2025-05-08 21:28:48 - 运行开始时间: 20250508_212848
2025-05-08 21:28:48 - 日志文件: logs/train_log_yelp_seed64_20250508_212848.txt
2025-05-08 21:28:48 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:28:48 - 无标签数据数量: 457
2025-05-08 21:28:48 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:28:48 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:28:48 - 伪标签策略：
2025-05-08 21:28:48 -   使用模型输出和聚类结果的融合
2025-05-08 21:28:49 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:28:49 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4166, LPL损失: 44.9257, 聚类损失: 0.9275, 总损失: 1.6349
2025-05-08 21:28:49 - Epoch 0, 测试集 AUC: 0.6865, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:28:49 - 更新最佳测试结果 (Epoch 0): AUC 0.6865, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:28:49 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:28:50 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:28:50 - Epoch 1, 测试集 AUC: 0.6837, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:28:50 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:28:50 - Epoch 2 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:28:51 - Epoch 2, 测试集 AUC: 0.6849, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:28:51 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:28:51 - Epoch 3 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:28:51 - Epoch 3, 测试集 AUC: 0.6874, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:28:51 - 更新最佳测试结果 (Epoch 3): AUC 0.6874, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:28:51 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:28:51 - Epoch 4 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:28:52 - Epoch 4, 测试集 AUC: 0.6899, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:28:52 - 更新最佳测试结果 (Epoch 4): AUC 0.6899, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:28:52 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:28:52 - Epoch 5 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:28:52 - Epoch 5, 测试集 AUC: 0.6913, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:28:52 - 更新最佳测试结果 (Epoch 5): AUC 0.6913, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:28:52 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:28:53 - Epoch 6 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:28:53 - Epoch 6, 测试集 AUC: 0.6903, PRE: 0.5510, REC: 0.0061, MF1: 0.4669, ACC1: 0.0061, ACC0: 0.9992, Gmean: 0.0780
2025-05-08 21:28:53 - Epoch 6, val mf1: 0.4633, val ACC1: 0.0028, val ACC0: 0.9986, val Gmean: 0.0524 (best 0.4633)
2025-05-08 21:28:53 - Epoch 7 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:28:54 - Epoch 7, 测试集 AUC: 0.6862, PRE: 0.3161, REC: 0.0345, MF1: 0.4900, ACC1: 0.0345, ACC0: 0.9873, Gmean: 0.1847
2025-05-08 21:28:54 - Epoch 7, val mf1: 0.4835, val ACC1: 0.0280, val ACC0: 0.9858, val Gmean: 0.1660 (best 0.4835)
2025-05-08 21:28:54 - Epoch 8 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:28:54 - Epoch 8, 测试集 AUC: 0.6795, PRE: 0.2699, REC: 0.1156, MF1: 0.5324, ACC1: 0.1156, ACC0: 0.9468, Gmean: 0.3308
2025-05-08 21:28:54 - Epoch 8, val mf1: 0.5234, val ACC1: 0.1064, val ACC0: 0.9421, val Gmean: 0.3166 (best 0.5234)
2025-05-08 21:28:54 - Epoch 9 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:28:55 - Epoch 9, 测试集 AUC: 0.6713, PRE: 0.2573, REC: 0.2502, MF1: 0.5644, ACC1: 0.2502, ACC0: 0.8772, Gmean: 0.4685
2025-05-08 21:28:55 - Epoch 9, val mf1: 0.5575, val ACC1: 0.2439, val ACC0: 0.8711, val Gmean: 0.4610 (best 0.5575)
2025-05-08 21:28:55 - Epoch 10 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:28:55 - Epoch 10, 有标签损失: 0.1619, 一致性损失: 0.0054, 伪标签损失: 0.6405, LPL损失: 29.8312, 聚类损失: 1.7376, 总损失: 0.1673
2025-05-08 21:28:55 - Epoch 10, 测试集 AUC: 0.6627, PRE: 0.2443, REC: 0.3820, MF1: 0.5687, ACC1: 0.3820, ACC0: 0.7991, Gmean: 0.5525
2025-05-08 21:28:55 - Epoch 10, val mf1: 0.5695, val ACC1: 0.3833, val ACC0: 0.7997, val Gmean: 0.5537 (best 0.5695)
2025-05-08 21:28:55 - Epoch 11 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:28:56 - Epoch 11, 测试集 AUC: 0.6542, PRE: 0.2338, REC: 0.4963, MF1: 0.5588, ACC1: 0.4963, ACC0: 0.7235, Gmean: 0.5992
2025-05-08 21:28:56 - Epoch 11, val mf1: 0.5591, val ACC1: 0.4952, val ACC0: 0.7245, val Gmean: 0.5990 (best 0.5695)
2025-05-08 21:28:56 - Epoch 12 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:28:56 - Epoch 12, 测试集 AUC: 0.6460, PRE: 0.2174, REC: 0.5875, MF1: 0.5332, ACC1: 0.5875, ACC0: 0.6406, Gmean: 0.6135
2025-05-08 21:28:56 - Epoch 12, val mf1: 0.5350, val ACC1: 0.5947, val ACC0: 0.6405, val Gmean: 0.6172 (best 0.5695)
2025-05-08 21:28:56 - Epoch 13 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-08 21:28:57 - Epoch 13, 测试集 AUC: 0.6383, PRE: 0.2613, REC: 0.1282, MF1: 0.5357, ACC1: 0.1282, ACC0: 0.9384, Gmean: 0.3469
2025-05-08 21:28:57 - Epoch 13, val mf1: 0.5307, val ACC1: 0.1233, val ACC0: 0.9352, val Gmean: 0.3396 (best 0.5695)
2025-05-08 21:28:57 - Epoch 14 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-08 21:28:57 - Epoch 14, 测试集 AUC: 0.6310, PRE: 0.2460, REC: 0.2384, MF1: 0.5578, ACC1: 0.2384, ACC0: 0.8758, Gmean: 0.4570
2025-05-08 21:28:57 - Epoch 14, val mf1: 0.5487, val ACC1: 0.2270, val ACC0: 0.8701, val Gmean: 0.4444 (best 0.5695)
2025-05-08 21:28:57 - Epoch 15 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:28:58 - Epoch 15, 测试集 AUC: 0.6240, PRE: 0.2276, REC: 0.3391, MF1: 0.5559, ACC1: 0.3391, ACC0: 0.8044, Gmean: 0.5223
2025-05-08 21:28:58 - Epoch 15, val mf1: 0.5550, val ACC1: 0.3430, val ACC0: 0.8007, val Gmean: 0.5240 (best 0.5695)
2025-05-08 21:28:58 - Epoch 16 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:28:58 - Epoch 16, 测试集 AUC: 0.6173, PRE: 0.2102, REC: 0.4188, MF1: 0.5399, ACC1: 0.4188, ACC0: 0.7324, Gmean: 0.5538
2025-05-08 21:28:58 - Epoch 16, val mf1: 0.5426, val ACC1: 0.4223, val ACC0: 0.7350, val Gmean: 0.5571 (best 0.5695)
2025-05-08 21:28:59 - Epoch 17 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:28:59 - Epoch 17, 测试集 AUC: 0.6108, PRE: 0.1983, REC: 0.4784, MF1: 0.5216, ACC1: 0.4784, ACC0: 0.6712, Gmean: 0.5667
2025-05-08 21:28:59 - Epoch 17, val mf1: 0.5226, val ACC1: 0.4759, val ACC0: 0.6742, val Gmean: 0.5664 (best 0.5695)
2025-05-08 21:28:59 - Epoch 18 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:28:59 - Epoch 18, 测试集 AUC: 0.6043, PRE: 0.2371, REC: 0.1510, MF1: 0.5372, ACC1: 0.1510, ACC0: 0.9174, Gmean: 0.3723
2025-05-08 21:28:59 - Epoch 18, val mf1: 0.5300, val ACC1: 0.1435, val ACC0: 0.9127, val Gmean: 0.3619 (best 0.5695)
2025-05-08 21:29:00 - Epoch 19 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:29:00 - Epoch 19, 测试集 AUC: 0.5979, PRE: 0.2253, REC: 0.1926, MF1: 0.5421, ACC1: 0.1926, ACC0: 0.8874, Gmean: 0.4134
2025-05-08 21:29:00 - Epoch 19, val mf1: 0.5322, val ACC1: 0.1765, val ACC0: 0.8849, val Gmean: 0.3952 (best 0.5695)
2025-05-08 21:29:00 - Epoch 20 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-08 21:29:00 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0314, 伪标签损失: 1.3567, LPL损失: 12.5562, 聚类损失: 5.7219, 总损失: 0.0315
2025-05-08 21:29:00 - Epoch 20, 测试集 AUC: 0.5917, PRE: 0.2151, REC: 0.2244, MF1: 0.5418, ACC1: 0.2244, ACC0: 0.8607, Gmean: 0.4395
2025-05-08 21:29:00 - Epoch 20, val mf1: 0.5339, val ACC1: 0.2118, val ACC0: 0.8575, val Gmean: 0.4262 (best 0.5695)
2025-05-08 21:29:01 - Epoch 21 伪标签: 正样本: 177 (38.7%), 负样本: 280 (61.3%)
2025-05-08 21:29:01 - Epoch 21, 测试集 AUC: 0.5856, PRE: 0.2039, REC: 0.2425, MF1: 0.5371, ACC1: 0.2425, ACC0: 0.8390, Gmean: 0.4511
2025-05-08 21:29:01 - Epoch 21, val mf1: 0.5336, val ACC1: 0.2375, val ACC0: 0.8367, val Gmean: 0.4458 (best 0.5695)
2025-05-08 21:29:01 - Epoch 22 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-08 21:29:01 - Epoch 22, 测试集 AUC: 0.5798, PRE: 0.1953, REC: 0.2504, MF1: 0.5321, ACC1: 0.2504, ACC0: 0.8246, Gmean: 0.4544
2025-05-08 21:29:01 - Epoch 22, val mf1: 0.5293, val ACC1: 0.2471, val ACC0: 0.8220, val Gmean: 0.4507 (best 0.5695)
2025-05-08 21:29:01 - Epoch 23 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:29:02 - Epoch 23, 测试集 AUC: 0.5744, PRE: 0.1912, REC: 0.2538, MF1: 0.5295, ACC1: 0.2538, ACC0: 0.8175, Gmean: 0.4555
2025-05-08 21:29:02 - Epoch 23, val mf1: 0.5270, val ACC1: 0.2508, val ACC0: 0.8153, val Gmean: 0.4522 (best 0.5695)
2025-05-08 21:29:02 - Epoch 24 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-08 21:29:02 - Epoch 24, 测试集 AUC: 0.5693, PRE: 0.1863, REC: 0.2481, MF1: 0.5261, ACC1: 0.2481, ACC0: 0.8157, Gmean: 0.4499
2025-05-08 21:29:02 - Epoch 24, val mf1: 0.5234, val ACC1: 0.2435, val ACC0: 0.8144, val Gmean: 0.4453 (best 0.5695)
2025-05-08 21:29:02 - Epoch 25 伪标签: 正样本: 177 (38.7%), 负样本: 280 (61.3%)
2025-05-08 21:29:03 - Epoch 25, 测试集 AUC: 0.5646, PRE: 0.1845, REC: 0.2405, MF1: 0.5249, ACC1: 0.2405, ACC0: 0.8194, Gmean: 0.4439
2025-05-08 21:29:03 - Epoch 25, val mf1: 0.5219, val ACC1: 0.2352, val ACC0: 0.8180, val Gmean: 0.4386 (best 0.5695)
2025-05-08 21:29:03 - Epoch 26 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-08 21:29:03 - Epoch 26, 测试集 AUC: 0.5602, PRE: 0.1842, REC: 0.2292, MF1: 0.5246, ACC1: 0.2292, ACC0: 0.8275, Gmean: 0.4355
2025-05-08 21:29:03 - Epoch 26, val mf1: 0.5192, val ACC1: 0.2187, val ACC0: 0.8259, val Gmean: 0.4250 (best 0.5695)
2025-05-08 21:29:03 - Epoch 27 伪标签: 正样本: 177 (38.7%), 负样本: 280 (61.3%)
2025-05-08 21:29:04 - Epoch 27, 测试集 AUC: 0.5562, PRE: 0.1820, REC: 0.2129, MF1: 0.5229, ACC1: 0.2129, ACC0: 0.8374, Gmean: 0.4222
2025-05-08 21:29:04 - Epoch 27, val mf1: 0.5189, val ACC1: 0.2072, val ACC0: 0.8347, val Gmean: 0.4159 (best 0.5695)
2025-05-08 21:29:04 - Epoch 28 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-08 21:29:04 - Epoch 28, 测试集 AUC: 0.5524, PRE: 0.1815, REC: 0.1971, MF1: 0.5221, ACC1: 0.1971, ACC0: 0.8489, Gmean: 0.4091
2025-05-08 21:29:04 - Epoch 28, val mf1: 0.5157, val ACC1: 0.1848, val ACC0: 0.8479, val Gmean: 0.3958 (best 0.5695)
2025-05-08 21:29:04 - Epoch 29 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-08 21:29:04 - Epoch 29, 测试集 AUC: 0.5488, PRE: 0.1825, REC: 0.1815, MF1: 0.5217, ACC1: 0.1815, ACC0: 0.8618, Gmean: 0.3955
2025-05-08 21:29:04 - Epoch 29, val mf1: 0.5167, val ACC1: 0.1733, val ACC0: 0.8600, val Gmean: 0.3861 (best 0.5695)
2025-05-08 21:29:05 - Epoch 30 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:29:05 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0123, 伪标签损失: 1.3589, LPL损失: 14.0629, 聚类损失: 5.4989, 总损失: 0.0123
2025-05-08 21:29:05 - Epoch 30, 测试集 AUC: 0.5453, PRE: 0.1807, REC: 0.1637, MF1: 0.5193, ACC1: 0.1637, ACC0: 0.8738, Gmean: 0.3782
2025-05-08 21:29:05 - Epoch 30, val mf1: 0.5154, val ACC1: 0.1582, val ACC0: 0.8718, val Gmean: 0.3714 (best 0.5695)
2025-05-08 21:29:05 - Epoch 31 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:29:06 - Epoch 31, 测试集 AUC: 0.5421, PRE: 0.1810, REC: 0.1495, MF1: 0.5179, ACC1: 0.1495, ACC0: 0.8850, Gmean: 0.3637
2025-05-08 21:29:06 - Epoch 31, val mf1: 0.5176, val ACC1: 0.1499, val ACC0: 0.8840, val Gmean: 0.3641 (best 0.5695)
2025-05-08 21:29:06 - Epoch 32 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:29:06 - Epoch 32, 测试集 AUC: 0.5391, PRE: 0.1819, REC: 0.1359, MF1: 0.5164, ACC1: 0.1359, ACC0: 0.8961, Gmean: 0.3490
2025-05-08 21:29:06 - Epoch 32, val mf1: 0.5172, val ACC1: 0.1389, val ACC0: 0.8943, val Gmean: 0.3525 (best 0.5695)
2025-05-08 21:29:06 - Epoch 33 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:29:07 - Epoch 33, 测试集 AUC: 0.5364, PRE: 0.1834, REC: 0.1246, MF1: 0.5150, ACC1: 0.1246, ACC0: 0.9057, Gmean: 0.3360
2025-05-08 21:29:07 - Epoch 33, val mf1: 0.5162, val ACC1: 0.1288, val ACC0: 0.9032, val Gmean: 0.3411 (best 0.5695)
2025-05-08 21:29:07 - Epoch 34 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:29:07 - Epoch 34, 测试集 AUC: 0.5340, PRE: 0.1875, REC: 0.1156, MF1: 0.5145, ACC1: 0.1156, ACC0: 0.9149, Gmean: 0.3252
2025-05-08 21:29:07 - Epoch 34, val mf1: 0.5148, val ACC1: 0.1188, val ACC0: 0.9118, val Gmean: 0.3291 (best 0.5695)
2025-05-08 21:29:07 - Epoch 35 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:29:08 - Epoch 35, 测试集 AUC: 0.5318, PRE: 0.1885, REC: 0.1066, MF1: 0.5127, ACC1: 0.1066, ACC0: 0.9220, Gmean: 0.3135
2025-05-08 21:29:08 - Epoch 35, val mf1: 0.5138, val ACC1: 0.1110, val ACC0: 0.9190, val Gmean: 0.3193 (best 0.5695)
2025-05-08 21:29:08 - Epoch 36 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:29:08 - Epoch 36, 测试集 AUC: 0.5298, PRE: 0.1883, REC: 0.0971, MF1: 0.5101, ACC1: 0.0971, ACC0: 0.9289, Gmean: 0.3003
2025-05-08 21:29:08 - Epoch 36, val mf1: 0.5125, val ACC1: 0.1036, val ACC0: 0.9252, val Gmean: 0.3096 (best 0.5695)
2025-05-08 21:29:08 - Epoch 37 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:29:09 - Epoch 37, 测试集 AUC: 0.5282, PRE: 0.1899, REC: 0.0917, MF1: 0.5089, ACC1: 0.0917, ACC0: 0.9335, Gmean: 0.2925
2025-05-08 21:29:09 - Epoch 37, val mf1: 0.5130, val ACC1: 0.0995, val ACC0: 0.9313, val Gmean: 0.3044 (best 0.5695)
2025-05-08 21:29:09 - Epoch 38 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:29:09 - Epoch 38, 测试集 AUC: 0.5269, PRE: 0.1904, REC: 0.0872, MF1: 0.5077, ACC1: 0.0872, ACC0: 0.9370, Gmean: 0.2858
2025-05-08 21:29:09 - Epoch 38, val mf1: 0.5117, val ACC1: 0.0940, val ACC0: 0.9359, val Gmean: 0.2966 (best 0.5695)
2025-05-08 21:29:09 - Epoch 39 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:29:10 - Epoch 39, 测试集 AUC: 0.5258, PRE: 0.1947, REC: 0.0847, MF1: 0.5077, ACC1: 0.0847, ACC0: 0.9405, Gmean: 0.2822
2025-05-08 21:29:10 - Epoch 39, val mf1: 0.5095, val ACC1: 0.0880, val ACC0: 0.9394, val Gmean: 0.2876 (best 0.5695)
2025-05-08 21:29:10 - Epoch 40 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-08 21:29:10 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0049, 伪标签损失: 1.3872, LPL损失: 14.6536, 聚类损失: 4.2360, 总损失: 0.0049
2025-05-08 21:29:10 - Epoch 40, 测试集 AUC: 0.5250, PRE: 0.1961, REC: 0.0822, MF1: 0.5071, ACC1: 0.0822, ACC0: 0.9427, Gmean: 0.2784
2025-05-08 21:29:10 - Epoch 40, val mf1: 0.5073, val ACC1: 0.0839, val ACC0: 0.9407, val Gmean: 0.2809 (best 0.5695)
2025-05-08 21:29:10 - Epoch 41 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:29:11 - Epoch 41, 测试集 AUC: 0.5245, PRE: 0.1978, REC: 0.0806, MF1: 0.5068, ACC1: 0.0806, ACC0: 0.9444, Gmean: 0.2759
2025-05-08 21:29:11 - Epoch 41, val mf1: 0.5059, val ACC1: 0.0807, val ACC0: 0.9423, val Gmean: 0.2758 (best 0.5695)
2025-05-08 21:29:11 - Epoch 42 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:29:11 - Epoch 42, 测试集 AUC: 0.5243, PRE: 0.1994, REC: 0.0797, MF1: 0.5068, ACC1: 0.0797, ACC0: 0.9456, Gmean: 0.2745
2025-05-08 21:29:11 - Epoch 42, val mf1: 0.5050, val ACC1: 0.0784, val ACC0: 0.9438, val Gmean: 0.2720 (best 0.5695)
2025-05-08 21:29:11 - Epoch 43 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:29:12 - Epoch 43, 测试集 AUC: 0.5243, PRE: 0.2006, REC: 0.0786, MF1: 0.5066, ACC1: 0.0786, ACC0: 0.9468, Gmean: 0.2727
2025-05-08 21:29:12 - Epoch 43, val mf1: 0.5048, val ACC1: 0.0775, val ACC0: 0.9447, val Gmean: 0.2706 (best 0.5695)
2025-05-08 21:29:12 - Epoch 44 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:29:12 - Epoch 44, 测试集 AUC: 0.5246, PRE: 0.2029, REC: 0.0786, MF1: 0.5070, ACC1: 0.0786, ACC0: 0.9475, Gmean: 0.2729
2025-05-08 21:29:12 - Epoch 44, val mf1: 0.5044, val ACC1: 0.0761, val ACC0: 0.9460, val Gmean: 0.2683 (best 0.5695)
2025-05-08 21:29:13 - Epoch 45 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:29:13 - Epoch 45, 测试集 AUC: 0.5250, PRE: 0.2043, REC: 0.0781, MF1: 0.5070, ACC1: 0.0781, ACC0: 0.9483, Gmean: 0.2722
2025-05-08 21:29:13 - Epoch 45, val mf1: 0.5044, val ACC1: 0.0757, val ACC0: 0.9465, val Gmean: 0.2676 (best 0.5695)
2025-05-08 21:29:13 - Epoch 46 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:29:13 - Epoch 46, 测试集 AUC: 0.5257, PRE: 0.2052, REC: 0.0779, MF1: 0.5071, ACC1: 0.0779, ACC0: 0.9487, Gmean: 0.2718
2025-05-08 21:29:13 - Epoch 46, val mf1: 0.5046, val ACC1: 0.0757, val ACC0: 0.9469, val Gmean: 0.2677 (best 0.5695)
2025-05-08 21:29:13 - Epoch 47 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:29:14 - Epoch 47, 测试集 AUC: 0.5265, PRE: 0.2065, REC: 0.0783, MF1: 0.5074, ACC1: 0.0783, ACC0: 0.9488, Gmean: 0.2727
2025-05-08 21:29:14 - Epoch 47, val mf1: 0.5054, val ACC1: 0.0766, val ACC0: 0.9472, val Gmean: 0.2693 (best 0.5695)
2025-05-08 21:29:14 - Epoch 48 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:29:14 - Epoch 48, 测试集 AUC: 0.5276, PRE: 0.2092, REC: 0.0790, MF1: 0.5081, ACC1: 0.0790, ACC0: 0.9492, Gmean: 0.2739
2025-05-08 21:29:14 - Epoch 48, val mf1: 0.5067, val ACC1: 0.0784, val ACC0: 0.9472, val Gmean: 0.2725 (best 0.5695)
2025-05-08 21:29:14 - Epoch 49 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:29:15 - Epoch 49, 测试集 AUC: 0.5287, PRE: 0.2105, REC: 0.0790, MF1: 0.5083, ACC1: 0.0790, ACC0: 0.9496, Gmean: 0.2739
2025-05-08 21:29:15 - Epoch 49, val mf1: 0.5072, val ACC1: 0.0789, val ACC0: 0.9476, val Gmean: 0.2734 (best 0.5695)
2025-05-08 21:29:15 - Epoch 50 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:29:15 - Epoch 50, 有标签损失: 0.0000, 一致性损失: 0.0024, 伪标签损失: 1.3030, LPL损失: 10.8052, 聚类损失: 3.5071, 总损失: 0.0024
2025-05-08 21:29:15 - Epoch 50, 测试集 AUC: 0.5300, PRE: 0.2118, REC: 0.0795, MF1: 0.5087, ACC1: 0.0795, ACC0: 0.9497, Gmean: 0.2747
2025-05-08 21:29:15 - Epoch 50, val mf1: 0.5073, val ACC1: 0.0789, val ACC0: 0.9477, val Gmean: 0.2734 (best 0.5695)
2025-05-08 21:29:15 - Epoch 51 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:29:16 - Epoch 51, 测试集 AUC: 0.5314, PRE: 0.2129, REC: 0.0804, MF1: 0.5092, ACC1: 0.0804, ACC0: 0.9495, Gmean: 0.2763
2025-05-08 21:29:16 - Epoch 51, val mf1: 0.5084, val ACC1: 0.0802, val ACC0: 0.9479, val Gmean: 0.2758 (best 0.5695)
2025-05-08 21:29:16 - Epoch 52 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:29:16 - Epoch 52, 测试集 AUC: 0.5330, PRE: 0.2162, REC: 0.0815, MF1: 0.5102, ACC1: 0.0815, ACC0: 0.9498, Gmean: 0.2782
2025-05-08 21:29:16 - Epoch 52, val mf1: 0.5081, val ACC1: 0.0798, val ACC0: 0.9480, val Gmean: 0.2750 (best 0.5695)
2025-05-08 21:29:16 - Epoch 53 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:29:17 - Epoch 53, 测试集 AUC: 0.5346, PRE: 0.2172, REC: 0.0815, MF1: 0.5103, ACC1: 0.0815, ACC0: 0.9501, Gmean: 0.2783
2025-05-08 21:29:17 - Epoch 53, val mf1: 0.5098, val ACC1: 0.0821, val ACC0: 0.9483, val Gmean: 0.2790 (best 0.5695)
2025-05-08 21:29:17 - Epoch 54 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:29:17 - Epoch 54, 测试集 AUC: 0.5363, PRE: 0.2214, REC: 0.0829, MF1: 0.5115, ACC1: 0.0829, ACC0: 0.9504, Gmean: 0.2806
2025-05-08 21:29:17 - Epoch 54, val mf1: 0.5107, val ACC1: 0.0830, val ACC0: 0.9486, val Gmean: 0.2806 (best 0.5695)
2025-05-08 21:29:17 - Epoch 55 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-08 21:29:18 - Epoch 55, 测试集 AUC: 0.5382, PRE: 0.2240, REC: 0.0833, MF1: 0.5121, ACC1: 0.0833, ACC0: 0.9509, Gmean: 0.2815
2025-05-08 21:29:18 - Epoch 55, val mf1: 0.5118, val ACC1: 0.0839, val ACC0: 0.9495, val Gmean: 0.2823 (best 0.5695)
2025-05-08 21:29:18 - Epoch 56 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:29:18 - Epoch 56, 测试集 AUC: 0.5401, PRE: 0.2254, REC: 0.0831, MF1: 0.5122, ACC1: 0.0831, ACC0: 0.9514, Gmean: 0.2812
2025-05-08 21:29:18 - Epoch 56, val mf1: 0.5124, val ACC1: 0.0844, val ACC0: 0.9500, val Gmean: 0.2831 (best 0.5695)
2025-05-08 21:29:18 - Epoch 57 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:29:18 - Epoch 57, 测试集 AUC: 0.5420, PRE: 0.2280, REC: 0.0835, MF1: 0.5128, ACC1: 0.0835, ACC0: 0.9519, Gmean: 0.2820
2025-05-08 21:29:18 - Epoch 57, val mf1: 0.5136, val ACC1: 0.0857, val ACC0: 0.9505, val Gmean: 0.2855 (best 0.5695)
2025-05-08 21:29:19 - Epoch 58 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:29:19 - Epoch 58, 测试集 AUC: 0.5441, PRE: 0.2308, REC: 0.0840, MF1: 0.5134, ACC1: 0.0840, ACC0: 0.9524, Gmean: 0.2828
2025-05-08 21:29:19 - Epoch 58, val mf1: 0.5147, val ACC1: 0.0867, val ACC0: 0.9514, val Gmean: 0.2871 (best 0.5695)
2025-05-08 21:29:19 - Epoch 59 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:29:19 - Epoch 59, 测试集 AUC: 0.5462, PRE: 0.2342, REC: 0.0844, MF1: 0.5140, ACC1: 0.0844, ACC0: 0.9531, Gmean: 0.2837
2025-05-08 21:29:19 - Epoch 59, val mf1: 0.5168, val ACC1: 0.0890, val ACC0: 0.9521, val Gmean: 0.2910 (best 0.5695)
2025-05-08 21:29:20 - Epoch 60 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:29:20 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0011, 伪标签损失: 1.2748, LPL损失: 22.2702, 聚类损失: 3.0461, 总损失: 0.0012
2025-05-08 21:29:20 - Epoch 60, 测试集 AUC: 0.5483, PRE: 0.2367, REC: 0.0842, MF1: 0.5143, ACC1: 0.0842, ACC0: 0.9538, Gmean: 0.2834
2025-05-08 21:29:20 - Epoch 60, val mf1: 0.5185, val ACC1: 0.0908, val ACC0: 0.9528, val Gmean: 0.2941 (best 0.5695)
2025-05-08 21:29:20 - Epoch 61 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-08 21:29:20 - Epoch 61, 测试集 AUC: 0.5503, PRE: 0.2398, REC: 0.0838, MF1: 0.5145, ACC1: 0.0838, ACC0: 0.9549, Gmean: 0.2828
2025-05-08 21:29:20 - Epoch 61, val mf1: 0.5186, val ACC1: 0.0903, val ACC0: 0.9537, val Gmean: 0.2935 (best 0.5695)
2025-05-08 21:29:21 - Epoch 62 伪标签: 正样本: 248 (54.3%), 负样本: 209 (45.7%)
2025-05-08 21:29:21 - Epoch 62, 测试集 AUC: 0.5523, PRE: 0.2428, REC: 0.0840, MF1: 0.5150, ACC1: 0.0840, ACC0: 0.9555, Gmean: 0.2833
2025-05-08 21:29:21 - Epoch 62, val mf1: 0.5191, val ACC1: 0.0908, val ACC0: 0.9539, val Gmean: 0.2943 (best 0.5695)
2025-05-08 21:29:21 - Epoch 63 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:29:21 - Epoch 63, 测试集 AUC: 0.5542, PRE: 0.2470, REC: 0.0838, MF1: 0.5154, ACC1: 0.0838, ACC0: 0.9566, Gmean: 0.2831
2025-05-08 21:29:21 - Epoch 63, val mf1: 0.5190, val ACC1: 0.0903, val ACC0: 0.9544, val Gmean: 0.2936 (best 0.5695)
2025-05-08 21:29:22 - Epoch 64 伪标签: 正样本: 248 (54.3%), 负样本: 209 (45.7%)
2025-05-08 21:29:22 - Epoch 64, 测试集 AUC: 0.5560, PRE: 0.2492, REC: 0.0840, MF1: 0.5158, ACC1: 0.0840, ACC0: 0.9570, Gmean: 0.2835
2025-05-08 21:29:22 - Epoch 64, val mf1: 0.5190, val ACC1: 0.0899, val ACC0: 0.9550, val Gmean: 0.2930 (best 0.5695)
2025-05-08 21:29:22 - Epoch 65 伪标签: 正样本: 258 (56.5%), 负样本: 199 (43.5%)
2025-05-08 21:29:23 - Epoch 65, 测试集 AUC: 0.5576, PRE: 0.2514, REC: 0.0838, MF1: 0.5159, ACC1: 0.0838, ACC0: 0.9576, Gmean: 0.2832
2025-05-08 21:29:23 - Epoch 65, val mf1: 0.5201, val ACC1: 0.0903, val ACC0: 0.9564, val Gmean: 0.2939 (best 0.5695)
2025-05-08 21:29:23 - Epoch 66 伪标签: 正样本: 252 (55.1%), 负样本: 205 (44.9%)
2025-05-08 21:29:23 - Epoch 66, 测试集 AUC: 0.5591, PRE: 0.2524, REC: 0.0835, MF1: 0.5160, ACC1: 0.0835, ACC0: 0.9579, Gmean: 0.2829
2025-05-08 21:29:23 - Epoch 66, val mf1: 0.5200, val ACC1: 0.0899, val ACC0: 0.9568, val Gmean: 0.2932 (best 0.5695)
2025-05-08 21:29:23 - Epoch 67 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:29:24 - Epoch 67, 测试集 AUC: 0.5604, PRE: 0.2538, REC: 0.0835, MF1: 0.5161, ACC1: 0.0835, ACC0: 0.9582, Gmean: 0.2829
2025-05-08 21:29:24 - Epoch 67, val mf1: 0.5201, val ACC1: 0.0899, val ACC0: 0.9570, val Gmean: 0.2933 (best 0.5695)
2025-05-08 21:29:24 - Epoch 68 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:29:24 - Epoch 68, 测试集 AUC: 0.5616, PRE: 0.2550, REC: 0.0842, MF1: 0.5166, ACC1: 0.0842, ACC0: 0.9582, Gmean: 0.2841
2025-05-08 21:29:24 - Epoch 68, val mf1: 0.5201, val ACC1: 0.0899, val ACC0: 0.9571, val Gmean: 0.2933 (best 0.5695)
2025-05-08 21:29:24 - Epoch 69 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:29:25 - Epoch 69, 测试集 AUC: 0.5625, PRE: 0.2565, REC: 0.0851, MF1: 0.5172, ACC1: 0.0851, ACC0: 0.9580, Gmean: 0.2856
2025-05-08 21:29:25 - Epoch 69, val mf1: 0.5208, val ACC1: 0.0908, val ACC0: 0.9571, val Gmean: 0.2948 (best 0.5695)
2025-05-08 21:29:25 - Epoch 70 伪标签: 正样本: 254 (55.6%), 负样本: 203 (44.4%)
2025-05-08 21:29:25 - Epoch 70, 有标签损失: 0.0002, 一致性损失: 0.0007, 伪标签损失: 1.2298, LPL损失: 22.3061, 聚类损失: 2.7981, 总损失: 0.0009
2025-05-08 21:29:25 - Epoch 70, 测试集 AUC: 0.5632, PRE: 0.2564, REC: 0.0853, MF1: 0.5173, ACC1: 0.0853, ACC0: 0.9579, Gmean: 0.2859
2025-05-08 21:29:25 - Epoch 70, val mf1: 0.5212, val ACC1: 0.0917, val ACC0: 0.9566, val Gmean: 0.2962 (best 0.5695)
2025-05-08 21:29:25 - Epoch 71 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-08 21:29:25 - Epoch 71, 测试集 AUC: 0.5637, PRE: 0.2564, REC: 0.0862, MF1: 0.5177, ACC1: 0.0862, ACC0: 0.9575, Gmean: 0.2874
2025-05-08 21:29:25 - Epoch 71, val mf1: 0.5225, val ACC1: 0.0935, val ACC0: 0.9564, val Gmean: 0.2991 (best 0.5695)
2025-05-08 21:29:26 - Epoch 72 伪标签: 正样本: 251 (54.9%), 负样本: 206 (45.1%)
2025-05-08 21:29:26 - Epoch 72, 测试集 AUC: 0.5641, PRE: 0.2562, REC: 0.0869, MF1: 0.5180, ACC1: 0.0869, ACC0: 0.9571, Gmean: 0.2884
2025-05-08 21:29:26 - Epoch 72, val mf1: 0.5226, val ACC1: 0.0940, val ACC0: 0.9560, val Gmean: 0.2998 (best 0.5695)
2025-05-08 21:29:26 - Epoch 73 伪标签: 正样本: 255 (55.8%), 负样本: 202 (44.2%)
2025-05-08 21:29:26 - Epoch 73, 测试集 AUC: 0.5642, PRE: 0.2551, REC: 0.0872, MF1: 0.5180, ACC1: 0.0872, ACC0: 0.9567, Gmean: 0.2888
2025-05-08 21:29:26 - Epoch 73, val mf1: 0.5234, val ACC1: 0.0954, val ACC0: 0.9557, val Gmean: 0.3019 (best 0.5695)
2025-05-08 21:29:27 - Epoch 74 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:29:27 - Epoch 74, 测试集 AUC: 0.5642, PRE: 0.2583, REC: 0.0899, MF1: 0.5196, ACC1: 0.0899, ACC0: 0.9561, Gmean: 0.2931
2025-05-08 21:29:27 - Epoch 74, val mf1: 0.5229, val ACC1: 0.0958, val ACC0: 0.9543, val Gmean: 0.3024 (best 0.5695)
2025-05-08 21:29:27 - Epoch 75 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:29:27 - Epoch 75, 测试集 AUC: 0.5640, PRE: 0.2589, REC: 0.0921, MF1: 0.5207, ACC1: 0.0921, ACC0: 0.9552, Gmean: 0.2966
2025-05-08 21:29:27 - Epoch 75, val mf1: 0.5233, val ACC1: 0.0972, val ACC0: 0.9532, val Gmean: 0.3044 (best 0.5695)
2025-05-08 21:29:28 - Epoch 76 伪标签: 正样本: 260 (56.9%), 负样本: 197 (43.1%)
2025-05-08 21:29:28 - Epoch 76, 测试集 AUC: 0.5637, PRE: 0.2580, REC: 0.0946, MF1: 0.5217, ACC1: 0.0946, ACC0: 0.9537, Gmean: 0.3004
2025-05-08 21:29:28 - Epoch 76, val mf1: 0.5234, val ACC1: 0.0981, val ACC0: 0.9522, val Gmean: 0.3057 (best 0.5695)
2025-05-08 21:29:28 - Epoch 77 伪标签: 正样本: 256 (56.0%), 负样本: 201 (44.0%)
2025-05-08 21:29:28 - Epoch 77, 测试集 AUC: 0.5633, PRE: 0.2569, REC: 0.0964, MF1: 0.5224, ACC1: 0.0964, ACC0: 0.9526, Gmean: 0.3031
2025-05-08 21:29:28 - Epoch 77, val mf1: 0.5240, val ACC1: 0.1000, val ACC0: 0.9510, val Gmean: 0.3083 (best 0.5695)
2025-05-08 21:29:28 - Epoch 78 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:29:29 - Epoch 78, 测试集 AUC: 0.5629, PRE: 0.2534, REC: 0.0971, MF1: 0.5222, ACC1: 0.0971, ACC0: 0.9514, Gmean: 0.3039
2025-05-08 21:29:29 - Epoch 78, val mf1: 0.5241, val ACC1: 0.1013, val ACC0: 0.9494, val Gmean: 0.3102 (best 0.5695)
2025-05-08 21:29:29 - Epoch 79 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:29:29 - Epoch 79, 测试集 AUC: 0.5623, PRE: 0.2514, REC: 0.0989, MF1: 0.5227, ACC1: 0.0989, ACC0: 0.9499, Gmean: 0.3065
2025-05-08 21:29:29 - Epoch 79, val mf1: 0.5246, val ACC1: 0.1027, val ACC0: 0.9486, val Gmean: 0.3121 (best 0.5695)
2025-05-08 21:29:29 - Epoch 80 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:29:30 - Epoch 80, 有标签损失: 0.0001, 一致性损失: 0.0006, 伪标签损失: 1.2804, LPL损失: 22.9373, 聚类损失: 2.9021, 总损失: 0.0007
2025-05-08 21:29:30 - Epoch 80, 测试集 AUC: 0.5617, PRE: 0.2494, REC: 0.1005, MF1: 0.5230, ACC1: 0.1005, ACC0: 0.9486, Gmean: 0.3087
2025-05-08 21:29:30 - Epoch 80, val mf1: 0.5242, val ACC1: 0.1036, val ACC0: 0.9468, val Gmean: 0.3132 (best 0.5695)
2025-05-08 21:29:30 - Epoch 81 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:29:30 - Epoch 81, 测试集 AUC: 0.5611, PRE: 0.2467, REC: 0.1023, MF1: 0.5233, ACC1: 0.1023, ACC0: 0.9469, Gmean: 0.3112
2025-05-08 21:29:30 - Epoch 81, val mf1: 0.5253, val ACC1: 0.1064, val ACC0: 0.9454, val Gmean: 0.3171 (best 0.5695)
2025-05-08 21:29:30 - Epoch 82 伪标签: 正样本: 252 (55.1%), 负样本: 205 (44.9%)
2025-05-08 21:29:31 - Epoch 82, 测试集 AUC: 0.5605, PRE: 0.2457, REC: 0.1039, MF1: 0.5238, ACC1: 0.1039, ACC0: 0.9458, Gmean: 0.3134
2025-05-08 21:29:31 - Epoch 82, val mf1: 0.5263, val ACC1: 0.1091, val ACC0: 0.9438, val Gmean: 0.3209 (best 0.5695)
2025-05-08 21:29:31 - Epoch 83 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:29:31 - Epoch 83, 测试集 AUC: 0.5599, PRE: 0.2434, REC: 0.1045, MF1: 0.5237, ACC1: 0.1045, ACC0: 0.9448, Gmean: 0.3143
2025-05-08 21:29:31 - Epoch 83, val mf1: 0.5259, val ACC1: 0.1096, val ACC0: 0.9426, val Gmean: 0.3214 (best 0.5695)
2025-05-08 21:29:31 - Epoch 84 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:29:32 - Epoch 84, 测试集 AUC: 0.5593, PRE: 0.2388, REC: 0.1045, MF1: 0.5229, ACC1: 0.1045, ACC0: 0.9433, Gmean: 0.3140
2025-05-08 21:29:32 - Epoch 84, val mf1: 0.5254, val ACC1: 0.1100, val ACC0: 0.9412, val Gmean: 0.3218 (best 0.5695)
2025-05-08 21:29:32 - Epoch 85 伪标签: 正样本: 251 (54.9%), 负样本: 206 (45.1%)
2025-05-08 21:29:32 - Epoch 85, 测试集 AUC: 0.5587, PRE: 0.2371, REC: 0.1061, MF1: 0.5232, ACC1: 0.1061, ACC0: 0.9420, Gmean: 0.3162
2025-05-08 21:29:32 - Epoch 85, val mf1: 0.5250, val ACC1: 0.1105, val ACC0: 0.9401, val Gmean: 0.3223 (best 0.5695)
2025-05-08 21:29:32 - Epoch 86 伪标签: 正样本: 248 (54.3%), 负样本: 209 (45.7%)
2025-05-08 21:29:33 - Epoch 86, 测试集 AUC: 0.5581, PRE: 0.2364, REC: 0.1077, MF1: 0.5236, ACC1: 0.1077, ACC0: 0.9409, Gmean: 0.3183
2025-05-08 21:29:33 - Epoch 86, val mf1: 0.5252, val ACC1: 0.1119, val ACC0: 0.9387, val Gmean: 0.3241 (best 0.5695)
2025-05-08 21:29:33 - Epoch 87 伪标签: 正样本: 258 (56.5%), 负样本: 199 (43.5%)
2025-05-08 21:29:33 - Epoch 87, 测试集 AUC: 0.5576, PRE: 0.2352, REC: 0.1091, MF1: 0.5239, ACC1: 0.1091, ACC0: 0.9397, Gmean: 0.3201
2025-05-08 21:29:33 - Epoch 87, val mf1: 0.5247, val ACC1: 0.1119, val ACC0: 0.9379, val Gmean: 0.3239 (best 0.5695)
2025-05-08 21:29:33 - Epoch 88 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:29:34 - Epoch 88, 测试集 AUC: 0.5571, PRE: 0.2346, REC: 0.1106, MF1: 0.5243, ACC1: 0.1106, ACC0: 0.9386, Gmean: 0.3222
2025-05-08 21:29:34 - Epoch 88, val mf1: 0.5243, val ACC1: 0.1123, val ACC0: 0.9366, val Gmean: 0.3244 (best 0.5695)
2025-05-08 21:29:34 - Epoch 89 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:29:34 - Epoch 89, 测试集 AUC: 0.5566, PRE: 0.2332, REC: 0.1118, MF1: 0.5244, ACC1: 0.1118, ACC0: 0.9375, Gmean: 0.3237
2025-05-08 21:29:34 - Epoch 89, val mf1: 0.5241, val ACC1: 0.1128, val ACC0: 0.9357, val Gmean: 0.3249 (best 0.5695)
2025-05-08 21:29:34 - Epoch 90 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:29:34 - Epoch 90, 有标签损失: 0.0001, 一致性损失: 0.0005, 伪标签损失: 1.3014, LPL损失: 23.4359, 聚类损失: 3.0359, 总损失: 0.0006
2025-05-08 21:29:35 - Epoch 90, 测试集 AUC: 0.5561, PRE: 0.2317, REC: 0.1124, MF1: 0.5244, ACC1: 0.1124, ACC0: 0.9366, Gmean: 0.3245
2025-05-08 21:29:35 - Epoch 90, val mf1: 0.5235, val ACC1: 0.1128, val ACC0: 0.9346, val Gmean: 0.3247 (best 0.5695)
2025-05-08 21:29:35 - Epoch 91 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:29:35 - Epoch 91, 测试集 AUC: 0.5557, PRE: 0.2308, REC: 0.1133, MF1: 0.5245, ACC1: 0.1133, ACC0: 0.9358, Gmean: 0.3257
2025-05-08 21:29:35 - Epoch 91, val mf1: 0.5234, val ACC1: 0.1137, val ACC0: 0.9334, val Gmean: 0.3258 (best 0.5695)
2025-05-08 21:29:35 - Epoch 92 伪标签: 正样本: 258 (56.5%), 负样本: 199 (43.5%)
2025-05-08 21:29:35 - Epoch 92, 测试集 AUC: 0.5554, PRE: 0.2299, REC: 0.1140, MF1: 0.5245, ACC1: 0.1140, ACC0: 0.9351, Gmean: 0.3265
2025-05-08 21:29:35 - Epoch 92, val mf1: 0.5241, val ACC1: 0.1155, val ACC0: 0.9326, val Gmean: 0.3283 (best 0.5695)
2025-05-08 21:29:36 - Epoch 93 伪标签: 正样本: 255 (55.8%), 负样本: 202 (44.2%)
2025-05-08 21:29:36 - Epoch 93, 测试集 AUC: 0.5550, PRE: 0.2296, REC: 0.1152, MF1: 0.5249, ACC1: 0.1152, ACC0: 0.9343, Gmean: 0.3280
2025-05-08 21:29:36 - Epoch 93, val mf1: 0.5236, val ACC1: 0.1155, val ACC0: 0.9316, val Gmean: 0.3281 (best 0.5695)
2025-05-08 21:29:36 - Epoch 94 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:29:36 - Epoch 94, 测试集 AUC: 0.5547, PRE: 0.2298, REC: 0.1163, MF1: 0.5253, ACC1: 0.1163, ACC0: 0.9338, Gmean: 0.3295
2025-05-08 21:29:36 - Epoch 94, val mf1: 0.5240, val ACC1: 0.1169, val ACC0: 0.9308, val Gmean: 0.3299 (best 0.5695)
2025-05-08 21:29:37 - Epoch 95 伪标签: 正样本: 248 (54.3%), 负样本: 209 (45.7%)
2025-05-08 21:29:37 - Epoch 95, 测试集 AUC: 0.5544, PRE: 0.2272, REC: 0.1165, MF1: 0.5248, ACC1: 0.1165, ACC0: 0.9326, Gmean: 0.3296
2025-05-08 21:29:37 - Epoch 95, val mf1: 0.5244, val ACC1: 0.1183, val ACC0: 0.9299, val Gmean: 0.3317 (best 0.5695)
2025-05-08 21:29:37 - Epoch 96 伪标签: 正样本: 252 (55.1%), 负样本: 205 (44.9%)
2025-05-08 21:29:37 - Epoch 96, 测试集 AUC: 0.5542, PRE: 0.2266, REC: 0.1174, MF1: 0.5249, ACC1: 0.1174, ACC0: 0.9319, Gmean: 0.3308
2025-05-08 21:29:37 - Epoch 96, val mf1: 0.5246, val ACC1: 0.1192, val ACC0: 0.9292, val Gmean: 0.3328 (best 0.5695)
2025-05-08 21:29:37 - Epoch 97 伪标签: 正样本: 252 (55.1%), 负样本: 205 (44.9%)
2025-05-08 21:29:38 - Epoch 97, 测试集 AUC: 0.5540, PRE: 0.2267, REC: 0.1188, MF1: 0.5254, ACC1: 0.1188, ACC0: 0.9311, Gmean: 0.3325
2025-05-08 21:29:38 - Epoch 97, val mf1: 0.5253, val ACC1: 0.1210, val ACC0: 0.9285, val Gmean: 0.3352 (best 0.5695)
2025-05-08 21:29:38 - Epoch 98 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:29:38 - Epoch 98, 测试集 AUC: 0.5538, PRE: 0.2268, REC: 0.1199, MF1: 0.5258, ACC1: 0.1199, ACC0: 0.9305, Gmean: 0.3340
2025-05-08 21:29:38 - Epoch 98, val mf1: 0.5261, val ACC1: 0.1229, val ACC0: 0.9277, val Gmean: 0.3376 (best 0.5695)
2025-05-08 21:29:38 - Epoch 99 伪标签: 正样本: 251 (54.9%), 负样本: 206 (45.1%)
2025-05-08 21:29:39 - Epoch 99, 测试集 AUC: 0.5536, PRE: 0.2253, REC: 0.1201, MF1: 0.5255, ACC1: 0.1201, ACC0: 0.9298, Gmean: 0.3342
2025-05-08 21:29:39 - Epoch 99, val mf1: 0.5258, val ACC1: 0.1233, val ACC0: 0.9267, val Gmean: 0.3381 (best 0.5695)
2025-05-08 21:29:39 - time cost: 50.16 s
2025-05-08 21:29:39 - 基于验证集最佳模型的测试结果: REC 38.20 PRE 24.43 MF1 56.87 AUC 66.27 ACC1 38.20 ACC0 79.91 Gmean 55.25
2025-05-08 21:29:39 - 测试集上观察到的最佳结果 (Epoch 5): AUC 69.13 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
