0.5543
2025-05-09 21:58:23 - Epoch 258, val mf1: 0.6327, val ACC1: 0.3563, val ACC0: 0.9019, val Gmean: 0.5669 (best 0.6383)
2025-05-09 21:58:23 - Epoch 259 伪标签: 正样本: 8430 (45.9%), 负样本: 9949 (54.1%)
2025-05-09 21:58:24 - Epoch 259, 测试集 AUC: 0.7437, PRE: 0.3508, REC: 0.3539, MF1: 0.6209, ACC1: 0.3539, ACC0: 0.8887, Gmean: 0.5608
2025-05-09 21:58:24 - Epoch 259, val mf1: 0.6326, val ACC1: 0.3661, val ACC0: 0.8964, val Gmean: 0.5729 (best 0.6383)
2025-05-09 21:58:24 - Epoch 260 伪标签: 正样本: 8473 (46.1%), 负样本: 9906 (53.9%)
2025-05-09 21:58:24 - Epoch 260, 有标签损失: 0.0005, 一致性损失: 0.0000, 伪标签损失: 1.2648, LPL损失: 17.9548, 聚类损失: 10.2628, 总损失: 1.1258
2025-05-09 21:58:25 - Epoch 260, 测试集 AUC: 0.7423, PRE: 0.3449, REC: 0.3707, MF1: 0.6216, ACC1: 0.3707, ACC0: 0.8803, Gmean: 0.5713
2025-05-09 21:58:25 - Epoch 260, val mf1: 0.6318, val ACC1: 0.3775, val ACC0: 0.8893, val Gmean: 0.5794 (best 0.6383)
2025-05-09 21:58:25 - Epoch 261 伪标签: 正样本: 8504 (46.3%), 负样本: 9875 (53.7%)
2025-05-09 21:58:25 - Epoch 261, 测试集 AUC: 0.7417, PRE: 0.3437, REC: 0.3797, MF1: 0.6227, ACC1: 0.3797, ACC0: 0.8768, Gmean: 0.5769
2025-05-09 21:58:25 - Epoch 261, val mf1: 0.6300, val ACC1: 0.3850, val ACC0: 0.8830, val Gmean: 0.5831 (best 0.6383)
2025-05-09 21:58:26 - Epoch 262 伪标签: 正样本: 8448 (46.0%), 负样本: 9931 (54.0%)
2025-05-09 21:58:26 - Epoch 262, 测试集 AUC: 0.7430, PRE: 0.3460, REC: 0.3770, MF1: 0.6232, ACC1: 0.3770, ACC0: 0.8788, Gmean: 0.5756
2025-05-09 21:58:26 - Epoch 262, val mf1: 0.6325, val ACC1: 0.3880, val ACC0: 0.8845, val Gmean: 0.5859 (best 0.6383)
2025-05-09 21:58:27 - Epoch 263 伪标签: 正样本: 8481 (46.1%), 负样本: 9898 (53.9%)
2025-05-09 21:58:27 - Epoch 263, 测试集 AUC: 0.7440, PRE: 0.3479, REC: 0.3718, MF1: 0.6231, ACC1: 0.3718, ACC0: 0.8815, Gmean: 0.5725
2025-05-09 21:58:27 - Epoch 263, val mf1: 0.6332, val ACC1: 0.3812, val ACC0: 0.8890, val Gmean: 0.5822 (best 0.6383)
2025-05-09 21:58:28 - Epoch 264 伪标签: 正样本: 8412 (45.8%), 负样本: 9967 (54.2%)
2025-05-09 21:58:28 - Epoch 264, 测试集 AUC: 0.7445, PRE: 0.3497, REC: 0.3670, MF1: 0.6229, ACC1: 0.3670, ACC0: 0.8840, Gmean: 0.5696
2025-05-09 21:58:28 - Epoch 264, val mf1: 0.6347, val ACC1: 0.3812, val ACC0: 0.8908, val Gmean: 0.5828 (best 0.6383)
2025-05-09 21:58:28 - Epoch 265 伪标签: 正样本: 8430 (45.9%), 负样本: 9949 (54.1%)
2025-05-09 21:58:29 - Epoch 265, 测试集 AUC: 0.7478, PRE: 0.3627, REC: 0.3420, MF1: 0.6228, ACC1: 0.3420, ACC0: 0.8978, Gmean: 0.5542
2025-05-09 21:58:29 - Epoch 265, val mf1: 0.6320, val ACC1: 0.3510, val ACC0: 0.9039, val Gmean: 0.5633 (best 0.6383)
2025-05-09 21:58:29 - Epoch 266 伪标签: 正样本: 8286 (45.1%), 负样本: 10093 (54.9%)
2025-05-09 21:58:30 - Epoch 266, 测试集 AUC: 0.7503, PRE: 0.3210, REC: 0.5324, MF1: 0.6285, ACC1: 0.5324, ACC0: 0.8085, Gmean: 0.6561
2025-05-09 21:58:30 - 更新最佳测试结果 (Epoch 266): AUC 0.7503, PRE 0.3210, REC 0.5324, MF1 0.6285, ACC1 0.5324, ACC0 0.8085, Gmean 0.6561
2025-05-09 21:58:30 - Epoch 266, val mf1: 0.6394, val ACC1: 0.5514, val ACC0: 0.8145, val Gmean: 0.6702 (best 0.6394)
2025-05-09 21:58:30 - Epoch 267 伪标签: 正样本: 8104 (44.1%), 负样本: 10275 (55.9%)
2025-05-09 21:58:31 - Epoch 267, 测试集 AUC: 0.7517, PRE: 0.3353, REC: 0.5004, MF1: 0.6346, ACC1: 0.5004, ACC0: 0.8314, Gmean: 0.6450
2025-05-09 21:58:31 - 更新最佳测试结果 (Epoch 267): AUC 0.7517, PRE 0.3353, REC 0.5004, MF1 0.6346, ACC1 0.5004, ACC0 0.8314, Gmean 0.6450
2025-05-09 21:58:31 - Epoch 267, val mf1: 0.6427, val ACC1: 0.5091, val ACC0: 0.8377, val Gmean: 0.6530 (best 0.6427)
2025-05-09 21:58:31 - Epoch 268 伪标签: 正样本: 8005 (43.6%), 负样本: 10374 (56.4%)
2025-05-09 21:58:32 - Epoch 268, 测试集 AUC: 0.7520, PRE: 0.3429, REC: 0.4683, MF1: 0.6353, ACC1: 0.4683, ACC0: 0.8474, Gmean: 0.6300
2025-05-09 21:58:32 - 更新最佳测试结果 (Epoch 268): AUC 0.7520, PRE 0.3429, REC 0.4683, MF1 0.6353, ACC1 0.4683, ACC0 0.8474, Gmean 0.6300
2025-05-09 21:58:32 - Epoch 268, val mf1: 0.6432, val ACC1: 0.4811, val ACC0: 0.8514, val Gmean: 0.6400 (best 0.6432)
2025-05-09 21:58:32 - Epoch 269 伪标签: 正样本: 7863 (42.8%), 负样本: 10516 (57.2%)
2025-05-09 21:58:32 - Epoch 269, 测试集 AUC: 0.7512, PRE: 0.3438, REC: 0.4605, MF1: 0.6348, ACC1: 0.4605, ACC0: 0.8506, Gmean: 0.6259
2025-05-09 21:58:32 - Epoch 269, val mf1: 0.6433, val ACC1: 0.4735, val ACC0: 0.8551, val Gmean: 0.6363 (best 0.6433)
2025-05-09 21:58:33 - Epoch 270 伪标签: 正样本: 7922 (43.1%), 负样本: 10457 (56.9%)
2025-05-09 21:58:33 - Epoch 270, 有标签损失: 0.0261, 一致性损失: 0.0000, 伪标签损失: 1.0467, LPL损失: 17.4330, 聚类损失: 12.5465, 总损失: 1.0360
2025-05-09 21:58:33 - Epoch 270, 测试集 AUC: 0.7499, PRE: 0.3403, REC: 0.4598, MF1: 0.6329, ACC1: 0.4598, ACC0: 0.8485, Gmean: 0.6246
2025-05-09 21:58:33 - Epoch 270, val mf1: 0.6431, val ACC1: 0.4735, val ACC0: 0.8548, val Gmean: 0.6362 (best 0.6433)
2025-05-09 21:58:34 - Epoch 271 伪标签: 正样本: 8017 (43.6%), 负样本: 10362 (56.4%)
2025-05-09 21:58:34 - Epoch 271, 测试集 AUC: 0.7480, PRE: 0.3325, REC: 0.4702, MF1: 0.6299, ACC1: 0.4702, ACC0: 0.8396, Gmean: 0.6283
2025-05-09 21:58:34 - Epoch 271, val mf1: 0.6426, val ACC1: 0.4864, val ACC0: 0.8481, val Gmean: 0.6423 (best 0.6433)
2025-05-09 21:58:34 - Epoch 272 伪标签: 正样本: 7925 (43.1%), 负样本: 10454 (56.9%)
2025-05-09 21:58:35 - Epoch 272, 测试集 AUC: 0.7457, PRE: 0.3276, REC: 0.4866, MF1: 0.6287, ACC1: 0.4866, ACC0: 0.8302, Gmean: 0.6356
2025-05-09 21:58:35 - Epoch 272, val mf1: 0.6397, val ACC1: 0.4985, val ACC0: 0.8388, val Gmean: 0.6466 (best 0.6433)
2025-05-09 21:58:35 - Epoch 273 伪标签: 正样本: 8141 (44.3%), 负样本: 10238 (55.7%)
2025-05-09 21:58:36 - Epoch 273, 测试集 AUC: 0.7429, PRE: 0.3182, REC: 0.5015, MF1: 0.6244, ACC1: 0.5015, ACC0: 0.8174, Gmean: 0.6402
2025-05-09 21:58:36 - Epoch 273, val mf1: 0.6351, val ACC1: 0.5121, val ACC0: 0.8265, val Gmean: 0.6506 (best 0.6433)
2025-05-09 21:58:36 - Epoch 274 伪标签: 正样本: 8254 (44.9%), 负样本: 10125 (55.1%)
2025-05-09 21:58:37 - Epoch 274, 测试集 AUC: 0.7400, PRE: 0.3070, REC: 0.5320, MF1: 0.6190, ACC1: 0.5320, ACC0: 0.7958, Gmean: 0.6507
2025-05-09 21:58:37 - Epoch 274, val mf1: 0.6289, val ACC1: 0.5386, val ACC0: 0.8062, val Gmean: 0.6589 (best 0.6433)
2025-05-09 21:58:37 - Epoch 275 伪标签: 正样本: 8295 (45.1%), 负样本: 10084 (54.9%)
2025-05-09 21:58:38 - Epoch 275, 测试集 AUC: 0.7377, PRE: 0.2986, REC: 0.5559, MF1: 0.6140, ACC1: 0.5559, ACC0: 0.7781, Gmean: 0.6577
2025-05-09 21:58:38 - Epoch 275, val mf1: 0.6239, val ACC1: 0.5673, val ACC0: 0.7867, val Gmean: 0.6681 (best 0.6433)
2025-05-09 21:58:38 - Epoch 276 伪标签: 正样本: 8427 (45.9%), 负样本: 9952 (54.1%)
2025-05-09 21:58:38 - Epoch 276, 测试集 AUC: 0.7361, PRE: 0.3469, REC: 0.3104, MF1: 0.6102, ACC1: 0.3104, ACC0: 0.9007, Gmean: 0.5287
2025-05-09 21:58:38 - Epoch 276, val mf1: 0.6271, val ACC1: 0.3343, val ACC0: 0.9075, val Gmean: 0.5508 (best 0.6433)
2025-05-09 21:58:39 - Epoch 277 伪标签: 正样本: 8432 (45.9%), 负样本: 9947 (54.1%)
2025-05-09 21:58:39 - Epoch 277, 测试集 AUC: 0.7339, PRE: 0.3401, REC: 0.3256, MF1: 0.6110, ACC1: 0.3256, ACC0: 0.8926, Gmean: 0.5391
2025-05-09 21:58:39 - Epoch 277, val mf1: 0.6291, val ACC1: 0.3480, val ACC0: 0.9021, val Gmean: 0.5603 (best 0.6433)
2025-05-09 21:58:39 - Epoch 278 伪标签: 正样本: 8534 (46.4%), 负样本: 9845 (53.6%)
2025-05-09 21:58:40 - Epoch 278, 测试集 AUC: 0.7314, PRE: 0.3330, REC: 0.3461, MF1: 0.6123, ACC1: 0.3461, ACC0: 0.8821, Gmean: 0.5526
2025-05-09 21:58:40 - Epoch 278, val mf1: 0.6263, val ACC1: 0.3601, val ACC0: 0.8920, val Gmean: 0.5667 (best 0.6433)
2025-05-09 21:58:40 - Epoch 279 伪标签: 正样本: 8634 (47.0%), 负样本: 9745 (53.0%)
2025-05-09 21:58:41 - Epoch 279, 测试集 AUC: 0.7289, PRE: 0.3252, REC: 0.3659, MF1: 0.6123, ACC1: 0.3659, ACC0: 0.8709, Gmean: 0.5645
2025-05-09 21:58:41 - Epoch 279, val mf1: 0.6258, val ACC1: 0.3759, val ACC0: 0.8827, val Gmean: 0.5761 (best 0.6433)
2025-05-09 21:58:41 - Epoch 280 伪标签: 正样本: 8724 (47.5%), 负样本: 9655 (52.5%)
2025-05-09 21:58:42 - Epoch 280, 有标签损失: 0.0008, 一致性损失: 0.0000, 伪标签损失: 1.6968, LPL损失: 3.6548, 聚类损失: 10.5396, 总损失: 0.7946
2025-05-09 21:58:42 - Epoch 280, 测试集 AUC: 0.7259, PRE: 0.3147, REC: 0.3770, MF1: 0.6091, ACC1: 0.3770, ACC0: 0.8604, Gmean: 0.5696
2025-05-09 21:58:42 - Epoch 280, val mf1: 0.6228, val ACC1: 0.3888, val ACC0: 0.8719, val Gmean: 0.5822 (best 0.6433)
2025-05-09 21:58:42 - Epoch 281 伪标签: 正样本: 8741 (47.6%), 负样本: 9638 (52.4%)
2025-05-09 21:58:43 - Epoch 281, 测试集 AUC: 0.7252, PRE: 0.3116, REC: 0.3875, MF1: 0.6090, ACC1: 0.3875, ACC0: 0.8545, Gmean: 0.5754
2025-05-09 21:58:43 - Epoch 281, val mf1: 0.6219, val ACC1: 0.3994, val ACC0: 0.8651, val Gmean: 0.5878 (best 0.6433)
2025-05-09 21:58:43 - Epoch 282 伪标签: 正样本: 8781 (47.8%), 负样本: 9598 (52.2%)
2025-05-09 21:58:43 - Epoch 282, 测试集 AUC: 0.7257, PRE: 0.3124, REC: 0.4001, MF1: 0.6110, ACC1: 0.4001, ACC0: 0.8503, Gmean: 0.5833
2025-05-09 21:58:43 - Epoch 282, val mf1: 0.6201, val ACC1: 0.4047, val ACC0: 0.8600, val Gmean: 0.5899 (best 0.6433)
2025-05-09 21:58:44 - Epoch 283 伪标签: 正样本: 8745 (47.6%), 负样本: 9634 (52.4%)
2025-05-09 21:58:44 - Epoch 283, 测试集 AUC: 0.7264, PRE: 0.3104, REC: 0.4098, MF1: 0.6111, ACC1: 0.4098, ACC0: 0.8452, Gmean: 0.5886
2025-05-09 21:58:44 - Epoch 283, val mf1: 0.6193, val ACC1: 0.4138, val ACC0: 0.8542, val Gmean: 0.5945 (best 0.6433)
2025-05-09 21:58:44 - Epoch 284 伪标签: 正样本: 8927 (48.6%), 负样本: 9452 (51.4%)
2025-05-09 21:58:45 - Epoch 284, 测试集 AUC: 0.7275, PRE: 0.3104, REC: 0.4177, MF1: 0.6119, ACC1: 0.4177, ACC0: 0.8422, Gmean: 0.5931
2025-05-09 21:58:45 - Epoch 284, val mf1: 0.6200, val ACC1: 0.4228, val ACC0: 0.8503, val Gmean: 0.5996 (best 0.6433)
2025-05-09 21:58:45 - Epoch 285 伪标签: 正样本: 8917 (48.5%), 负样本: 9462 (51.5%)
2025-05-09 21:58:46 - Epoch 285, 测试集 AUC: 0.7284, PRE: 0.3114, REC: 0.4262, MF1: 0.6134, ACC1: 0.4262, ACC0: 0.8398, Gmean: 0.5983
2025-05-09 21:58:46 - Epoch 285, val mf1: 0.6204, val ACC1: 0.4304, val ACC0: 0.8470, val Gmean: 0.6038 (best 0.6433)
2025-05-09 21:58:46 - Epoch 286 伪标签: 正样本: 8846 (48.1%), 负样本: 9533 (51.9%)
2025-05-09 21:58:47 - Epoch 286, 测试集 AUC: 0.7293, PRE: 0.3119, REC: 0.4251, MF1: 0.6136, ACC1: 0.4251, ACC0: 0.8406, Gmean: 0.5978
2025-05-09 21:58:47 - Epoch 286, val mf1: 0.6223, val ACC1: 0.4327, val ACC0: 0.8483, val Gmean: 0.6058 (best 0.6433)
2025-05-09 21:58:47 - Epoch 287 伪标签: 正样本: 8861 (48.2%), 负样本: 9518 (51.8%)
2025-05-09 21:58:48 - Epoch 287, 测试集 AUC: 0.7301, PRE: 0.3135, REC: 0.4240, MF1: 0.6143, ACC1: 0.4240, ACC0: 0.8422, Gmean: 0.5976
2025-05-09 21:58:48 - Epoch 287, val mf1: 0.6224, val ACC1: 0.4312, val ACC0: 0.8492, val Gmean: 0.6051 (best 0.6433)
2025-05-09 21:58:48 - Epoch 288 伪标签: 正样本: 8861 (48.2%), 负样本: 9518 (51.8%)
2025-05-09 21:58:48 - Epoch 288, 测试集 AUC: 0.7313, PRE: 0.3162, REC: 0.4225, MF1: 0.6156, ACC1: 0.4225, ACC0: 0.8447, Gmean: 0.5974
2025-05-09 21:58:48 - Epoch 288, val mf1: 0.6257, val ACC1: 0.4319, val ACC0: 0.8532, val Gmean: 0.6070 (best 0.6433)
2025-05-09 21:58:49 - Epoch 289 伪标签: 正样本: 8854 (48.2%), 负样本: 9525 (51.8%)
2025-05-09 21:58:49 - Epoch 289, 测试集 AUC: 0.7324, PRE: 0.3183, REC: 0.4195, MF1: 0.6164, ACC1: 0.4195, ACC0: 0.8472, Gmean: 0.5962
2025-05-09 21:58:49 - Epoch 289, val mf1: 0.6270, val ACC1: 0.4297, val ACC0: 0.8560, val Gmean: 0.6064 (best 0.6433)
2025-05-09 21:58:49 - Epoch 290 伪标签: 正样本: 8827 (48.0%), 负样本: 9552 (52.0%)
2025-05-09 21:58:50 - Epoch 290, 有标签损失: 0.0013, 一致性损失: 0.0000, 伪标签损失: 1.7422, LPL损失: 5.5931, 聚类损失: 10.6437, 总损失: 1.1973
2025-05-09 21:58:50 - Epoch 290, 测试集 AUC: 0.7337, PRE: 0.3178, REC: 0.4229, MF1: 0.6165, ACC1: 0.4229, ACC0: 0.8457, Gmean: 0.5980
2025-05-09 21:58:50 - Epoch 290, val mf1: 0.6277, val ACC1: 0.4327, val ACC0: 0.8553, val Gmean: 0.6083 (best 0.6433)
2025-05-09 21:58:50 - Epoch 291 伪标签: 正样本: 8901 (48.4%), 负样本: 9478 (51.6%)
2025-05-09 21:58:51 - Epoch 291, 测试集 AUC: 0.7345, PRE: 0.3201, REC: 0.4333, MF1: 0.6190, ACC1: 0.4333, ACC0: 0.8436, Gmean: 0.6046
2025-05-09 21:58:51 - Epoch 291, val mf1: 0.6276, val ACC1: 0.4372, val ACC0: 0.8529, val Gmean: 0.6107 (best 0.6433)
2025-05-09 21:58:51 - Epoch 292 伪标签: 正样本: 8895 (48.4%), 负样本: 9484 (51.6%)
2025-05-09 21:58:52 - Epoch 292, 测试集 AUC: 0.7353, PRE: 0.3202, REC: 0.4341, MF1: 0.6191, ACC1: 0.4341, ACC0: 0.8434, Gmean: 0.6050
2025-05-09 21:58:52 - Epoch 292, val mf1: 0.6277, val ACC1: 0.4380, val ACC0: 0.8526, val Gmean: 0.6111 (best 0.6433)
2025-05-09 21:58:52 - Epoch 293 伪标签: 正样本: 8824 (48.0%), 负样本: 9555 (52.0%)
2025-05-09 21:58:53 - Epoch 293, 测试集 AUC: 0.7358, PRE: 0.3209, REC: 0.4344, MF1: 0.6195, ACC1: 0.4344, ACC0: 0.8438, Gmean: 0.6054
2025-05-09 21:58:53 - Epoch 293, val mf1: 0.6283, val ACC1: 0.4380, val ACC0: 0.8534, val Gmean: 0.6114 (best 0.6433)
2025-05-09 21:58:53 - Epoch 294 伪标签: 正样本: 8837 (48.1%), 负样本: 9542 (51.9%)
2025-05-09 21:58:53 - Epoch 294, 测试集 AUC: 0.7354, PRE: 0.3214, REC: 0.4363, MF1: 0.6200, ACC1: 0.4363, ACC0: 0.8434, Gmean: 0.6066
2025-05-09 21:58:53 - Epoch 294, val mf1: 0.6286, val ACC1: 0.4387, val ACC0: 0.8534, val Gmean: 0.6119 (best 0.6433)
2025-05-09 21:58:54 - Epoch 295 伪标签: 正样本: 8837 (48.1%), 负样本: 9542 (51.9%)
2025-05-09 21:58:54 - Epoch 295, 测试集 AUC: 0.7348, PRE: 0.3185, REC: 0.4393, MF1: 0.6187, ACC1: 0.4393, ACC0: 0.8402, Gmean: 0.6075
2025-05-09 21:58:54 - Epoch 295, val mf1: 0.6269, val ACC1: 0.4402, val ACC0: 0.8505, val Gmean: 0.6119 (best 0.6433)
2025-05-09 21:58:55 - Epoch 296 伪标签: 正样本: 8855 (48.2%), 负样本: 9524 (51.8%)
2025-05-09 21:58:55 - Epoch 296, 测试集 AUC: 0.7344, PRE: 0.3180, REC: 0.4415, MF1: 0.6187, ACC1: 0.4415, ACC0: 0.8391, Gmean: 0.6087
2025-05-09 21:58:55 - Epoch 296, val mf1: 0.6258, val ACC1: 0.4402, val ACC0: 0.8490, val Gmean: 0.6114 (best 0.6433)
2025-05-09 21:58:55 - Epoch 297 伪标签: 正样本: 8811 (47.9%), 负样本: 9568 (52.1%)
2025-05-09 21:58:56 - Epoch 297, 测试集 AUC: 0.7339, PRE: 0.3176, REC: 0.4460, MF1: 0.6189, ACC1: 0.4460, ACC0: 0.8371, Gmean: 0.6110
2025-05-09 21:58:56 - Epoch 297, val mf1: 0.6253, val ACC1: 0.4440, val ACC0: 0.8465, val Gmean: 0.6131 (best 0.6433)
2025-05-09 21:58:56 - Epoch 298 伪标签: 正样本: 8851 (48.2%), 负样本: 9528 (51.8%)
2025-05-09 21:58:57 - Epoch 298, 测试集 AUC: 0.7332, PRE: 0.3160, REC: 0.4504, MF1: 0.6185, ACC1: 0.4504, ACC0: 0.8343, Gmean: 0.6130
2025-05-09 21:58:57 - Epoch 298, val mf1: 0.6242, val ACC1: 0.4493, val ACC0: 0.8424, val Gmean: 0.6152 (best 0.6433)
2025-05-09 21:58:57 - Epoch 299 伪标签: 正样本: 8866 (48.2%), 负样本: 9513 (51.8%)
2025-05-09 21:58:58 - Epoch 299, 测试集 AUC: 0.7338, PRE: 0.3106, REC: 0.4657, MF1: 0.6167, ACC1: 0.4657, ACC0: 0.8243, Gmean: 0.6196
2025-05-09 21:58:58 - Epoch 299, val mf1: 0.6253, val ACC1: 0.4697, val ACC0: 0.8337, val Gmean: 0.6258 (best 0.6433)
2025-05-09 21:58:58 - time cost: 254.80 s
2025-05-09 21:58:58 - 基于验证集最佳模型的测试结果: REC 46.05 PRE 34.38 MF1 63.48 AUC 75.12 ACC1 46.05 ACC0 85.06 Gmean 62.59
2025-05-09 21:58:58 - 测试集上观察到的最佳结果 (Epoch 268): AUC 75.20 PRE 34.29 REC 46.83 MF1 63.53 ACC1 46.83 ACC0 84.74 Gmean 63.00
