2025-05-08 21:38:19 - 运行开始时间: 20250508_213819
2025-05-08 21:38:19 - 日志文件: logs/train_log_yelp_seed64_20250508_213819.txt
2025-05-08 21:38:19 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:38:19 - 无标签数据数量: 457
2025-05-08 21:38:19 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:38:19 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:38:19 - 伪标签策略：
2025-05-08 21:38:19 -   使用模型输出和聚类结果的融合
2025-05-08 21:38:20 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:38:20 - 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: 1.6983
2025-05-08 21:38:20 - Epoch 0, 测试集 AUC: 0.7237, PRE: 0.2766, REC: 0.3177, MF1: 0.5827, ACC1: 0.3177, ACC0: 0.8587, Gmean: 0.5223
2025-05-08 21:38:20 - 更新最佳测试结果 (Epoch 0): AUC 0.7237, PRE 0.2766, REC 0.3177, MF1 0.5827, ACC1 0.3177, ACC0 0.8587, Gmean 0.5223
2025-05-08 21:38:20 - Epoch 0, val mf1: 0.5811, val ACC1: 0.3283, val ACC0: 0.8498, val Gmean: 0.5282 (best 0.5811)
2025-05-08 21:38:21 - Epoch 1 伪标签: 正样本: 15 (3.3%), 负样本: 442 (96.7%)
2025-05-08 21:38:21 - Epoch 1, 测试集 AUC: 0.3279, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:38:21 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:21 - Epoch 2 伪标签: 正样本: 0 (0.0%), 负样本: 457 (100.0%)
2025-05-08 21:38:21 - Epoch 2, 测试集 AUC: 0.3004, PRE: 0.0213, REC: 0.0002, MF1: 0.4606, ACC1: 0.0002, ACC0: 0.9982, Gmean: 0.0150
2025-05-08 21:38:21 - Epoch 2, val mf1: 0.4604, val ACC1: 0.0000, val ACC0: 0.9984, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:22 - Epoch 3 伪标签: 正样本: 156 (34.1%), 负样本: 301 (65.9%)
2025-05-08 21:38:22 - Epoch 3, 测试集 AUC: 0.6859, PRE: 0.2410, REC: 0.7530, MF1: 0.5467, ACC1: 0.7530, ACC0: 0.5968, Gmean: 0.6704
2025-05-08 21:38:22 - Epoch 3, val mf1: 0.5455, val ACC1: 0.7717, val ACC0: 0.5882, val Gmean: 0.6737 (best 0.5811)
2025-05-08 21:38:22 - Epoch 4 伪标签: 正样本: 287 (62.8%), 负样本: 170 (37.2%)
2025-05-08 21:38:22 - Epoch 4, 测试集 AUC: 0.2874, PRE: 0.1421, REC: 0.9661, MF1: 0.1323, ACC1: 0.9661, ACC0: 0.0086, Gmean: 0.0909
2025-05-08 21:38:22 - Epoch 4, val mf1: 0.1344, val ACC1: 0.9688, val ACC0: 0.0102, val Gmean: 0.0995 (best 0.5811)
2025-05-08 21:38:23 - Epoch 5 伪标签: 正样本: 448 (98.0%), 负样本: 9 (2.0%)
2025-05-08 21:38:23 - Epoch 5, 测试集 AUC: 0.3683, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:23 - Epoch 5, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:23 - Epoch 6 伪标签: 正样本: 455 (99.6%), 负样本: 2 (0.4%)
2025-05-08 21:38:23 - Epoch 6, 测试集 AUC: 0.4407, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:23 - Epoch 6, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:23 - Epoch 7 伪标签: 正样本: 456 (99.8%), 负样本: 1 (0.2%)
2025-05-08 21:38:24 - Epoch 7, 测试集 AUC: 0.3921, PRE: 0.1440, REC: 0.9883, MF1: 0.1274, ACC1: 0.9883, ACC0: 0.0017, Gmean: 0.0404
2025-05-08 21:38:24 - Epoch 7, val mf1: 0.1272, val ACC1: 0.9867, val ACC0: 0.0016, val Gmean: 0.0402 (best 0.5811)
2025-05-08 21:38:24 - Epoch 8 伪标签: 正样本: 451 (98.7%), 负样本: 6 (1.3%)
2025-05-08 21:38:24 - Epoch 8, 测试集 AUC: 0.2980, PRE: 0.0352, REC: 0.0357, MF1: 0.4351, ACC1: 0.0357, ACC0: 0.8338, Gmean: 0.1725
2025-05-08 21:38:24 - Epoch 8, val mf1: 0.4371, val ACC1: 0.0385, val ACC0: 0.8354, val Gmean: 0.1794 (best 0.5811)
2025-05-08 21:38:24 - Epoch 9 伪标签: 正样本: 411 (89.9%), 负样本: 46 (10.1%)
2025-05-08 21:38:25 - Epoch 9, 测试集 AUC: 0.2991, PRE: 0.0557, REC: 0.2025, MF1: 0.3117, ACC1: 0.2025, ACC0: 0.4159, Gmean: 0.2902
2025-05-08 21:38:25 - Epoch 9, val mf1: 0.3146, val ACC1: 0.1898, val ACC0: 0.4271, val Gmean: 0.2847 (best 0.5811)
2025-05-08 21:38:25 - Epoch 10 伪标签: 正样本: 412 (90.2%), 负样本: 45 (9.8%)
2025-05-08 21:38:25 - Epoch 10, 有标签损失: 4.4486, 一致性损失: 47.7296, 伪标签损失: 1.5159, LPL损失: 8.9293, 聚类损失: 49.2505, 总损失: 53.2261
2025-05-08 21:38:25 - Epoch 10, 测试集 AUC: 0.3401, PRE: 0.0767, REC: 0.2958, MF1: 0.3214, ACC1: 0.2958, ACC0: 0.3945, Gmean: 0.3416
2025-05-08 21:38:25 - Epoch 10, val mf1: 0.3291, val ACC1: 0.3040, val ACC0: 0.4048, val Gmean: 0.3508 (best 0.5811)
2025-05-08 21:38:25 - Epoch 11 伪标签: 正样本: 379 (82.9%), 负样本: 78 (17.1%)
2025-05-08 21:38:26 - Epoch 11, 测试集 AUC: 0.2876, PRE: 0.0521, REC: 0.1872, MF1: 0.3107, ACC1: 0.1872, ACC0: 0.4208, Gmean: 0.2807
2025-05-08 21:38:26 - Epoch 11, val mf1: 0.3126, val ACC1: 0.1719, val ACC0: 0.4317, val Gmean: 0.2724 (best 0.5811)
2025-05-08 21:38:26 - Epoch 12 伪标签: 正样本: 419 (91.7%), 负样本: 38 (8.3%)
2025-05-08 21:38:26 - Epoch 12, 测试集 AUC: 0.2769, PRE: 0.0521, REC: 0.1872, MF1: 0.3107, ACC1: 0.1872, ACC0: 0.4208, Gmean: 0.2807
2025-05-08 21:38:26 - Epoch 12, val mf1: 0.3126, val ACC1: 0.1719, val ACC0: 0.4317, val Gmean: 0.2724 (best 0.5811)
2025-05-08 21:38:26 - Epoch 13 伪标签: 正样本: 420 (91.9%), 负样本: 37 (8.1%)
2025-05-08 21:38:27 - Epoch 13, 测试集 AUC: 0.2718, PRE: 0.0521, REC: 0.1872, MF1: 0.3106, ACC1: 0.1872, ACC0: 0.4206, Gmean: 0.2806
2025-05-08 21:38:27 - Epoch 13, val mf1: 0.3126, val ACC1: 0.1719, val ACC0: 0.4317, val Gmean: 0.2724 (best 0.5811)
2025-05-08 21:38:27 - Epoch 14 伪标签: 正样本: 436 (95.4%), 负样本: 21 (4.6%)
2025-05-08 21:38:27 - Epoch 14, 测试集 AUC: 0.2707, PRE: 0.1062, REC: 0.5672, MF1: 0.2389, ACC1: 0.5672, ACC0: 0.1887, Gmean: 0.3271
2025-05-08 21:38:27 - Epoch 14, val mf1: 0.2418, val ACC1: 0.5750, val ACC0: 0.1909, val Gmean: 0.3313 (best 0.5811)
2025-05-08 21:38:27 - Epoch 15 伪标签: 正样本: 441 (96.5%), 负样本: 16 (3.5%)
2025-05-08 21:38:28 - Epoch 15, 测试集 AUC: 0.2715, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:28 - Epoch 15, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:28 - Epoch 16 伪标签: 正样本: 434 (95.0%), 负样本: 23 (5.0%)
2025-05-08 21:38:28 - Epoch 16, 测试集 AUC: 0.2722, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:28 - Epoch 16, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:28 - Epoch 17 伪标签: 正样本: 443 (96.9%), 负样本: 14 (3.1%)
2025-05-08 21:38:29 - Epoch 17, 测试集 AUC: 0.3169, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:29 - Epoch 17, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:29 - Epoch 18 伪标签: 正样本: 446 (97.6%), 负样本: 11 (2.4%)
2025-05-08 21:38:29 - Epoch 18, 测试集 AUC: 0.2697, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:29 - Epoch 18, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:30 - Epoch 19 伪标签: 正样本: 452 (98.9%), 负样本: 5 (1.1%)
2025-05-08 21:38:30 - Epoch 19, 测试集 AUC: 0.2755, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:30 - Epoch 19, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:30 - Epoch 20 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:30 - Epoch 20, 有标签损失: 37.2821, 一致性损失: 506.7913, 伪标签损失: 1.3374, LPL损失: 0.1456, 聚类损失: 153.4053, 总损失: 545.0780
2025-05-08 21:38:30 - Epoch 20, 测试集 AUC: 0.2757, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:30 - Epoch 20, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:31 - Epoch 21 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:31 - Epoch 21, 测试集 AUC: 0.2758, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:31 - Epoch 21, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:31 - Epoch 22 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:31 - Epoch 22, 测试集 AUC: 0.2779, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:31 - Epoch 22, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:31 - Epoch 23 伪标签: 正样本: 455 (99.6%), 负样本: 2 (0.4%)
2025-05-08 21:38:32 - Epoch 23, 测试集 AUC: 0.2818, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:32 - Epoch 23, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:32 - Epoch 24 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:32 - Epoch 24, 测试集 AUC: 0.2837, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:32 - Epoch 24, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:33 - Epoch 25 伪标签: 正样本: 456 (99.8%), 负样本: 1 (0.2%)
2025-05-08 21:38:33 - Epoch 25, 测试集 AUC: 0.2852, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:33 - Epoch 25, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:33 - Epoch 26 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:33 - Epoch 26, 测试集 AUC: 0.2855, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:33 - Epoch 26, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:34 - Epoch 27 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:34 - Epoch 27, 测试集 AUC: 0.2856, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:34 - Epoch 27, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:34 - Epoch 28 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:34 - Epoch 28, 测试集 AUC: 0.2857, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:34 - Epoch 28, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:35 - Epoch 29 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:35 - Epoch 29, 测试集 AUC: 0.2858, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:35 - Epoch 29, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:35 - Epoch 30 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:35 - Epoch 30, 有标签损失: 15.6969, 一致性损失: 41.3159, 伪标签损失: 1.3533, LPL损失: 29.9784, 聚类损失: 51.9423, 总损失: 58.1103
2025-05-08 21:38:35 - Epoch 30, 测试集 AUC: 0.2859, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:35 - Epoch 30, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:36 - Epoch 31 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:36 - Epoch 31, 测试集 AUC: 0.2861, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:36 - Epoch 31, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:36 - Epoch 32 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:36 - Epoch 32, 测试集 AUC: 0.2863, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:36 - Epoch 32, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:36 - Epoch 33 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:37 - Epoch 33, 测试集 AUC: 0.2863, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:37 - Epoch 33, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:37 - Epoch 34 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:37 - Epoch 34, 测试集 AUC: 0.2863, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:37 - Epoch 34, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:37 - Epoch 35 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:38 - Epoch 35, 测试集 AUC: 0.2864, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:38 - Epoch 35, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:38 - Epoch 36 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:38 - Epoch 36, 测试集 AUC: 0.2865, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:38 - Epoch 36, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:38 - Epoch 37 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:39 - Epoch 37, 测试集 AUC: 0.2859, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:39 - Epoch 37, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:39 - Epoch 38 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:39 - Epoch 38, 测试集 AUC: 0.2833, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:39 - Epoch 38, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:39 - Epoch 39 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:40 - Epoch 39, 测试集 AUC: 0.2800, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:40 - Epoch 39, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:40 - Epoch 40 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:40 - Epoch 40, 有标签损失: 28.3815, 一致性损失: 4.0283, 伪标签损失: 7.7204, LPL损失: 40.0858, 聚类损失: 38.2561, 总损失: 33.5079
2025-05-08 21:38:40 - Epoch 40, 测试集 AUC: 0.2794, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:40 - Epoch 40, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:40 - Epoch 41 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:40 - Epoch 41, 测试集 AUC: 0.2796, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:40 - Epoch 41, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:41 - Epoch 42 伪标签: 正样本: 456 (99.8%), 负样本: 1 (0.2%)
2025-05-08 21:38:41 - Epoch 42, 测试集 AUC: 0.2802, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:41 - Epoch 42, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:41 - Epoch 43 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:41 - Epoch 43, 测试集 AUC: 0.2824, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:41 - Epoch 43, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:42 - Epoch 44 伪标签: 正样本: 457 (100.0%), 负样本: 0 (0.0%)
2025-05-08 21:38:42 - Epoch 44, 测试集 AUC: 0.2909, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:42 - Epoch 44, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:42 - Epoch 45 伪标签: 正样本: 454 (99.3%), 负样本: 3 (0.7%)
2025-05-08 21:38:42 - Epoch 45, 测试集 AUC: 0.4105, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:42 - Epoch 45, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:42 - Epoch 46 伪标签: 正样本: 449 (98.2%), 负样本: 8 (1.8%)
2025-05-08 21:38:43 - Epoch 46, 测试集 AUC: 0.7185, PRE: 0.1453, REC: 1.0000, MF1: 0.1269, ACC1: 1.0000, ACC0: 0.0000, Gmean: 0.0000
2025-05-08 21:38:43 - Epoch 46, val mf1: 0.1268, val ACC1: 1.0000, val ACC0: 0.0000, val Gmean: 0.0000 (best 0.5811)
2025-05-08 21:38:43 - Epoch 47 伪标签: 正样本: 438 (95.8%), 负样本: 19 (4.2%)
2025-05-08 21:38:43 - Epoch 47, 测试集 AUC: 0.7222, PRE: 0.2381, REC: 0.8252, MF1: 0.5334, ACC1: 0.8252, ACC0: 0.5511, Gmean: 0.6744
2025-05-08 21:38:43 - Epoch 47, val mf1: 0.5308, val ACC1: 0.8423, val ACC0: 0.5415, val Gmean: 0.6754 (best 0.5811)
2025-05-08 21:38:43 - Epoch 48 伪标签: 正样本: 427 (93.4%), 负样本: 30 (6.6%)
2025-05-08 21:38:44 - Epoch 48, 测试集 AUC: 0.7228, PRE: 0.2472, REC: 0.8128, MF1: 0.5491, ACC1: 0.8128, ACC0: 0.5792, Gmean: 0.6861
2025-05-08 21:38:44 - Epoch 48, val mf1: 0.5453, val ACC1: 0.8281, val ACC0: 0.5683, val Gmean: 0.6860 (best 0.5811)
2025-05-08 21:38:44 - Epoch 49 伪标签: 正样本: 406 (88.8%), 负样本: 51 (11.2%)
2025-05-08 21:38:44 - Epoch 49, 测试集 AUC: 0.7230, PRE: 0.2472, REC: 0.8128, MF1: 0.5491, ACC1: 0.8128, ACC0: 0.5792, Gmean: 0.6861
2025-05-08 21:38:44 - Epoch 49, val mf1: 0.5453, val ACC1: 0.8281, val ACC0: 0.5683, val Gmean: 0.6860 (best 0.5811)
2025-05-08 21:38:44 - time cost: 25.00 s
2025-05-08 21:38:44 - 基于验证集最佳模型的测试结果: REC 31.77 PRE 27.66 MF1 58.27 AUC 72.37 ACC1 31.77 ACC0 85.87 Gmean 52.23
2025-05-08 21:38:44 - 测试集上观察到的最佳结果 (Epoch 0): AUC 72.37 PRE 27.66 REC 31.77 MF1 58.27 ACC1 31.77 ACC0 85.87 Gmean 52.23
