2025-05-09 20:35:08 - 运行开始时间: 20250509_203508
2025-05-09 20:35:08 - 日志文件: logs/train_log_yelp_seed64_20250509_203508.txt
2025-05-09 20:35:08 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:35:08 - 无标签数据数量: 457
2025-05-09 20:35:08 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 20:35:08 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:35:08 - 伪标签策略：
2025-05-09 20:35:08 -   使用模型输出和聚类结果的融合
2025-05-09 20:35:09 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 20:35:09 - Epoch 0, 有标签损失: 0.7135, 一致性损失: 0.0000, 伪标签损失: 0.3396, LPL损失: 43.0767, 聚类损失: 1.1331, 总损失: 1.8485
2025-05-09 20:35:09 - Epoch 0, 测试集 AUC: 0.6170, PRE: 0.2857, REC: 0.0014, MF1: 0.4621, ACC1: 0.0014, ACC0: 0.9994, Gmean: 0.0368
2025-05-09 20:35:09 - 更新最佳测试结果 (Epoch 0): AUC 0.6170, PRE 0.2857, REC 0.0014, MF1 0.4621, ACC1 0.0014, ACC0 0.9994, Gmean 0.0368
2025-05-09 20:35:09 - Epoch 0, val mf1: 0.4631, val ACC1: 0.0023, val ACC0: 0.9997, val Gmean: 0.0479 (best 0.4631)
2025-05-09 20:35:11 - Epoch 1 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-09 20:35:11 - Epoch 1, 测试集 AUC: 0.4531, PRE: 0.1860, REC: 0.0036, MF1: 0.4638, ACC1: 0.0036, ACC0: 0.9973, Gmean: 0.0600
2025-05-09 20:35:11 - Epoch 1, val mf1: 0.4644, val ACC1: 0.0041, val ACC0: 0.9974, val Gmean: 0.0642 (best 0.4644)
2025-05-09 20:35:11 - Epoch 2 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-09 20:35:12 - Epoch 2, 测试集 AUC: 0.4029, PRE: 0.0625, REC: 0.0063, MF1: 0.4628, ACC1: 0.0063, ACC0: 0.9839, Gmean: 0.0789
2025-05-09 20:35:12 - Epoch 2, val mf1: 0.4631, val ACC1: 0.0064, val ACC0: 0.9847, val Gmean: 0.0795 (best 0.4644)
2025-05-09 20:35:12 - Epoch 3 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:35:12 - Epoch 3, 测试集 AUC: 0.4014, PRE: 0.0561, REC: 0.0063, MF1: 0.4622, ACC1: 0.0063, ACC0: 0.9819, Gmean: 0.0788
2025-05-09 20:35:12 - Epoch 3, val mf1: 0.4622, val ACC1: 0.0060, val ACC0: 0.9831, val Gmean: 0.0765 (best 0.4644)
2025-05-09 20:35:13 - Epoch 4 伪标签: 正样本: 175 (38.3%), 负样本: 282 (61.7%)
2025-05-09 20:35:13 - Epoch 4, 测试集 AUC: 0.4053, PRE: 0.0566, REC: 0.0056, MF1: 0.4622, ACC1: 0.0056, ACC0: 0.9840, Gmean: 0.0745
2025-05-09 20:35:13 - Epoch 4, val mf1: 0.4627, val ACC1: 0.0060, val ACC0: 0.9849, val Gmean: 0.0766 (best 0.4644)
2025-05-09 20:35:13 - Epoch 5 伪标签: 正样本: 157 (34.4%), 负样本: 300 (65.6%)
2025-05-09 20:35:14 - Epoch 5, 测试集 AUC: 0.4039, PRE: 0.0570, REC: 0.0054, MF1: 0.4622, ACC1: 0.0054, ACC0: 0.9848, Gmean: 0.0730
2025-05-09 20:35:14 - Epoch 5, val mf1: 0.4624, val ACC1: 0.0055, val ACC0: 0.9853, val Gmean: 0.0736 (best 0.4644)
2025-05-09 20:35:14 - Epoch 6 伪标签: 正样本: 125 (27.4%), 负样本: 332 (72.6%)
2025-05-09 20:35:14 - Epoch 6, 测试集 AUC: 0.4014, PRE: 0.0579, REC: 0.0056, MF1: 0.4623, ACC1: 0.0056, ACC0: 0.9844, Gmean: 0.0745
2025-05-09 20:35:14 - Epoch 6, val mf1: 0.4628, val ACC1: 0.0060, val ACC0: 0.9853, val Gmean: 0.0766 (best 0.4644)
2025-05-09 20:35:15 - Epoch 7 伪标签: 正样本: 92 (20.1%), 负样本: 365 (79.9%)
2025-05-09 20:35:15 - Epoch 7, 测试集 AUC: 0.3987, PRE: 0.0585, REC: 0.0054, MF1: 0.4623, ACC1: 0.0054, ACC0: 0.9852, Gmean: 0.0731
2025-05-09 20:35:15 - Epoch 7, val mf1: 0.4627, val ACC1: 0.0055, val ACC0: 0.9864, val Gmean: 0.0737 (best 0.4644)
2025-05-09 20:35:15 - Epoch 8 伪标签: 正样本: 106 (23.2%), 负样本: 351 (76.8%)
2025-05-09 20:35:16 - Epoch 8, 测试集 AUC: 0.3937, PRE: 0.0541, REC: 0.0045, MF1: 0.4618, ACC1: 0.0045, ACC0: 0.9866, Gmean: 0.0667
2025-05-09 20:35:16 - Epoch 8, val mf1: 0.4621, val ACC1: 0.0046, val ACC0: 0.9872, val Gmean: 0.0673 (best 0.4644)
2025-05-09 20:35:16 - Epoch 9 伪标签: 正样本: 98 (21.4%), 负样本: 359 (78.6%)
2025-05-09 20:35:16 - Epoch 9, 测试集 AUC: 0.3884, PRE: 0.0531, REC: 0.0054, MF1: 0.4618, ACC1: 0.0054, ACC0: 0.9836, Gmean: 0.0730
2025-05-09 20:35:16 - Epoch 9, val mf1: 0.4623, val ACC1: 0.0055, val ACC0: 0.9850, val Gmean: 0.0736 (best 0.4644)
2025-05-09 20:35:16 - Epoch 10 伪标签: 正样本: 79 (17.3%), 负样本: 378 (82.7%)
2025-05-09 20:35:17 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.2513, LPL损失: 10.4390, 聚类损失: 18.5614, 总损失: 0.1242
2025-05-09 20:35:17 - Epoch 10, 测试集 AUC: 0.3800, PRE: 0.0532, REC: 0.0052, MF1: 0.4618, ACC1: 0.0052, ACC0: 0.9843, Gmean: 0.0715
2025-05-09 20:35:17 - Epoch 10, val mf1: 0.4631, val ACC1: 0.0060, val ACC0: 0.9861, val Gmean: 0.0767 (best 0.4644)
2025-05-09 20:35:17 - Epoch 11 伪标签: 正样本: 71 (15.5%), 负样本: 386 (84.5%)
2025-05-09 20:35:17 - Epoch 11, 测试集 AUC: 0.3681, PRE: 0.0566, REC: 0.0047, MF1: 0.4620, ACC1: 0.0047, ACC0: 0.9866, Gmean: 0.0684
2025-05-09 20:35:17 - Epoch 11, val mf1: 0.4636, val ACC1: 0.0060, val ACC0: 0.9879, val Gmean: 0.0767 (best 0.4644)
2025-05-09 20:35:17 - Epoch 12 伪标签: 正样本: 77 (16.8%), 负样本: 380 (83.2%)
2025-05-09 20:35:18 - Epoch 12, 测试集 AUC: 0.3558, PRE: 0.0693, REC: 0.0059, MF1: 0.4631, ACC1: 0.0059, ACC0: 0.9866, Gmean: 0.0761
2025-05-09 20:35:18 - Epoch 12, val mf1: 0.4636, val ACC1: 0.0060, val ACC0: 0.9879, val Gmean: 0.0767 (best 0.4644)
2025-05-09 20:35:18 - Epoch 13 伪标签: 正样本: 78 (17.1%), 负样本: 379 (82.9%)
2025-05-09 20:35:18 - Epoch 13, 测试集 AUC: 0.3444, PRE: 0.0806, REC: 0.0135, MF1: 0.4663, ACC1: 0.0135, ACC0: 0.9737, Gmean: 0.1149
2025-05-09 20:35:18 - Epoch 13, val mf1: 0.4641, val ACC1: 0.0101, val ACC0: 0.9765, val Gmean: 0.0992 (best 0.4644)
2025-05-09 20:35:18 - Epoch 14 伪标签: 正样本: 80 (17.5%), 负样本: 377 (82.5%)
2025-05-09 20:35:19 - Epoch 14, 测试集 AUC: 0.3364, PRE: 0.0787, REC: 0.0032, MF1: 0.4624, ACC1: 0.0032, ACC0: 0.9937, Gmean: 0.0560
2025-05-09 20:35:19 - Epoch 14, val mf1: 0.4641, val ACC1: 0.0046, val ACC0: 0.9945, val Gmean: 0.0675 (best 0.4644)
2025-05-09 20:35:19 - Epoch 15 伪标签: 正样本: 96 (21.0%), 负样本: 361 (79.0%)
