2025-05-08 21:54:52 - 运行开始时间: 20250508_215452
2025-05-08 21:54:52 - 日志文件: logs/train_log_yelp_seed64_20250508_215452.txt
2025-05-08 21:54:52 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:54:52 - 无标签数据数量: 18379
2025-05-08 21:54:52 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-08 21:54:53 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:54:53 - 伪标签策略：
2025-05-08 21:54:53 -   使用模型输出和聚类结果的融合
2025-05-08 21:54:53 - Epoch 0 伪标签: 正样本: 9473 (51.5%), 负样本: 8906 (48.5%)
2025-05-08 21:54:54 - Epoch 0, 有标签损失: 0.6918, 一致性损失: 0.0000, 伪标签损失: 0.4292, LPL损失: 44.8312, 聚类损失: 0.6147, 总损失: 1.0584
2025-05-08 21:54:54 - Epoch 0, 测试集 AUC: 0.6772, PRE: 0.3889, REC: 0.0026, MF1: 0.4633, ACC1: 0.0026, ACC0: 0.9993, Gmean: 0.0511
2025-05-08 21:54:54 - 更新最佳测试结果 (Epoch 0): AUC 0.6772, PRE 0.3889, REC 0.0026, MF1 0.4633, ACC1 0.0026, ACC0 0.9993, Gmean 0.0511
2025-05-08 21:54:54 - Epoch 0, val mf1: 0.4622, val ACC1: 0.0015, val ACC0: 0.9994, val Gmean: 0.0389 (best 0.4622)
2025-05-08 21:54:54 - Epoch 1 伪标签: 正样本: 9196 (50.0%), 负样本: 9183 (50.0%)
2025-05-08 21:54:54 - Epoch 1, 测试集 AUC: 0.6818, PRE: 0.2262, REC: 0.7429, MF1: 0.5259, ACC1: 0.7429, ACC0: 0.5681, Gmean: 0.6496
2025-05-08 21:54:54 - 更新最佳测试结果 (Epoch 1): AUC 0.6818, PRE 0.2262, REC 0.7429, MF1 0.5259, ACC1 0.7429, ACC0 0.5681, Gmean 0.6496
2025-05-08 21:54:54 - Epoch 1, val mf1: 0.5312, val ACC1: 0.7678, val ACC0: 0.5674, val Gmean: 0.6601 (best 0.5312)
2025-05-08 21:54:55 - Epoch 2 伪标签: 正样本: 8512 (46.3%), 负样本: 9867 (53.7%)
2025-05-08 21:54:55 - Epoch 2, 测试集 AUC: 0.6844, PRE: 0.2272, REC: 0.2113, MF1: 0.5458, ACC1: 0.2113, ACC0: 0.8778, Gmean: 0.4306
2025-05-08 21:54:55 - 更新最佳测试结果 (Epoch 2): AUC 0.6844, PRE 0.2272, REC 0.2113, MF1 0.5458, ACC1 0.2113, ACC0 0.8778, Gmean 0.4306
2025-05-08 21:54:55 - Epoch 2, val mf1: 0.5574, val ACC1: 0.2345, val ACC0: 0.8781, val Gmean: 0.4538 (best 0.5574)
2025-05-08 21:54:55 - Epoch 3 伪标签: 正样本: 8205 (44.6%), 负样本: 10174 (55.4%)
2025-05-08 21:54:56 - Epoch 3, 测试集 AUC: 0.6795, PRE: 0.2303, REC: 0.5186, MF1: 0.5541, ACC1: 0.5186, ACC0: 0.7053, Gmean: 0.6048
2025-05-08 21:54:56 - Epoch 3, val mf1: 0.5651, val ACC1: 0.5401, val ACC0: 0.7126, val Gmean: 0.6204 (best 0.5651)
2025-05-08 21:54:56 - Epoch 4 伪标签: 正样本: 8169 (44.4%), 负样本: 10210 (55.6%)
2025-05-08 21:54:56 - Epoch 4, 测试集 AUC: 0.6724, PRE: 0.2201, REC: 0.3450, MF1: 0.5506, ACC1: 0.3450, ACC0: 0.7922, Gmean: 0.5228
2025-05-08 21:54:56 - Epoch 4, val mf1: 0.5620, val ACC1: 0.3608, val ACC0: 0.8011, val Gmean: 0.5376 (best 0.5651)
2025-05-08 21:54:57 - Epoch 5 伪标签: 正样本: 8226 (44.8%), 负样本: 10153 (55.2%)
2025-05-08 21:54:57 - Epoch 5, 测试集 AUC: 0.6659, PRE: 0.2202, REC: 0.5354, MF1: 0.5419, ACC1: 0.5354, ACC0: 0.6778, Gmean: 0.6024
2025-05-08 21:54:57 - Epoch 5, val mf1: 0.5566, val ACC1: 0.5681, val ACC0: 0.6865, val Gmean: 0.6245 (best 0.5651)
2025-05-08 21:54:57 - Epoch 6 伪标签: 正样本: 9463 (51.5%), 负样本: 8916 (48.5%)
2025-05-08 21:54:58 - Epoch 6, 测试集 AUC: 0.6604, PRE: 0.2172, REC: 0.5909, MF1: 0.5324, ACC1: 0.5909, ACC0: 0.6379, Gmean: 0.6140
2025-05-08 21:54:58 - Epoch 6, val mf1: 0.5433, val ACC1: 0.6180, val ACC0: 0.6440, val Gmean: 0.6308 (best 0.5651)
2025-05-08 21:54:58 - Epoch 7 伪标签: 正样本: 10628 (57.8%), 负样本: 7751 (42.2%)
2025-05-08 21:54:58 - Epoch 7, 测试集 AUC: 0.6557, PRE: 0.2155, REC: 0.7429, MF1: 0.5081, ACC1: 0.7429, ACC0: 0.5402, Gmean: 0.6335
2025-05-08 21:54:58 - Epoch 7, val mf1: 0.5122, val ACC1: 0.7564, val ACC0: 0.5420, val Gmean: 0.6403 (best 0.5651)
2025-05-08 21:54:59 - Epoch 8 伪标签: 正样本: 11511 (62.6%), 负样本: 6868 (37.4%)
2025-05-08 21:54:59 - Epoch 8, 测试集 AUC: 0.6514, PRE: 0.2133, REC: 0.8070, MF1: 0.4922, ACC1: 0.8070, ACC0: 0.4940, Gmean: 0.6314
2025-05-08 21:54:59 - Epoch 8, val mf1: 0.4944, val ACC1: 0.8192, val ACC0: 0.4934, val Gmean: 0.6358 (best 0.5651)
2025-05-08 21:54:59 - Epoch 9 伪标签: 正样本: 12176 (66.2%), 负样本: 6203 (33.8%)
2025-05-08 21:55:00 - Epoch 9, 测试集 AUC: 0.6476, PRE: 0.2064, REC: 0.8297, MF1: 0.4731, ACC1: 0.8297, ACC0: 0.4576, Gmean: 0.6162
2025-05-08 21:55:00 - Epoch 9, val mf1: 0.4764, val ACC1: 0.8442, val ACC0: 0.4581, val Gmean: 0.6219 (best 0.5651)
2025-05-08 21:55:00 - Epoch 10 伪标签: 正样本: 12529 (68.2%), 负样本: 5850 (31.8%)
2025-05-08 21:55:00 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.8894, LPL损失: 13.3919, 聚类损失: 11.6187, 总损失: 0.0000
2025-05-08 21:55:01 - Epoch 10, 测试集 AUC: 0.6442, PRE: 0.2011, REC: 0.8424, MF1: 0.4582, ACC1: 0.8424, ACC0: 0.4313, Gmean: 0.6028
2025-05-08 21:55:01 - Epoch 10, val mf1: 0.4597, val ACC1: 0.8533, val ACC0: 0.4304, val Gmean: 0.6060 (best 0.5651)
2025-05-08 21:55:01 - Epoch 11 伪标签: 正样本: 12771 (69.5%), 负样本: 5608 (30.5%)
2025-05-08 21:55:01 - Epoch 11, 测试集 AUC: 0.6415, PRE: 0.1959, REC: 0.8506, MF1: 0.4431, ACC1: 0.8506, ACC0: 0.4065, Gmean: 0.5880
2025-05-08 21:55:01 - Epoch 11, val mf1: 0.4476, val ACC1: 0.8631, val ACC0: 0.4095, val Gmean: 0.5945 (best 0.5651)
2025-05-08 21:55:01 - Epoch 12 伪标签: 正样本: 13045 (71.0%), 负样本: 5334 (29.0%)
2025-05-08 21:55:02 - Epoch 12, 测试集 AUC: 0.6400, PRE: 0.1925, REC: 0.8607, MF1: 0.4313, ACC1: 0.8607, ACC0: 0.3863, Gmean: 0.5766
2025-05-08 21:55:02 - Epoch 12, val mf1: 0.4366, val ACC1: 0.8752, val ACC0: 0.3901, val Gmean: 0.5843 (best 0.5651)
2025-05-08 21:55:02 - Epoch 13 伪标签: 正样本: 13265 (72.2%), 负样本: 5114 (27.8%)
2025-05-08 21:55:03 - Epoch 13, 测试集 AUC: 0.6397, PRE: 0.1894, REC: 0.8677, MF1: 0.4205, ACC1: 0.8677, ACC0: 0.3687, Gmean: 0.5656
2025-05-08 21:55:03 - Epoch 13, val mf1: 0.4262, val ACC1: 0.8805, val ACC0: 0.3735, val Gmean: 0.5735 (best 0.5651)
2025-05-08 21:55:03 - Epoch 14 伪标签: 正样本: 13443 (73.1%), 负样本: 4936 (26.9%)
2025-05-08 21:55:03 - Epoch 14, 测试集 AUC: 0.6408, PRE: 0.1876, REC: 0.8748, MF1: 0.4129, ACC1: 0.8748, ACC0: 0.3559, Gmean: 0.5580
2025-05-08 21:55:03 - Epoch 14, val mf1: 0.4170, val ACC1: 0.8835, val ACC0: 0.3595, val Gmean: 0.5636 (best 0.5651)
2025-05-08 21:55:03 - Epoch 15 伪标签: 正样本: 13568 (73.8%), 负样本: 4811 (26.2%)
2025-05-08 21:55:04 - Epoch 15, 测试集 AUC: 0.6397, PRE: 0.1855, REC: 0.8804, MF1: 0.4047, ACC1: 0.8804, ACC0: 0.3429, Gmean: 0.5494
2025-05-08 21:55:04 - Epoch 15, val mf1: 0.4080, val ACC1: 0.8896, val ACC0: 0.3451, val Gmean: 0.5541 (best 0.5651)
2025-05-08 21:55:04 - Epoch 16 伪标签: 正样本: 13731 (74.7%), 负样本: 4648 (25.3%)
2025-05-08 21:55:05 - Epoch 16, 测试集 AUC: 0.6388, PRE: 0.1839, REC: 0.8852, MF1: 0.3981, ACC1: 0.8852, ACC0: 0.3322, Gmean: 0.5423
2025-05-08 21:55:05 - Epoch 16, val mf1: 0.4007, val ACC1: 0.8926, val ACC0: 0.3342, val Gmean: 0.5462 (best 0.5651)
2025-05-08 21:55:05 - Epoch 17 伪标签: 正样本: 13841 (75.3%), 负样本: 4538 (24.7%)
2025-05-08 21:55:05 - Epoch 17, 测试集 AUC: 0.6379, PRE: 0.1827, REC: 0.8905, MF1: 0.3922, ACC1: 0.8905, ACC0: 0.3227, Gmean: 0.5361
2025-05-08 21:55:05 - Epoch 17, val mf1: 0.3954, val ACC1: 0.8956, val ACC0: 0.3260, val Gmean: 0.5403 (best 0.5651)
2025-05-08 21:55:05 - Epoch 18 伪标签: 正样本: 13961 (76.0%), 负样本: 4418 (24.0%)
2025-05-08 21:55:06 - Epoch 18, 测试集 AUC: 0.6388, PRE: 0.1815, REC: 0.8942, MF1: 0.3868, ACC1: 0.8942, ACC0: 0.3144, Gmean: 0.5302
2025-05-08 21:55:06 - Epoch 18, val mf1: 0.3904, val ACC1: 0.8994, val ACC0: 0.3181, val Gmean: 0.5349 (best 0.5651)
2025-05-08 21:55:06 - Epoch 19 伪标签: 正样本: 14010 (76.2%), 负样本: 4369 (23.8%)
2025-05-08 21:55:06 - Epoch 19, 测试集 AUC: 0.6389, PRE: 0.1808, REC: 0.8998, MF1: 0.3825, ACC1: 0.8998, ACC0: 0.3071, Gmean: 0.5257
2025-05-08 21:55:06 - Epoch 19, val mf1: 0.3858, val ACC1: 0.9024, val ACC0: 0.3110, val Gmean: 0.5298 (best 0.5651)
2025-05-08 21:55:07 - Epoch 20 伪标签: 正样本: 14078 (76.6%), 负样本: 4301 (23.4%)
2025-05-08 21:55:07 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.8809, LPL损失: 8.0640, 聚类损失: 27.8463, 总损失: 0.0000
2025-05-08 21:55:07 - Epoch 20, 测试集 AUC: 0.6399, PRE: 0.1798, REC: 0.9028, MF1: 0.3778, ACC1: 0.9028, ACC0: 0.3000, Gmean: 0.5204
2025-05-08 21:55:07 - Epoch 20, val mf1: 0.3812, val ACC1: 0.9039, val ACC0: 0.3044, val Gmean: 0.5245 (best 0.5651)
2025-05-08 21:55:07 - Epoch 21 伪标签: 正样本: 14152 (77.0%), 负样本: 4227 (23.0%)
2025-05-08 21:55:08 - Epoch 21, 测试集 AUC: 0.6376, PRE: 0.1792, REC: 0.9054, MF1: 0.3746, ACC1: 0.9054, ACC0: 0.2951, Gmean: 0.5169
2025-05-08 21:55:08 - Epoch 21, val mf1: 0.3783, val ACC1: 0.9054, val ACC0: 0.3000, val Gmean: 0.5212 (best 0.5651)
2025-05-08 21:55:08 - Epoch 22 伪标签: 正样本: 14209 (77.3%), 负样本: 4170 (22.7%)
2025-05-08 21:55:08 - Epoch 22, 测试集 AUC: 0.6366, PRE: 0.1785, REC: 0.9069, MF1: 0.3717, ACC1: 0.9069, ACC0: 0.2908, Gmean: 0.5135
2025-05-08 21:55:08 - Epoch 22, val mf1: 0.3755, val ACC1: 0.9070, val ACC0: 0.2959, val Gmean: 0.5180 (best 0.5651)
2025-05-08 21:55:09 - Epoch 23 伪标签: 正样本: 14227 (77.4%), 负样本: 4152 (22.6%)
2025-05-08 21:55:09 - Epoch 23, 测试集 AUC: 0.6356, PRE: 0.1779, REC: 0.9072, MF1: 0.3694, ACC1: 0.9072, ACC0: 0.2876, Gmean: 0.5108
2025-05-08 21:55:09 - Epoch 23, val mf1: 0.3743, val ACC1: 0.9092, val ACC0: 0.2937, val Gmean: 0.5167 (best 0.5651)
2025-05-08 21:55:09 - Epoch 24 伪标签: 正样本: 14231 (77.4%), 负样本: 4148 (22.6%)
2025-05-08 21:55:10 - Epoch 24, 测试集 AUC: 0.6374, PRE: 0.1776, REC: 0.9072, MF1: 0.3681, ACC1: 0.9072, ACC0: 0.2858, Gmean: 0.5092
2025-05-08 21:55:10 - Epoch 24, val mf1: 0.3726, val ACC1: 0.9100, val ACC0: 0.2912, val Gmean: 0.5148 (best 0.5651)
2025-05-08 21:55:10 - Epoch 25 伪标签: 正样本: 14260 (77.6%), 负样本: 4119 (22.4%)
2025-05-08 21:55:10 - Epoch 25, 测试集 AUC: 0.6365, PRE: 0.1774, REC: 0.9080, MF1: 0.3670, ACC1: 0.9080, ACC0: 0.2842, Gmean: 0.5080
2025-05-08 21:55:10 - Epoch 25, val mf1: 0.3714, val ACC1: 0.9107, val ACC0: 0.2894, val Gmean: 0.5134 (best 0.5651)
2025-05-08 21:55:10 - Epoch 26 伪标签: 正样本: 14271 (77.6%), 负样本: 4108 (22.4%)
2025-05-08 21:55:11 - Epoch 26, 测试集 AUC: 0.6365, PRE: 0.1772, REC: 0.9080, MF1: 0.3664, ACC1: 0.9080, ACC0: 0.2833, Gmean: 0.5072
2025-05-08 21:55:11 - Epoch 26, val mf1: 0.3707, val ACC1: 0.9107, val ACC0: 0.2885, val Gmean: 0.5126 (best 0.5651)
2025-05-08 21:55:11 - Epoch 27 伪标签: 正样本: 14296 (77.8%), 负样本: 4083 (22.2%)
2025-05-08 21:55:12 - Epoch 27, 测试集 AUC: 0.6356, PRE: 0.1772, REC: 0.9080, MF1: 0.3662, ACC1: 0.9080, ACC0: 0.2832, Gmean: 0.5070
2025-05-08 21:55:12 - Epoch 27, val mf1: 0.3704, val ACC1: 0.9107, val ACC0: 0.2882, val Gmean: 0.5123 (best 0.5651)
2025-05-08 21:55:12 - Epoch 28 伪标签: 正样本: 14294 (77.8%), 负样本: 4085 (22.2%)
2025-05-08 21:55:12 - Epoch 28, 测试集 AUC: 0.6359, PRE: 0.1772, REC: 0.9080, MF1: 0.3663, ACC1: 0.9080, ACC0: 0.2832, Gmean: 0.5071
2025-05-08 21:55:12 - Epoch 28, val mf1: 0.3708, val ACC1: 0.9115, val ACC0: 0.2884, val Gmean: 0.5127 (best 0.5651)
2025-05-08 21:55:13 - Epoch 29 伪标签: 正样本: 14245 (77.5%), 负样本: 4134 (22.5%)
2025-05-08 21:55:13 - Epoch 29, 测试集 AUC: 0.6361, PRE: 0.1774, REC: 0.9080, MF1: 0.3670, ACC1: 0.9080, ACC0: 0.2841, Gmean: 0.5079
2025-05-08 21:55:13 - Epoch 29, val mf1: 0.3717, val ACC1: 0.9115, val ACC0: 0.2897, val Gmean: 0.5139 (best 0.5651)
2025-05-08 21:55:13 - Epoch 30 伪标签: 正样本: 14225 (77.4%), 负样本: 4154 (22.6%)
2025-05-08 21:55:14 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.8360, LPL损失: 6.6644, 聚类损失: 35.9761, 总损失: 0.0000
2025-05-08 21:55:14 - Epoch 30, 测试集 AUC: 0.6358, PRE: 0.1776, REC: 0.9080, MF1: 0.3678, ACC1: 0.9080, ACC0: 0.2852, Gmean: 0.5089
2025-05-08 21:55:14 - Epoch 30, val mf1: 0.3723, val ACC1: 0.9107, val ACC0: 0.2907, val Gmean: 0.5146 (best 0.5651)
2025-05-08 21:55:14 - Epoch 31 伪标签: 正样本: 14216 (77.3%), 负样本: 4163 (22.7%)
2025-05-08 21:55:14 - Epoch 31, 测试集 AUC: 0.6360, PRE: 0.1780, REC: 0.9076, MF1: 0.3693, ACC1: 0.9076, ACC0: 0.2873, Gmean: 0.5107
2025-05-08 21:55:14 - Epoch 31, val mf1: 0.3735, val ACC1: 0.9092, val ACC0: 0.2927, val Gmean: 0.5158 (best 0.5651)
2025-05-08 21:55:14 - Epoch 32 伪标签: 正样本: 14195 (77.2%), 负样本: 4184 (22.8%)
2025-05-08 21:55:15 - Epoch 32, 测试集 AUC: 0.6360, PRE: 0.1782, REC: 0.9072, MF1: 0.3702, ACC1: 0.9072, ACC0: 0.2886, Gmean: 0.5117
2025-05-08 21:55:15 - Epoch 32, val mf1: 0.3741, val ACC1: 0.9077, val ACC0: 0.2938, val Gmean: 0.5164 (best 0.5651)
2025-05-08 21:55:15 - Epoch 33 伪标签: 正样本: 14154 (77.0%), 负样本: 4225 (23.0%)
2025-05-08 21:55:16 - Epoch 33, 测试集 AUC: 0.6361, PRE: 0.1784, REC: 0.9061, MF1: 0.3715, ACC1: 0.9061, ACC0: 0.2906, Gmean: 0.5132
2025-05-08 21:55:16 - Epoch 33, val mf1: 0.3750, val ACC1: 0.9070, val ACC0: 0.2952, val Gmean: 0.5175 (best 0.5651)
2025-05-08 21:55:16 - Epoch 34 伪标签: 正样本: 14088 (76.7%), 负样本: 4291 (23.3%)
2025-05-08 21:55:16 - Epoch 34, 测试集 AUC: 0.6366, PRE: 0.1788, REC: 0.9050, MF1: 0.3733, ACC1: 0.9050, ACC0: 0.2934, Gmean: 0.5153
2025-05-08 21:55:16 - Epoch 34, val mf1: 0.3762, val ACC1: 0.9054, val ACC0: 0.2972, val Gmean: 0.5187 (best 0.5651)
2025-05-08 21:55:16 - Epoch 35 伪标签: 正样本: 14036 (76.4%), 负样本: 4343 (23.6%)
2025-05-08 21:55:17 - Epoch 35, 测试集 AUC: 0.6372, PRE: 0.1791, REC: 0.9035, MF1: 0.3751, ACC1: 0.9035, ACC0: 0.2962, Gmean: 0.5173
2025-05-08 21:55:17 - Epoch 35, val mf1: 0.3780, val ACC1: 0.9047, val ACC0: 0.2999, val Gmean: 0.5208 (best 0.5651)
2025-05-08 21:55:17 - Epoch 36 伪标签: 正样本: 14012 (76.2%), 负样本: 4367 (23.8%)
2025-05-08 21:55:18 - Epoch 36, 测试集 AUC: 0.6377, PRE: 0.1793, REC: 0.9020, MF1: 0.3764, ACC1: 0.9020, ACC0: 0.2983, Gmean: 0.5187
2025-05-08 21:55:18 - Epoch 36, val mf1: 0.3805, val ACC1: 0.9047, val ACC0: 0.3032, val Gmean: 0.5237 (best 0.5651)
2025-05-08 21:55:18 - Epoch 37 伪标签: 正样本: 13946 (75.9%), 负样本: 4433 (24.1%)
2025-05-08 21:55:18 - Epoch 37, 测试集 AUC: 0.6380, PRE: 0.1797, REC: 0.9001, MF1: 0.3783, ACC1: 0.9001, ACC0: 0.3013, Gmean: 0.5208
2025-05-08 21:55:18 - Epoch 37, val mf1: 0.3822, val ACC1: 0.9032, val ACC0: 0.3059, val Gmean: 0.5256 (best 0.5651)
2025-05-08 21:55:18 - Epoch 38 伪标签: 正样本: 13906 (75.7%), 负样本: 4473 (24.3%)
2025-05-08 21:55:19 - Epoch 38, 测试集 AUC: 0.6381, PRE: 0.1799, REC: 0.8983, MF1: 0.3801, ACC1: 0.8983, ACC0: 0.3041, Gmean: 0.5227
2025-05-08 21:55:19 - Epoch 38, val mf1: 0.3836, val ACC1: 0.9017, val ACC0: 0.3082, val Gmean: 0.5272 (best 0.5651)
2025-05-08 21:55:19 - Epoch 39 伪标签: 正样本: 13857 (75.4%), 负样本: 4522 (24.6%)
2025-05-08 21:55:20 - Epoch 39, 测试集 AUC: 0.6383, PRE: 0.1804, REC: 0.8968, MF1: 0.3822, ACC1: 0.8968, ACC0: 0.3074, Gmean: 0.5251
2025-05-08 21:55:20 - Epoch 39, val mf1: 0.3854, val ACC1: 0.9009, val ACC0: 0.3108, val Gmean: 0.5291 (best 0.5651)
2025-05-08 21:55:20 - Epoch 40 伪标签: 正样本: 13837 (75.3%), 负样本: 4542 (24.7%)
2025-05-08 21:55:20 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.8788, LPL损失: 6.9174, 聚类损失: 38.4933, 总损失: 0.0000
2025-05-08 21:55:20 - Epoch 40, 测试集 AUC: 0.6385, PRE: 0.1808, REC: 0.8964, MF1: 0.3837, ACC1: 0.8964, ACC0: 0.3096, Gmean: 0.5268
2025-05-08 21:55:20 - Epoch 40, val mf1: 0.3868, val ACC1: 0.8994, val ACC0: 0.3131, val Gmean: 0.5307 (best 0.5651)
2025-05-08 21:55:20 - Epoch 41 伪标签: 正样本: 13771 (74.9%), 负样本: 4608 (25.1%)
2025-05-08 21:55:21 - Epoch 41, 测试集 AUC: 0.6388, PRE: 0.1812, REC: 0.8949, MF1: 0.3857, ACC1: 0.8949, ACC0: 0.3127, Gmean: 0.5290
2025-05-08 21:55:21 - Epoch 41, val mf1: 0.3884, val ACC1: 0.8979, val ACC0: 0.3157, val Gmean: 0.5324 (best 0.5651)
2025-05-08 21:55:21 - Epoch 42 伪标签: 正样本: 13738 (74.7%), 负样本: 4641 (25.3%)
2025-05-08 21:55:22 - Epoch 42, 测试集 AUC: 0.6391, PRE: 0.1815, REC: 0.8938, MF1: 0.3871, ACC1: 0.8938, ACC0: 0.3148, Gmean: 0.5305
2025-05-08 21:55:22 - Epoch 42, val mf1: 0.3902, val ACC1: 0.8964, val ACC0: 0.3185, val Gmean: 0.5343 (best 0.5651)
2025-05-08 21:55:22 - Epoch 43 伪标签: 正样本: 13694 (74.5%), 负样本: 4685 (25.5%)
2025-05-08 21:55:22 - Epoch 43, 测试集 AUC: 0.6389, PRE: 0.1818, REC: 0.8927, MF1: 0.3885, ACC1: 0.8927, ACC0: 0.3171, Gmean: 0.5320
2025-05-08 21:55:22 - Epoch 43, val mf1: 0.3920, val ACC1: 0.8964, val ACC0: 0.3211, val Gmean: 0.5365 (best 0.5651)
2025-05-08 21:55:23 - Epoch 44 伪标签: 正样本: 13639 (74.2%), 负样本: 4740 (25.8%)
2025-05-08 21:55:23 - Epoch 44, 测试集 AUC: 0.6391, PRE: 0.1820, REC: 0.8912, MF1: 0.3898, ACC1: 0.8912, ACC0: 0.3192, Gmean: 0.5334
2025-05-08 21:55:23 - Epoch 44, val mf1: 0.3933, val ACC1: 0.8956, val ACC0: 0.3230, val Gmean: 0.5379 (best 0.5651)
2025-05-08 21:55:23 - Epoch 45 伪标签: 正样本: 13606 (74.0%), 负样本: 4773 (26.0%)
2025-05-08 21:55:24 - Epoch 45, 测试集 AUC: 0.6393, PRE: 0.1821, REC: 0.8893, MF1: 0.3908, ACC1: 0.8893, ACC0: 0.3212, Gmean: 0.5344
2025-05-08 21:55:24 - Epoch 45, val mf1: 0.3944, val ACC1: 0.8956, val ACC0: 0.3245, val Gmean: 0.5391 (best 0.5651)
2025-05-08 21:55:24 - Epoch 46 伪标签: 正样本: 13565 (73.8%), 负样本: 4814 (26.2%)
2025-05-08 21:55:25 - Epoch 46, 测试集 AUC: 0.6395, PRE: 0.1825, REC: 0.8886, MF1: 0.3923, ACC1: 0.8886, ACC0: 0.3234, Gmean: 0.5360
2025-05-08 21:55:25 - Epoch 46, val mf1: 0.3955, val ACC1: 0.8956, val ACC0: 0.3261, val Gmean: 0.5404 (best 0.5651)
2025-05-08 21:55:25 - Epoch 47 伪标签: 正样本: 13516 (73.5%), 负样本: 4863 (26.5%)
2025-05-08 21:55:25 - Epoch 47, 测试集 AUC: 0.6396, PRE: 0.1829, REC: 0.8882, MF1: 0.3936, ACC1: 0.8882, ACC0: 0.3253, Gmean: 0.5376
2025-05-08 21:55:25 - Epoch 47, val mf1: 0.3972, val ACC1: 0.8949, val ACC0: 0.3287, val Gmean: 0.5423 (best 0.5651)
2025-05-08 21:55:25 - Epoch 48 伪标签: 正样本: 13466 (73.3%), 负样本: 4913 (26.7%)
2025-05-08 21:55:26 - Epoch 48, 测试集 AUC: 0.6394, PRE: 0.1834, REC: 0.8879, MF1: 0.3953, ACC1: 0.8879, ACC0: 0.3278, Gmean: 0.5395
2025-05-08 21:55:26 - Epoch 48, val mf1: 0.3976, val ACC1: 0.8941, val ACC0: 0.3294, val Gmean: 0.5427 (best 0.5651)
2025-05-08 21:55:26 - Epoch 49 伪标签: 正样本: 13451 (73.2%), 负样本: 4928 (26.8%)
2025-05-08 21:55:26 - Epoch 49, 测试集 AUC: 0.6396, PRE: 0.1833, REC: 0.8852, MF1: 0.3961, ACC1: 0.8852, ACC0: 0.3294, Gmean: 0.5400
2025-05-08 21:55:26 - Epoch 49, val mf1: 0.3990, val ACC1: 0.8933, val ACC0: 0.3315, val Gmean: 0.5442 (best 0.5651)
2025-05-08 21:55:26 - time cost: 33.95 s
2025-05-08 21:55:26 - 基于验证集最佳模型的测试结果: REC 51.86 PRE 23.03 MF1 55.41 AUC 67.95 ACC1 51.86 ACC0 70.53 Gmean 60.48
2025-05-08 21:55:26 - 测试集上观察到的最佳结果 (Epoch 2): AUC 68.44 PRE 22.72 REC 21.13 MF1 54.58 ACC1 21.13 ACC0 87.78 Gmean 43.06
