2025-05-14 20:59:30 - 运行开始时间: 20250514_205930
2025-05-14 20:59:30 - 日志文件: logs/train_log_amazon_seed64_20250514_205930.txt
2025-05-14 20:59:30 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-14 20:59:30 - 无标签数据数量: 3453
2025-05-14 20:59:30 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-14 20:59:30 - cross entropy weight: 1.000000 (不使用)
2025-05-14 20:59:30 - 伪标签策略：
2025-05-14 20:59:30 -   使用模型输出和聚类结果的融合
2025-05-14 20:59:31 - Epoch 0 伪标签: 正样本: 2045 (59.2%), 负样本: 1408 (40.8%)
2025-05-14 20:59:31 - Epoch 0, 有标签损失: 2.7925, 一致性损失: 0.0000, 伪标签损失: 1.0342, LPL损失: 15.3570, 聚类损失: 102.6117, 总损失: 2.7925
2025-05-14 20:59:31 - Epoch 0, 测试集 AUC: 0.7840, PRE: 0.3360, REC: 0.3758, MF1: 0.6413, ACC1: 0.3758, ACC0: 0.9221, Gmean: 0.5886
2025-05-14 20:59:31 - 更新最佳测试结果 (Epoch 0): AUC 0.7840, PRE 0.3360, REC 0.3758, MF1 0.6413, ACC1 0.3758, ACC0 0.9221, Gmean 0.5886
2025-05-14 20:59:31 - Epoch 0, val mf1: 0.5939, val ACC1: 0.3252, val ACC0: 0.8933, val Gmean: 0.5390 (best 0.5939)
2025-05-14 20:59:31 - Epoch 1 伪标签: 正样本: 292 (8.5%), 负样本: 3161 (91.5%)
2025-05-14 20:59:31 - Epoch 1, 测试集 AUC: 0.8226, PRE: 0.4647, REC: 0.4394, MF1: 0.6979, ACC1: 0.4394, ACC0: 0.9469, Gmean: 0.6450
2025-05-14 20:59:31 - 更新最佳测试结果 (Epoch 1): AUC 0.8226, PRE 0.4647, REC 0.4394, MF1 0.6979, ACC1 0.4394, ACC0 0.9469, Gmean 0.6450
2025-05-14 20:59:31 - Epoch 1, val mf1: 0.6649, val ACC1: 0.4049, val ACC0: 0.9321, val Gmean: 0.6143 (best 0.6649)
2025-05-14 20:59:31 - Epoch 2 伪标签: 正样本: 92 (2.7%), 负样本: 3361 (97.3%)
2025-05-14 20:59:32 - Epoch 2, 测试集 AUC: 0.8328, PRE: 0.5250, REC: 0.2545, MF1: 0.6465, ACC1: 0.2545, ACC0: 0.9758, Gmean: 0.4984
2025-05-14 20:59:32 - 更新最佳测试结果 (Epoch 2): AUC 0.8328, PRE 0.5250, REC 0.2545, MF1 0.6465, ACC1 0.2545, ACC0 0.9758, Gmean 0.4984
2025-05-14 20:59:32 - Epoch 2, val mf1: 0.6404, val ACC1: 0.2699, val ACC0: 0.9644, val Gmean: 0.5102 (best 0.6649)
2025-05-14 20:59:32 - Epoch 3 伪标签: 正样本: 53 (1.5%), 负样本: 3400 (98.5%)
2025-05-14 20:59:32 - Epoch 3, 测试集 AUC: 0.8387, PRE: 0.5659, REC: 0.2212, MF1: 0.6349, ACC1: 0.2212, ACC0: 0.9822, Gmean: 0.4661
2025-05-14 20:59:32 - 更新最佳测试结果 (Epoch 3): AUC 0.8387, PRE 0.5659, REC 0.2212, MF1 0.6349, ACC1 0.2212, ACC0 0.9822, Gmean 0.4661
2025-05-14 20:59:32 - Epoch 3, val mf1: 0.6442, val ACC1: 0.2515, val ACC0: 0.9754, val Gmean: 0.4953 (best 0.6649)
2025-05-14 20:59:32 - Epoch 4 伪标签: 正样本: 46 (1.3%), 负样本: 3407 (98.7%)
2025-05-14 20:59:32 - Epoch 4, 测试集 AUC: 0.8434, PRE: 0.5794, REC: 0.2212, MF1: 0.6362, ACC1: 0.2212, ACC0: 0.9831, Gmean: 0.4664
2025-05-14 20:59:32 - 更新最佳测试结果 (Epoch 4): AUC 0.8434, PRE 0.5794, REC 0.2212, MF1 0.6362, ACC1 0.2212, ACC0 0.9831, Gmean 0.4664
2025-05-14 20:59:32 - Epoch 4, val mf1: 0.6495, val ACC1: 0.2515, val ACC0: 0.9793, val Gmean: 0.4963 (best 0.6649)
2025-05-14 20:59:32 - Epoch 5 伪标签: 正样本: 33 (1.0%), 负样本: 3420 (99.0%)
2025-05-14 20:59:33 - Epoch 5, 测试集 AUC: 0.8480, PRE: 0.6136, REC: 0.2455, MF1: 0.6522, ACC1: 0.2455, ACC0: 0.9838, Gmean: 0.4914
2025-05-14 20:59:33 - 更新最佳测试结果 (Epoch 5): AUC 0.8480, PRE 0.6136, REC 0.2455, MF1 0.6522, ACC1 0.2455, ACC0 0.9838, Gmean 0.4914
2025-05-14 20:59:33 - Epoch 5, val mf1: 0.6649, val ACC1: 0.2761, val ACC0: 0.9800, val Gmean: 0.5201 (best 0.6649)
2025-05-14 20:59:33 - Epoch 6 伪标签: 正样本: 51 (1.5%), 负样本: 3402 (98.5%)
2025-05-14 20:59:33 - Epoch 6, 测试集 AUC: 0.8524, PRE: 0.6316, REC: 0.2909, MF1: 0.6767, ACC1: 0.2909, ACC0: 0.9822, Gmean: 0.5345
2025-05-14 20:59:33 - 更新最佳测试结果 (Epoch 6): AUC 0.8524, PRE 0.6316, REC 0.2909, MF1 0.6767, ACC1 0.2909, ACC0 0.9822, Gmean 0.5345
2025-05-14 20:59:33 - Epoch 6, val mf1: 0.6637, val ACC1: 0.2822, val ACC0: 0.9767, val Gmean: 0.5250 (best 0.6649)
2025-05-14 20:59:33 - Epoch 7 伪标签: 正样本: 68 (2.0%), 负样本: 3385 (98.0%)
2025-05-14 20:59:33 - Epoch 7, 测试集 AUC: 0.8570, PRE: 0.6629, REC: 0.3515, MF1: 0.7085, ACC1: 0.3515, ACC0: 0.9812, Gmean: 0.5873
2025-05-14 20:59:33 - 更新最佳测试结果 (Epoch 7): AUC 0.8570, PRE 0.6629, REC 0.3515, MF1 0.7085, ACC1 0.3515, ACC0 0.9812, Gmean 0.5873
2025-05-14 20:59:33 - Epoch 7, val mf1: 0.6898, val ACC1: 0.3374, val ACC0: 0.9741, val Gmean: 0.5733 (best 0.6898)
2025-05-14 20:59:33 - Epoch 8 伪标签: 正样本: 63 (1.8%), 负样本: 3390 (98.2%)
2025-05-14 20:59:34 - Epoch 8, 测试集 AUC: 0.8617, PRE: 0.6619, REC: 0.4212, MF1: 0.7370, ACC1: 0.4212, ACC0: 0.9774, Gmean: 0.6416
2025-05-14 20:59:34 - 更新最佳测试结果 (Epoch 8): AUC 0.8617, PRE 0.6619, REC 0.4212, MF1 0.7370, ACC1 0.4212, ACC0 0.9774, Gmean 0.6416
2025-05-14 20:59:34 - Epoch 8, val mf1: 0.7171, val ACC1: 0.4110, val ACC0: 0.9683, val Gmean: 0.6309 (best 0.7171)
2025-05-14 20:59:34 - Epoch 9 伪标签: 正样本: 78 (2.3%), 负样本: 3375 (97.7%)
2025-05-14 20:59:34 - Epoch 9, 测试集 AUC: 0.8665, PRE: 0.6459, REC: 0.5030, MF1: 0.7627, ACC1: 0.5030, ACC0: 0.9711, Gmean: 0.6989
2025-05-14 20:59:34 - 更新最佳测试结果 (Epoch 9): AUC 0.8665, PRE 0.6459, REC 0.5030, MF1 0.7627, ACC1 0.5030, ACC0 0.9711, Gmean 0.6989
2025-05-14 20:59:34 - Epoch 9, val mf1: 0.7401, val ACC1: 0.4908, val ACC0: 0.9606, val Gmean: 0.6866 (best 0.7401)
2025-05-14 20:59:34 - Epoch 10 伪标签: 正样本: 88 (2.5%), 负样本: 3365 (97.5%)
2025-05-14 20:59:34 - Epoch 10, 有标签损失: 0.2290, 一致性损失: 0.0000, 伪标签损失: 0.8304, LPL损失: 1.8844, 聚类损失: 103.2222, 总损失: 0.2290
2025-05-14 20:59:34 - Epoch 10, 测试集 AUC: 0.8717, PRE: 0.6812, REC: 0.4727, MF1: 0.7597, ACC1: 0.4727, ACC0: 0.9768, Gmean: 0.6795
2025-05-14 20:59:34 - 更新最佳测试结果 (Epoch 10): AUC 0.8717, PRE 0.6812, REC 0.4727, MF1 0.7597, ACC1 0.4727, ACC0 0.9768, Gmean 0.6795
2025-05-14 20:59:34 - Epoch 10, val mf1: 0.7502, val ACC1: 0.4847, val ACC0: 0.9683, val Gmean: 0.6851 (best 0.7502)
2025-05-14 20:59:34 - Epoch 11 伪标签: 正样本: 131 (3.8%), 负样本: 3322 (96.2%)
2025-05-14 20:59:34 - Epoch 11, 测试集 AUC: 0.8766, PRE: 0.7220, REC: 0.4485, MF1: 0.7580, ACC1: 0.4485, ACC0: 0.9819, Gmean: 0.6636
2025-05-14 20:59:34 - 更新最佳测试结果 (Epoch 11): AUC 0.8766, PRE 0.7220, REC 0.4485, MF1 0.7580, ACC1 0.4485, ACC0 0.9819, Gmean 0.6636
2025-05-14 20:59:34 - Epoch 11, val mf1: 0.7647, val ACC1: 0.4785, val ACC0: 0.9780, val Gmean: 0.6841 (best 0.7647)
2025-05-14 20:59:35 - Epoch 12 伪标签: 正样本: 167 (4.8%), 负样本: 3286 (95.2%)
2025-05-14 20:59:35 - Epoch 12, 测试集 AUC: 0.8815, PRE: 0.7524, REC: 0.4697, MF1: 0.7716, ACC1: 0.4697, ACC0: 0.9838, Gmean: 0.6798
2025-05-14 20:59:35 - 更新最佳测试结果 (Epoch 12): AUC 0.8815, PRE 0.7524, REC 0.4697, MF1 0.7716, ACC1 0.4697, ACC0 0.9838, Gmean 0.6798
2025-05-14 20:59:35 - Epoch 12, val mf1: 0.7733, val ACC1: 0.4785, val ACC0: 0.9825, val Gmean: 0.6857 (best 0.7733)
2025-05-14 20:59:35 - Epoch 13 伪标签: 正样本: 192 (5.6%), 负样本: 3261 (94.4%)
2025-05-14 20:59:35 - Epoch 13, 测试集 AUC: 0.8861, PRE: 0.7650, REC: 0.5030, MF1: 0.7867, ACC1: 0.5030, ACC0: 0.9838, Gmean: 0.7035
2025-05-14 20:59:35 - 更新最佳测试结果 (Epoch 13): AUC 0.8861, PRE 0.7650, REC 0.5030, MF1 0.7867, ACC1 0.5030, ACC0 0.9838, Gmean 0.7035
2025-05-14 20:59:35 - Epoch 13, val mf1: 0.7766, val ACC1: 0.4969, val ACC0: 0.9800, val Gmean: 0.6978 (best 0.7766)
2025-05-14 20:59:35 - Epoch 14 伪标签: 正样本: 248 (7.2%), 负样本: 3205 (92.8%)
2025-05-14 20:59:35 - Epoch 14, 测试集 AUC: 0.8909, PRE: 0.8218, REC: 0.4333, MF1: 0.7668, ACC1: 0.4333, ACC0: 0.9901, Gmean: 0.6550
2025-05-14 20:59:35 - 更新最佳测试结果 (Epoch 14): AUC 0.8909, PRE 0.8218, REC 0.4333, MF1 0.7668, ACC1 0.4333, ACC0 0.9901, Gmean 0.6550
2025-05-14 20:59:35 - Epoch 14, val mf1: 0.7858, val ACC1: 0.4663, val ACC0: 0.9916, val Gmean: 0.6800 (best 0.7858)
2025-05-14 20:59:35 - Epoch 15 伪标签: 正样本: 295 (8.5%), 负样本: 3158 (91.5%)
2025-05-14 20:59:36 - Epoch 15, 测试集 AUC: 0.8950, PRE: 0.7974, REC: 0.5485, MF1: 0.8097, ACC1: 0.5485, ACC0: 0.9854, Gmean: 0.7352
2025-05-14 20:59:36 - 更新最佳测试结果 (Epoch 15): AUC 0.8950, PRE 0.7974, REC 0.5485, MF1 0.8097, ACC1 0.5485, ACC0 0.9854, Gmean 0.7352
2025-05-14 20:59:36 - Epoch 15, val mf1: 0.7935, val ACC1: 0.5092, val ACC0: 0.9858, val Gmean: 0.7085 (best 0.7935)
2025-05-14 20:59:36 - Epoch 16 伪标签: 正样本: 390 (11.3%), 负样本: 3063 (88.7%)
2025-05-14 20:59:36 - Epoch 16, 测试集 AUC: 0.8985, PRE: 0.7819, REC: 0.5758, MF1: 0.8165, ACC1: 0.5758, ACC0: 0.9831, Gmean: 0.7524
2025-05-14 20:59:36 - 更新最佳测试结果 (Epoch 16): AUC 0.8985, PRE 0.7819, REC 0.5758, MF1 0.8165, ACC1 0.5758, ACC0 0.9831, Gmean 0.7524
2025-05-14 20:59:36 - Epoch 16, val mf1: 0.8030, val ACC1: 0.5276, val ACC0: 0.9864, val Gmean: 0.7214 (best 0.8030)
2025-05-14 20:59:36 - Epoch 17 伪标签: 正样本: 458 (13.3%), 负样本: 2995 (86.7%)
2025-05-14 20:59:36 - Epoch 17, 测试集 AUC: 0.9011, PRE: 0.7749, REC: 0.6364, MF1: 0.8352, ACC1: 0.6364, ACC0: 0.9806, Gmean: 0.7899
2025-05-14 20:59:36 - 更新最佳测试结果 (Epoch 17): AUC 0.9011, PRE 0.7749, REC 0.6364, MF1 0.8352, ACC1 0.6364, ACC0 0.9806, Gmean 0.7899
2025-05-14 20:59:36 - Epoch 17, val mf1: 0.8180, val ACC1: 0.5890, val ACC0: 0.9813, val Gmean: 0.7602 (best 0.8180)
2025-05-14 20:59:36 - Epoch 18 伪标签: 正样本: 570 (16.5%), 负样本: 2883 (83.5%)
2025-05-14 20:59:37 - Epoch 18, 测试集 AUC: 0.9020, PRE: 0.7577, REC: 0.6727, MF1: 0.8422, ACC1: 0.6727, ACC0: 0.9774, Gmean: 0.8109
2025-05-14 20:59:37 - 更新最佳测试结果 (Epoch 18): AUC 0.9020, PRE 0.7577, REC 0.6727, MF1 0.8422, ACC1 0.6727, ACC0 0.9774, Gmean 0.8109
2025-05-14 20:59:37 - Epoch 18, val mf1: 0.8280, val ACC1: 0.6074, val ACC0: 0.9825, val Gmean: 0.7725 (best 0.8280)
2025-05-14 20:59:37 - Epoch 19 伪标签: 正样本: 758 (22.0%), 负样本: 2695 (78.0%)
2025-05-14 20:59:37 - Epoch 19, 测试集 AUC: 0.8998, PRE: 0.7778, REC: 0.6788, MF1: 0.8490, ACC1: 0.6788, ACC0: 0.9796, Gmean: 0.8155
2025-05-14 20:59:37 - Epoch 19, val mf1: 0.8318, val ACC1: 0.6135, val ACC0: 0.9832, val Gmean: 0.7767 (best 0.8318)
2025-05-14 20:59:37 - Epoch 20 伪标签: 正样本: 1043 (30.2%), 负样本: 2410 (69.8%)
2025-05-14 20:59:37 - Epoch 20, 有标签损失: 0.0109, 一致性损失: 0.0000, 伪标签损失: 0.7877, LPL损失: 12.8417, 聚类损失: 102.9290, 总损失: 0.0109
2025-05-14 20:59:37 - Epoch 20, 测试集 AUC: 0.8938, PRE: 0.6443, REC: 0.7576, MF1: 0.8307, ACC1: 0.7576, ACC0: 0.9561, Gmean: 0.8511
2025-05-14 20:59:37 - Epoch 20, val mf1: 0.8061, val ACC1: 0.6871, val ACC0: 0.9554, val Gmean: 0.8102 (best 0.8318)
2025-05-14 20:59:37 - Epoch 21 伪标签: 正样本: 1474 (42.7%), 负样本: 1979 (57.3%)
2025-05-14 20:59:38 - Epoch 21, 测试集 AUC: 0.8819, PRE: 0.3739, REC: 0.7909, MF1: 0.7112, ACC1: 0.7909, ACC0: 0.8610, Gmean: 0.8252
2025-05-14 20:59:38 - Epoch 21, val mf1: 0.6790, val ACC1: 0.7301, val ACC0: 0.8449, val Gmean: 0.7854 (best 0.8318)
2025-05-14 20:59:38 - Epoch 22 伪标签: 正样本: 1861 (53.9%), 负样本: 1592 (46.1%)
2025-05-14 20:59:38 - Epoch 22, 测试集 AUC: 0.8666, PRE: 0.2702, REC: 0.8121, MF1: 0.6329, ACC1: 0.8121, ACC0: 0.7697, Gmean: 0.7906
2025-05-14 20:59:38 - Epoch 22, val mf1: 0.6171, val ACC1: 0.7914, val ACC0: 0.7550, val Gmean: 0.7730 (best 0.8318)
2025-05-14 20:59:38 - Epoch 23 伪标签: 正样本: 2012 (58.3%), 负样本: 1441 (41.7%)
2025-05-14 20:59:38 - Epoch 23, 测试集 AUC: 0.8563, PRE: 0.2493, REC: 0.8212, MF1: 0.6121, ACC1: 0.8212, ACC0: 0.7405, Gmean: 0.7798
2025-05-14 20:59:38 - Epoch 23, val mf1: 0.5884, val ACC1: 0.7975, val ACC0: 0.7143, val Gmean: 0.7548 (best 0.8318)
2025-05-14 20:59:38 - Epoch 24 伪标签: 正样本: 2062 (59.7%), 负样本: 1391 (40.3%)
2025-05-14 20:59:38 - Epoch 24, 测试集 AUC: 0.8509, PRE: 0.2500, REC: 0.8273, MF1: 0.6127, ACC1: 0.8273, ACC0: 0.7395, Gmean: 0.7822
2025-05-14 20:59:38 - Epoch 24, val mf1: 0.5861, val ACC1: 0.7975, val ACC0: 0.7111, val Gmean: 0.7531 (best 0.8318)
2025-05-14 20:59:39 - Epoch 25 伪标签: 正样本: 1993 (57.7%), 负样本: 1460 (42.3%)
2025-05-14 20:59:39 - Epoch 25, 测试集 AUC: 0.8480, PRE: 0.2559, REC: 0.8242, MF1: 0.6188, ACC1: 0.8242, ACC0: 0.7484, Gmean: 0.7854
2025-05-14 20:59:39 - Epoch 25, val mf1: 0.5837, val ACC1: 0.7791, val ACC0: 0.7130, val Gmean: 0.7453 (best 0.8318)
2025-05-14 20:59:39 - Epoch 26 伪标签: 正样本: 1903 (55.1%), 负样本: 1550 (44.9%)
2025-05-14 20:59:39 - Epoch 26, 测试集 AUC: 0.8457, PRE: 0.2632, REC: 0.8303, MF1: 0.6261, ACC1: 0.8303, ACC0: 0.7560, Gmean: 0.7923
2025-05-14 20:59:39 - Epoch 26, val mf1: 0.5871, val ACC1: 0.7914, val ACC0: 0.7143, val Gmean: 0.7519 (best 0.8318)
2025-05-14 20:59:39 - Epoch 27 伪标签: 正样本: 1871 (54.2%), 负样本: 1582 (45.8%)
2025-05-14 20:59:39 - Epoch 27, 测试集 AUC: 0.8442, PRE: 0.2706, REC: 0.8273, MF1: 0.6332, ACC1: 0.8273, ACC0: 0.7659, Gmean: 0.7960
2025-05-14 20:59:39 - Epoch 27, val mf1: 0.5926, val ACC1: 0.7975, val ACC0: 0.7201, val Gmean: 0.7578 (best 0.8318)
2025-05-14 20:59:39 - Epoch 28 伪标签: 正样本: 1774 (51.4%), 负样本: 1679 (48.6%)
2025-05-14 20:59:40 - Epoch 28, 测试集 AUC: 0.8430, PRE: 0.2702, REC: 0.8212, MF1: 0.6329, ACC1: 0.8212, ACC0: 0.7672, Gmean: 0.7937
2025-05-14 20:59:40 - Epoch 28, val mf1: 0.5954, val ACC1: 0.7975, val ACC0: 0.7240, val Gmean: 0.7599 (best 0.8318)
2025-05-14 20:59:40 - Epoch 29 伪标签: 正样本: 1766 (51.1%), 负样本: 1687 (48.9%)
2025-05-14 20:59:40 - Epoch 29, 测试集 AUC: 0.8418, PRE: 0.2726, REC: 0.8212, MF1: 0.6352, ACC1: 0.8212, ACC0: 0.7700, Gmean: 0.7952
2025-05-14 20:59:40 - Epoch 29, val mf1: 0.5987, val ACC1: 0.7975, val ACC0: 0.7285, val Gmean: 0.7622 (best 0.8318)
2025-05-14 20:59:40 - Epoch 30 伪标签: 正样本: 1711 (49.6%), 负样本: 1742 (50.4%)
2025-05-14 20:59:40 - Epoch 30, 有标签损失: 0.0023, 一致性损失: 0.0000, 伪标签损失: 0.8094, LPL损失: 3.4221, 聚类损失: 105.7801, 总损失: 0.0023
2025-05-14 20:59:40 - Epoch 30, 测试集 AUC: 0.8407, PRE: 0.2722, REC: 0.8182, MF1: 0.6347, ACC1: 0.8182, ACC0: 0.7704, Gmean: 0.7939
2025-05-14 20:59:40 - Epoch 30, val mf1: 0.6001, val ACC1: 0.7975, val ACC0: 0.7304, val Gmean: 0.7633 (best 0.8318)
2025-05-14 20:59:40 - Epoch 31 伪标签: 正样本: 1691 (49.0%), 负样本: 1762 (51.0%)
2025-05-14 20:59:41 - Epoch 31, 测试集 AUC: 0.8398, PRE: 0.2722, REC: 0.8182, MF1: 0.6347, ACC1: 0.8182, ACC0: 0.7704, Gmean: 0.7939
2025-05-14 20:59:41 - Epoch 31, val mf1: 0.6005, val ACC1: 0.7975, val ACC0: 0.7311, val Gmean: 0.7636 (best 0.8318)
2025-05-14 20:59:41 - Epoch 32 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-14 20:59:41 - Epoch 32, 测试集 AUC: 0.8389, PRE: 0.2719, REC: 0.8182, MF1: 0.6345, ACC1: 0.8182, ACC0: 0.7700, Gmean: 0.7937
2025-05-14 20:59:41 - Epoch 32, val mf1: 0.6005, val ACC1: 0.7975, val ACC0: 0.7311, val Gmean: 0.7636 (best 0.8318)
2025-05-14 20:59:41 - Epoch 33 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-14 20:59:41 - Epoch 33, 测试集 AUC: 0.8380, PRE: 0.2714, REC: 0.8182, MF1: 0.6340, ACC1: 0.8182, ACC0: 0.7694, Gmean: 0.7934
2025-05-14 20:59:41 - Epoch 33, val mf1: 0.6020, val ACC1: 0.7975, val ACC0: 0.7330, val Gmean: 0.7646 (best 0.8318)
2025-05-14 20:59:41 - Epoch 34 伪标签: 正样本: 1628 (47.1%), 负样本: 1825 (52.9%)
2025-05-14 20:59:41 - Epoch 34, 测试集 AUC: 0.8372, PRE: 0.2724, REC: 0.8212, MF1: 0.6349, ACC1: 0.8212, ACC0: 0.7697, Gmean: 0.7950
2025-05-14 20:59:41 - Epoch 34, val mf1: 0.5996, val ACC1: 0.7975, val ACC0: 0.7298, val Gmean: 0.7629 (best 0.8318)
2025-05-14 20:59:42 - Epoch 35 伪标签: 正样本: 1628 (47.1%), 负样本: 1825 (52.9%)
2025-05-14 20:59:42 - Epoch 35, 测试集 AUC: 0.8364, PRE: 0.2706, REC: 0.8242, MF1: 0.6333, ACC1: 0.8242, ACC0: 0.7669, Gmean: 0.7950
2025-05-14 20:59:42 - Epoch 35, val mf1: 0.5987, val ACC1: 0.7975, val ACC0: 0.7285, val Gmean: 0.7622 (best 0.8318)
2025-05-14 20:59:42 - Epoch 36 伪标签: 正样本: 1637 (47.4%), 负样本: 1816 (52.6%)
2025-05-14 20:59:42 - Epoch 36, 测试集 AUC: 0.8356, PRE: 0.2695, REC: 0.8273, MF1: 0.6322, ACC1: 0.8273, ACC0: 0.7646, Gmean: 0.7953
2025-05-14 20:59:42 - Epoch 36, val mf1: 0.5963, val ACC1: 0.7975, val ACC0: 0.7253, val Gmean: 0.7606 (best 0.8318)
2025-05-14 20:59:42 - Epoch 37 伪标签: 正样本: 1605 (46.5%), 负样本: 1848 (53.5%)
2025-05-14 20:59:42 - Epoch 37, 测试集 AUC: 0.8349, PRE: 0.2682, REC: 0.8273, MF1: 0.6309, ACC1: 0.8273, ACC0: 0.7630, Gmean: 0.7945
2025-05-14 20:59:42 - Epoch 37, val mf1: 0.5953, val ACC1: 0.8037, val ACC0: 0.7220, val Gmean: 0.7618 (best 0.8318)
2025-05-14 20:59:42 - Epoch 38 伪标签: 正样本: 1625 (47.1%), 负样本: 1828 (52.9%)
2025-05-14 20:59:43 - Epoch 38, 测试集 AUC: 0.8340, PRE: 0.2669, REC: 0.8273, MF1: 0.6297, ACC1: 0.8273, ACC0: 0.7615, Gmean: 0.7937
2025-05-14 20:59:43 - Epoch 38, val mf1: 0.5934, val ACC1: 0.8037, val ACC0: 0.7195, val Gmean: 0.7604 (best 0.8318)
2025-05-14 20:59:43 - Epoch 39 伪标签: 正样本: 1598 (46.3%), 负样本: 1855 (53.7%)
2025-05-14 20:59:43 - Epoch 39, 测试集 AUC: 0.8330, PRE: 0.2671, REC: 0.8303, MF1: 0.6298, ACC1: 0.8303, ACC0: 0.7608, Gmean: 0.7948
2025-05-14 20:59:43 - Epoch 39, val mf1: 0.5934, val ACC1: 0.8037, val ACC0: 0.7195, val Gmean: 0.7604 (best 0.8318)
2025-05-14 20:59:43 - Epoch 40 伪标签: 正样本: 1592 (46.1%), 负样本: 1861 (53.9%)
2025-05-14 20:59:43 - Epoch 40, 有标签损失: 0.0010, 一致性损失: 0.0000, 伪标签损失: 0.8288, LPL损失: 3.0252, 聚类损失: 107.4367, 总损失: 0.0010
2025-05-14 20:59:43 - Epoch 40, 测试集 AUC: 0.8319, PRE: 0.2655, REC: 0.8303, MF1: 0.6283, ACC1: 0.8303, ACC0: 0.7589, Gmean: 0.7938
2025-05-14 20:59:43 - Epoch 40, val mf1: 0.5925, val ACC1: 0.8037, val ACC0: 0.7182, val Gmean: 0.7597 (best 0.8318)
2025-05-14 20:59:43 - Epoch 41 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-14 20:59:44 - Epoch 41, 测试集 AUC: 0.8304, PRE: 0.2627, REC: 0.8303, MF1: 0.6256, ACC1: 0.8303, ACC0: 0.7554, Gmean: 0.7920
2025-05-14 20:59:44 - Epoch 41, val mf1: 0.5911, val ACC1: 0.8037, val ACC0: 0.7162, val Gmean: 0.7587 (best 0.8318)
2025-05-14 20:59:44 - Epoch 42 伪标签: 正样本: 1587 (46.0%), 负样本: 1866 (54.0%)
2025-05-14 20:59:44 - Epoch 42, 测试集 AUC: 0.8273, PRE: 0.2599, REC: 0.8364, MF1: 0.6227, ACC1: 0.8364, ACC0: 0.7500, Gmean: 0.7920
2025-05-14 20:59:44 - Epoch 42, val mf1: 0.5892, val ACC1: 0.8037, val ACC0: 0.7136, val Gmean: 0.7573 (best 0.8318)
2025-05-14 20:59:44 - Epoch 43 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-14 20:59:44 - Epoch 43, 测试集 AUC: 0.8240, PRE: 0.2518, REC: 0.8394, MF1: 0.6143, ACC1: 0.8394, ACC0: 0.7382, Gmean: 0.7872
2025-05-14 20:59:44 - Epoch 43, val mf1: 0.5792, val ACC1: 0.8037, val ACC0: 0.6994, val Gmean: 0.7497 (best 0.8318)
2025-05-14 20:59:44 - Epoch 44 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-14 20:59:44 - Epoch 44, 测试集 AUC: 0.8209, PRE: 0.2467, REC: 0.8394, MF1: 0.6088, ACC1: 0.8394, ACC0: 0.7309, Gmean: 0.7833
2025-05-14 20:59:44 - Epoch 44, val mf1: 0.5743, val ACC1: 0.8037, val ACC0: 0.6923, val Gmean: 0.7459 (best 0.8318)
2025-05-14 20:59:45 - Epoch 45 伪标签: 正样本: 1657 (48.0%), 负样本: 1796 (52.0%)
2025-05-14 20:59:45 - Epoch 45, 测试集 AUC: 0.8174, PRE: 0.2398, REC: 0.8394, MF1: 0.6013, ACC1: 0.8394, ACC0: 0.7207, Gmean: 0.7778
2025-05-14 20:59:45 - Epoch 45, val mf1: 0.5676, val ACC1: 0.8037, val ACC0: 0.6826, val Gmean: 0.7407 (best 0.8318)
2025-05-14 20:59:45 - Epoch 46 伪标签: 正样本: 1689 (48.9%), 负样本: 1764 (51.1%)
2025-05-14 20:59:45 - Epoch 46, 测试集 AUC: 0.8128, PRE: 0.2349, REC: 0.8485, MF1: 0.5953, ACC1: 0.8485, ACC0: 0.7099, Gmean: 0.7761
2025-05-14 20:59:45 - Epoch 46, val mf1: 0.5619, val ACC1: 0.8037, val ACC0: 0.6742, val Gmean: 0.7361 (best 0.8318)
2025-05-14 20:59:45 - Epoch 47 伪标签: 正样本: 1709 (49.5%), 负样本: 1744 (50.5%)
2025-05-14 20:59:45 - Epoch 47, 测试集 AUC: 0.8074, PRE: 0.2295, REC: 0.8485, MF1: 0.5889, ACC1: 0.8485, ACC0: 0.7010, Gmean: 0.7712
2025-05-14 20:59:45 - Epoch 47, val mf1: 0.5558, val ACC1: 0.8098, val ACC0: 0.6632, val Gmean: 0.7329 (best 0.8318)
2025-05-14 20:59:45 - Epoch 48 伪标签: 正样本: 1728 (50.0%), 负样本: 1725 (50.0%)
2025-05-14 20:59:46 - Epoch 48, 测试集 AUC: 0.8010, PRE: 0.2232, REC: 0.8515, MF1: 0.5810, ACC1: 0.8515, ACC0: 0.6889, Gmean: 0.7659
2025-05-14 20:59:46 - Epoch 48, val mf1: 0.5492, val ACC1: 0.8160, val ACC0: 0.6516, val Gmean: 0.7292 (best 0.8318)
2025-05-14 20:59:46 - Epoch 49 伪标签: 正样本: 1778 (51.5%), 负样本: 1675 (48.5%)
2025-05-14 20:59:46 - Epoch 49, 测试集 AUC: 0.7943, PRE: 0.2137, REC: 0.8576, MF1: 0.5683, ACC1: 0.8576, ACC0: 0.6689, Gmean: 0.7574
2025-05-14 20:59:46 - Epoch 49, val mf1: 0.5427, val ACC1: 0.8221, val ACC0: 0.6399, val Gmean: 0.7253 (best 0.8318)
2025-05-14 20:59:46 - Epoch 50 伪标签: 正样本: 686 (19.9%), 负样本: 2767 (80.1%)
2025-05-14 20:59:46 - Epoch 50, 有标签损失: 0.0005, 一致性损失: 0.0000, 伪标签损失: 1.2496, LPL损失: 10.5867, 聚类损失: 52.6627, 总损失: 0.0005
2025-05-14 20:59:46 - Epoch 50, 测试集 AUC: 0.7875, PRE: 0.2093, REC: 0.8636, MF1: 0.5617, ACC1: 0.8636, ACC0: 0.6574, Gmean: 0.7535
2025-05-14 20:59:46 - Epoch 50, val mf1: 0.5369, val ACC1: 0.8528, val ACC0: 0.6225, val Gmean: 0.7286 (best 0.8318)
2025-05-14 20:59:46 - Epoch 51 伪标签: 正样本: 688 (19.9%), 负样本: 2765 (80.1%)
2025-05-14 20:59:47 - Epoch 51, 测试集 AUC: 0.7806, PRE: 0.2014, REC: 0.8727, MF1: 0.5495, ACC1: 0.8727, ACC0: 0.6368, Gmean: 0.7455
2025-05-14 20:59:47 - Epoch 51, val mf1: 0.5261, val ACC1: 0.8650, val ACC0: 0.6025, val Gmean: 0.7219 (best 0.8318)
2025-05-14 20:59:47 - Epoch 52 伪标签: 正样本: 690 (20.0%), 负样本: 2763 (80.0%)
2025-05-14 20:59:47 - Epoch 52, 测试集 AUC: 0.7730, PRE: 0.1945, REC: 0.8727, MF1: 0.5388, ACC1: 0.8727, ACC0: 0.6205, Gmean: 0.7359
2025-05-14 20:59:47 - Epoch 52, val mf1: 0.5144, val ACC1: 0.8650, val ACC0: 0.5844, val Gmean: 0.7110 (best 0.8318)
2025-05-14 20:59:47 - Epoch 53 伪标签: 正样本: 692 (20.0%), 负样本: 2761 (80.0%)
2025-05-14 20:59:47 - Epoch 53, 测试集 AUC: 0.7661, PRE: 0.1895, REC: 0.8788, MF1: 0.5301, ACC1: 0.8788, ACC0: 0.6056, Gmean: 0.7295
2025-05-14 20:59:47 - Epoch 53, val mf1: 0.5045, val ACC1: 0.8650, val ACC0: 0.5688, val Gmean: 0.7015 (best 0.8318)
2025-05-14 20:59:47 - Epoch 54 伪标签: 正样本: 694 (20.1%), 负样本: 2759 (79.9%)
2025-05-14 20:59:48 - Epoch 54, 测试集 AUC: 0.7597, PRE: 0.1844, REC: 0.8818, MF1: 0.5210, ACC1: 0.8818, ACC0: 0.5906, Gmean: 0.7217
2025-05-14 20:59:48 - Epoch 54, val mf1: 0.4976, val ACC1: 0.8650, val ACC0: 0.5579, val Gmean: 0.6947 (best 0.8318)
2025-05-14 20:59:48 - Epoch 55 伪标签: 正样本: 697 (20.2%), 负样本: 2756 (79.8%)
2025-05-14 20:59:48 - Epoch 55, 测试集 AUC: 0.7545, PRE: 0.1823, REC: 0.8818, MF1: 0.5173, ACC1: 0.8818, ACC0: 0.5849, Gmean: 0.7182
2025-05-14 20:59:48 - Epoch 55, val mf1: 0.4922, val ACC1: 0.8650, val ACC0: 0.5495, val Gmean: 0.6894 (best 0.8318)
2025-05-14 20:59:48 - Epoch 56 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-14 20:59:48 - Epoch 56, 测试集 AUC: 0.7504, PRE: 0.1810, REC: 0.8818, MF1: 0.5148, ACC1: 0.8818, ACC0: 0.5811, Gmean: 0.7158
2025-05-14 20:59:48 - Epoch 56, val mf1: 0.4910, val ACC1: 0.8650, val ACC0: 0.5475, val Gmean: 0.6882 (best 0.8318)
2025-05-14 20:59:48 - Epoch 57 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-14 20:59:48 - Epoch 57, 测试集 AUC: 0.7479, PRE: 0.1816, REC: 0.8848, MF1: 0.5155, ACC1: 0.8848, ACC0: 0.5814, Gmean: 0.7173
2025-05-14 20:59:48 - Epoch 57, val mf1: 0.4918, val ACC1: 0.8650, val ACC0: 0.5488, val Gmean: 0.6890 (best 0.8318)
2025-05-14 20:59:49 - Epoch 58 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-14 20:59:49 - Epoch 58, 测试集 AUC: 0.7464, PRE: 0.1831, REC: 0.8848, MF1: 0.5182, ACC1: 0.8848, ACC0: 0.5856, Gmean: 0.7198
2025-05-14 20:59:49 - Epoch 58, val mf1: 0.4939, val ACC1: 0.8650, val ACC0: 0.5520, val Gmean: 0.6910 (best 0.8318)
2025-05-14 20:59:49 - Epoch 59 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-14 20:59:49 - Epoch 59, 测试集 AUC: 0.7458, PRE: 0.1839, REC: 0.8818, MF1: 0.5201, ACC1: 0.8818, ACC0: 0.5894, Gmean: 0.7209
2025-05-14 20:59:49 - Epoch 59, val mf1: 0.4955, val ACC1: 0.8650, val ACC0: 0.5546, val Gmean: 0.6927 (best 0.8318)
2025-05-14 20:59:49 - Epoch 60 伪标签: 正样本: 700 (20.3%), 负样本: 2753 (79.7%)
2025-05-14 20:59:49 - Epoch 60, 有标签损失: 0.0002, 一致性损失: 0.0000, 伪标签损失: 1.2652, LPL损失: 14.8770, 聚类损失: 55.1169, 总损失: 0.0002
2025-05-14 20:59:50 - Epoch 60, 测试集 AUC: 0.7453, PRE: 0.1849, REC: 0.8818, MF1: 0.5218, ACC1: 0.8818, ACC0: 0.5919, Gmean: 0.7225
2025-05-14 20:59:50 - Epoch 60, val mf1: 0.4984, val ACC1: 0.8650, val ACC0: 0.5591, val Gmean: 0.6955 (best 0.8318)
2025-05-14 20:59:50 - Epoch 61 伪标签: 正样本: 700 (20.3%), 负样本: 2753 (79.7%)
2025-05-14 20:59:50 - Epoch 61, 测试集 AUC: 0.7438, PRE: 0.1855, REC: 0.8818, MF1: 0.5228, ACC1: 0.8818, ACC0: 0.5935, Gmean: 0.7234
2025-05-14 20:59:50 - Epoch 61, val mf1: 0.4996, val ACC1: 0.8650, val ACC0: 0.5611, val Gmean: 0.6967 (best 0.8318)
2025-05-14 20:59:50 - Epoch 62 伪标签: 正样本: 701 (20.3%), 负样本: 2752 (79.7%)
2025-05-14 20:59:50 - Epoch 62, 测试集 AUC: 0.7432, PRE: 0.1851, REC: 0.8788, MF1: 0.5225, ACC1: 0.8788, ACC0: 0.5938, Gmean: 0.7224
2025-05-14 20:59:50 - Epoch 62, val mf1: 0.5013, val ACC1: 0.8650, val ACC0: 0.5637, val Gmean: 0.6983 (best 0.8318)
2025-05-14 20:59:50 - Epoch 63 伪标签: 正样本: 700 (20.3%), 负样本: 2753 (79.7%)
2025-05-14 20:59:50 - Epoch 63, 测试集 AUC: 0.7416, PRE: 0.1840, REC: 0.8788, MF1: 0.5207, ACC1: 0.8788, ACC0: 0.5910, Gmean: 0.7206
2025-05-14 20:59:50 - Epoch 63, val mf1: 0.5000, val ACC1: 0.8650, val ACC0: 0.5617, val Gmean: 0.6971 (best 0.8318)
2025-05-14 20:59:51 - Epoch 64 伪标签: 正样本: 701 (20.3%), 负样本: 2752 (79.7%)
2025-05-14 20:59:51 - Epoch 64, 测试集 AUC: 0.7395, PRE: 0.1835, REC: 0.8788, MF1: 0.5198, ACC1: 0.8788, ACC0: 0.5897, Gmean: 0.7199
2025-05-14 20:59:51 - Epoch 64, val mf1: 0.4980, val ACC1: 0.8650, val ACC0: 0.5585, val Gmean: 0.6951 (best 0.8318)
2025-05-14 20:59:51 - Epoch 65 伪标签: 正样本: 702 (20.3%), 负样本: 2751 (79.7%)
2025-05-14 20:59:51 - Epoch 65, 测试集 AUC: 0.7378, PRE: 0.1830, REC: 0.8818, MF1: 0.5185, ACC1: 0.8818, ACC0: 0.5868, Gmean: 0.7194
2025-05-14 20:59:51 - Epoch 65, val mf1: 0.4959, val ACC1: 0.8650, val ACC0: 0.5553, val Gmean: 0.6931 (best 0.8318)
2025-05-14 20:59:51 - Epoch 66 伪标签: 正样本: 701 (20.3%), 负样本: 2752 (79.7%)
2025-05-14 20:59:51 - Epoch 66, 测试集 AUC: 0.7361, PRE: 0.1822, REC: 0.8848, MF1: 0.5166, ACC1: 0.8848, ACC0: 0.5830, Gmean: 0.7182
2025-05-14 20:59:51 - Epoch 66, val mf1: 0.4918, val ACC1: 0.8650, val ACC0: 0.5488, val Gmean: 0.6890 (best 0.8318)
2025-05-14 20:59:52 - Epoch 67 伪标签: 正样本: 702 (20.3%), 负样本: 2751 (79.7%)
2025-05-14 20:59:52 - Epoch 67, 测试集 AUC: 0.7348, PRE: 0.1809, REC: 0.8879, MF1: 0.5138, ACC1: 0.8879, ACC0: 0.5779, Gmean: 0.7163
2025-05-14 20:59:52 - Epoch 67, val mf1: 0.4886, val ACC1: 0.8650, val ACC0: 0.5436, val Gmean: 0.6858 (best 0.8318)
2025-05-14 20:59:52 - Epoch 68 伪标签: 正样本: 703 (20.4%), 负样本: 2750 (79.6%)
2025-05-14 20:59:52 - Epoch 68, 测试集 AUC: 0.7327, PRE: 0.1795, REC: 0.8909, MF1: 0.5108, ACC1: 0.8909, ACC0: 0.5725, Gmean: 0.7142
2025-05-14 20:59:52 - Epoch 68, val mf1: 0.4853, val ACC1: 0.8650, val ACC0: 0.5385, val Gmean: 0.6825 (best 0.8318)
2025-05-14 20:59:52 - Epoch 69 伪标签: 正样本: 702 (20.3%), 负样本: 2751 (79.7%)
2025-05-14 20:59:52 - Epoch 69, 测试集 AUC: 0.7316, PRE: 0.1780, REC: 0.8909, MF1: 0.5080, ACC1: 0.8909, ACC0: 0.5681, Gmean: 0.7114
2025-05-14 20:59:52 - Epoch 69, val mf1: 0.4824, val ACC1: 0.8650, val ACC0: 0.5339, val Gmean: 0.6796 (best 0.8318)
2025-05-14 20:59:53 - Epoch 70 伪标签: 正样本: 707 (20.5%), 负样本: 2746 (79.5%)
2025-05-14 20:59:53 - Epoch 70, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 1.2310, LPL损失: 15.3849, 聚类损失: 58.2382, 总损失: 0.0001
2025-05-14 20:59:53 - Epoch 70, 测试集 AUC: 0.7305, PRE: 0.1772, REC: 0.8970, MF1: 0.5057, ACC1: 0.8970, ACC0: 0.5630, Gmean: 0.7106
2025-05-14 20:59:53 - Epoch 70, val mf1: 0.4810, val ACC1: 0.8712, val ACC0: 0.5301, val Gmean: 0.6795 (best 0.8318)
2025-05-14 20:59:53 - Epoch 71 伪标签: 正样本: 706 (20.4%), 负样本: 2747 (79.6%)
2025-05-14 20:59:53 - Epoch 71, 测试集 AUC: 0.7292, PRE: 0.1755, REC: 0.8970, MF1: 0.5023, ACC1: 0.8970, ACC0: 0.5576, Gmean: 0.7072
2025-05-14 20:59:53 - Epoch 71, val mf1: 0.4789, val ACC1: 0.8712, val ACC0: 0.5268, val Gmean: 0.6775 (best 0.8318)
2025-05-14 20:59:53 - Epoch 72 伪标签: 正样本: 706 (20.4%), 负样本: 2747 (79.6%)
2025-05-14 20:59:53 - Epoch 72, 测试集 AUC: 0.7279, PRE: 0.1727, REC: 0.8970, MF1: 0.4968, ACC1: 0.8970, ACC0: 0.5490, Gmean: 0.7017
2025-05-14 20:59:53 - Epoch 72, val mf1: 0.4783, val ACC1: 0.8773, val ACC0: 0.5242, val Gmean: 0.6782 (best 0.8318)
2025-05-14 20:59:53 - Epoch 73 伪标签: 正样本: 710 (20.6%), 负样本: 2743 (79.4%)
2025-05-14 20:59:54 - Epoch 73, 测试集 AUC: 0.7267, PRE: 0.1716, REC: 0.8970, MF1: 0.4945, ACC1: 0.8970, ACC0: 0.5455, Gmean: 0.6995
2025-05-14 20:59:54 - Epoch 73, val mf1: 0.4750, val ACC1: 0.8773, val ACC0: 0.5191, val Gmean: 0.6748 (best 0.8318)
2025-05-14 20:59:54 - Epoch 74 伪标签: 正样本: 706 (20.4%), 负样本: 2747 (79.6%)
2025-05-14 20:59:54 - Epoch 74, 测试集 AUC: 0.7265, PRE: 0.1705, REC: 0.9030, MF1: 0.4913, ACC1: 0.9030, ACC0: 0.5388, Gmean: 0.6975
2025-05-14 20:59:54 - Epoch 74, val mf1: 0.4709, val ACC1: 0.8773, val ACC0: 0.5126, val Gmean: 0.6706 (best 0.8318)
2025-05-14 20:59:54 - Epoch 75 伪标签: 正样本: 710 (20.6%), 负样本: 2743 (79.4%)
2025-05-14 20:59:54 - Epoch 75, 测试集 AUC: 0.7255, PRE: 0.1691, REC: 0.9030, MF1: 0.4884, ACC1: 0.9030, ACC0: 0.5344, Gmean: 0.6946
2025-05-14 20:59:54 - Epoch 75, val mf1: 0.4681, val ACC1: 0.8773, val ACC0: 0.5081, val Gmean: 0.6676 (best 0.8318)
2025-05-14 20:59:54 - Epoch 76 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-14 20:59:55 - Epoch 76, 测试集 AUC: 0.7238, PRE: 0.1679, REC: 0.9030, MF1: 0.4858, ACC1: 0.9030, ACC0: 0.5302, Gmean: 0.6920
2025-05-14 20:59:55 - Epoch 76, val mf1: 0.4648, val ACC1: 0.8773, val ACC0: 0.5029, val Gmean: 0.6642 (best 0.8318)
2025-05-14 20:59:55 - Epoch 77 伪标签: 正样本: 711 (20.6%), 负样本: 2742 (79.4%)
2025-05-14 20:59:55 - Epoch 77, 测试集 AUC: 0.7229, PRE: 0.1666, REC: 0.9030, MF1: 0.4829, ACC1: 0.9030, ACC0: 0.5258, Gmean: 0.6890
2025-05-14 20:59:55 - Epoch 77, val mf1: 0.4640, val ACC1: 0.8773, val ACC0: 0.5016, val Gmean: 0.6634 (best 0.8318)
2025-05-14 20:59:55 - Epoch 78 伪标签: 正样本: 708 (20.5%), 负样本: 2745 (79.5%)
2025-05-14 20:59:55 - Epoch 78, 测试集 AUC: 0.7231, PRE: 0.1657, REC: 0.9030, MF1: 0.4811, ACC1: 0.9030, ACC0: 0.5229, Gmean: 0.6872
2025-05-14 20:59:55 - Epoch 78, val mf1: 0.4623, val ACC1: 0.8773, val ACC0: 0.4990, val Gmean: 0.6617 (best 0.8318)
2025-05-14 20:59:55 - Epoch 79 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-14 20:59:56 - Epoch 79, 测试集 AUC: 0.7228, PRE: 0.1652, REC: 0.9030, MF1: 0.4799, ACC1: 0.9030, ACC0: 0.5210, Gmean: 0.6859
2025-05-14 20:59:56 - Epoch 79, val mf1: 0.4611, val ACC1: 0.8773, val ACC0: 0.4971, val Gmean: 0.6604 (best 0.8318)
2025-05-14 20:59:56 - Epoch 80 伪标签: 正样本: 711 (20.6%), 负样本: 2742 (79.4%)
2025-05-14 20:59:56 - Epoch 80, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.3200, LPL损失: 16.7306, 聚类损失: 60.8126, 总损失: 0.0000
2025-05-14 20:59:56 - Epoch 80, 测试集 AUC: 0.7228, PRE: 0.1643, REC: 0.9030, MF1: 0.4779, ACC1: 0.9030, ACC0: 0.5178, Gmean: 0.6838
2025-05-14 20:59:56 - Epoch 80, val mf1: 0.4611, val ACC1: 0.8773, val ACC0: 0.4971, val Gmean: 0.6604 (best 0.8318)
2025-05-14 20:59:56 - Epoch 81 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-14 20:59:56 - Epoch 81, 测试集 AUC: 0.7225, PRE: 0.1639, REC: 0.9030, MF1: 0.4771, ACC1: 0.9030, ACC0: 0.5165, Gmean: 0.6830
2025-05-14 20:59:56 - Epoch 81, val mf1: 0.4599, val ACC1: 0.8773, val ACC0: 0.4952, val Gmean: 0.6591 (best 0.8318)
2025-05-14 20:59:56 - Epoch 82 伪标签: 正样本: 710 (20.6%), 负样本: 2743 (79.4%)
2025-05-14 20:59:57 - Epoch 82, 测试集 AUC: 0.7215, PRE: 0.1632, REC: 0.9030, MF1: 0.4754, ACC1: 0.9030, ACC0: 0.5140, Gmean: 0.6813
2025-05-14 20:59:57 - Epoch 82, val mf1: 0.4587, val ACC1: 0.8773, val ACC0: 0.4932, val Gmean: 0.6578 (best 0.8318)
2025-05-14 20:59:57 - Epoch 83 伪标签: 正样本: 713 (20.6%), 负样本: 2740 (79.4%)
2025-05-14 20:59:57 - Epoch 83, 测试集 AUC: 0.7211, PRE: 0.1628, REC: 0.9030, MF1: 0.4744, ACC1: 0.9030, ACC0: 0.5124, Gmean: 0.6802
2025-05-14 20:59:57 - Epoch 83, val mf1: 0.4587, val ACC1: 0.8773, val ACC0: 0.4932, val Gmean: 0.6578 (best 0.8318)
2025-05-14 20:59:57 - Epoch 84 伪标签: 正样本: 712 (20.6%), 负样本: 2741 (79.4%)
2025-05-14 20:59:57 - Epoch 84, 测试集 AUC: 0.7213, PRE: 0.1626, REC: 0.9030, MF1: 0.4740, ACC1: 0.9030, ACC0: 0.5118, Gmean: 0.6798
2025-05-14 20:59:57 - Epoch 84, val mf1: 0.4587, val ACC1: 0.8773, val ACC0: 0.4932, val Gmean: 0.6578 (best 0.8318)
2025-05-14 20:59:57 - Epoch 85 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-14 20:59:58 - Epoch 85, 测试集 AUC: 0.7210, PRE: 0.1624, REC: 0.9030, MF1: 0.4736, ACC1: 0.9030, ACC0: 0.5111, Gmean: 0.6794
2025-05-14 20:59:58 - Epoch 85, val mf1: 0.4583, val ACC1: 0.8773, val ACC0: 0.4926, val Gmean: 0.6574 (best 0.8318)
2025-05-14 20:59:58 - Epoch 86 伪标签: 正样本: 712 (20.6%), 负样本: 2741 (79.4%)
2025-05-14 20:59:58 - Epoch 86, 测试集 AUC: 0.7210, PRE: 0.1620, REC: 0.9030, MF1: 0.4726, ACC1: 0.9030, ACC0: 0.5095, Gmean: 0.6783
2025-05-14 20:59:58 - Epoch 86, val mf1: 0.4578, val ACC1: 0.8773, val ACC0: 0.4919, val Gmean: 0.6569 (best 0.8318)
2025-05-14 20:59:58 - Epoch 87 伪标签: 正样本: 712 (20.6%), 负样本: 2741 (79.4%)
2025-05-14 20:59:58 - Epoch 87, 测试集 AUC: 0.7205, PRE: 0.1617, REC: 0.9030, MF1: 0.4720, ACC1: 0.9030, ACC0: 0.5086, Gmean: 0.6777
2025-05-14 20:59:58 - Epoch 87, val mf1: 0.4578, val ACC1: 0.8773, val ACC0: 0.4919, val Gmean: 0.6569 (best 0.8318)
2025-05-14 20:59:58 - Epoch 88 伪标签: 正样本: 713 (20.6%), 负样本: 2740 (79.4%)
2025-05-14 20:59:59 - Epoch 88, 测试集 AUC: 0.7208, PRE: 0.1618, REC: 0.9061, MF1: 0.4717, ACC1: 0.9061, ACC0: 0.5073, Gmean: 0.6780
2025-05-14 20:59:59 - Epoch 88, val mf1: 0.4578, val ACC1: 0.8773, val ACC0: 0.4919, val Gmean: 0.6569 (best 0.8318)
2025-05-14 20:59:59 - Epoch 89 伪标签: 正样本: 712 (20.6%), 负样本: 2741 (79.4%)
2025-05-14 20:59:59 - Epoch 89, 测试集 AUC: 0.7200, PRE: 0.1616, REC: 0.9091, MF1: 0.4707, ACC1: 0.9091, ACC0: 0.5051, Gmean: 0.6776
2025-05-14 20:59:59 - Epoch 89, val mf1: 0.4566, val ACC1: 0.8773, val ACC0: 0.4900, val Gmean: 0.6556 (best 0.8318)
2025-05-14 20:59:59 - Epoch 90 伪标签: 正样本: 711 (20.6%), 负样本: 2742 (79.4%)
2025-05-14 20:59:59 - Epoch 90, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.3002, LPL损失: 17.1130, 聚类损失: 63.2384, 总损失: 0.0000
2025-05-14 20:59:59 - Epoch 90, 测试集 AUC: 0.7199, PRE: 0.1609, REC: 0.9091, MF1: 0.4691, ACC1: 0.9091, ACC0: 0.5025, Gmean: 0.6759
2025-05-14 20:59:59 - Epoch 90, val mf1: 0.4562, val ACC1: 0.8773, val ACC0: 0.4893, val Gmean: 0.6552 (best 0.8318)
2025-05-14 20:59:59 - Epoch 91 伪标签: 正样本: 712 (20.6%), 负样本: 2741 (79.4%)
2025-05-14 20:59:59 - Epoch 91, 测试集 AUC: 0.7201, PRE: 0.1605, REC: 0.9091, MF1: 0.4681, ACC1: 0.9091, ACC0: 0.5010, Gmean: 0.6748
2025-05-14 20:59:59 - Epoch 91, val mf1: 0.4550, val ACC1: 0.8773, val ACC0: 0.4874, val Gmean: 0.6539 (best 0.8318)
2025-05-14 21:00:00 - Epoch 92 伪标签: 正样本: 714 (20.7%), 负样本: 2739 (79.3%)
2025-05-14 21:00:00 - Epoch 92, 测试集 AUC: 0.7197, PRE: 0.1601, REC: 0.9091, MF1: 0.4671, ACC1: 0.9091, ACC0: 0.4994, Gmean: 0.6738
2025-05-14 21:00:00 - Epoch 92, val mf1: 0.4546, val ACC1: 0.8773, val ACC0: 0.4867, val Gmean: 0.6535 (best 0.8318)
2025-05-14 21:00:00 - Epoch 93 伪标签: 正样本: 713 (20.6%), 负样本: 2740 (79.4%)
2025-05-14 21:00:00 - Epoch 93, 测试集 AUC: 0.7197, PRE: 0.1598, REC: 0.9091, MF1: 0.4665, ACC1: 0.9091, ACC0: 0.4984, Gmean: 0.6731
2025-05-14 21:00:00 - Epoch 93, val mf1: 0.4538, val ACC1: 0.8773, val ACC0: 0.4855, val Gmean: 0.6526 (best 0.8318)
2025-05-14 21:00:00 - Epoch 94 伪标签: 正样本: 714 (20.7%), 负样本: 2739 (79.3%)
2025-05-14 21:00:00 - Epoch 94, 测试集 AUC: 0.7203, PRE: 0.1587, REC: 0.9091, MF1: 0.4638, ACC1: 0.9091, ACC0: 0.4943, Gmean: 0.6703
2025-05-14 21:00:00 - Epoch 94, val mf1: 0.4513, val ACC1: 0.8773, val ACC0: 0.4816, val Gmean: 0.6500 (best 0.8318)
2025-05-14 21:00:01 - Epoch 95 伪标签: 正样本: 715 (20.7%), 负样本: 2738 (79.3%)
2025-05-14 21:00:01 - Epoch 95, 测试集 AUC: 0.7207, PRE: 0.1582, REC: 0.9091, MF1: 0.4626, ACC1: 0.9091, ACC0: 0.4924, Gmean: 0.6690
2025-05-14 21:00:01 - Epoch 95, val mf1: 0.4492, val ACC1: 0.8773, val ACC0: 0.4783, val Gmean: 0.6478 (best 0.8318)
2025-05-14 21:00:01 - Epoch 96 伪标签: 正样本: 715 (20.7%), 负样本: 2738 (79.3%)
2025-05-14 21:00:01 - Epoch 96, 测试集 AUC: 0.7202, PRE: 0.1576, REC: 0.9091, MF1: 0.4612, ACC1: 0.9091, ACC0: 0.4901, Gmean: 0.6675
2025-05-14 21:00:01 - Epoch 96, val mf1: 0.4476, val ACC1: 0.8773, val ACC0: 0.4758, val Gmean: 0.6461 (best 0.8318)
2025-05-14 21:00:01 - Epoch 97 伪标签: 正样本: 715 (20.7%), 负样本: 2738 (79.3%)
2025-05-14 21:00:01 - Epoch 97, 测试集 AUC: 0.7202, PRE: 0.1574, REC: 0.9091, MF1: 0.4606, ACC1: 0.9091, ACC0: 0.4892, Gmean: 0.6669
2025-05-14 21:00:01 - Epoch 97, val mf1: 0.4468, val ACC1: 0.8773, val ACC0: 0.4745, val Gmean: 0.6452 (best 0.8318)
2025-05-14 21:00:02 - Epoch 98 伪标签: 正样本: 717 (20.8%), 负样本: 2736 (79.2%)
2025-05-14 21:00:02 - Epoch 98, 测试集 AUC: 0.7212, PRE: 0.1573, REC: 0.9091, MF1: 0.4604, ACC1: 0.9091, ACC0: 0.4889, Gmean: 0.6667
2025-05-14 21:00:02 - Epoch 98, val mf1: 0.4468, val ACC1: 0.8773, val ACC0: 0.4745, val Gmean: 0.6452 (best 0.8318)
2025-05-14 21:00:02 - Epoch 99 伪标签: 正样本: 717 (20.8%), 负样本: 2736 (79.2%)
2025-05-14 21:00:02 - Epoch 99, 测试集 AUC: 0.7222, PRE: 0.1573, REC: 0.9091, MF1: 0.4604, ACC1: 0.9091, ACC0: 0.4889, Gmean: 0.6667
2025-05-14 21:00:02 - Epoch 99, val mf1: 0.4464, val ACC1: 0.8773, val ACC0: 0.4738, val Gmean: 0.6447 (best 0.8318)
2025-05-14 21:00:02 - time cost: 31.60 s
2025-05-14 21:00:02 - 基于验证集最佳模型的测试结果: REC 67.88 PRE 77.78 MF1 84.90 AUC 89.98 ACC1 67.88 ACC0 97.96 Gmean 81.55
2025-05-14 21:00:02 - 测试集上观察到的最佳结果 (Epoch 18): AUC 90.20 PRE 75.77 REC 67.27 MF1 84.22 ACC1 67.27 ACC0 97.74 Gmean 81.09
