2025-05-08 21:56:33 - 运行开始时间: 20250508_215633
2025-05-08 21:56:33 - 日志文件: logs/train_log_yelp_seed64_20250508_215633.txt
2025-05-08 21:56:33 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:56:33 - 无标签数据数量: 1836
2025-05-08 21:56:33 - 训练集总数: 1838, 验证集: 14558, 测试集: 29558
2025-05-08 21:56:33 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:56:33 - 伪标签策略：
2025-05-08 21:56:33 -   使用模型输出和聚类结果的融合
2025-05-08 21:56:34 - Epoch 0 伪标签: 正样本: 945 (51.5%), 负样本: 891 (48.5%)
2025-05-08 21:56:34 - Epoch 0, 有标签损失: 0.7008, 一致性损失: 0.0000, 伪标签损失: 0.4298, LPL损失: 45.0109, 聚类损失: 0.6825, 总损失: 1.9266
2025-05-08 21:56:34 - Epoch 0, 测试集 AUC: 0.7019, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:56:34 - 更新最佳测试结果 (Epoch 0): AUC 0.7019, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:56:34 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:56:34 - Epoch 1 伪标签: 正样本: 915 (49.8%), 负样本: 921 (50.2%)
2025-05-08 21:56:34 - Epoch 1, 测试集 AUC: 0.6711, PRE: 0.2157, REC: 0.7187, MF1: 0.5125, ACC1: 0.7187, ACC0: 0.5557, Gmean: 0.6320
2025-05-08 21:56:34 - Epoch 1, val mf1: 0.5073, val ACC1: 0.7116, val ACC0: 0.5501, val Gmean: 0.6257 (best 0.5073)
2025-05-08 21:56:35 - Epoch 2 伪标签: 正样本: 903 (49.2%), 负样本: 933 (50.8%)
2025-05-08 21:56:35 - Epoch 2, 测试集 AUC: 0.5979, PRE: 0.2141, REC: 0.3290, MF1: 0.5460, ACC1: 0.3290, ACC0: 0.7947, Gmean: 0.5113
2025-05-08 21:56:35 - Epoch 2, val mf1: 0.5376, val ACC1: 0.3182, val ACC0: 0.7875, val Gmean: 0.5006 (best 0.5376)
2025-05-08 21:56:35 - Epoch 3 伪标签: 正样本: 758 (41.3%), 负样本: 1078 (58.7%)
2025-05-08 21:56:35 - Epoch 3, 测试集 AUC: 0.5667, PRE: 0.2121, REC: 0.1569, MF1: 0.5309, ACC1: 0.1569, ACC0: 0.9009, Gmean: 0.3760
2025-05-08 21:56:35 - Epoch 3, val mf1: 0.5408, val ACC1: 0.1768, val ACC0: 0.8991, val Gmean: 0.3987 (best 0.5408)
2025-05-08 21:56:36 - Epoch 4 伪标签: 正样本: 584 (31.8%), 负样本: 1252 (68.2%)
2025-05-08 21:56:36 - Epoch 4, 测试集 AUC: 0.5424, PRE: 0.2045, REC: 0.1432, MF1: 0.5256, ACC1: 0.1432, ACC0: 0.9053, Gmean: 0.3600
2025-05-08 21:56:36 - Epoch 4, val mf1: 0.5341, val ACC1: 0.1565, val ACC0: 0.9068, val Gmean: 0.3767 (best 0.5408)
2025-05-08 21:56:36 - Epoch 5 伪标签: 正样本: 582 (31.7%), 负样本: 1254 (68.3%)
2025-05-08 21:56:36 - Epoch 5, 测试集 AUC: 0.5272, PRE: 0.1868, REC: 0.1721, MF1: 0.5230, ACC1: 0.1721, ACC0: 0.8726, Gmean: 0.3875
2025-05-08 21:56:36 - Epoch 5, val mf1: 0.5280, val ACC1: 0.1844, val ACC0: 0.8704, val Gmean: 0.4006 (best 0.5408)
2025-05-08 21:56:37 - Epoch 6 伪标签: 正样本: 743 (40.5%), 负样本: 1093 (59.5%)
2025-05-08 21:56:37 - Epoch 6, 测试集 AUC: 0.5161, PRE: 0.1764, REC: 0.1944, MF1: 0.5190, ACC1: 0.1944, ACC0: 0.8457, Gmean: 0.4055
2025-05-08 21:56:37 - Epoch 6, val mf1: 0.5226, val ACC1: 0.2057, val ACC0: 0.8427, val Gmean: 0.4163 (best 0.5408)
2025-05-08 21:56:37 - Epoch 7 伪标签: 正样本: 909 (49.5%), 负样本: 927 (50.5%)
2025-05-08 21:56:37 - Epoch 7, 测试集 AUC: 0.5107, PRE: 0.1802, REC: 0.1665, MF1: 0.5193, ACC1: 0.1665, ACC0: 0.8712, Gmean: 0.3808
2025-05-08 21:56:37 - Epoch 7, val mf1: 0.5234, val ACC1: 0.1759, val ACC0: 0.8700, val Gmean: 0.3912 (best 0.5408)
2025-05-08 21:56:37 - Epoch 8 伪标签: 正样本: 861 (46.9%), 负样本: 975 (53.1%)
2025-05-08 21:56:38 - Epoch 8, 测试集 AUC: 0.4989, PRE: 0.1821, REC: 0.1311, MF1: 0.5157, ACC1: 0.1311, ACC0: 0.8999, Gmean: 0.3435
2025-05-08 21:56:38 - Epoch 8, val mf1: 0.5233, val ACC1: 0.1437, val ACC0: 0.9006, val Gmean: 0.3598 (best 0.5408)
2025-05-08 21:56:38 - Epoch 9 伪标签: 正样本: 730 (39.8%), 负样本: 1106 (60.2%)
2025-05-08 21:56:38 - Epoch 9, 测试集 AUC: 0.4908, PRE: 0.1878, REC: 0.1553, MF1: 0.5215, ACC1: 0.1553, ACC0: 0.8858, Gmean: 0.3709
2025-05-08 21:56:38 - Epoch 9, val mf1: 0.5269, val ACC1: 0.1664, val ACC0: 0.8848, val Gmean: 0.3837 (best 0.5408)
2025-05-08 21:56:38 - Epoch 10 伪标签: 正样本: 699 (38.1%), 负样本: 1137 (61.9%)
2025-05-08 21:56:38 - Epoch 10, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.6951, LPL损失: 18.4291, 聚类损失: 2.9520, 总损失: 0.5440
2025-05-08 21:56:39 - Epoch 10, 测试集 AUC: 0.4964, PRE: 0.1915, REC: 0.2237, MF1: 0.5290, ACC1: 0.2237, ACC0: 0.8394, Gmean: 0.4334
2025-05-08 21:56:39 - Epoch 10, val mf1: 0.5331, val ACC1: 0.2364, val ACC0: 0.8367, val Gmean: 0.4447 (best 0.5408)
2025-05-08 21:56:39 - Epoch 11 伪标签: 正样本: 842 (45.9%), 负样本: 994 (54.1%)
2025-05-08 21:56:39 - Epoch 11, 测试集 AUC: 0.5250, PRE: 0.1937, REC: 0.3509, MF1: 0.5284, ACC1: 0.3509, ACC0: 0.7516, Gmean: 0.5135
2025-05-08 21:56:39 - Epoch 11, val mf1: 0.5246, val ACC1: 0.3442, val ACC0: 0.7490, val Gmean: 0.5078 (best 0.5408)
2025-05-08 21:56:39 - Epoch 12 伪标签: 正样本: 1095 (59.6%), 负样本: 741 (40.4%)
2025-05-08 21:56:39 - Epoch 12, 测试集 AUC: 0.5344, PRE: 0.2047, REC: 0.3348, MF1: 0.5387, ACC1: 0.3348, ACC0: 0.7788, Gmean: 0.5107
2025-05-08 21:56:39 - Epoch 12, val mf1: 0.5345, val ACC1: 0.3314, val ACC0: 0.7739, val Gmean: 0.5065 (best 0.5408)
2025-05-08 21:56:40 - Epoch 13 伪标签: 正样本: 1089 (59.3%), 负样本: 747 (40.7%)
2025-05-08 21:56:40 - Epoch 13, 测试集 AUC: 0.5211, PRE: 0.2236, REC: 0.2137, MF1: 0.5446, ACC1: 0.2137, ACC0: 0.8738, Gmean: 0.4322
2025-05-08 21:56:40 - Epoch 13, val mf1: 0.5465, val ACC1: 0.2208, val ACC0: 0.8713, val Gmean: 0.4386 (best 0.5465)
2025-05-08 21:56:40 - Epoch 14 伪标签: 正样本: 993 (54.1%), 负样本: 843 (45.9%)
2025-05-08 21:56:40 - Epoch 14, 测试集 AUC: 0.4906, PRE: 0.2182, REC: 0.2196, MF1: 0.5428, ACC1: 0.2196, ACC0: 0.8663, Gmean: 0.4361
2025-05-08 21:56:40 - Epoch 14, val mf1: 0.5452, val ACC1: 0.2274, val ACC0: 0.8640, val Gmean: 0.4433 (best 0.5465)
2025-05-08 21:56:41 - Epoch 15 伪标签: 正样本: 877 (47.8%), 负样本: 959 (52.2%)
2025-05-08 21:56:41 - Epoch 15, 测试集 AUC: 0.4665, PRE: 0.2144, REC: 0.2217, MF1: 0.5412, ACC1: 0.2217, ACC0: 0.8619, Gmean: 0.4371
2025-05-08 21:56:41 - Epoch 15, val mf1: 0.5429, val ACC1: 0.2303, val ACC0: 0.8581, val Gmean: 0.4445 (best 0.5465)
2025-05-08 21:56:41 - Epoch 16 伪标签: 正样本: 847 (46.1%), 负样本: 989 (53.9%)
2025-05-08 21:56:41 - Epoch 16, 测试集 AUC: 0.4519, PRE: 0.2258, REC: 0.1530, MF1: 0.5344, ACC1: 0.1530, ACC0: 0.9108, Gmean: 0.3733
2025-05-08 21:56:41 - Epoch 16, val mf1: 0.5367, val ACC1: 0.1593, val ACC0: 0.9085, val Gmean: 0.3805 (best 0.5465)
2025-05-08 21:56:42 - Epoch 17 伪标签: 正样本: 845 (46.0%), 负样本: 991 (54.0%)
2025-05-08 21:56:42 - Epoch 17, 测试集 AUC: 0.4571, PRE: 0.2207, REC: 0.1094, MF1: 0.5211, ACC1: 0.1094, ACC0: 0.9343, Gmean: 0.3197
2025-05-08 21:56:42 - Epoch 17, val mf1: 0.5270, val ACC1: 0.1173, val ACC0: 0.9356, val Gmean: 0.3312 (best 0.5465)
2025-05-08 21:56:42 - Epoch 18 伪标签: 正样本: 843 (45.9%), 负样本: 993 (54.1%)
2025-05-08 21:56:42 - Epoch 18, 测试集 AUC: 0.4715, PRE: 0.2258, REC: 0.0955, MF1: 0.5172, ACC1: 0.0955, ACC0: 0.9443, Gmean: 0.3002
2025-05-08 21:56:42 - Epoch 18, val mf1: 0.5236, val ACC1: 0.1026, val ACC0: 0.9470, val Gmean: 0.3117 (best 0.5465)
2025-05-08 21:56:42 - Epoch 19 伪标签: 正样本: 911 (49.6%), 负样本: 925 (50.4%)
2025-05-08 21:56:43 - Epoch 19, 测试集 AUC: 0.4725, PRE: 0.2357, REC: 0.0757, MF1: 0.5103, ACC1: 0.0757, ACC0: 0.9583, Gmean: 0.2693
2025-05-08 21:56:43 - Epoch 19, val mf1: 0.5158, val ACC1: 0.0804, val ACC0: 0.9621, val Gmean: 0.2781 (best 0.5465)
2025-05-08 21:56:43 - Epoch 20 伪标签: 正样本: 927 (50.5%), 负样本: 909 (49.5%)
2025-05-08 21:56:43 - Epoch 20, 有标签损失: 0.0027, 一致性损失: 0.0000, 伪标签损失: 0.4717, LPL损失: 5.8596, 聚类损失: 1.0538, 总损失: 0.2236
2025-05-08 21:56:43 - Epoch 20, 测试集 AUC: 0.4628, PRE: 0.1463, REC: 0.1229, MF1: 0.4999, ACC1: 0.1229, ACC0: 0.8780, Gmean: 0.3285
2025-05-08 21:56:43 - Epoch 20, val mf1: 0.5050, val ACC1: 0.1286, val ACC0: 0.8820, val Gmean: 0.3368 (best 0.5465)
2025-05-08 21:56:43 - Epoch 21 伪标签: 正样本: 859 (46.8%), 负样本: 977 (53.2%)
2025-05-08 21:56:43 - Epoch 21, 测试集 AUC: 0.4584, PRE: 0.2543, REC: 0.0582, MF1: 0.5030, ACC1: 0.0582, ACC0: 0.9710, Gmean: 0.2377
2025-05-08 21:56:43 - Epoch 21, val mf1: 0.5038, val ACC1: 0.0582, val ACC0: 0.9728, val Gmean: 0.2378 (best 0.5465)
2025-05-08 21:56:44 - Epoch 22 伪标签: 正样本: 849 (46.2%), 负样本: 987 (53.8%)
2025-05-08 21:56:44 - Epoch 22, 测试集 AUC: 0.4610, PRE: 0.2458, REC: 0.0647, MF1: 0.5059, ACC1: 0.0647, ACC0: 0.9662, Gmean: 0.2501
2025-05-08 21:56:44 - Epoch 22, val mf1: 0.5071, val ACC1: 0.0648, val ACC0: 0.9686, val Gmean: 0.2505 (best 0.5465)
2025-05-08 21:56:44 - Epoch 23 伪标签: 正样本: 831 (45.3%), 负样本: 1005 (54.7%)
2025-05-08 21:56:44 - Epoch 23, 测试集 AUC: 0.4684, PRE: 0.2385, REC: 0.0806, MF1: 0.5129, ACC1: 0.0806, ACC0: 0.9563, Gmean: 0.2776
2025-05-08 21:56:44 - Epoch 23, val mf1: 0.5188, val ACC1: 0.0861, val ACC0: 0.9597, val Gmean: 0.2874 (best 0.5465)
2025-05-08 21:56:44 - Epoch 24 伪标签: 正样本: 894 (48.7%), 负样本: 942 (51.3%)
2025-05-08 21:56:45 - Epoch 24, 测试集 AUC: 0.4711, PRE: 0.2352, REC: 0.0899, MF1: 0.5165, ACC1: 0.0899, ACC0: 0.9503, Gmean: 0.2922
2025-05-08 21:56:45 - Epoch 24, val mf1: 0.5231, val ACC1: 0.0969, val ACC0: 0.9532, val Gmean: 0.3040 (best 0.5465)
2025-05-08 21:56:45 - Epoch 25 伪标签: 正样本: 886 (48.3%), 负样本: 950 (51.7%)
2025-05-08 21:56:45 - Epoch 25, 测试集 AUC: 0.4725, PRE: 0.2354, REC: 0.0875, MF1: 0.5155, ACC1: 0.0875, ACC0: 0.9517, Gmean: 0.2886
2025-05-08 21:56:45 - Epoch 25, val mf1: 0.5215, val ACC1: 0.0936, val ACC0: 0.9546, val Gmean: 0.2989 (best 0.5465)
2025-05-08 21:56:45 - Epoch 26 伪标签: 正样本: 890 (48.5%), 负样本: 946 (51.5%)
2025-05-08 21:56:45 - Epoch 26, 测试集 AUC: 0.4718, PRE: 0.2435, REC: 0.0768, MF1: 0.5117, ACC1: 0.0768, ACC0: 0.9594, Gmean: 0.2715
2025-05-08 21:56:45 - Epoch 26, val mf1: 0.5125, val ACC1: 0.0757, val ACC0: 0.9626, val Gmean: 0.2699 (best 0.5465)
2025-05-08 21:56:46 - Epoch 27 伪标签: 正样本: 897 (48.9%), 负样本: 939 (51.1%)
2025-05-08 21:56:46 - Epoch 27, 测试集 AUC: 0.4767, PRE: 0.2447, REC: 0.0701, MF1: 0.5085, ACC1: 0.0701, ACC0: 0.9632, Gmean: 0.2598
2025-05-08 21:56:46 - Epoch 27, val mf1: 0.5096, val ACC1: 0.0695, val ACC0: 0.9662, val Gmean: 0.2591 (best 0.5465)
2025-05-08 21:56:46 - Epoch 28 伪标签: 正样本: 903 (49.2%), 负样本: 933 (50.8%)
2025-05-08 21:56:46 - Epoch 28, 测试集 AUC: 0.4775, PRE: 0.2515, REC: 0.0589, MF1: 0.5032, ACC1: 0.0589, ACC0: 0.9702, Gmean: 0.2391
2025-05-08 21:56:46 - Epoch 28, val mf1: 0.5019, val ACC1: 0.0563, val ACC0: 0.9720, val Gmean: 0.2339 (best 0.5465)
2025-05-08 21:56:47 - Epoch 29 伪标签: 正样本: 937 (51.0%), 负样本: 899 (49.0%)
2025-05-08 21:56:47 - Epoch 29, 测试集 AUC: 0.4764, PRE: 0.1414, REC: 0.2231, MF1: 0.4913, ACC1: 0.2231, ACC0: 0.7697, Gmean: 0.4144
2025-05-08 21:56:47 - Epoch 29, val mf1: 0.4949, val ACC1: 0.2293, val ACC0: 0.7720, val Gmean: 0.4208 (best 0.5465)
2025-05-08 21:56:47 - Epoch 30 伪标签: 正样本: 957 (52.1%), 负样本: 879 (47.9%)
2025-05-08 21:56:47 - Epoch 30, 有标签损失: 0.0010, 一致性损失: 0.0000, 伪标签损失: 0.4697, LPL损失: 5.7721, 聚类损失: 0.1496, 总损失: 0.2322
2025-05-08 21:56:47 - Epoch 30, 测试集 AUC: 0.4748, PRE: 0.1410, REC: 0.2009, MF1: 0.4937, ACC1: 0.2009, ACC0: 0.7919, Gmean: 0.3989
2025-05-08 21:56:47 - Epoch 30, val mf1: 0.4976, val ACC1: 0.2128, val ACC0: 0.7900, val Gmean: 0.4100 (best 0.5465)
2025-05-08 21:56:48 - Epoch 31 伪标签: 正样本: 939 (51.1%), 负样本: 897 (48.9%)
2025-05-08 21:56:48 - Epoch 31, 测试集 AUC: 0.4735, PRE: 0.1401, REC: 0.1693, MF1: 0.4957, ACC1: 0.1693, ACC0: 0.8233, Gmean: 0.3733
2025-05-08 21:56:48 - Epoch 31, val mf1: 0.5010, val ACC1: 0.1811, val ACC0: 0.8232, val Gmean: 0.3861 (best 0.5465)
2025-05-08 21:56:48 - Epoch 32 伪标签: 正样本: 942 (51.3%), 负样本: 894 (48.7%)
2025-05-08 21:56:48 - Epoch 32, 测试集 AUC: 0.4730, PRE: 0.1356, REC: 0.1346, MF1: 0.4943, ACC1: 0.1346, ACC0: 0.8541, Gmean: 0.3390
2025-05-08 21:56:48 - Epoch 32, val mf1: 0.5026, val ACC1: 0.1452, val ACC0: 0.8600, val Gmean: 0.3533 (best 0.5465)
2025-05-08 21:56:48 - Epoch 33 伪标签: 正样本: 922 (50.2%), 负样本: 914 (49.8%)
2025-05-08 21:56:49 - Epoch 33, 测试集 AUC: 0.4741, PRE: 0.1399, REC: 0.1115, MF1: 0.4963, ACC1: 0.1115, ACC0: 0.8834, Gmean: 0.3139
2025-05-08 21:56:49 - Epoch 33, val mf1: 0.5011, val ACC1: 0.1144, val ACC0: 0.8900, val Gmean: 0.3191 (best 0.5465)
2025-05-08 21:56:49 - Epoch 34 伪标签: 正样本: 879 (47.9%), 负样本: 957 (52.1%)
2025-05-08 21:56:49 - Epoch 34, 测试集 AUC: 0.4762, PRE: 0.1450, REC: 0.0934, MF1: 0.4967, ACC1: 0.0934, ACC0: 0.9064, Gmean: 0.2909
2025-05-08 21:56:49 - Epoch 34, val mf1: 0.4986, val ACC1: 0.0941, val ACC0: 0.9095, val Gmean: 0.2925 (best 0.5465)
2025-05-08 21:56:49 - Epoch 35 伪标签: 正样本: 876 (47.7%), 负样本: 960 (52.3%)
2025-05-08 21:56:50 - Epoch 35, 测试集 AUC: 0.4811, PRE: 0.1463, REC: 0.0976, MF1: 0.4977, ACC1: 0.0976, ACC0: 0.9033, Gmean: 0.2968
2025-05-08 21:56:50 - Epoch 35, val mf1: 0.4994, val ACC1: 0.0979, val ACC0: 0.9063, val Gmean: 0.2978 (best 0.5465)
2025-05-08 21:56:50 - Epoch 36 伪标签: 正样本: 908 (49.5%), 负样本: 928 (50.5%)
2025-05-08 21:56:50 - Epoch 36, 测试集 AUC: 0.4863, PRE: 0.1492, REC: 0.0999, MF1: 0.4991, ACC1: 0.0999, ACC0: 0.9032, Gmean: 0.3004
2025-05-08 21:56:50 - Epoch 36, val mf1: 0.5019, val ACC1: 0.1017, val ACC0: 0.9069, val Gmean: 0.3036 (best 0.5465)
2025-05-08 21:56:50 - Epoch 37 伪标签: 正样本: 881 (48.0%), 负样本: 955 (52.0%)
2025-05-08 21:56:50 - Epoch 37, 测试集 AUC: 0.4912, PRE: 0.1516, REC: 0.0955, MF1: 0.4993, ACC1: 0.0955, ACC0: 0.9092, Gmean: 0.2946
2025-05-08 21:56:50 - Epoch 37, val mf1: 0.5019, val ACC1: 0.0965, val ACC0: 0.9133, val Gmean: 0.2968 (best 0.5465)
2025-05-08 21:56:51 - Epoch 38 伪标签: 正样本: 929 (50.6%), 负样本: 907 (49.4%)
2025-05-08 21:56:51 - Epoch 38, 测试集 AUC: 0.4960, PRE: 0.1565, REC: 0.0887, MF1: 0.4997, ACC1: 0.0887, ACC0: 0.9187, Gmean: 0.2855
2025-05-08 21:56:51 - Epoch 38, val mf1: 0.5017, val ACC1: 0.0898, val ACC0: 0.9214, val Gmean: 0.2877 (best 0.5465)
2025-05-08 21:56:51 - Epoch 39 伪标签: 正样本: 927 (50.5%), 负样本: 909 (49.5%)
2025-05-08 21:56:51 - Epoch 39, 测试集 AUC: 0.5003, PRE: 0.1626, REC: 0.0785, MF1: 0.4989, ACC1: 0.0785, ACC0: 0.9313, Gmean: 0.2703
2025-05-08 21:56:51 - Epoch 39, val mf1: 0.4995, val ACC1: 0.0780, val ACC0: 0.9331, val Gmean: 0.2698 (best 0.5465)
2025-05-08 21:56:51 - Epoch 40 伪标签: 正样本: 920 (50.1%), 负样本: 916 (49.9%)
2025-05-08 21:56:52 - Epoch 40, 有标签损失: 0.0005, 一致性损失: 0.0000, 伪标签损失: 0.4717, LPL损失: 5.8781, 聚类损失: 0.0969, 总损失: 0.2814
2025-05-08 21:56:52 - Epoch 40, 测试集 AUC: 0.5042, PRE: 0.1658, REC: 0.0624, MF1: 0.4948, ACC1: 0.0624, ACC0: 0.9466, Gmean: 0.2430
2025-05-08 21:56:52 - Epoch 40, val mf1: 0.4941, val ACC1: 0.0610, val ACC0: 0.9474, val Gmean: 0.2404 (best 0.5465)
2025-05-08 21:56:52 - Epoch 41 伪标签: 正样本: 909 (49.5%), 负样本: 927 (50.5%)
2025-05-08 21:56:52 - Epoch 41, 测试集 AUC: 0.5075, PRE: 0.1774, REC: 0.0508, MF1: 0.4920, ACC1: 0.0508, ACC0: 0.9600, Gmean: 0.2207
2025-05-08 21:56:52 - Epoch 41, val mf1: 0.4875, val ACC1: 0.0440, val ACC0: 0.9619, val Gmean: 0.2057 (best 0.5465)
2025-05-08 21:56:52 - Epoch 42 伪标签: 正样本: 882 (48.0%), 负样本: 954 (52.0%)
2025-05-08 21:56:53 - Epoch 42, 测试集 AUC: 0.5118, PRE: 0.1810, REC: 0.0466, MF1: 0.4905, ACC1: 0.0466, ACC0: 0.9642, Gmean: 0.2119
2025-05-08 21:56:53 - Epoch 42, val mf1: 0.4874, val ACC1: 0.0421, val ACC0: 0.9653, val Gmean: 0.2015 (best 0.5465)
2025-05-08 21:56:53 - Epoch 43 伪标签: 正样本: 880 (47.9%), 负样本: 956 (52.1%)
2025-05-08 21:56:53 - Epoch 43, 测试集 AUC: 0.5157, PRE: 0.1813, REC: 0.0477, MF1: 0.4911, ACC1: 0.0477, ACC0: 0.9633, Gmean: 0.2144
2025-05-08 21:56:53 - Epoch 43, val mf1: 0.4872, val ACC1: 0.0421, val ACC0: 0.9649, val Gmean: 0.2015 (best 0.5465)
2025-05-08 21:56:53 - Epoch 44 伪标签: 正样本: 909 (49.5%), 负样本: 927 (50.5%)
2025-05-08 21:56:54 - Epoch 44, 测试集 AUC: 0.5172, PRE: 0.1864, REC: 0.0403, MF1: 0.4879, ACC1: 0.0403, ACC0: 0.9701, Gmean: 0.1977
2025-05-08 21:56:54 - Epoch 44, val mf1: 0.4846, val ACC1: 0.0359, val ACC0: 0.9710, val Gmean: 0.1868 (best 0.5465)
2025-05-08 21:56:54 - Epoch 45 伪标签: 正样本: 899 (49.0%), 负样本: 937 (51.0%)
2025-05-08 21:56:54 - Epoch 45, 测试集 AUC: 0.5178, PRE: 0.1910, REC: 0.0298, MF1: 0.4823, ACC1: 0.0298, ACC0: 0.9785, Gmean: 0.1708
2025-05-08 21:56:54 - Epoch 45, val mf1: 0.4784, val ACC1: 0.0251, val ACC0: 0.9793, val Gmean: 0.1567 (best 0.5465)
2025-05-08 21:56:54 - Epoch 46 伪标签: 正样本: 882 (48.0%), 负样本: 954 (52.0%)
2025-05-08 21:56:54 - Epoch 46, 测试集 AUC: 0.5187, PRE: 0.1918, REC: 0.0249, MF1: 0.4793, ACC1: 0.0249, ACC0: 0.9821, Gmean: 0.1564
2025-05-08 21:56:54 - Epoch 46, val mf1: 0.4755, val ACC1: 0.0208, val ACC0: 0.9819, val Gmean: 0.1429 (best 0.5465)
2025-05-08 21:56:55 - Epoch 47 伪标签: 正样本: 880 (47.9%), 负样本: 956 (52.1%)
2025-05-08 21:56:55 - Epoch 47, 测试集 AUC: 0.5205, PRE: 0.1947, REC: 0.0256, MF1: 0.4799, ACC1: 0.0256, ACC0: 0.9820, Gmean: 0.1586
2025-05-08 21:56:55 - Epoch 47, val mf1: 0.4755, val ACC1: 0.0208, val ACC0: 0.9818, val Gmean: 0.1429 (best 0.5465)
2025-05-08 21:56:55 - Epoch 48 伪标签: 正样本: 916 (49.9%), 负样本: 920 (50.1%)
2025-05-08 21:56:55 - Epoch 48, 测试集 AUC: 0.5228, PRE: 0.1960, REC: 0.0296, MF1: 0.4824, ACC1: 0.0296, ACC0: 0.9794, Gmean: 0.1702
2025-05-08 21:56:55 - Epoch 48, val mf1: 0.4782, val ACC1: 0.0246, val ACC0: 0.9798, val Gmean: 0.1552 (best 0.5465)
2025-05-08 21:56:55 - Epoch 49 伪标签: 正样本: 906 (49.3%), 负样本: 930 (50.7%)
2025-05-08 21:56:56 - Epoch 49, 测试集 AUC: 0.5242, PRE: 0.1943, REC: 0.0368, MF1: 0.4866, ACC1: 0.0368, ACC0: 0.9741, Gmean: 0.1893
2025-05-08 21:56:56 - Epoch 49, val mf1: 0.4824, val ACC1: 0.0317, val ACC0: 0.9747, val Gmean: 0.1757 (best 0.5465)
2025-05-08 21:56:56 - time cost: 22.59 s
2025-05-08 21:56:56 - 基于验证集最佳模型的测试结果: REC 21.37 PRE 22.36 MF1 54.46 AUC 52.11 ACC1 21.37 ACC0 87.38 Gmean 43.22
2025-05-08 21:56:56 - 测试集上观察到的最佳结果 (Epoch 0): AUC 70.19 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
