2025-05-08 21:43:00 - 运行开始时间: 20250508_214300
2025-05-08 21:43:00 - 日志文件: logs/train_log_yelp_seed64_20250508_214300.txt
2025-05-08 21:43:01 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:43:01 - 无标签数据数量: 457
2025-05-08 21:43:01 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:43:01 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:43:01 - 伪标签策略：
2025-05-08 21:43:01 -   使用模型输出和聚类结果的融合
2025-05-08 21:43:01 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:43:02 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4178, LPL损失: 920.9814, 聚类损失: 0.9275, 总损失: 38.9858
2025-05-08 21:43:02 - Epoch 0, 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 21:43:02 - 更新最佳测试结果 (Epoch 0): AUC 0.6837, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:43:02 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:43:02 - Epoch 1 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:43:03 - Epoch 1, 测试集 AUC: 0.6808, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:43:03 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:43:03 - Epoch 2 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:43:03 - Epoch 2, 测试集 AUC: 0.6826, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:43:03 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:43:03 - Epoch 3 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:43:04 - Epoch 3, 测试集 AUC: 0.6853, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:43:04 - 更新最佳测试结果 (Epoch 3): AUC 0.6853, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:43:04 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:43:04 - Epoch 4 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:43:04 - Epoch 4, 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 21:43:04 - 更新最佳测试结果 (Epoch 4): AUC 0.6874, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:43:04 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:43:05 - Epoch 5 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:43:05 - Epoch 5, 测试集 AUC: 0.6879, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:43:05 - 更新最佳测试结果 (Epoch 5): AUC 0.6879, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:43:05 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:43:05 - Epoch 6 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:43:06 - Epoch 6, 测试集 AUC: 0.6863, PRE: 0.4667, REC: 0.0047, MF1: 0.4655, ACC1: 0.0047, ACC0: 0.9991, Gmean: 0.0688
2025-05-08 21:43:06 - Epoch 6, val mf1: 0.4638, val ACC1: 0.0032, val ACC0: 0.9986, val Gmean: 0.0566 (best 0.4638)
2025-05-08 21:43:06 - Epoch 7 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:43:06 - Epoch 7, 测试集 AUC: 0.6825, PRE: 0.3020, REC: 0.0239, MF1: 0.4815, ACC1: 0.0239, ACC0: 0.9906, Gmean: 0.1540
2025-05-08 21:43:06 - Epoch 7, val mf1: 0.4772, val ACC1: 0.0197, val ACC0: 0.9895, val Gmean: 0.1397 (best 0.4772)
2025-05-08 21:43:06 - Epoch 8 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:43:07 - Epoch 8, 测试集 AUC: 0.6758, PRE: 0.2716, REC: 0.0951, MF1: 0.5237, ACC1: 0.0951, ACC0: 0.9567, Gmean: 0.3016
2025-05-08 21:43:07 - Epoch 8, val mf1: 0.5149, val ACC1: 0.0857, val ACC0: 0.9529, val Gmean: 0.2858 (best 0.5149)
2025-05-08 21:43:07 - Epoch 9 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:43:07 - Epoch 9, 测试集 AUC: 0.6661, PRE: 0.2580, REC: 0.2251, MF1: 0.5604, ACC1: 0.2251, ACC0: 0.8900, Gmean: 0.4476
2025-05-08 21:43:07 - Epoch 9, val mf1: 0.5531, val ACC1: 0.2155, val ACC0: 0.8862, val Gmean: 0.4370 (best 0.5531)
2025-05-08 21:43:08 - Epoch 10 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-08 21:43:08 - Epoch 10, 有标签损失: 0.1953, 一致性损失: 0.0036, 伪标签损失: 0.6530, LPL损失: 355.5424, 聚类损失: 1.3586, 总损失: 17.8191
2025-05-08 21:43:08 - Epoch 10, 测试集 AUC: 0.6557, PRE: 0.2391, REC: 0.3581, MF1: 0.5643, ACC1: 0.3581, ACC0: 0.8063, Gmean: 0.5373
2025-05-08 21:43:08 - Epoch 10, val mf1: 0.5643, val ACC1: 0.3608, val ACC0: 0.8046, val Gmean: 0.5388 (best 0.5643)
2025-05-08 21:43:08 - Epoch 11 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:43:09 - Epoch 11, 测试集 AUC: 0.6460, PRE: 0.2240, REC: 0.4730, MF1: 0.5503, ACC1: 0.4730, ACC0: 0.7214, Gmean: 0.5841
2025-05-08 21:43:09 - Epoch 11, val mf1: 0.5494, val ACC1: 0.4736, val ACC0: 0.7195, val Gmean: 0.5838 (best 0.5643)
2025-05-08 21:43:09 - Epoch 12 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:43:09 - Epoch 12, 测试集 AUC: 0.6378, PRE: 0.2085, REC: 0.5502, MF1: 0.5259, ACC1: 0.5502, ACC0: 0.6450, Gmean: 0.5957
2025-05-08 21:43:09 - Epoch 12, val mf1: 0.5279, val ACC1: 0.5575, val ACC0: 0.6451, val Gmean: 0.5997 (best 0.5643)
2025-05-08 21:43:09 - Epoch 13 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:43:10 - Epoch 13, 测试集 AUC: 0.6317, PRE: 0.1989, REC: 0.5943, MF1: 0.5059, ACC1: 0.5943, ACC0: 0.5932, Gmean: 0.5937
2025-05-08 21:43:10 - Epoch 13, val mf1: 0.5079, val ACC1: 0.6052, val ACC0: 0.5920, val Gmean: 0.5986 (best 0.5643)
2025-05-08 21:43:10 - Epoch 14 伪标签: 正样本: 179 (39.2%), 负样本: 278 (60.8%)
2025-05-08 21:43:10 - Epoch 14, 测试集 AUC: 0.6278, PRE: 0.2733, REC: 0.0815, MF1: 0.5173, ACC1: 0.0815, ACC0: 0.9632, Gmean: 0.2802
2025-05-08 21:43:10 - Epoch 14, val mf1: 0.5142, val ACC1: 0.0784, val ACC0: 0.9618, val Gmean: 0.2746 (best 0.5643)
2025-05-08 21:43:10 - Epoch 15 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:43:11 - Epoch 15, 测试集 AUC: 0.6256, PRE: 0.2640, REC: 0.0998, MF1: 0.5249, ACC1: 0.0998, ACC0: 0.9527, Gmean: 0.3083
2025-05-08 21:43:11 - Epoch 15, val mf1: 0.5231, val ACC1: 0.0990, val ACC0: 0.9506, val Gmean: 0.3068 (best 0.5643)
2025-05-08 21:43:11 - Epoch 16 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:43:11 - Epoch 16, 测试集 AUC: 0.6245, PRE: 0.2671, REC: 0.1002, MF1: 0.5255, ACC1: 0.1002, ACC0: 0.9532, Gmean: 0.3091
2025-05-08 21:43:11 - Epoch 16, val mf1: 0.5235, val ACC1: 0.0986, val ACC0: 0.9518, val Gmean: 0.3063 (best 0.5643)
2025-05-08 21:43:11 - Epoch 17 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:43:12 - Epoch 17, 测试集 AUC: 0.6217, PRE: 0.2682, REC: 0.1048, MF1: 0.5276, ACC1: 0.1048, ACC0: 0.9514, Gmean: 0.3157
2025-05-08 21:43:12 - Epoch 17, val mf1: 0.5262, val ACC1: 0.1045, val ACC0: 0.9492, val Gmean: 0.3150 (best 0.5643)
2025-05-08 21:43:12 - Epoch 18 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-08 21:43:12 - Epoch 18, 测试集 AUC: 0.6181, PRE: 0.2697, REC: 0.1154, MF1: 0.5323, ACC1: 0.1154, ACC0: 0.9469, Gmean: 0.3305
2025-05-08 21:43:12 - Epoch 18, val mf1: 0.5309, val ACC1: 0.1155, val ACC0: 0.9443, val Gmean: 0.3303 (best 0.5643)
2025-05-08 21:43:12 - Epoch 19 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:43:13 - Epoch 19, 测试集 AUC: 0.6143, PRE: 0.2728, REC: 0.1285, MF1: 0.5380, ACC1: 0.1285, ACC0: 0.9418, Gmean: 0.3478
2025-05-08 21:43:13 - Epoch 19, val mf1: 0.5335, val ACC1: 0.1247, val ACC0: 0.9385, val Gmean: 0.3421 (best 0.5643)
2025-05-08 21:43:13 - Epoch 20 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:43:13 - Epoch 20, 有标签损失: 0.0033, 一致性损失: 0.0092, 伪标签损失: 0.8885, LPL损失: 99.7557, 聚类损失: 2.1796, 总损失: 6.1645
2025-05-08 21:43:13 - Epoch 20, 测试集 AUC: 0.6124, PRE: 0.2842, REC: 0.1154, MF1: 0.5345, ACC1: 0.1154, ACC0: 0.9506, Gmean: 0.3312
2025-05-08 21:43:13 - Epoch 20, val mf1: 0.5325, val ACC1: 0.1142, val ACC0: 0.9486, val Gmean: 0.3291 (best 0.5643)
2025-05-08 21:43:14 - Epoch 21 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:43:14 - Epoch 21, 测试集 AUC: 0.6119, PRE: 0.2992, REC: 0.0797, MF1: 0.5186, ACC1: 0.0797, ACC0: 0.9683, Gmean: 0.2778
2025-05-08 21:43:14 - Epoch 21, val mf1: 0.5237, val ACC1: 0.0867, val ACC0: 0.9677, val Gmean: 0.2896 (best 0.5643)
2025-05-08 21:43:14 - Epoch 22 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:43:15 - Epoch 22, 测试集 AUC: 0.6120, PRE: 0.2059, REC: 0.4322, MF1: 0.5347, ACC1: 0.4322, ACC0: 0.7166, Gmean: 0.5565
2025-05-08 21:43:15 - Epoch 22, val mf1: 0.5372, val ACC1: 0.4337, val ACC0: 0.7200, val Gmean: 0.5588 (best 0.5643)
2025-05-08 21:43:15 - Epoch 23 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:43:15 - Epoch 23, 测试集 AUC: 0.6125, PRE: 0.2176, REC: 0.3906, MF1: 0.5479, ACC1: 0.3906, ACC0: 0.7612, Gmean: 0.5453
2025-05-08 21:43:15 - Epoch 23, val mf1: 0.5477, val ACC1: 0.3934, val ACC0: 0.7593, val Gmean: 0.5465 (best 0.5643)
2025-05-08 21:43:15 - Epoch 24 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:43:16 - Epoch 24, 测试集 AUC: 0.6137, PRE: 0.2248, REC: 0.3608, MF1: 0.5541, ACC1: 0.3608, ACC0: 0.7884, Gmean: 0.5334
2025-05-08 21:43:16 - Epoch 24, val mf1: 0.5516, val ACC1: 0.3586, val ACC0: 0.7858, val Gmean: 0.5308 (best 0.5643)
2025-05-08 21:43:16 - Epoch 25 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:43:16 - Epoch 25, 测试集 AUC: 0.6158, PRE: 0.2303, REC: 0.3436, MF1: 0.5579, ACC1: 0.3436, ACC0: 0.8048, Gmean: 0.5259
2025-05-08 21:43:16 - Epoch 25, val mf1: 0.5564, val ACC1: 0.3466, val ACC0: 0.8007, val Gmean: 0.5268 (best 0.5643)
2025-05-08 21:43:17 - Epoch 26 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:43:17 - Epoch 26, 测试集 AUC: 0.6179, PRE: 0.2462, REC: 0.2956, MF1: 0.5647, ACC1: 0.2956, ACC0: 0.8462, Gmean: 0.5001
2025-05-08 21:43:17 - Epoch 26, val mf1: 0.5632, val ACC1: 0.2930, val ACC0: 0.8455, val Gmean: 0.4977 (best 0.5643)
2025-05-08 21:43:17 - Epoch 27 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:43:18 - Epoch 27, 测试集 AUC: 0.6189, PRE: 0.2759, REC: 0.2267, MF1: 0.5672, ACC1: 0.2267, ACC0: 0.8989, Gmean: 0.4514
2025-05-08 21:43:18 - Epoch 27, val mf1: 0.5679, val ACC1: 0.2306, val ACC0: 0.8969, val Gmean: 0.4548 (best 0.5679)
2025-05-08 21:43:18 - Epoch 28 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:43:18 - Epoch 28, 测试集 AUC: 0.6186, PRE: 0.3080, REC: 0.1827, MF1: 0.5642, ACC1: 0.1827, ACC0: 0.9302, Gmean: 0.4122
2025-05-08 21:43:18 - Epoch 28, val mf1: 0.5605, val ACC1: 0.1802, val ACC0: 0.9270, val Gmean: 0.4087 (best 0.5679)
2025-05-08 21:43:18 - Epoch 29 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:43:19 - Epoch 29, 测试集 AUC: 0.6175, PRE: 0.3264, REC: 0.1553, MF1: 0.5578, ACC1: 0.1553, ACC0: 0.9455, Gmean: 0.3832
2025-05-08 21:43:19 - Epoch 29, val mf1: 0.5555, val ACC1: 0.1527, val ACC0: 0.9445, val Gmean: 0.3798 (best 0.5679)
2025-05-08 21:43:19 - Epoch 30 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:43:19 - Epoch 30, 有标签损失: 0.0258, 一致性损失: 0.0014, 伪标签损失: 0.6480, LPL损失: 86.3946, 聚类损失: 1.0294, 总损失: 6.3993
2025-05-08 21:43:19 - Epoch 30, 测试集 AUC: 0.6142, PRE: 0.3554, REC: 0.1237, MF1: 0.5475, ACC1: 0.1237, ACC0: 0.9618, Gmean: 0.3450
2025-05-08 21:43:19 - Epoch 30, val mf1: 0.5447, val ACC1: 0.1210, val ACC0: 0.9605, val Gmean: 0.3410 (best 0.5679)
2025-05-08 21:43:19 - Epoch 31 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:43:20 - Epoch 31, 测试集 AUC: 0.6082, PRE: 0.3863, REC: 0.0932, MF1: 0.5330, ACC1: 0.0932, ACC0: 0.9748, Gmean: 0.3015
2025-05-08 21:43:20 - Epoch 31, val mf1: 0.5331, val ACC1: 0.0940, val ACC0: 0.9740, val Gmean: 0.3026 (best 0.5679)
2025-05-08 21:43:20 - Epoch 32 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:43:20 - Epoch 32, 测试集 AUC: 0.6019, PRE: 0.3969, REC: 0.0813, MF1: 0.5260, ACC1: 0.0813, ACC0: 0.9790, Gmean: 0.2821
2025-05-08 21:43:20 - Epoch 32, val mf1: 0.5282, val ACC1: 0.0844, val ACC0: 0.9786, val Gmean: 0.2873 (best 0.5679)
2025-05-08 21:43:20 - Epoch 33 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:43:21 - Epoch 33, 测试集 AUC: 0.5971, PRE: 0.3948, REC: 0.0817, MF1: 0.5262, ACC1: 0.0817, ACC0: 0.9787, Gmean: 0.2828
2025-05-08 21:43:21 - Epoch 33, val mf1: 0.5288, val ACC1: 0.0853, val ACC0: 0.9783, val Gmean: 0.2889 (best 0.5679)
2025-05-08 21:43:21 - Epoch 34 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:43:21 - Epoch 34, 测试集 AUC: 0.5945, PRE: 0.3865, REC: 0.0930, MF1: 0.5329, ACC1: 0.0930, ACC0: 0.9749, Gmean: 0.3011
2025-05-08 21:43:21 - Epoch 34, val mf1: 0.5335, val ACC1: 0.0940, val ACC0: 0.9746, val Gmean: 0.3027 (best 0.5679)
2025-05-08 21:43:22 - Epoch 35 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:43:22 - Epoch 35, 测试集 AUC: 0.5908, PRE: 0.3906, REC: 0.0975, MF1: 0.5359, ACC1: 0.0975, ACC0: 0.9741, Gmean: 0.3082
2025-05-08 21:43:22 - Epoch 35, val mf1: 0.5343, val ACC1: 0.0963, val ACC0: 0.9730, val Gmean: 0.3061 (best 0.5679)
2025-05-08 21:43:22 - Epoch 36 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:43:23 - Epoch 36, 测试集 AUC: 0.5854, PRE: 0.3858, REC: 0.0919, MF1: 0.5321, ACC1: 0.0919, ACC0: 0.9751, Gmean: 0.2993
2025-05-08 21:43:23 - Epoch 36, val mf1: 0.5331, val ACC1: 0.0935, val ACC0: 0.9747, val Gmean: 0.3019 (best 0.5679)
2025-05-08 21:43:23 - Epoch 37 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:43:23 - Epoch 37, 测试集 AUC: 0.5786, PRE: 0.3836, REC: 0.0793, MF1: 0.5240, ACC1: 0.0793, ACC0: 0.9784, Gmean: 0.2785
2025-05-08 21:43:23 - Epoch 37, val mf1: 0.5278, val ACC1: 0.0844, val ACC0: 0.9779, val Gmean: 0.2872 (best 0.5679)
2025-05-08 21:43:23 - Epoch 38 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:43:24 - Epoch 38, 测试集 AUC: 0.5735, PRE: 0.3789, REC: 0.0763, MF1: 0.5218, ACC1: 0.0763, ACC0: 0.9787, Gmean: 0.2733
2025-05-08 21:43:24 - Epoch 38, val mf1: 0.5271, val ACC1: 0.0830, val ACC0: 0.9785, val Gmean: 0.2850 (best 0.5679)
2025-05-08 21:43:24 - Epoch 39 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:43:24 - Epoch 39, 测试集 AUC: 0.5710, PRE: 0.3792, REC: 0.0822, MF1: 0.5256, ACC1: 0.0822, ACC0: 0.9771, Gmean: 0.2834
2025-05-08 21:43:24 - Epoch 39, val mf1: 0.5302, val ACC1: 0.0880, val ACC0: 0.9769, val Gmean: 0.2933 (best 0.5679)
2025-05-08 21:43:25 - Epoch 40 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:43:25 - Epoch 40, 有标签损失: 0.0056, 一致性损失: 0.0008, 伪标签损失: 0.6207, LPL损失: 593.8658, 聚类损失: 0.9610, 总损失: 51.8937
2025-05-08 21:43:25 - Epoch 40, 测试集 AUC: 0.5697, PRE: 0.3709, REC: 0.0928, MF1: 0.5317, ACC1: 0.0928, ACC0: 0.9732, Gmean: 0.3005
2025-05-08 21:43:25 - Epoch 40, val mf1: 0.5331, val ACC1: 0.0949, val ACC0: 0.9729, val Gmean: 0.3039 (best 0.5679)
2025-05-08 21:43:25 - Epoch 41 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:43:25 - Epoch 41, 测试集 AUC: 0.5644, PRE: 0.3691, REC: 0.0923, MF1: 0.5313, ACC1: 0.0923, ACC0: 0.9732, Gmean: 0.2998
2025-05-08 21:43:25 - Epoch 41, val mf1: 0.5324, val ACC1: 0.0940, val ACC0: 0.9729, val Gmean: 0.3024 (best 0.5679)
2025-05-08 21:43:26 - Epoch 42 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:43:26 - Epoch 42, 测试集 AUC: 0.5539, PRE: 0.3595, REC: 0.0765, MF1: 0.5209, ACC1: 0.0765, ACC0: 0.9768, Gmean: 0.2734
2025-05-08 21:43:26 - Epoch 42, val mf1: 0.5282, val ACC1: 0.0857, val ACC0: 0.9766, val Gmean: 0.2894 (best 0.5679)
2025-05-08 21:43:26 - Epoch 43 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:43:26 - Epoch 43, 测试集 AUC: 0.5387, PRE: 0.3723, REC: 0.0632, MF1: 0.5126, ACC1: 0.0632, ACC0: 0.9819, Gmean: 0.2491
2025-05-08 21:43:26 - Epoch 43, val mf1: 0.5173, val ACC1: 0.0688, val ACC0: 0.9818, val Gmean: 0.2599 (best 0.5679)
2025-05-08 21:43:27 - Epoch 44 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:43:27 - Epoch 44, 测试集 AUC: 0.5262, PRE: 0.3647, REC: 0.0560, MF1: 0.5072, ACC1: 0.0560, ACC0: 0.9834, Gmean: 0.2347
2025-05-08 21:43:27 - Epoch 44, val mf1: 0.5112, val ACC1: 0.0605, val ACC0: 0.9835, val Gmean: 0.2440 (best 0.5679)
2025-05-08 21:43:27 - Epoch 45 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:43:28 - Epoch 45, 测试集 AUC: 0.5174, PRE: 0.3557, REC: 0.0540, MF1: 0.5055, ACC1: 0.0540, ACC0: 0.9834, Gmean: 0.2304
2025-05-08 21:43:28 - Epoch 45, val mf1: 0.5097, val ACC1: 0.0587, val ACC0: 0.9837, val Gmean: 0.2403 (best 0.5679)
2025-05-08 21:43:28 - Epoch 46 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:43:28 - Epoch 46, 测试集 AUC: 0.5129, PRE: 0.3508, REC: 0.0573, MF1: 0.5077, ACC1: 0.0573, ACC0: 0.9820, Gmean: 0.2373
2025-05-08 21:43:28 - Epoch 46, val mf1: 0.5091, val ACC1: 0.0587, val ACC0: 0.9825, val Gmean: 0.2401 (best 0.5679)
2025-05-08 21:43:28 - Epoch 47 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:43:29 - Epoch 47, 测试集 AUC: 0.5035, PRE: 0.3478, REC: 0.0544, MF1: 0.5055, ACC1: 0.0544, ACC0: 0.9827, Gmean: 0.2312
2025-05-08 21:43:29 - Epoch 47, val mf1: 0.5089, val ACC1: 0.0578, val ACC0: 0.9837, val Gmean: 0.2384 (best 0.5679)
2025-05-08 21:43:29 - Epoch 48 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:43:29 - Epoch 48, 测试集 AUC: 0.4888, PRE: 0.3464, REC: 0.0458, MF1: 0.4993, ACC1: 0.0458, ACC0: 0.9853, Gmean: 0.2125
2025-05-08 21:43:29 - Epoch 48, val mf1: 0.5043, val ACC1: 0.0509, val ACC0: 0.9865, val Gmean: 0.2241 (best 0.5679)
2025-05-08 21:43:29 - Epoch 49 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:43:30 - Epoch 49, 测试集 AUC: 0.4754, PRE: 0.3253, REC: 0.0336, MF1: 0.4896, ACC1: 0.0336, ACC0: 0.9881, Gmean: 0.1823
2025-05-08 21:43:30 - Epoch 49, val mf1: 0.4969, val ACC1: 0.0413, val ACC0: 0.9891, val Gmean: 0.2020 (best 0.5679)
2025-05-08 21:43:30 - time cost: 28.93 s
2025-05-08 21:43:30 - 基于验证集最佳模型的测试结果: REC 22.67 PRE 27.59 MF1 56.72 AUC 61.89 ACC1 22.67 ACC0 89.89 Gmean 45.14
2025-05-08 21:43:30 - 测试集上观察到的最佳结果 (Epoch 5): AUC 68.79 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
