2025-05-09 20:43:30 - 运行开始时间: 20250509_204330
2025-05-09 20:43:30 - 日志文件: logs/train_log_yelp_seed64_20250509_204330.txt
2025-05-09 20:43:30 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:43:30 - 无标签数据数量: 22975
2025-05-09 20:43:30 - 训练集总数: 22977, 验证集: 7582, 测试集: 15395
2025-05-09 20:43:31 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:43:31 - 伪标签策略：
2025-05-09 20:43:31 -   使用模型输出和聚类结果的融合
2025-05-09 20:43:31 - Epoch 0 伪标签: 正样本: 11689 (50.9%), 负样本: 11286 (49.1%)
2025-05-09 20:43:32 - Epoch 0, 有标签损失: 0.7122, 一致性损失: 0.0000, 伪标签损失: 0.3395, LPL损失: 44.9185, 聚类损失: 1.0745, 总损失: 1.1804
2025-05-09 20:43:32 - Epoch 0, 测试集 AUC: 0.7044, PRE: 0.3636, REC: 0.0018, MF1: 0.4625, ACC1: 0.0018, ACC0: 0.9995, Gmean: 0.0423
2025-05-09 20:43:32 - 更新最佳测试结果 (Epoch 0): AUC 0.7044, PRE 0.3636, REC 0.0018, MF1 0.4625, ACC1 0.0018, ACC0 0.9995, Gmean 0.0423
2025-05-09 20:43:32 - Epoch 0, val mf1: 0.4627, val ACC1: 0.0018, val ACC0: 0.9997, val Gmean: 0.0426 (best 0.4627)
2025-05-09 20:43:32 - Epoch 1 伪标签: 正样本: 10930 (47.6%), 负样本: 12045 (52.4%)
2025-05-09 20:43:33 - Epoch 1, 测试集 AUC: 0.7106, PRE: 0.3202, REC: 0.0291, MF1: 0.4859, ACC1: 0.0291, ACC0: 0.9895, Gmean: 0.1696
2025-05-09 20:43:33 - 更新最佳测试结果 (Epoch 1): AUC 0.7106, PRE 0.3202, REC 0.0291, MF1 0.4859, ACC1 0.0291, ACC0 0.9895, Gmean 0.1696
2025-05-09 20:43:33 - Epoch 1, val mf1: 0.4870, val ACC1: 0.0300, val ACC0: 0.9900, val Gmean: 0.1723 (best 0.4870)
2025-05-09 20:43:33 - Epoch 2 伪标签: 正样本: 11618 (50.6%), 负样本: 11357 (49.4%)
2025-05-09 20:43:34 - Epoch 2, 测试集 AUC: 0.6934, PRE: 0.2469, REC: 0.7988, MF1: 0.5502, ACC1: 0.7988, ACC0: 0.5857, Gmean: 0.6840
2025-05-09 20:43:34 - Epoch 2, val mf1: 0.5515, val ACC1: 0.7993, val ACC0: 0.5877, val Gmean: 0.6854 (best 0.5515)
2025-05-09 20:43:34 - Epoch 3 伪标签: 正样本: 11996 (52.2%), 负样本: 10979 (47.8%)
2025-05-09 20:43:35 - Epoch 3, 测试集 AUC: 0.6489, PRE: 0.1730, REC: 0.0224, MF1: 0.4769, ACC1: 0.0224, ACC0: 0.9818, Gmean: 0.1481
2025-05-09 20:43:35 - Epoch 3, val mf1: 0.4730, val ACC1: 0.0182, val ACC0: 0.9815, val Gmean: 0.1335 (best 0.5515)
2025-05-09 20:43:35 - Epoch 4 伪标签: 正样本: 12412 (54.0%), 负样本: 10563 (46.0%)
2025-05-09 20:43:36 - Epoch 4, 测试集 AUC: 0.4052, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:43:36 - Epoch 4, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5515)
2025-05-09 20:43:36 - Epoch 5 伪标签: 正样本: 13000 (56.6%), 负样本: 9975 (43.4%)
2025-05-09 20:43:37 - Epoch 5, 测试集 AUC: 0.6373, PRE: 0.1921, REC: 0.2508, MF1: 0.5301, ACC1: 0.2508, ACC0: 0.8207, Gmean: 0.4537
2025-05-09 20:43:37 - Epoch 5, val mf1: 0.5321, val ACC1: 0.2489, val ACC0: 0.8256, val Gmean: 0.4533 (best 0.5515)
2025-05-09 20:43:37 - Epoch 6 伪标签: 正样本: 12631 (55.0%), 负样本: 10344 (45.0%)
2025-05-09 20:43:38 - Epoch 6, 测试集 AUC: 0.6695, PRE: 0.1729, REC: 0.1135, MF1: 0.5095, ACC1: 0.1135, ACC0: 0.9077, Gmean: 0.3210
2025-05-09 20:43:38 - Epoch 6, val mf1: 0.5012, val ACC1: 0.1045, val ACC0: 0.9020, val Gmean: 0.3069 (best 0.5515)
2025-05-09 20:43:38 - Epoch 7 伪标签: 正样本: 12534 (54.6%), 负样本: 10441 (45.4%)
2025-05-09 20:43:39 - Epoch 7, 测试集 AUC: 0.6774, PRE: 0.2431, REC: 0.8261, MF1: 0.5413, ACC1: 0.8261, ACC0: 0.5628, Gmean: 0.6818
2025-05-09 20:43:39 - Epoch 7, val mf1: 0.5422, val ACC1: 0.8193, val ACC0: 0.5666, val Gmean: 0.6813 (best 0.5515)
2025-05-09 20:43:39 - Epoch 8 伪标签: 正样本: 12039 (52.4%), 负样本: 10936 (47.6%)
2025-05-09 20:43:40 - Epoch 8, 测试集 AUC: 0.6806, PRE: 0.2476, REC: 0.8118, MF1: 0.5497, ACC1: 0.8118, ACC0: 0.5806, Gmean: 0.6865
2025-05-09 20:43:40 - Epoch 8, val mf1: 0.5523, val ACC1: 0.8084, val ACC0: 0.5857, val Gmean: 0.6881 (best 0.5523)
2025-05-09 20:43:40 - Epoch 9 伪标签: 正样本: 11699 (50.9%), 负样本: 11276 (49.1%)
2025-05-09 20:43:41 - Epoch 9, 测试集 AUC: 0.6822, PRE: 0.2467, REC: 0.8033, MF1: 0.5494, ACC1: 0.8033, ACC0: 0.5830, Gmean: 0.6843
2025-05-09 20:43:41 - Epoch 9, val mf1: 0.5514, val ACC1: 0.7984, val ACC0: 0.5879, val Gmean: 0.6851 (best 0.5523)
2025-05-09 20:43:41 - Epoch 10 伪标签: 正样本: 11365 (49.5%), 负样本: 11610 (50.5%)
2025-05-09 20:43:41 - Epoch 10, 有标签损失: 0.0090, 一致性损失: 0.0000, 伪标签损失: 1.9936, LPL损失: 4.0549, 聚类损失: 3.8641, 总损失: 0.1311
2025-05-09 20:43:42 - Epoch 10, 测试集 AUC: 0.6832, PRE: 0.2471, REC: 0.8064, MF1: 0.5496, ACC1: 0.8064, ACC0: 0.5822, Gmean: 0.6852
2025-05-09 20:43:42 - Epoch 10, val mf1: 0.5517, val ACC1: 0.8020, val ACC0: 0.5871, val Gmean: 0.6862 (best 0.5523)
2025-05-09 20:43:42 - Epoch 11 伪标签: 正样本: 11373 (49.5%), 负样本: 11602 (50.5%)
2025-05-09 20:43:43 - Epoch 11, 测试集 AUC: 0.6836, PRE: 0.2479, REC: 0.8176, MF1: 0.5495, ACC1: 0.8176, ACC0: 0.5782, Gmean: 0.6876
2025-05-09 20:43:43 - Epoch 11, val mf1: 0.5515, val ACC1: 0.8129, val ACC0: 0.5829, val Gmean: 0.6884 (best 0.5523)
2025-05-09 20:43:43 - Epoch 12 伪标签: 正样本: 11630 (50.6%), 负样本: 11345 (49.4%)
2025-05-09 20:43:43 - Epoch 12, 测试集 AUC: 0.6870, PRE: 0.2331, REC: 0.3639, MF1: 0.5603, ACC1: 0.3639, ACC0: 0.7965, Gmean: 0.5384
2025-05-09 20:43:43 - Epoch 12, val mf1: 0.5636, val ACC1: 0.3815, val ACC0: 0.7915, val Gmean: 0.5495 (best 0.5636)
2025-05-09 20:43:44 - Epoch 13 伪标签: 正样本: 11613 (50.5%), 负样本: 11362 (49.5%)
2025-05-09 20:43:44 - Epoch 13, 测试集 AUC: 0.6915, PRE: 0.2400, REC: 0.3438, MF1: 0.5643, ACC1: 0.3438, ACC0: 0.8149, Gmean: 0.5293
2025-05-09 20:43:44 - Epoch 13, val mf1: 0.5713, val ACC1: 0.3678, val ACC0: 0.8114, val Gmean: 0.5463 (best 0.5713)
2025-05-09 20:43:44 - Epoch 14 伪标签: 正样本: 11417 (49.7%), 负样本: 11558 (50.3%)
2025-05-09 20:43:45 - Epoch 14, 测试集 AUC: 0.6946, PRE: 0.2417, REC: 0.4305, MF1: 0.5674, ACC1: 0.4305, ACC0: 0.7704, Gmean: 0.5759
2025-05-09 20:43:45 - Epoch 14, val mf1: 0.5757, val ACC1: 0.4632, val ACC0: 0.7662, val Gmean: 0.5958 (best 0.5757)
2025-05-09 20:43:45 - Epoch 15 伪标签: 正样本: 11852 (51.6%), 负样本: 11123 (48.4%)
2025-05-09 20:43:46 - Epoch 15, 测试集 AUC: 0.6950, PRE: 0.2384, REC: 0.5950, MF1: 0.5579, ACC1: 0.5950, ACC0: 0.6769, Gmean: 0.6346
2025-05-09 20:43:46 - Epoch 15, val mf1: 0.5611, val ACC1: 0.6058, val ACC0: 0.6772, val Gmean: 0.6405 (best 0.5757)
2025-05-09 20:43:46 - Epoch 16 伪标签: 正样本: 12241 (53.3%), 负样本: 10734 (46.7%)
2025-05-09 20:43:47 - Epoch 16, 测试集 AUC: 0.6951, PRE: 0.2382, REC: 0.6746, MF1: 0.5510, ACC1: 0.6746, ACC0: 0.6332, Gmean: 0.6535
2025-05-09 20:43:47 - Epoch 16, val mf1: 0.5545, val ACC1: 0.6785, val ACC0: 0.6371, val Gmean: 0.6575 (best 0.5757)
2025-05-09 20:43:47 - Epoch 17 伪标签: 正样本: 12351 (53.8%), 负样本: 10624 (46.2%)
2025-05-09 20:43:48 - Epoch 17, 测试集 AUC: 0.6972, PRE: 0.2412, REC: 0.6974, MF1: 0.5527, ACC1: 0.6974, ACC0: 0.6269, Gmean: 0.6612
2025-05-09 20:43:48 - Epoch 17, val mf1: 0.5524, val ACC1: 0.6921, val ACC0: 0.6286, val Gmean: 0.6596 (best 0.5757)
2025-05-09 20:43:48 - Epoch 18 伪标签: 正样本: 12447 (54.2%), 负样本: 10528 (45.8%)
2025-05-09 20:43:49 - Epoch 18, 测试集 AUC: 0.6989, PRE: 0.2409, REC: 0.5990, MF1: 0.5604, ACC1: 0.5990, ACC0: 0.6791, Gmean: 0.6378
2025-05-09 20:43:49 - Epoch 18, val mf1: 0.5631, val ACC1: 0.6104, val ACC0: 0.6784, val Gmean: 0.6435 (best 0.5757)
2025-05-09 20:43:49 - Epoch 19 伪标签: 正样本: 12083 (52.6%), 负样本: 10892 (47.4%)
2025-05-09 20:43:50 - Epoch 19, 测试集 AUC: 0.7004, PRE: 0.2460, REC: 0.4622, MF1: 0.5708, ACC1: 0.4622, ACC0: 0.7592, Gmean: 0.5924
2025-05-09 20:43:50 - Epoch 19, val mf1: 0.5778, val ACC1: 0.4877, val ACC0: 0.7573, val Gmean: 0.6077 (best 0.5778)
2025-05-09 20:43:50 - Epoch 20 伪标签: 正样本: 11883 (51.7%), 负样本: 11092 (48.3%)
2025-05-09 20:43:51 - Epoch 20, 有标签损失: 0.0015, 一致性损失: 0.0000, 伪标签损失: 0.7552, LPL损失: 28.0260, 聚类损失: 1.2315, 总损失: 0.4504
2025-05-09 20:43:51 - Epoch 20, 测试集 AUC: 0.7020, PRE: 0.2651, REC: 0.2964, MF1: 0.5744, ACC1: 0.2964, ACC0: 0.8603, Gmean: 0.5050
2025-05-09 20:43:51 - Epoch 20, val mf1: 0.5841, val ACC1: 0.3179, val ACC0: 0.8607, val Gmean: 0.5231 (best 0.5841)
2025-05-09 20:43:51 - Epoch 21 伪标签: 正样本: 11794 (51.3%), 负样本: 11181 (48.7%)
2025-05-09 20:43:52 - Epoch 21, 测试集 AUC: 0.7026, PRE: 0.3040, REC: 0.1484, MF1: 0.5512, ACC1: 0.1484, ACC0: 0.9422, Gmean: 0.3740
2025-05-09 20:43:52 - Epoch 21, val mf1: 0.5557, val ACC1: 0.1571, val ACC0: 0.9406, val Gmean: 0.3844 (best 0.5841)
2025-05-09 20:43:52 - Epoch 22 伪标签: 正样本: 11935 (51.9%), 负样本: 11040 (48.1%)
2025-05-09 20:43:53 - Epoch 22, 测试集 AUC: 0.7021, PRE: 0.2449, REC: 0.7702, MF1: 0.5505, ACC1: 0.7702, ACC0: 0.5963, Gmean: 0.6777
2025-05-09 20:43:53 - Epoch 22, val mf1: 0.5485, val ACC1: 0.7602, val ACC0: 0.5970, val Gmean: 0.6737 (best 0.5841)
2025-05-09 20:43:53 - Epoch 23 伪标签: 正样本: 12128 (52.8%), 负样本: 10847 (47.2%)
2025-05-09 20:43:54 - Epoch 23, 测试集 AUC: 0.7002, PRE: 0.2455, REC: 0.7394, MF1: 0.5544, ACC1: 0.7394, ACC0: 0.6136, Gmean: 0.6736
2025-05-09 20:43:54 - Epoch 23, val mf1: 0.5527, val ACC1: 0.7321, val ACC0: 0.6138, val Gmean: 0.6703 (best 0.5841)
2025-05-09 20:43:54 - Epoch 24 伪标签: 正样本: 11956 (52.0%), 负样本: 11019 (48.0%)
2025-05-09 20:43:54 - Epoch 24, 测试集 AUC: 0.6988, PRE: 0.2476, REC: 0.7009, MF1: 0.5606, ACC1: 0.7009, ACC0: 0.6378, Gmean: 0.6686
2025-05-09 20:43:54 - Epoch 24, val mf1: 0.5611, val ACC1: 0.6994, val ACC0: 0.6393, val Gmean: 0.6686 (best 0.5841)
2025-05-09 20:43:55 - Epoch 25 伪标签: 正样本: 12215 (53.2%), 负样本: 10760 (46.8%)
2025-05-09 20:43:55 - Epoch 25, 测试集 AUC: 0.6956, PRE: 0.2504, REC: 0.6585, MF1: 0.5673, ACC1: 0.6585, ACC0: 0.6649, Gmean: 0.6617
2025-05-09 20:43:55 - Epoch 25, val mf1: 0.5646, val ACC1: 0.6458, val ACC0: 0.6659, val Gmean: 0.6558 (best 0.5841)
2025-05-09 20:43:56 - Epoch 26 伪标签: 正样本: 12108 (52.7%), 负样本: 10867 (47.3%)
2025-05-09 20:43:56 - Epoch 26, 测试集 AUC: 0.6942, PRE: 0.2533, REC: 0.6267, MF1: 0.5725, ACC1: 0.6267, ACC0: 0.6860, Gmean: 0.6557
2025-05-09 20:43:56 - Epoch 26, val mf1: 0.5682, val ACC1: 0.6149, val ACC0: 0.6845, val Gmean: 0.6487 (best 0.5841)
2025-05-09 20:43:57 - Epoch 27 伪标签: 正样本: 12036 (52.4%), 负样本: 10939 (47.6%)
2025-05-09 20:43:58 - Epoch 27, 测试集 AUC: 0.6945, PRE: 0.2540, REC: 0.6115, MF1: 0.5740, ACC1: 0.6115, ACC0: 0.6947, Gmean: 0.6518
2025-05-09 20:43:58 - Epoch 27, val mf1: 0.5691, val ACC1: 0.5995, val ACC0: 0.6923, val Gmean: 0.6442 (best 0.5841)
2025-05-09 20:43:58 - Epoch 28 伪标签: 正样本: 11911 (51.8%), 负样本: 11064 (48.2%)
2025-05-09 20:43:59 - Epoch 28, 测试集 AUC: 0.6949, PRE: 0.2528, REC: 0.6133, MF1: 0.5726, ACC1: 0.6133, ACC0: 0.6917, Gmean: 0.6514
2025-05-09 20:43:59 - Epoch 28, val mf1: 0.5698, val ACC1: 0.6067, val ACC0: 0.6903, val Gmean: 0.6472 (best 0.5841)
2025-05-09 20:43:59 - Epoch 29 伪标签: 正样本: 11988 (52.2%), 负样本: 10987 (47.8%)
2025-05-09 20:44:00 - Epoch 29, 测试集 AUC: 0.6958, PRE: 0.2507, REC: 0.6160, MF1: 0.5703, ACC1: 0.6160, ACC0: 0.6870, Gmean: 0.6506
2025-05-09 20:44:00 - Epoch 29, val mf1: 0.5714, val ACC1: 0.6213, val ACC0: 0.6866, val Gmean: 0.6531 (best 0.5841)
2025-05-09 20:44:00 - Epoch 30 伪标签: 正样本: 11938 (52.0%), 负样本: 11037 (48.0%)
2025-05-09 20:44:01 - Epoch 30, 有标签损失: 0.0007, 一致性损失: 0.0000, 伪标签损失: 0.4906, LPL损失: 28.5828, 聚类损失: 0.3933, 总损失: 0.5336
2025-05-09 20:44:01 - Epoch 30, 测试集 AUC: 0.6981, PRE: 0.2529, REC: 0.6044, MF1: 0.5732, ACC1: 0.6044, ACC0: 0.6965, Gmean: 0.6488
2025-05-09 20:44:01 - Epoch 30, val mf1: 0.5762, val ACC1: 0.6158, val ACC0: 0.6963, val Gmean: 0.6548 (best 0.5841)
2025-05-09 20:44:01 - Epoch 31 伪标签: 正样本: 11882 (51.7%), 负样本: 11093 (48.3%)
2025-05-09 20:44:02 - Epoch 31, 测试集 AUC: 0.6992, PRE: 0.2542, REC: 0.5664, MF1: 0.5760, ACC1: 0.5664, ACC0: 0.7175, Gmean: 0.6375
2025-05-09 20:44:02 - Epoch 31, val mf1: 0.5798, val ACC1: 0.5749, val ACC0: 0.7195, val Gmean: 0.6432 (best 0.5841)
2025-05-09 20:44:02 - Epoch 32 伪标签: 正样本: 11951 (52.0%), 负样本: 11024 (48.0%)
2025-05-09 20:44:02 - Epoch 32, 测试集 AUC: 0.6990, PRE: 0.2569, REC: 0.4980, MF1: 0.5797, ACC1: 0.4980, ACC0: 0.7551, Gmean: 0.6132
2025-05-09 20:44:02 - Epoch 32, val mf1: 0.5828, val ACC1: 0.5077, val ACC0: 0.7551, val Gmean: 0.6192 (best 0.5841)
2025-05-09 20:44:03 - Epoch 33 伪标签: 正样本: 11934 (51.9%), 负样本: 11041 (48.1%)
2025-05-09 20:44:03 - Epoch 33, 测试集 AUC: 0.6976, PRE: 0.2566, REC: 0.3934, MF1: 0.5776, ACC1: 0.3934, ACC0: 0.8063, Gmean: 0.5632
2025-05-09 20:44:03 - Epoch 33, val mf1: 0.5877, val ACC1: 0.4196, val ACC0: 0.8070, val Gmean: 0.5819 (best 0.5877)
2025-05-09 20:44:04 - Epoch 34 伪标签: 正样本: 11885 (51.7%), 负样本: 11090 (48.3%)
2025-05-09 20:44:04 - Epoch 34, 测试集 AUC: 0.6953, PRE: 0.2650, REC: 0.2915, MF1: 0.5738, ACC1: 0.2915, ACC0: 0.8626, Gmean: 0.5014
2025-05-09 20:44:04 - Epoch 34, val mf1: 0.5886, val ACC1: 0.3197, val ACC0: 0.8659, val Gmean: 0.5262 (best 0.5886)
2025-05-09 20:44:05 - Epoch 35 伪标签: 正样本: 11852 (51.6%), 负样本: 11123 (48.4%)
2025-05-09 20:44:05 - Epoch 35, 测试集 AUC: 0.6931, PRE: 0.2856, REC: 0.1980, MF1: 0.5632, ACC1: 0.1980, ACC0: 0.9158, Gmean: 0.4259
2025-05-09 20:44:05 - Epoch 35, val mf1: 0.5727, val ACC1: 0.2134, val ACC0: 0.9171, val Gmean: 0.4424 (best 0.5886)
2025-05-09 20:44:05 - Epoch 36 伪标签: 正样本: 11676 (50.8%), 负样本: 11299 (49.2%)
2025-05-09 20:44:06 - Epoch 36, 测试集 AUC: 0.6926, PRE: 0.2961, REC: 0.1243, MF1: 0.5401, ACC1: 0.1243, ACC0: 0.9498, Gmean: 0.3436
2025-05-09 20:44:06 - Epoch 36, val mf1: 0.5429, val ACC1: 0.1235, val ACC0: 0.9549, val Gmean: 0.3435 (best 0.5886)
2025-05-09 20:44:06 - Epoch 37 伪标签: 正样本: 11650 (50.7%), 负样本: 11325 (49.3%)
2025-05-09 20:44:07 - Epoch 37, 测试集 AUC: 0.6940, PRE: 0.2956, REC: 0.0782, MF1: 0.5175, ACC1: 0.0782, ACC0: 0.9683, Gmean: 0.2752
2025-05-09 20:44:07 - Epoch 37, val mf1: 0.5199, val ACC1: 0.0781, val ACC0: 0.9727, val Gmean: 0.2756 (best 0.5886)
2025-05-09 20:44:07 - Epoch 38 伪标签: 正样本: 11687 (50.9%), 负样本: 11288 (49.1%)
2025-05-09 20:44:08 - Epoch 38, 测试集 AUC: 0.6952, PRE: 0.3140, REC: 0.0510, MF1: 0.5018, ACC1: 0.0510, ACC0: 0.9811, Gmean: 0.2236
2025-05-09 20:44:08 - Epoch 38, val mf1: 0.5037, val ACC1: 0.0518, val ACC0: 0.9836, val Gmean: 0.2257 (best 0.5886)
2025-05-09 20:44:08 - Epoch 39 伪标签: 正样本: 11532 (50.2%), 负样本: 11443 (49.8%)
2025-05-09 20:44:09 - Epoch 39, 测试集 AUC: 0.6937, PRE: 0.2119, REC: 0.8310, MF1: 0.4845, ACC1: 0.8310, ACC0: 0.4745, Gmean: 0.6279
2025-05-09 20:44:09 - Epoch 39, val mf1: 0.4819, val ACC1: 0.8311, val ACC0: 0.4706, val Gmean: 0.6254 (best 0.5886)
2025-05-09 20:44:09 - Epoch 40 伪标签: 正样本: 11513 (50.1%), 负样本: 11462 (49.9%)
2025-05-09 20:44:10 - Epoch 40, 有标签损失: 0.0002, 一致性损失: 0.0000, 伪标签损失: 0.4673, LPL损失: 29.9528, 聚类损失: 0.2930, 总损失: 0.6693
2025-05-09 20:44:10 - Epoch 40, 测试集 AUC: 0.6885, PRE: 0.2133, REC: 0.8051, MF1: 0.4927, ACC1: 0.8051, ACC0: 0.4953, Gmean: 0.6315
2025-05-09 20:44:10 - Epoch 40, val mf1: 0.4928, val ACC1: 0.8147, val ACC0: 0.4925, val Gmean: 0.6335 (best 0.5886)
2025-05-09 20:44:10 - Epoch 41 伪标签: 正样本: 11533 (50.2%), 负样本: 11442 (49.8%)
2025-05-09 20:44:11 - Epoch 41, 测试集 AUC: 0.6797, PRE: 0.2122, REC: 0.7774, MF1: 0.4960, ACC1: 0.7774, ACC0: 0.5094, Gmean: 0.6293
2025-05-09 20:44:11 - Epoch 41, val mf1: 0.4973, val ACC1: 0.7984, val ACC0: 0.5047, val Gmean: 0.6348 (best 0.5886)
2025-05-09 20:44:11 - Epoch 42 伪标签: 正样本: 11470 (49.9%), 负样本: 11505 (50.1%)
2025-05-09 20:44:12 - Epoch 42, 测试集 AUC: 0.6720, PRE: 0.2089, REC: 0.7573, MF1: 0.4936, ACC1: 0.7573, ACC0: 0.5125, Gmean: 0.6230
2025-05-09 20:44:12 - Epoch 42, val mf1: 0.4950, val ACC1: 0.7757, val ACC0: 0.5086, val Gmean: 0.6281 (best 0.5886)
2025-05-09 20:44:12 - Epoch 43 伪标签: 正样本: 11450 (49.8%), 负样本: 11525 (50.2%)
2025-05-09 20:44:13 - Epoch 43, 测试集 AUC: 0.6673, PRE: 0.2082, REC: 0.7465, MF1: 0.4942, ACC1: 0.7465, ACC0: 0.5172, Gmean: 0.6214
2025-05-09 20:44:13 - Epoch 43, val mf1: 0.4953, val ACC1: 0.7584, val ACC0: 0.5149, val Gmean: 0.6249 (best 0.5886)
2025-05-09 20:44:13 - Epoch 44 伪标签: 正样本: 11414 (49.7%), 负样本: 11561 (50.3%)
2025-05-09 20:44:14 - Epoch 44, 测试集 AUC: 0.6625, PRE: 0.2049, REC: 0.7407, MF1: 0.4893, ACC1: 0.7407, ACC0: 0.5115, Gmean: 0.6155
2025-05-09 20:44:14 - Epoch 44, val mf1: 0.4908, val ACC1: 0.7557, val ACC0: 0.5087, val Gmean: 0.6200 (best 0.5886)
2025-05-09 20:44:14 - Epoch 45 伪标签: 正样本: 11423 (49.7%), 负样本: 11552 (50.3%)
2025-05-09 20:44:14 - Epoch 45, 测试集 AUC: 0.6540, PRE: 0.2021, REC: 0.7152, MF1: 0.4891, ACC1: 0.7152, ACC0: 0.5199, Gmean: 0.6098
2025-05-09 20:44:14 - Epoch 45, val mf1: 0.4890, val ACC1: 0.7284, val ACC0: 0.5154, val Gmean: 0.6127 (best 0.5886)
2025-05-09 20:44:15 - Epoch 46 伪标签: 正样本: 11491 (50.0%), 负样本: 11484 (50.0%)
2025-05-09 20:44:16 - Epoch 46, 测试集 AUC: 0.6402, PRE: 0.1968, REC: 0.6893, MF1: 0.4844, ACC1: 0.6893, ACC0: 0.5217, Gmean: 0.5997
2025-05-09 20:44:16 - Epoch 46, val mf1: 0.4843, val ACC1: 0.7094, val ACC0: 0.5144, val Gmean: 0.6041 (best 0.5886)
2025-05-09 20:44:16 - Epoch 47 伪标签: 正样本: 11384 (49.5%), 负样本: 11591 (50.5%)
2025-05-09 20:44:17 - Epoch 47, 测试集 AUC: 0.6273, PRE: 0.1926, REC: 0.6589, MF1: 0.4829, ACC1: 0.6589, ACC0: 0.5303, Gmean: 0.5911
2025-05-09 20:44:17 - Epoch 47, val mf1: 0.4849, val ACC1: 0.6821, val ACC0: 0.5252, val Gmean: 0.5985 (best 0.5886)
2025-05-09 20:44:17 - Epoch 48 伪标签: 正样本: 11418 (49.7%), 负样本: 11557 (50.3%)
2025-05-09 20:44:18 - Epoch 48, 测试集 AUC: 0.6206, PRE: 0.1943, REC: 0.6375, MF1: 0.4905, ACC1: 0.6375, ACC0: 0.5507, Gmean: 0.5925
2025-05-09 20:44:18 - Epoch 48, val mf1: 0.4902, val ACC1: 0.6503, val ACC0: 0.5454, val Gmean: 0.5956 (best 0.5886)
2025-05-09 20:44:18 - Epoch 49 伪标签: 正样本: 11447 (49.8%), 负样本: 11528 (50.2%)
2025-05-09 20:44:19 - Epoch 49, 测试集 AUC: 0.6176, PRE: 0.1930, REC: 0.6303, MF1: 0.4896, ACC1: 0.6303, ACC0: 0.5520, Gmean: 0.5898
2025-05-09 20:44:19 - Epoch 49, val mf1: 0.4916, val ACC1: 0.6512, val ACC0: 0.5474, val Gmean: 0.5971 (best 0.5886)
2025-05-09 20:44:19 - Epoch 50 伪标签: 正样本: 11439 (49.8%), 负样本: 11536 (50.2%)
2025-05-09 20:44:19 - Epoch 50, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4644, LPL损失: 5.8115, 聚类损失: 0.2194, 总损失: 0.1698
2025-05-09 20:44:20 - Epoch 50, 测试集 AUC: 0.6133, PRE: 0.1938, REC: 0.6097, MF1: 0.4949, ACC1: 0.6097, ACC0: 0.5687, Gmean: 0.5889
2025-05-09 20:44:20 - Epoch 50, val mf1: 0.4967, val ACC1: 0.6258, val ACC0: 0.5655, val Gmean: 0.5949 (best 0.5886)
2025-05-09 20:44:20 - Epoch 51 伪标签: 正样本: 11435 (49.8%), 负样本: 11540 (50.2%)
2025-05-09 20:44:20 - Epoch 51, 测试集 AUC: 0.6063, PRE: 0.1931, REC: 0.5686, MF1: 0.5012, ACC1: 0.5686, ACC0: 0.5961, Gmean: 0.5822
2025-05-09 20:44:20 - Epoch 51, val mf1: 0.5050, val ACC1: 0.5922, val ACC0: 0.5927, val Gmean: 0.5924 (best 0.5886)
2025-05-09 20:44:21 - Epoch 52 伪标签: 正样本: 11455 (49.9%), 负样本: 11520 (50.1%)
2025-05-09 20:44:21 - Epoch 52, 测试集 AUC: 0.5997, PRE: 0.1899, REC: 0.5346, MF1: 0.5021, ACC1: 0.5346, ACC0: 0.6123, Gmean: 0.5721
2025-05-09 20:44:21 - Epoch 52, val mf1: 0.5074, val ACC1: 0.5586, val ACC0: 0.6107, val Gmean: 0.5841 (best 0.5886)
2025-05-09 20:44:22 - Epoch 53 伪标签: 正样本: 11457 (49.9%), 负样本: 11518 (50.1%)
2025-05-09 20:44:22 - Epoch 53, 测试集 AUC: 0.5950, PRE: 0.1930, REC: 0.4779, MF1: 0.5150, ACC1: 0.4779, ACC0: 0.6604, Gmean: 0.5618
2025-05-09 20:44:22 - Epoch 53, val mf1: 0.5151, val ACC1: 0.4796, val ACC0: 0.6598, val Gmean: 0.5625 (best 0.5886)
2025-05-09 20:44:23 - Epoch 54 伪标签: 正样本: 11412 (49.7%), 负样本: 11563 (50.3%)
2025-05-09 20:44:23 - Epoch 54, 测试集 AUC: 0.5927, PRE: 0.1922, REC: 0.4470, MF1: 0.5179, ACC1: 0.4470, ACC0: 0.6806, Gmean: 0.5516
2025-05-09 20:44:23 - Epoch 54, val mf1: 0.5177, val ACC1: 0.4414, val ACC0: 0.6831, val Gmean: 0.5491 (best 0.5886)
2025-05-09 20:44:24 - Epoch 55 伪标签: 正样本: 11393 (49.6%), 负样本: 11582 (50.4%)
2025-05-09 20:44:24 - Epoch 55, 测试集 AUC: 0.5870, PRE: 0.1973, REC: 0.3639, MF1: 0.5311, ACC1: 0.3639, ACC0: 0.7484, Gmean: 0.5218
2025-05-09 20:44:24 - Epoch 55, val mf1: 0.5268, val ACC1: 0.3451, val ACC0: 0.7524, val Gmean: 0.5096 (best 0.5886)
2025-05-09 20:44:25 - Epoch 56 伪标签: 正样本: 11394 (49.6%), 负样本: 11581 (50.4%)
2025-05-09 20:44:25 - Epoch 56, 测试集 AUC: 0.5797, PRE: 0.1927, REC: 0.2767, MF1: 0.5305, ACC1: 0.2767, ACC0: 0.8029, Gmean: 0.4713
2025-05-09 20:44:25 - Epoch 56, val mf1: 0.5316, val ACC1: 0.2661, val ACC0: 0.8124, val Gmean: 0.4650 (best 0.5886)
2025-05-09 20:44:25 - Epoch 57 伪标签: 正样本: 11362 (49.5%), 负样本: 11613 (50.5%)
2025-05-09 20:44:26 - Epoch 57, 测试集 AUC: 0.5741, PRE: 0.1888, REC: 0.2387, MF1: 0.5277, ACC1: 0.2387, ACC0: 0.8256, Gmean: 0.4439
2025-05-09 20:44:26 - Epoch 57, val mf1: 0.5274, val ACC1: 0.2325, val ACC0: 0.8298, val Gmean: 0.4393 (best 0.5886)
2025-05-09 20:44:26 - Epoch 58 伪标签: 正样本: 11358 (49.4%), 负样本: 11617 (50.6%)
2025-05-09 20:44:27 - Epoch 58, 测试集 AUC: 0.5685, PRE: 0.1959, REC: 0.1810, MF1: 0.5281, ACC1: 0.1810, ACC0: 0.8737, Gmean: 0.3977
2025-05-09 20:44:27 - Epoch 58, val mf1: 0.5240, val ACC1: 0.1717, val ACC0: 0.8749, val Gmean: 0.3875 (best 0.5886)
2025-05-09 20:44:27 - Epoch 59 伪标签: 正样本: 11269 (49.0%), 负样本: 11706 (51.0%)
2025-05-09 20:44:28 - Epoch 59, 测试集 AUC: 0.5694, PRE: 0.1969, REC: 0.1623, MF1: 0.5261, ACC1: 0.1623, ACC0: 0.8874, Gmean: 0.3795
2025-05-09 20:44:28 - Epoch 59, val mf1: 0.5252, val ACC1: 0.1562, val ACC0: 0.8915, val Gmean: 0.3732 (best 0.5886)
2025-05-09 20:44:28 - Epoch 60 伪标签: 正样本: 11302 (49.2%), 负样本: 11673 (50.8%)
2025-05-09 20:44:29 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4643, LPL损失: 5.9020, 聚类损失: 0.1787, 总损失: 0.2044
2025-05-09 20:44:29 - Epoch 60, 测试集 AUC: 0.5615, PRE: 0.1979, REC: 0.1033, MF1: 0.5141, ACC1: 0.1033, ACC0: 0.9289, Gmean: 0.3097
2025-05-09 20:44:29 - Epoch 60, val mf1: 0.5172, val ACC1: 0.1045, val ACC0: 0.9332, val Gmean: 0.3122 (best 0.5886)
2025-05-09 20:44:29 - Epoch 61 伪标签: 正样本: 11281 (49.1%), 负样本: 11694 (50.9%)
2025-05-09 20:44:30 - Epoch 61, 测试集 AUC: 0.5563, PRE: 0.1961, REC: 0.0760, MF1: 0.5049, ACC1: 0.0760, ACC0: 0.9470, Gmean: 0.2683
2025-05-09 20:44:30 - Epoch 61, val mf1: 0.5084, val ACC1: 0.0799, val ACC0: 0.9485, val Gmean: 0.2753 (best 0.5886)
2025-05-09 20:44:30 - Epoch 62 伪标签: 正样本: 11351 (49.4%), 负样本: 11624 (50.6%)
2025-05-09 20:44:31 - Epoch 62, 测试集 AUC: 0.5468, PRE: 0.1874, REC: 0.0384, MF1: 0.4870, ACC1: 0.0384, ACC0: 0.9717, Gmean: 0.1933
2025-05-09 20:44:31 - Epoch 62, val mf1: 0.4874, val ACC1: 0.0381, val ACC0: 0.9733, val Gmean: 0.1927 (best 0.5886)
2025-05-09 20:44:31 - Epoch 63 伪标签: 正样本: 11356 (49.4%), 负样本: 11619 (50.6%)
2025-05-09 20:44:31 - Epoch 63, 测试集 AUC: 0.5414, PRE: 0.1667, REC: 0.0246, MF1: 0.4779, ACC1: 0.0246, ACC0: 0.9791, Gmean: 0.1552
2025-05-09 20:44:31 - Epoch 63, val mf1: 0.4823, val ACC1: 0.0291, val ACC0: 0.9801, val Gmean: 0.1688 (best 0.5886)
2025-05-09 20:44:32 - Epoch 64 伪标签: 正样本: 11295 (49.2%), 负样本: 11680 (50.8%)
2025-05-09 20:44:32 - Epoch 64, 测试集 AUC: 0.5400, PRE: 0.1528, REC: 0.0246, MF1: 0.4771, ACC1: 0.0246, ACC0: 0.9768, Gmean: 0.1550
2025-05-09 20:44:32 - Epoch 64, val mf1: 0.4832, val ACC1: 0.0309, val ACC0: 0.9782, val Gmean: 0.1738 (best 0.5886)
2025-05-09 20:44:33 - Epoch 65 伪标签: 正样本: 11389 (49.6%), 负样本: 11586 (50.4%)
2025-05-09 20:44:33 - Epoch 65, 测试集 AUC: 0.5328, PRE: 0.1236, REC: 0.0148, MF1: 0.4701, ACC1: 0.0148, ACC0: 0.9822, Gmean: 0.1204
2025-05-09 20:44:33 - Epoch 65, val mf1: 0.4773, val ACC1: 0.0227, val ACC0: 0.9821, val Gmean: 0.1493 (best 0.5886)
2025-05-09 20:44:33 - Epoch 66 伪标签: 正样本: 11261 (49.0%), 负样本: 11714 (51.0%)
2025-05-09 20:44:34 - Epoch 66, 测试集 AUC: 0.5295, PRE: 0.1107, REC: 0.0139, MF1: 0.4689, ACC1: 0.0139, ACC0: 0.9811, Gmean: 0.1166
2025-05-09 20:44:34 - Epoch 66, val mf1: 0.4752, val ACC1: 0.0209, val ACC0: 0.9809, val Gmean: 0.1431 (best 0.5886)
2025-05-09 20:44:35 - Epoch 67 伪标签: 正样本: 11386 (49.6%), 负样本: 11589 (50.4%)
2025-05-09 20:44:35 - Epoch 67, 测试集 AUC: 0.5239, PRE: 0.1232, REC: 0.0076, MF1: 0.4660, ACC1: 0.0076, ACC0: 0.9908, Gmean: 0.0868
2025-05-09 20:44:35 - Epoch 67, val mf1: 0.4670, val ACC1: 0.0091, val ACC0: 0.9892, val Gmean: 0.0948 (best 0.5886)
2025-05-09 20:44:36 - Epoch 68 伪标签: 正样本: 11302 (49.2%), 负样本: 11673 (50.8%)
2025-05-09 20:44:36 - Epoch 68, 测试集 AUC: 0.5173, PRE: 0.0270, REC: 0.0004, MF1: 0.4606, ACC1: 0.0004, ACC0: 0.9973, Gmean: 0.0211
2025-05-09 20:44:36 - Epoch 68, val mf1: 0.4626, val ACC1: 0.0027, val ACC0: 0.9958, val Gmean: 0.0521 (best 0.5886)
2025-05-09 20:44:36 - Epoch 69 伪标签: 正样本: 11332 (49.3%), 负样本: 11643 (50.7%)
2025-05-09 20:44:37 - Epoch 69, 测试集 AUC: 0.5157, PRE: 0.0769, REC: 0.0004, MF1: 0.4611, ACC1: 0.0004, ACC0: 0.9991, Gmean: 0.0211
2025-05-09 20:44:37 - Epoch 69, val mf1: 0.4614, val ACC1: 0.0009, val ACC0: 0.9983, val Gmean: 0.0301 (best 0.5886)
2025-05-09 20:44:37 - Epoch 70 伪标签: 正样本: 11350 (49.4%), 负样本: 11625 (50.6%)
2025-05-09 20:44:38 - Epoch 70, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4633, LPL损失: 29.5925, 聚类损失: 0.1501, 总损失: 1.1225
2025-05-09 20:44:38 - Epoch 70, 测试集 AUC: 0.5129, PRE: 0.0000, REC: 0.0000, MF1: 0.4607, ACC1: 0.0000, ACC0: 0.9994, Gmean: 0.0000
2025-05-09 20:44:38 - Epoch 70, val mf1: 0.4615, val ACC1: 0.0009, val ACC0: 0.9988, val Gmean: 0.0301 (best 0.5886)
2025-05-09 20:44:38 - Epoch 71 伪标签: 正样本: 11157 (48.6%), 负样本: 11818 (51.4%)
2025-05-09 20:44:39 - Epoch 71, 测试集 AUC: 0.5017, PRE: 0.1429, REC: 0.0013, MF1: 0.4619, ACC1: 0.0013, ACC0: 0.9986, Gmean: 0.0366
2025-05-09 20:44:39 - Epoch 71, val mf1: 0.4622, val ACC1: 0.0018, val ACC0: 0.9980, val Gmean: 0.0426 (best 0.5886)
2025-05-09 20:44:39 - Epoch 72 伪标签: 正样本: 11338 (49.3%), 负样本: 11637 (50.7%)
2025-05-09 20:44:40 - Epoch 72, 测试集 AUC: 0.4893, PRE: 0.1176, REC: 0.0036, MF1: 0.4633, ACC1: 0.0036, ACC0: 0.9954, Gmean: 0.0597
2025-05-09 20:44:40 - Epoch 72, val mf1: 0.4677, val ACC1: 0.0082, val ACC0: 0.9948, val Gmean: 0.0902 (best 0.5886)
2025-05-09 20:44:40 - Epoch 73 伪标签: 正样本: 11271 (49.1%), 负样本: 11704 (50.9%)
2025-05-09 20:44:41 - Epoch 73, 测试集 AUC: 0.4833, PRE: 0.1415, REC: 0.0197, MF1: 0.4737, ACC1: 0.0197, ACC0: 0.9797, Gmean: 0.1388
2025-05-09 20:44:41 - Epoch 73, val mf1: 0.4732, val ACC1: 0.0191, val ACC0: 0.9796, val Gmean: 0.1367 (best 0.5886)
2025-05-09 20:44:41 - Epoch 74 伪标签: 正样本: 11406 (49.6%), 负样本: 11569 (50.4%)
2025-05-09 20:44:42 - Epoch 74, 测试集 AUC: 0.4805, PRE: 0.1377, REC: 0.0326, MF1: 0.4796, ACC1: 0.0326, ACC0: 0.9653, Gmean: 0.1775
2025-05-09 20:44:42 - Epoch 74, val mf1: 0.4772, val ACC1: 0.0300, val ACC0: 0.9647, val Gmean: 0.1700 (best 0.5886)
2025-05-09 20:44:42 - Epoch 75 伪标签: 正样本: 11375 (49.5%), 负样本: 11600 (50.5%)
2025-05-09 20:44:42 - Epoch 75, 测试集 AUC: 0.4851, PRE: 0.1283, REC: 0.1198, MF1: 0.4903, ACC1: 0.1198, ACC0: 0.8616, Gmean: 0.3213
2025-05-09 20:44:42 - Epoch 75, val mf1: 0.4926, val ACC1: 0.1244, val ACC0: 0.8613, val Gmean: 0.3274 (best 0.5886)
2025-05-09 20:44:43 - Epoch 76 伪标签: 正样本: 11456 (49.9%), 负样本: 11519 (50.1%)
2025-05-09 20:44:43 - Epoch 76, 测试集 AUC: 0.4831, PRE: 0.1291, REC: 0.1506, MF1: 0.4891, ACC1: 0.1506, ACC0: 0.8273, Gmean: 0.3530
2025-05-09 20:44:43 - Epoch 76, val mf1: 0.4928, val ACC1: 0.1571, val ACC0: 0.8287, val Gmean: 0.3609 (best 0.5886)
2025-05-09 20:44:44 - Epoch 77 伪标签: 正样本: 11307 (49.2%), 负样本: 11668 (50.8%)
2025-05-09 20:44:44 - Epoch 77, 测试集 AUC: 0.4781, PRE: 0.1303, REC: 0.0720, MF1: 0.4887, ACC1: 0.0720, ACC0: 0.9183, Gmean: 0.2571
2025-05-09 20:44:44 - Epoch 77, val mf1: 0.4937, val ACC1: 0.0817, val ACC0: 0.9154, val Gmean: 0.2736 (best 0.5886)
2025-05-09 20:44:44 - Epoch 78 伪标签: 正样本: 11393 (49.6%), 负样本: 11582 (50.4%)
2025-05-09 20:44:45 - Epoch 78, 测试集 AUC: 0.4853, PRE: 0.1318, REC: 0.1435, MF1: 0.4916, ACC1: 0.1435, ACC0: 0.8393, Gmean: 0.3470
2025-05-09 20:44:45 - Epoch 78, val mf1: 0.4917, val ACC1: 0.1444, val ACC0: 0.8388, val Gmean: 0.3480 (best 0.5886)
2025-05-09 20:44:45 - Epoch 79 伪标签: 正样本: 11391 (49.6%), 负样本: 11584 (50.4%)
2025-05-09 20:44:46 - Epoch 79, 测试集 AUC: 0.4971, PRE: 0.1433, REC: 0.1001, MF1: 0.4969, ACC1: 0.1001, ACC0: 0.8982, Gmean: 0.2999
2025-05-09 20:44:46 - Epoch 79, val mf1: 0.4981, val ACC1: 0.1008, val ACC0: 0.9000, val Gmean: 0.3012 (best 0.5886)
2025-05-09 20:44:46 - Epoch 80 伪标签: 正样本: 11337 (49.3%), 负样本: 11638 (50.7%)
2025-05-09 20:44:47 - Epoch 80, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4629, LPL损失: 5.8833, 聚类损失: 0.1294, 总损失: 0.2853
2025-05-09 20:44:47 - Epoch 80, 测试集 AUC: 0.5054, PRE: 0.1053, REC: 0.0098, MF1: 0.4666, ACC1: 0.0098, ACC0: 0.9858, Gmean: 0.0985
2025-05-09 20:44:47 - Epoch 80, val mf1: 0.4654, val ACC1: 0.0082, val ACC0: 0.9870, val Gmean: 0.0898 (best 0.5886)
2025-05-09 20:44:47 - Epoch 81 伪标签: 正样本: 11288 (49.1%), 负样本: 11687 (50.9%)
2025-05-09 20:44:48 - Epoch 81, 测试集 AUC: 0.5136, PRE: 0.1300, REC: 0.0058, MF1: 0.4650, ACC1: 0.0058, ACC0: 0.9934, Gmean: 0.0760
2025-05-09 20:44:48 - Epoch 81, val mf1: 0.4654, val ACC1: 0.0064, val ACC0: 0.9929, val Gmean: 0.0795 (best 0.5886)
2025-05-09 20:44:48 - Epoch 82 伪标签: 正样本: 11326 (49.3%), 负样本: 11649 (50.7%)
2025-05-09 20:44:49 - Epoch 82, 测试集 AUC: 0.5245, PRE: 0.1379, REC: 0.0018, MF1: 0.4622, ACC1: 0.0018, ACC0: 0.9981, Gmean: 0.0422
2025-05-09 20:44:49 - Epoch 82, val mf1: 0.4623, val ACC1: 0.0018, val ACC0: 0.9981, val Gmean: 0.0426 (best 0.5886)
2025-05-09 20:44:49 - Epoch 83 伪标签: 正样本: 11319 (49.3%), 负样本: 11656 (50.7%)
2025-05-09 20:44:50 - Epoch 83, 测试集 AUC: 0.5297, PRE: 0.1786, REC: 0.0022, MF1: 0.4627, ACC1: 0.0022, ACC0: 0.9983, Gmean: 0.0472
2025-05-09 20:44:50 - Epoch 83, val mf1: 0.4623, val ACC1: 0.0018, val ACC0: 0.9983, val Gmean: 0.0426 (best 0.5886)
2025-05-09 20:44:50 - Epoch 84 伪标签: 正样本: 11328 (49.3%), 负样本: 11647 (50.7%)
2025-05-09 20:44:51 - Epoch 84, 测试集 AUC: 0.5285, PRE: 0.2143, REC: 0.0013, MF1: 0.4620, ACC1: 0.0013, ACC0: 0.9992, Gmean: 0.0366
2025-05-09 20:44:51 - Epoch 84, val mf1: 0.4616, val ACC1: 0.0009, val ACC0: 0.9991, val Gmean: 0.0301 (best 0.5886)
2025-05-09 20:44:51 - Epoch 85 伪标签: 正样本: 11313 (49.2%), 负样本: 11662 (50.8%)
2025-05-09 20:44:51 - Epoch 85, 测试集 AUC: 0.5013, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:51 - Epoch 85, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:52 - Epoch 86 伪标签: 正样本: 11302 (49.2%), 负样本: 11673 (50.8%)
2025-05-09 20:44:52 - Epoch 86, 测试集 AUC: 0.4638, PRE: 0.2667, REC: 0.0018, MF1: 0.4625, ACC1: 0.0018, ACC0: 0.9992, Gmean: 0.0423
2025-05-09 20:44:52 - Epoch 86, val mf1: 0.4616, val ACC1: 0.0009, val ACC0: 0.9992, val Gmean: 0.0301 (best 0.5886)
2025-05-09 20:44:53 - Epoch 87 伪标签: 正样本: 11374 (49.5%), 负样本: 11601 (50.5%)
2025-05-09 20:44:53 - Epoch 87, 测试集 AUC: 0.4717, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:53 - Epoch 87, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:54 - Epoch 88 伪标签: 正样本: 11269 (49.0%), 负样本: 11706 (51.0%)
2025-05-09 20:44:54 - Epoch 88, 测试集 AUC: 0.4889, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:54 - Epoch 88, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:54 - Epoch 89 伪标签: 正样本: 11300 (49.2%), 负样本: 11675 (50.8%)
2025-05-09 20:44:55 - Epoch 89, 测试集 AUC: 0.5125, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:55 - Epoch 89, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:55 - Epoch 90 伪标签: 正样本: 11229 (48.9%), 负样本: 11746 (51.1%)
2025-05-09 20:44:56 - Epoch 90, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4626, LPL损失: 30.1087, 聚类损失: 0.1143, 总损失: 1.5957
2025-05-09 20:44:56 - Epoch 90, 测试集 AUC: 0.5324, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:56 - Epoch 90, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:56 - Epoch 91 伪标签: 正样本: 11310 (49.2%), 负样本: 11665 (50.8%)
2025-05-09 20:44:57 - Epoch 91, 测试集 AUC: 0.5529, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:57 - Epoch 91, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:57 - Epoch 92 伪标签: 正样本: 11231 (48.9%), 负样本: 11744 (51.1%)
2025-05-09 20:44:58 - Epoch 92, 测试集 AUC: 0.5684, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:58 - Epoch 92, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:58 - Epoch 93 伪标签: 正样本: 11156 (48.6%), 负样本: 11819 (51.4%)
2025-05-09 20:44:59 - Epoch 93, 测试集 AUC: 0.5759, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:44:59 - Epoch 93, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:44:59 - Epoch 94 伪标签: 正样本: 11298 (49.2%), 负样本: 11677 (50.8%)
2025-05-09 20:45:00 - Epoch 94, 测试集 AUC: 0.5736, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:45:00 - Epoch 94, val mf1: 0.4609, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5886)
2025-05-09 20:45:00 - Epoch 95 伪标签: 正样本: 11198 (48.7%), 负样本: 11777 (51.3%)
2025-05-09 20:45:01 - Epoch 95, 测试集 AUC: 0.5542, PRE: 0.2500, REC: 0.0022, MF1: 0.4628, ACC1: 0.0022, ACC0: 0.9989, Gmean: 0.0473
2025-05-09 20:45:01 - Epoch 95, val mf1: 0.4615, val ACC1: 0.0009, val ACC0: 0.9989, val Gmean: 0.0301 (best 0.5886)
2025-05-09 20:45:01 - Epoch 96 伪标签: 正样本: 11334 (49.3%), 负样本: 11641 (50.7%)
2025-05-09 20:45:02 - Epoch 96, 测试集 AUC: 0.5092, PRE: 0.1413, REC: 0.0058, MF1: 0.4651, ACC1: 0.0058, ACC0: 0.9940, Gmean: 0.0760
2025-05-09 20:45:02 - Epoch 96, val mf1: 0.4613, val ACC1: 0.0018, val ACC0: 0.9946, val Gmean: 0.0425 (best 0.5886)
2025-05-09 20:45:02 - Epoch 97 伪标签: 正样本: 11392 (49.6%), 负样本: 11583 (50.4%)
2025-05-09 20:45:02 - Epoch 97, 测试集 AUC: 0.4695, PRE: 0.1314, REC: 0.0080, MF1: 0.4664, ACC1: 0.0080, ACC0: 0.9910, Gmean: 0.0893
2025-05-09 20:45:02 - Epoch 97, val mf1: 0.4641, val ACC1: 0.0054, val ACC0: 0.9917, val Gmean: 0.0735 (best 0.5886)
2025-05-09 20:45:03 - Epoch 98 伪标签: 正样本: 11385 (49.6%), 负样本: 11590 (50.4%)
2025-05-09 20:45:03 - Epoch 98, 测试集 AUC: 0.4794, PRE: 0.1000, REC: 0.0040, MF1: 0.4633, ACC1: 0.0040, ACC0: 0.9938, Gmean: 0.0632
2025-05-09 20:45:03 - Epoch 98, val mf1: 0.4623, val ACC1: 0.0027, val ACC0: 0.9948, val Gmean: 0.0521 (best 0.5886)
2025-05-09 20:45:04 - Epoch 99 伪标签: 正样本: 11307 (49.2%), 负样本: 11668 (50.8%)
2025-05-09 20:45:04 - Epoch 99, 测试集 AUC: 0.5608, PRE: 0.1022, REC: 0.0063, MF1: 0.4646, ACC1: 0.0063, ACC0: 0.9907, Gmean: 0.0787
2025-05-09 20:45:04 - Epoch 99, val mf1: 0.4643, val ACC1: 0.0054, val ACC0: 0.9921, val Gmean: 0.0735 (best 0.5886)
2025-05-09 20:45:04 - time cost: 93.63 s
2025-05-09 20:45:04 - 基于验证集最佳模型的测试结果: REC 29.15 PRE 26.50 MF1 57.38 AUC 69.53 ACC1 29.15 ACC0 86.26 Gmean 50.14
2025-05-09 20:45:04 - 测试集上观察到的最佳结果 (Epoch 1): AUC 71.06 PRE 32.02 REC 2.91 MF1 48.59 ACC1 2.91 ACC0 98.95 Gmean 16.96
