2025-05-08 20:40:36 - 运行开始时间: 20250508_204036
2025-05-08 20:40:36 - 日志文件: logs/train_log_amazon_seed64_20250508_204036.txt
2025-05-08 20:40:36 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:40:36 - 无标签数据数量: 3453
2025-05-08 20:40:36 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:40:36 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:40:36 - 伪标签策略：
2025-05-08 20:40:36 -   使用模型输出和聚类结果的融合
2025-05-08 20:40:37 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:40:37 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 42.0875, 聚类损失: 101.1132, 总损失: 4.4975
2025-05-08 20:40:37 - Epoch 0, 测试集 AUC: 0.7806, PRE: 0.2754, REC: 0.5576, MF1: 0.6314, ACC1: 0.5576, ACC0: 0.8461, Gmean: 0.6868
2025-05-08 20:40:37 - 更新最佳测试结果 (Epoch 0): AUC 0.7806, PRE 0.2754, REC 0.5576, MF1 0.6314, ACC1 0.5576, ACC0 0.8461, Gmean 0.6868
2025-05-08 20:40:37 - Epoch 0, val mf1: 0.6031, val ACC1: 0.5215, val ACC0: 0.8242, val Gmean: 0.6556 (best 0.6031)
2025-05-08 20:40:37 - Epoch 1 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:40:37 - Epoch 1, 测试集 AUC: 0.8168, PRE: 0.3527, REC: 0.4606, MF1: 0.6628, ACC1: 0.4606, ACC0: 0.9113, Gmean: 0.6479
2025-05-08 20:40:37 - 更新最佳测试结果 (Epoch 1): AUC 0.8168, PRE 0.3527, REC 0.4606, MF1 0.6628, ACC1 0.4606, ACC0 0.9113, Gmean 0.6479
2025-05-08 20:40:37 - Epoch 1, val mf1: 0.6367, val ACC1: 0.4356, val ACC0: 0.8946, val Gmean: 0.6242 (best 0.6367)
2025-05-08 20:40:38 - Epoch 2 伪标签: 正样本: 156 (4.5%), 负样本: 3297 (95.5%)
2025-05-08 20:40:38 - Epoch 2, 测试集 AUC: 0.8184, PRE: 0.3433, REC: 0.2788, MF1: 0.6212, ACC1: 0.2788, ACC0: 0.9440, Gmean: 0.5130
2025-05-08 20:40:38 - 更新最佳测试结果 (Epoch 2): AUC 0.8184, PRE 0.3433, REC 0.2788, MF1 0.6212, ACC1 0.2788, ACC0 0.9440, Gmean 0.5130
2025-05-08 20:40:38 - Epoch 2, val mf1: 0.6367, val ACC1: 0.3252, val ACC0: 0.9379, val Gmean: 0.5522 (best 0.6367)
2025-05-08 20:40:38 - Epoch 3 伪标签: 正样本: 100 (2.9%), 负样本: 3353 (97.1%)
2025-05-08 20:40:38 - Epoch 3, 测试集 AUC: 0.8186, PRE: 0.3496, REC: 0.2394, MF1: 0.6110, ACC1: 0.2394, ACC0: 0.9532, Gmean: 0.4777
2025-05-08 20:40:38 - 更新最佳测试结果 (Epoch 3): AUC 0.8186, PRE 0.3496, REC 0.2394, MF1 0.6110, ACC1 0.2394, ACC0 0.9532, Gmean 0.4777
2025-05-08 20:40:38 - Epoch 3, val mf1: 0.6213, val ACC1: 0.2638, val ACC0: 0.9509, val Gmean: 0.5008 (best 0.6367)
2025-05-08 20:40:38 - Epoch 4 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:40:39 - Epoch 4, 测试集 AUC: 0.8150, PRE: 0.3260, REC: 0.2242, MF1: 0.6009, ACC1: 0.2242, ACC0: 0.9513, Gmean: 0.4619
2025-05-08 20:40:39 - Epoch 4, val mf1: 0.6153, val ACC1: 0.2577, val ACC0: 0.9483, val Gmean: 0.4943 (best 0.6367)
2025-05-08 20:40:39 - Epoch 5 伪标签: 正样本: 79 (2.3%), 负样本: 3374 (97.7%)
2025-05-08 20:40:39 - Epoch 5, 测试集 AUC: 0.8092, PRE: 0.2906, REC: 0.2333, MF1: 0.5947, ACC1: 0.2333, ACC0: 0.9402, Gmean: 0.4684
2025-05-08 20:40:39 - Epoch 5, val mf1: 0.6007, val ACC1: 0.2699, val ACC0: 0.9276, val Gmean: 0.5004 (best 0.6367)
2025-05-08 20:40:39 - Epoch 6 伪标签: 正样本: 141 (4.1%), 负样本: 3312 (95.9%)
2025-05-08 20:40:39 - Epoch 6, 测试集 AUC: 0.8072, PRE: 0.2650, REC: 0.2545, MF1: 0.5918, ACC1: 0.2545, ACC0: 0.9259, Gmean: 0.4855
2025-05-08 20:40:39 - Epoch 6, val mf1: 0.6075, val ACC1: 0.3067, val ACC0: 0.9173, val Gmean: 0.5304 (best 0.6367)
2025-05-08 20:40:39 - Epoch 7 伪标签: 正样本: 183 (5.3%), 负样本: 3270 (94.7%)
2025-05-08 20:40:40 - Epoch 7, 测试集 AUC: 0.8098, PRE: 0.2945, REC: 0.3061, MF1: 0.6125, ACC1: 0.3061, ACC0: 0.9230, Gmean: 0.5315
2025-05-08 20:40:40 - Epoch 7, val mf1: 0.6149, val ACC1: 0.3313, val ACC0: 0.9140, val Gmean: 0.5503 (best 0.6367)
2025-05-08 20:40:40 - Epoch 8 伪标签: 正样本: 205 (5.9%), 负样本: 3248 (94.1%)
2025-05-08 20:40:40 - Epoch 8, 测试集 AUC: 0.8136, PRE: 0.3043, REC: 0.3394, MF1: 0.6225, ACC1: 0.3394, ACC0: 0.9186, Gmean: 0.5584
2025-05-08 20:40:40 - Epoch 8, val mf1: 0.6427, val ACC1: 0.4049, val ACC0: 0.9121, val Gmean: 0.6077 (best 0.6427)
2025-05-08 20:40:40 - Epoch 9 伪标签: 正样本: 232 (6.7%), 负样本: 3221 (93.3%)
2025-05-08 20:40:41 - Epoch 9, 测试集 AUC: 0.8186, PRE: 0.3350, REC: 0.4121, MF1: 0.6474, ACC1: 0.4121, ACC0: 0.9141, Gmean: 0.6138
2025-05-08 20:40:41 - 更新最佳测试结果 (Epoch 9): AUC 0.8186, PRE 0.3350, REC 0.4121, MF1 0.6474, ACC1 0.4121, ACC0 0.9141, Gmean 0.6138
2025-05-08 20:40:41 - Epoch 9, val mf1: 0.6513, val ACC1: 0.4417, val ACC0: 0.9069, val Gmean: 0.6329 (best 0.6513)
2025-05-08 20:40:41 - Epoch 10 伪标签: 正样本: 443 (12.8%), 负样本: 3010 (87.2%)
2025-05-08 20:40:41 - Epoch 10, 有标签损失: 0.2892, 一致性损失: 0.5500, 伪标签损失: 0.9571, LPL损失: 103.4650, 聚类损失: 39.6761, 总损失: 0.8925
2025-05-08 20:40:41 - Epoch 10, 测试集 AUC: 0.8207, PRE: 0.3543, REC: 0.4939, MF1: 0.6687, ACC1: 0.4939, ACC0: 0.9055, Gmean: 0.6688
2025-05-08 20:40:41 - 更新最佳测试结果 (Epoch 10): AUC 0.8207, PRE 0.3543, REC 0.4939, MF1 0.6687, ACC1 0.4939, ACC0 0.9055, Gmean 0.6688
2025-05-08 20:40:41 - Epoch 10, val mf1: 0.6566, val ACC1: 0.5092, val ACC0: 0.8888, val Gmean: 0.6727 (best 0.6566)
2025-05-08 20:40:41 - Epoch 11 伪标签: 正样本: 467 (13.5%), 负样本: 2986 (86.5%)
2025-05-08 20:40:41 - Epoch 11, 测试集 AUC: 0.8214, PRE: 0.3465, REC: 0.4788, MF1: 0.6629, ACC1: 0.4788, ACC0: 0.9052, Gmean: 0.6583
2025-05-08 20:40:41 - 更新最佳测试结果 (Epoch 11): AUC 0.8214, PRE 0.3465, REC 0.4788, MF1 0.6629, ACC1 0.4788, ACC0 0.9052, Gmean 0.6583
2025-05-08 20:40:41 - Epoch 11, val mf1: 0.6646, val ACC1: 0.5092, val ACC0: 0.8966, val Gmean: 0.6757 (best 0.6646)
2025-05-08 20:40:41 - Epoch 12 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:40:42 - Epoch 12, 测试集 AUC: 0.8207, PRE: 0.3476, REC: 0.5152, MF1: 0.6685, ACC1: 0.5152, ACC0: 0.8985, Gmean: 0.6804
2025-05-08 20:40:42 - Epoch 12, val mf1: 0.6702, val ACC1: 0.5460, val ACC0: 0.8901, val Gmean: 0.6971 (best 0.6702)
2025-05-08 20:40:42 - Epoch 13 伪标签: 正样本: 538 (15.6%), 负样本: 2915 (84.4%)
2025-05-08 20:40:42 - Epoch 13, 测试集 AUC: 0.8166, PRE: 0.3340, REC: 0.5212, MF1: 0.6625, ACC1: 0.5212, ACC0: 0.8909, Gmean: 0.6814
2025-05-08 20:40:42 - Epoch 13, val mf1: 0.6694, val ACC1: 0.5706, val ACC0: 0.8817, val Gmean: 0.7093 (best 0.6702)
2025-05-08 20:40:42 - Epoch 14 伪标签: 正样本: 593 (17.2%), 负样本: 2860 (82.8%)
2025-05-08 20:40:43 - Epoch 14, 测试集 AUC: 0.8081, PRE: 0.2965, REC: 0.4879, MF1: 0.6391, ACC1: 0.4879, ACC0: 0.8785, Gmean: 0.6547
2025-05-08 20:40:43 - Epoch 14, val mf1: 0.6571, val ACC1: 0.5521, val ACC0: 0.8752, val Gmean: 0.6952 (best 0.6702)
2025-05-08 20:40:43 - Epoch 15 伪标签: 正样本: 667 (19.3%), 负样本: 2786 (80.7%)
2025-05-08 20:40:43 - Epoch 15, 测试集 AUC: 0.7977, PRE: 0.2891, REC: 0.5485, MF1: 0.6398, ACC1: 0.5485, ACC0: 0.8585, Gmean: 0.6862
2025-05-08 20:40:43 - Epoch 15, val mf1: 0.6468, val ACC1: 0.5890, val ACC0: 0.8526, val Gmean: 0.7086 (best 0.6702)
2025-05-08 20:40:43 - Epoch 16 伪标签: 正样本: 737 (21.3%), 负样本: 2716 (78.7%)
2025-05-08 20:40:44 - Epoch 16, 测试集 AUC: 0.7825, PRE: 0.2621, REC: 0.5576, MF1: 0.6222, ACC1: 0.5576, ACC0: 0.8352, Gmean: 0.6824
2025-05-08 20:40:44 - Epoch 16, val mf1: 0.6277, val ACC1: 0.6074, val ACC0: 0.8248, val Gmean: 0.7078 (best 0.6702)
2025-05-08 20:40:44 - Epoch 17 伪标签: 正样本: 779 (22.6%), 负样本: 2674 (77.4%)
2025-05-08 20:40:44 - Epoch 17, 测试集 AUC: 0.7633, PRE: 0.2351, REC: 0.5758, MF1: 0.6017, ACC1: 0.5758, ACC0: 0.8034, Gmean: 0.6801
2025-05-08 20:40:44 - Epoch 17, val mf1: 0.6133, val ACC1: 0.6319, val ACC0: 0.7990, val Gmean: 0.7105 (best 0.6702)
2025-05-08 20:40:44 - Epoch 18 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:40:45 - Epoch 18, 测试集 AUC: 0.7447, PRE: 0.2084, REC: 0.5394, MF1: 0.5785, ACC1: 0.5394, ACC0: 0.7850, Gmean: 0.6507
2025-05-08 20:40:45 - Epoch 18, val mf1: 0.5972, val ACC1: 0.6135, val ACC0: 0.7841, val Gmean: 0.6936 (best 0.6702)
2025-05-08 20:40:45 - Epoch 19 伪标签: 正样本: 826 (23.9%), 负样本: 2627 (76.1%)
2025-05-08 20:40:45 - Epoch 19, 测试集 AUC: 0.7299, PRE: 0.2224, REC: 0.7091, MF1: 0.5872, ACC1: 0.7091, ACC0: 0.7398, Gmean: 0.7243
2025-05-08 20:40:45 - Epoch 19, val mf1: 0.5838, val ACC1: 0.7055, val ACC0: 0.7356, val Gmean: 0.7204 (best 0.6702)
2025-05-08 20:40:45 - Epoch 20 伪标签: 正样本: 835 (24.2%), 负样本: 2618 (75.8%)
2025-05-08 20:40:45 - Epoch 20, 有标签损失: 0.0222, 一致性损失: 0.5177, 伪标签损失: 1.0183, LPL损失: 48.0342, 聚类损失: 38.2419, 总损失: 0.4638
2025-05-08 20:40:46 - Epoch 20, 测试集 AUC: 0.7184, PRE: 0.2155, REC: 0.7242, MF1: 0.5789, ACC1: 0.7242, ACC0: 0.7233, Gmean: 0.7238
2025-05-08 20:40:46 - Epoch 20, val mf1: 0.5761, val ACC1: 0.7055, val ACC0: 0.7246, val Gmean: 0.7150 (best 0.6702)
2025-05-08 20:40:46 - Epoch 21 伪标签: 正样本: 842 (24.4%), 负样本: 2611 (75.6%)
2025-05-08 20:40:46 - Epoch 21, 测试集 AUC: 0.7105, PRE: 0.2118, REC: 0.7727, MF1: 0.5717, ACC1: 0.7727, ACC0: 0.6982, Gmean: 0.7345
2025-05-08 20:40:46 - Epoch 21, val mf1: 0.5684, val ACC1: 0.7423, val ACC0: 0.7020, val Gmean: 0.7219 (best 0.6702)
2025-05-08 20:40:46 - Epoch 22 伪标签: 正样本: 850 (24.6%), 负样本: 2603 (75.4%)
2025-05-08 20:40:47 - Epoch 22, 测试集 AUC: 0.7066, PRE: 0.2043, REC: 0.7152, MF1: 0.5662, ACC1: 0.7152, ACC0: 0.7077, Gmean: 0.7114
2025-05-08 20:40:47 - Epoch 22, val mf1: 0.5650, val ACC1: 0.6994, val ACC0: 0.7104, val Gmean: 0.7049 (best 0.6702)
2025-05-08 20:40:47 - Epoch 23 伪标签: 正样本: 852 (24.7%), 负样本: 2601 (75.3%)
2025-05-08 20:40:47 - Epoch 23, 测试集 AUC: 0.7051, PRE: 0.2056, REC: 0.7394, MF1: 0.5661, ACC1: 0.7394, ACC0: 0.7001, Gmean: 0.7195
2025-05-08 20:40:47 - Epoch 23, val mf1: 0.5663, val ACC1: 0.7239, val ACC0: 0.7046, val Gmean: 0.7142 (best 0.6702)
2025-05-08 20:40:47 - Epoch 24 伪标签: 正样本: 851 (24.6%), 负样本: 2602 (75.4%)
2025-05-08 20:40:48 - Epoch 24, 测试集 AUC: 0.7066, PRE: 0.2067, REC: 0.7485, MF1: 0.5669, ACC1: 0.7485, ACC0: 0.6985, Gmean: 0.7230
2025-05-08 20:40:48 - Epoch 24, val mf1: 0.5650, val ACC1: 0.7239, val ACC0: 0.7027, val Gmean: 0.7132 (best 0.6702)
2025-05-08 20:40:48 - Epoch 25 伪标签: 正样本: 848 (24.6%), 负样本: 2605 (75.4%)
2025-05-08 20:40:48 - Epoch 25, 测试集 AUC: 0.7100, PRE: 0.2092, REC: 0.7545, MF1: 0.5697, ACC1: 0.7545, ACC0: 0.7007, Gmean: 0.7271
2025-05-08 20:40:48 - Epoch 25, val mf1: 0.5676, val ACC1: 0.7239, val ACC0: 0.7065, val Gmean: 0.7152 (best 0.6702)
2025-05-08 20:40:48 - Epoch 26 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:40:48 - Epoch 26, 测试集 AUC: 0.7152, PRE: 0.2140, REC: 0.7515, MF1: 0.5756, ACC1: 0.7515, ACC0: 0.7102, Gmean: 0.7306
2025-05-08 20:40:48 - Epoch 26, val mf1: 0.5707, val ACC1: 0.7239, val ACC0: 0.7111, val Gmean: 0.7175 (best 0.6702)
2025-05-08 20:40:49 - Epoch 27 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:40:49 - Epoch 27, 测试集 AUC: 0.7213, PRE: 0.2164, REC: 0.7424, MF1: 0.5790, ACC1: 0.7424, ACC0: 0.7179, Gmean: 0.7300
2025-05-08 20:40:49 - Epoch 27, val mf1: 0.5774, val ACC1: 0.7239, val ACC0: 0.7207, val Gmean: 0.7223 (best 0.6702)
2025-05-08 20:40:49 - Epoch 28 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:40:49 - Epoch 28, 测试集 AUC: 0.7286, PRE: 0.2230, REC: 0.7394, MF1: 0.5866, ACC1: 0.7394, ACC0: 0.7296, Gmean: 0.7345
2025-05-08 20:40:49 - Epoch 28, val mf1: 0.5833, val ACC1: 0.7239, val ACC0: 0.7292, val Gmean: 0.7265 (best 0.6702)
2025-05-08 20:40:50 - Epoch 29 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:40:50 - Epoch 29, 测试集 AUC: 0.7363, PRE: 0.2273, REC: 0.7212, MF1: 0.5920, ACC1: 0.7212, ACC0: 0.7427, Gmean: 0.7319
2025-05-08 20:40:50 - Epoch 29, val mf1: 0.5838, val ACC1: 0.6994, val ACC0: 0.7376, val Gmean: 0.7182 (best 0.6702)
2025-05-08 20:40:50 - Epoch 30 伪标签: 正样本: 832 (24.1%), 负样本: 2621 (75.9%)
2025-05-08 20:40:50 - Epoch 30, 有标签损失: 0.0054, 一致性损失: 0.3755, 伪标签损失: 1.0976, LPL损失: 97.9812, 聚类损失: 31.3636, 总损失: 0.7944
2025-05-08 20:40:50 - Epoch 30, 测试集 AUC: 0.7447, PRE: 0.2326, REC: 0.7091, MF1: 0.5978, ACC1: 0.7091, ACC0: 0.7545, Gmean: 0.7314
2025-05-08 20:40:50 - Epoch 30, val mf1: 0.5940, val ACC1: 0.6994, val ACC0: 0.7518, val Gmean: 0.7251 (best 0.6702)
2025-05-08 20:40:51 - Epoch 31 伪标签: 正样本: 821 (23.8%), 负样本: 2632 (76.2%)
2025-05-08 20:40:51 - Epoch 31, 测试集 AUC: 0.7538, PRE: 0.2377, REC: 0.6879, MF1: 0.6033, ACC1: 0.6879, ACC0: 0.7684, Gmean: 0.7270
2025-05-08 20:40:51 - Epoch 31, val mf1: 0.6036, val ACC1: 0.6933, val ACC0: 0.7666, val Gmean: 0.7290 (best 0.6702)
2025-05-08 20:40:51 - Epoch 32 伪标签: 正样本: 828 (24.0%), 负样本: 2625 (76.0%)
2025-05-08 20:40:51 - Epoch 32, 测试集 AUC: 0.7634, PRE: 0.2431, REC: 0.6697, MF1: 0.6086, ACC1: 0.6697, ACC0: 0.7812, Gmean: 0.7233
2025-05-08 20:40:51 - Epoch 32, val mf1: 0.6149, val ACC1: 0.6933, val ACC0: 0.7815, val Gmean: 0.7361 (best 0.6702)
2025-05-08 20:40:52 - Epoch 33 伪标签: 正样本: 817 (23.7%), 负样本: 2636 (76.3%)
2025-05-08 20:40:52 - Epoch 33, 测试集 AUC: 0.7729, PRE: 0.2521, REC: 0.6515, MF1: 0.6164, ACC1: 0.6515, ACC0: 0.7971, Gmean: 0.7206
2025-05-08 20:40:52 - Epoch 33, val mf1: 0.6231, val ACC1: 0.6810, val ACC0: 0.7957, val Gmean: 0.7361 (best 0.6702)
2025-05-08 20:40:52 - Epoch 34 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:40:53 - Epoch 34, 测试集 AUC: 0.7832, PRE: 0.2688, REC: 0.6394, MF1: 0.6298, ACC1: 0.6394, ACC0: 0.8174, Gmean: 0.7230
2025-05-08 20:40:53 - Epoch 34, val mf1: 0.6284, val ACC1: 0.6564, val ACC0: 0.8100, val Gmean: 0.7292 (best 0.6702)
2025-05-08 20:40:53 - Epoch 35 伪标签: 正样本: 808 (23.4%), 负样本: 2645 (76.6%)
2025-05-08 20:40:53 - Epoch 35, 测试集 AUC: 0.7921, PRE: 0.2824, REC: 0.7273, MF1: 0.6427, ACC1: 0.7273, ACC0: 0.8060, Gmean: 0.7656
2025-05-08 20:40:53 - Epoch 35, val mf1: 0.6359, val ACC1: 0.7178, val ACC0: 0.8003, val Gmean: 0.7579 (best 0.6702)
2025-05-08 20:40:53 - Epoch 36 伪标签: 正样本: 803 (23.3%), 负样本: 2650 (76.7%)
2025-05-08 20:40:54 - Epoch 36, 测试集 AUC: 0.7977, PRE: 0.2938, REC: 0.6909, MF1: 0.6505, ACC1: 0.6909, ACC0: 0.8257, Gmean: 0.7553
2025-05-08 20:40:54 - Epoch 36, val mf1: 0.6435, val ACC1: 0.6871, val ACC0: 0.8184, val Gmean: 0.7499 (best 0.6702)
2025-05-08 20:40:54 - Epoch 37 伪标签: 正样本: 798 (23.1%), 负样本: 2655 (76.9%)
2025-05-08 20:40:54 - Epoch 37, 测试集 AUC: 0.8004, PRE: 0.2996, REC: 0.6818, MF1: 0.6544, ACC1: 0.6818, ACC0: 0.8327, Gmean: 0.7535
2025-05-08 20:40:54 - Epoch 37, val mf1: 0.6441, val ACC1: 0.6810, val ACC0: 0.8209, val Gmean: 0.7477 (best 0.6702)
2025-05-08 20:40:54 - Epoch 38 伪标签: 正样本: 795 (23.0%), 负样本: 2658 (77.0%)
2025-05-08 20:40:54 - Epoch 38, 测试集 AUC: 0.8007, PRE: 0.2999, REC: 0.6788, MF1: 0.6544, ACC1: 0.6788, ACC0: 0.8337, Gmean: 0.7522
2025-05-08 20:40:54 - Epoch 38, val mf1: 0.6442, val ACC1: 0.6748, val ACC0: 0.8229, val Gmean: 0.7452 (best 0.6702)
2025-05-08 20:40:55 - Epoch 39 伪标签: 正样本: 790 (22.9%), 负样本: 2663 (77.1%)
2025-05-08 20:40:55 - Epoch 39, 测试集 AUC: 0.7987, PRE: 0.2923, REC: 0.6758, MF1: 0.6488, ACC1: 0.6758, ACC0: 0.8282, Gmean: 0.7481
2025-05-08 20:40:55 - Epoch 39, val mf1: 0.6415, val ACC1: 0.6687, val ACC0: 0.8216, val Gmean: 0.7412 (best 0.6702)
2025-05-08 20:40:55 - Epoch 40 伪标签: 正样本: 797 (23.1%), 负样本: 2656 (76.9%)
2025-05-08 20:40:55 - Epoch 40, 有标签损失: 0.0038, 一致性损失: 0.2776, 伪标签损失: 1.1057, LPL损失: 94.3227, 聚类损失: 23.6046, 总损失: 0.8702
2025-05-08 20:40:55 - Epoch 40, 测试集 AUC: 0.7949, PRE: 0.2855, REC: 0.7061, MF1: 0.6447, ACC1: 0.7061, ACC0: 0.8146, Gmean: 0.7584
2025-05-08 20:40:55 - Epoch 40, val mf1: 0.6389, val ACC1: 0.6994, val ACC0: 0.8093, val Gmean: 0.7523 (best 0.6702)
2025-05-08 20:40:56 - Epoch 41 伪标签: 正样本: 794 (23.0%), 负样本: 2659 (77.0%)
2025-05-08 20:40:56 - Epoch 41, 测试集 AUC: 0.7893, PRE: 0.2713, REC: 0.6091, MF1: 0.6308, ACC1: 0.6091, ACC0: 0.8282, Gmean: 0.7103
2025-05-08 20:40:56 - Epoch 41, val mf1: 0.6361, val ACC1: 0.6380, val ACC0: 0.8248, val Gmean: 0.7254 (best 0.6702)
2025-05-08 20:40:56 - Epoch 42 伪标签: 正样本: 793 (23.0%), 负样本: 2660 (77.0%)
2025-05-08 20:40:56 - Epoch 42, 测试集 AUC: 0.7825, PRE: 0.2695, REC: 0.6818, MF1: 0.6313, ACC1: 0.6818, ACC0: 0.8060, Gmean: 0.7413
2025-05-08 20:40:56 - Epoch 42, val mf1: 0.6294, val ACC1: 0.6871, val ACC0: 0.8016, val Gmean: 0.7421 (best 0.6702)
2025-05-08 20:40:57 - Epoch 43 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:40:57 - Epoch 43, 测试集 AUC: 0.7747, PRE: 0.2586, REC: 0.6848, MF1: 0.6222, ACC1: 0.6848, ACC0: 0.7939, Gmean: 0.7374
2025-05-08 20:40:57 - Epoch 43, val mf1: 0.6225, val ACC1: 0.6933, val ACC0: 0.7912, val Gmean: 0.7406 (best 0.6702)
2025-05-08 20:40:57 - Epoch 44 伪标签: 正样本: 796 (23.1%), 负样本: 2657 (76.9%)
2025-05-08 20:40:58 - Epoch 44, 测试集 AUC: 0.7706, PRE: 0.2458, REC: 0.6212, MF1: 0.6109, ACC1: 0.6212, ACC0: 0.7999, Gmean: 0.7049
2025-05-08 20:40:58 - Epoch 44, val mf1: 0.6185, val ACC1: 0.6503, val ACC0: 0.7996, val Gmean: 0.7211 (best 0.6702)
2025-05-08 20:40:58 - Epoch 45 伪标签: 正样本: 784 (22.7%), 负样本: 2669 (77.3%)
2025-05-08 20:40:58 - Epoch 45, 测试集 AUC: 0.7696, PRE: 0.2548, REC: 0.6848, MF1: 0.6190, ACC1: 0.6848, ACC0: 0.7898, Gmean: 0.7354
2025-05-08 20:40:58 - Epoch 45, val mf1: 0.6159, val ACC1: 0.6933, val ACC0: 0.7828, val Gmean: 0.7367 (best 0.6702)
2025-05-08 20:40:58 - Epoch 46 伪标签: 正样本: 793 (23.0%), 负样本: 2660 (77.0%)
2025-05-08 20:40:59 - Epoch 46, 测试集 AUC: 0.7713, PRE: 0.2566, REC: 0.6818, MF1: 0.6205, ACC1: 0.6818, ACC0: 0.7926, Gmean: 0.7351
2025-05-08 20:40:59 - Epoch 46, val mf1: 0.6184, val ACC1: 0.6933, val ACC0: 0.7860, val Gmean: 0.7382 (best 0.6702)
2025-05-08 20:40:59 - Epoch 47 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 20:40:59 - Epoch 47, 测试集 AUC: 0.7757, PRE: 0.2598, REC: 0.6818, MF1: 0.6233, ACC1: 0.6818, ACC0: 0.7961, Gmean: 0.7368
2025-05-08 20:40:59 - Epoch 47, val mf1: 0.6231, val ACC1: 0.6933, val ACC0: 0.7919, val Gmean: 0.7409 (best 0.6702)
2025-05-08 20:40:59 - Epoch 48 伪标签: 正样本: 786 (22.8%), 负样本: 2667 (77.2%)
2025-05-08 20:41:00 - Epoch 48, 测试集 AUC: 0.7828, PRE: 0.2641, REC: 0.6939, MF1: 0.6271, ACC1: 0.6939, ACC0: 0.7971, Gmean: 0.7437
2025-05-08 20:41:00 - Epoch 48, val mf1: 0.6266, val ACC1: 0.7055, val ACC0: 0.7925, val Gmean: 0.7477 (best 0.6702)
2025-05-08 20:41:00 - Epoch 49 伪标签: 正样本: 803 (23.3%), 负样本: 2650 (76.7%)
2025-05-08 20:41:00 - Epoch 49, 测试集 AUC: 0.7911, PRE: 0.2769, REC: 0.6697, MF1: 0.6370, ACC1: 0.6697, ACC0: 0.8165, Gmean: 0.7395
2025-05-08 20:41:00 - Epoch 49, val mf1: 0.6321, val ACC1: 0.6687, val ACC0: 0.8106, val Gmean: 0.7362 (best 0.6702)
2025-05-08 20:41:00 - Epoch 50 伪标签: 正样本: 820 (23.7%), 负样本: 2633 (76.3%)
2025-05-08 20:41:00 - Epoch 50, 有标签损失: 0.0032, 一致性损失: 0.2014, 伪标签损失: 1.0802, LPL损失: 100.0854, 聚类损失: 19.3699, 总损失: 1.0550
2025-05-08 20:41:00 - Epoch 50, 测试集 AUC: 0.7974, PRE: 0.2796, REC: 0.6939, MF1: 0.6397, ACC1: 0.6939, ACC0: 0.8123, Gmean: 0.7508
2025-05-08 20:41:00 - Epoch 50, val mf1: 0.6367, val ACC1: 0.6994, val ACC0: 0.8067, val Gmean: 0.7511 (best 0.6702)
2025-05-08 20:41:00 - Epoch 51 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:41:01 - Epoch 51, 测试集 AUC: 0.8008, PRE: 0.2890, REC: 0.6788, MF1: 0.6465, ACC1: 0.6788, ACC0: 0.8247, Gmean: 0.7482
2025-05-08 20:41:01 - Epoch 51, val mf1: 0.6408, val ACC1: 0.6748, val ACC0: 0.8190, val Gmean: 0.7434 (best 0.6702)
2025-05-08 20:41:01 - Epoch 52 伪标签: 正样本: 826 (23.9%), 负样本: 2627 (76.1%)
2025-05-08 20:41:01 - Epoch 52, 测试集 AUC: 0.8013, PRE: 0.2868, REC: 0.6848, MF1: 0.6450, ACC1: 0.6848, ACC0: 0.8212, Gmean: 0.7500
2025-05-08 20:41:01 - Epoch 52, val mf1: 0.6402, val ACC1: 0.6810, val ACC0: 0.8164, val Gmean: 0.7456 (best 0.6702)
2025-05-08 20:41:01 - Epoch 53 伪标签: 正样本: 839 (24.3%), 负样本: 2614 (75.7%)
2025-05-08 20:41:01 - Epoch 53, 测试集 AUC: 0.7983, PRE: 0.2778, REC: 0.6879, MF1: 0.6382, ACC1: 0.6879, ACC0: 0.8123, Gmean: 0.7475
2025-05-08 20:41:01 - Epoch 53, val mf1: 0.6362, val ACC1: 0.6994, val ACC0: 0.8061, val Gmean: 0.7508 (best 0.6702)
2025-05-08 20:41:02 - Epoch 54 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:41:02 - Epoch 54, 测试集 AUC: 0.7955, PRE: 0.2741, REC: 0.6970, MF1: 0.6354, ACC1: 0.6970, ACC0: 0.8063, Gmean: 0.7496
2025-05-08 20:41:02 - Epoch 54, val mf1: 0.6324, val ACC1: 0.6994, val ACC0: 0.8016, val Gmean: 0.7487 (best 0.6702)
2025-05-08 20:41:02 - Epoch 55 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 20:41:02 - Epoch 55, 测试集 AUC: 0.7968, PRE: 0.2728, REC: 0.6970, MF1: 0.6343, ACC1: 0.6970, ACC0: 0.8050, Gmean: 0.7491
2025-05-08 20:41:02 - Epoch 55, val mf1: 0.6308, val ACC1: 0.6994, val ACC0: 0.7996, val Gmean: 0.7478 (best 0.6702)
2025-05-08 20:41:02 - Epoch 56 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:41:03 - Epoch 56, 测试集 AUC: 0.8022, PRE: 0.2773, REC: 0.7000, MF1: 0.6380, ACC1: 0.7000, ACC0: 0.8085, Gmean: 0.7523
2025-05-08 20:41:03 - Epoch 56, val mf1: 0.6304, val ACC1: 0.6871, val ACC0: 0.8028, val Gmean: 0.7427 (best 0.6702)
2025-05-08 20:41:03 - Epoch 57 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:41:03 - Epoch 57, 测试集 AUC: 0.8122, PRE: 0.2877, REC: 0.7000, MF1: 0.6462, ACC1: 0.7000, ACC0: 0.8181, Gmean: 0.7567
2025-05-08 20:41:03 - Epoch 57, val mf1: 0.6424, val ACC1: 0.6810, val ACC0: 0.8190, val Gmean: 0.7468 (best 0.6702)
2025-05-08 20:41:03 - Epoch 58 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:41:03 - Epoch 58, 测试集 AUC: 0.8273, PRE: 0.3146, REC: 0.6939, MF1: 0.6655, ACC1: 0.6939, ACC0: 0.8413, Gmean: 0.7641
2025-05-08 20:41:03 - 更新最佳测试结果 (Epoch 58): AUC 0.8273, PRE 0.3146, REC 0.6939, MF1 0.6655, ACC1 0.6939, ACC0 0.8413, Gmean 0.7641
2025-05-08 20:41:03 - Epoch 58, val mf1: 0.6575, val ACC1: 0.6687, val ACC0: 0.8397, val Gmean: 0.7493 (best 0.6702)
2025-05-08 20:41:04 - Epoch 59 伪标签: 正样本: 851 (24.6%), 负样本: 2602 (75.4%)
2025-05-08 20:41:04 - Epoch 59, 测试集 AUC: 0.8422, PRE: 0.3578, REC: 0.6061, MF1: 0.6846, ACC1: 0.6061, ACC0: 0.8858, Gmean: 0.7327
2025-05-08 20:41:04 - 更新最佳测试结果 (Epoch 59): AUC 0.8422, PRE 0.3578, REC 0.6061, MF1 0.6846, ACC1 0.6061, ACC0 0.8858, Gmean 0.7327
2025-05-08 20:41:04 - Epoch 59, val mf1: 0.6814, val ACC1: 0.5890, val ACC0: 0.8875, val Gmean: 0.7230 (best 0.6814)
2025-05-08 20:41:04 - Epoch 60 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:41:04 - Epoch 60, 有标签损失: 0.0031, 一致性损失: 0.1270, 伪标签损失: 0.9734, LPL损失: 121.6574, 聚类损失: 13.7223, 总损失: 1.4237
2025-05-08 20:41:04 - Epoch 60, 测试集 AUC: 0.8506, PRE: 0.3845, REC: 0.6000, MF1: 0.6975, ACC1: 0.6000, ACC0: 0.8992, Gmean: 0.7345
2025-05-08 20:41:04 - 更新最佳测试结果 (Epoch 60): AUC 0.8506, PRE 0.3845, REC 0.6000, MF1 0.6975, ACC1 0.6000, ACC0 0.8992, Gmean 0.7345
2025-05-08 20:41:04 - Epoch 60, val mf1: 0.6964, val ACC1: 0.5890, val ACC0: 0.9011, val Gmean: 0.7285 (best 0.6964)
2025-05-08 20:41:04 - Epoch 61 伪标签: 正样本: 861 (24.9%), 负样本: 2592 (75.1%)
2025-05-08 20:41:05 - Epoch 61, 测试集 AUC: 0.8516, PRE: 0.3815, REC: 0.6000, MF1: 0.6961, ACC1: 0.6000, ACC0: 0.8979, Gmean: 0.7340
2025-05-08 20:41:05 - 更新最佳测试结果 (Epoch 61): AUC 0.8516, PRE 0.3815, REC 0.6000, MF1 0.6961, ACC1 0.6000, ACC0 0.8979, Gmean 0.7340
2025-05-08 20:41:05 - Epoch 61, val mf1: 0.6992, val ACC1: 0.5951, val ACC0: 0.9017, val Gmean: 0.7325 (best 0.6992)
2025-05-08 20:41:05 - Epoch 62 伪标签: 正样本: 869 (25.2%), 负样本: 2584 (74.8%)
2025-05-08 20:41:05 - Epoch 62, 测试集 AUC: 0.8453, PRE: 0.3600, REC: 0.6000, MF1: 0.6851, ACC1: 0.6000, ACC0: 0.8880, Gmean: 0.7299
2025-05-08 20:41:05 - Epoch 62, val mf1: 0.6840, val ACC1: 0.5951, val ACC0: 0.8882, val Gmean: 0.7270 (best 0.6992)
2025-05-08 20:41:05 - Epoch 63 伪标签: 正样本: 866 (25.1%), 负样本: 2587 (74.9%)
2025-05-08 20:41:06 - Epoch 63, 测试集 AUC: 0.8445, PRE: 0.3593, REC: 0.6000, MF1: 0.6848, ACC1: 0.6000, ACC0: 0.8877, Gmean: 0.7298
2025-05-08 20:41:06 - Epoch 63, val mf1: 0.6786, val ACC1: 0.5890, val ACC0: 0.8849, val Gmean: 0.7219 (best 0.6992)
2025-05-08 20:41:06 - Epoch 64 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:41:06 - Epoch 64, 测试集 AUC: 0.8497, PRE: 0.3660, REC: 0.5879, MF1: 0.6868, ACC1: 0.5879, ACC0: 0.8931, Gmean: 0.7246
2025-05-08 20:41:06 - Epoch 64, val mf1: 0.6859, val ACC1: 0.5767, val ACC0: 0.8953, val Gmean: 0.7185 (best 0.6992)
2025-05-08 20:41:06 - Epoch 65 伪标签: 正样本: 876 (25.4%), 负样本: 2577 (74.6%)
2025-05-08 20:41:07 - Epoch 65, 测试集 AUC: 0.8608, PRE: 0.4026, REC: 0.5697, MF1: 0.7017, ACC1: 0.5697, ACC0: 0.9113, Gmean: 0.7205
2025-05-08 20:41:07 - 更新最佳测试结果 (Epoch 65): AUC 0.8608, PRE 0.4026, REC 0.5697, MF1 0.7017, ACC1 0.5697, ACC0 0.9113, Gmean 0.7205
2025-05-08 20:41:07 - Epoch 65, val mf1: 0.7002, val ACC1: 0.5460, val ACC0: 0.9166, val Gmean: 0.7074 (best 0.7002)
2025-05-08 20:41:07 - Epoch 66 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 20:41:07 - Epoch 66, 测试集 AUC: 0.8765, PRE: 0.4209, REC: 0.7091, MF1: 0.7296, ACC1: 0.7091, ACC0: 0.8976, Gmean: 0.7978
2025-05-08 20:41:07 - 更新最佳测试结果 (Epoch 66): AUC 0.8765, PRE 0.4209, REC 0.7091, MF1 0.7296, ACC1 0.7091, ACC0 0.8976, Gmean 0.7978
2025-05-08 20:41:07 - Epoch 66, val mf1: 0.7292, val ACC1: 0.6871, val ACC0: 0.9024, val Gmean: 0.7874 (best 0.7292)
2025-05-08 20:41:07 - Epoch 67 伪标签: 正样本: 863 (25.0%), 负样本: 2590 (75.0%)
2025-05-08 20:41:07 - Epoch 67, 测试集 AUC: 0.8851, PRE: 0.4733, REC: 0.6970, MF1: 0.7528, ACC1: 0.6970, ACC0: 0.9186, Gmean: 0.8001
2025-05-08 20:41:07 - 更新最佳测试结果 (Epoch 67): AUC 0.8851, PRE 0.4733, REC 0.6970, MF1 0.7528, ACC1 0.6970, ACC0 0.9186, Gmean 0.8001
2025-05-08 20:41:07 - Epoch 67, val mf1: 0.7438, val ACC1: 0.6626, val ACC0: 0.9198, val Gmean: 0.7807 (best 0.7438)
2025-05-08 20:41:07 - Epoch 68 伪标签: 正样本: 848 (24.6%), 负样本: 2605 (75.4%)
2025-05-08 20:41:08 - Epoch 68, 测试集 AUC: 0.8872, PRE: 0.5278, REC: 0.6333, MF1: 0.7631, ACC1: 0.6333, ACC0: 0.9405, Gmean: 0.7718
2025-05-08 20:41:08 - 更新最佳测试结果 (Epoch 68): AUC 0.8872, PRE 0.5278, REC 0.6333, MF1 0.7631, ACC1 0.6333, ACC0 0.9405, Gmean 0.7718
2025-05-08 20:41:08 - Epoch 68, val mf1: 0.7467, val ACC1: 0.6074, val ACC0: 0.9354, val Gmean: 0.7537 (best 0.7467)
2025-05-08 20:41:08 - Epoch 69 伪标签: 正样本: 854 (24.7%), 负样本: 2599 (75.3%)
2025-05-08 20:41:08 - Epoch 69, 测试集 AUC: 0.8832, PRE: 0.4988, REC: 0.6333, MF1: 0.7523, ACC1: 0.6333, ACC0: 0.9332, Gmean: 0.7688
2025-05-08 20:41:08 - Epoch 69, val mf1: 0.7397, val ACC1: 0.6135, val ACC0: 0.9289, val Gmean: 0.7549 (best 0.7467)
2025-05-08 20:41:08 - Epoch 70 伪标签: 正样本: 850 (24.6%), 负样本: 2603 (75.4%)
2025-05-08 20:41:09 - Epoch 70, 有标签损失: 0.0069, 一致性损失: 0.0748, 伪标签损失: 0.8107, LPL损失: 73.5885, 聚类损失: 9.0576, 总损失: 1.0416
2025-05-08 20:41:09 - Epoch 70, 测试集 AUC: 0.8856, PRE: 0.5151, REC: 0.6212, MF1: 0.7560, ACC1: 0.6212, ACC0: 0.9386, Gmean: 0.7636
2025-05-08 20:41:09 - Epoch 70, val mf1: 0.7436, val ACC1: 0.6012, val ACC0: 0.9347, val Gmean: 0.7496 (best 0.7467)
2025-05-08 20:41:09 - Epoch 71 伪标签: 正样本: 851 (24.6%), 负样本: 2602 (75.4%)
2025-05-08 20:41:09 - Epoch 71, 测试集 AUC: 0.8946, PRE: 0.4980, REC: 0.7424, MF1: 0.7710, ACC1: 0.7424, ACC0: 0.9214, Gmean: 0.8271
2025-05-08 20:41:09 - 更新最佳测试结果 (Epoch 71): AUC 0.8946, PRE 0.4980, REC 0.7424, MF1 0.7710, ACC1 0.7424, ACC0 0.9214, Gmean 0.8271
2025-05-08 20:41:09 - Epoch 71, val mf1: 0.7567, val ACC1: 0.7055, val ACC0: 0.9192, val Gmean: 0.8053 (best 0.7567)
2025-05-08 20:41:09 - Epoch 72 伪标签: 正样本: 867 (25.1%), 负样本: 2586 (74.9%)
2025-05-08 20:41:10 - Epoch 72, 测试集 AUC: 0.8963, PRE: 0.5489, REC: 0.6636, MF1: 0.7770, ACC1: 0.6636, ACC0: 0.9427, Gmean: 0.7910
2025-05-08 20:41:10 - 更新最佳测试结果 (Epoch 72): AUC 0.8963, PRE 0.5489, REC 0.6636, MF1 0.7770, ACC1 0.6636, ACC0 0.9427, Gmean 0.7910
2025-05-08 20:41:10 - Epoch 72, val mf1: 0.7607, val ACC1: 0.6258, val ACC0: 0.9405, val Gmean: 0.7672 (best 0.7607)
2025-05-08 20:41:10 - Epoch 73 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:41:10 - Epoch 73, 测试集 AUC: 0.8948, PRE: 0.5981, REC: 0.5818, MF1: 0.7737, ACC1: 0.5818, ACC0: 0.9590, Gmean: 0.7470
2025-05-08 20:41:10 - Epoch 73, val mf1: 0.7621, val ACC1: 0.5583, val ACC0: 0.9573, val Gmean: 0.7311 (best 0.7621)
2025-05-08 20:41:10 - Epoch 74 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 20:41:11 - Epoch 74, 测试集 AUC: 0.8908, PRE: 0.5693, REC: 0.5727, MF1: 0.7629, ACC1: 0.5727, ACC0: 0.9545, Gmean: 0.7394
2025-05-08 20:41:11 - Epoch 74, val mf1: 0.7481, val ACC1: 0.5460, val ACC0: 0.9515, val Gmean: 0.7208 (best 0.7621)
2025-05-08 20:41:11 - Epoch 75 伪标签: 正样本: 817 (23.7%), 负样本: 2636 (76.3%)
2025-05-08 20:41:11 - Epoch 75, 测试集 AUC: 0.8913, PRE: 0.5049, REC: 0.6273, MF1: 0.7535, ACC1: 0.6273, ACC0: 0.9354, Gmean: 0.7660
2025-05-08 20:41:11 - Epoch 75, val mf1: 0.7464, val ACC1: 0.6012, val ACC0: 0.9367, val Gmean: 0.7504 (best 0.7621)
2025-05-08 20:41:11 - Epoch 76 伪标签: 正样本: 826 (23.9%), 负样本: 2627 (76.1%)
2025-05-08 20:41:12 - Epoch 76, 测试集 AUC: 0.8923, PRE: 0.5139, REC: 0.6152, MF1: 0.7544, ACC1: 0.6152, ACC0: 0.9389, Gmean: 0.7600
2025-05-08 20:41:12 - Epoch 76, val mf1: 0.7505, val ACC1: 0.5890, val ACC0: 0.9425, val Gmean: 0.7450 (best 0.7621)
2025-05-08 20:41:12 - Epoch 77 伪标签: 正样本: 811 (23.5%), 负样本: 2642 (76.5%)
2025-05-08 20:41:12 - Epoch 77, 测试集 AUC: 0.8897, PRE: 0.5906, REC: 0.5333, MF1: 0.7584, ACC1: 0.5333, ACC0: 0.9612, Gmean: 0.7160
2025-05-08 20:41:12 - Epoch 77, val mf1: 0.7456, val ACC1: 0.5092, val ACC0: 0.9593, val Gmean: 0.6989 (best 0.7621)
2025-05-08 20:41:12 - Epoch 78 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:41:13 - Epoch 78, 测试集 AUC: 0.8865, PRE: 0.5772, REC: 0.5212, MF1: 0.7514, ACC1: 0.5212, ACC0: 0.9599, Gmean: 0.7073
2025-05-08 20:41:13 - Epoch 78, val mf1: 0.7395, val ACC1: 0.4969, val ACC0: 0.9586, val Gmean: 0.6902 (best 0.7621)
2025-05-08 20:41:13 - Epoch 79 伪标签: 正样本: 818 (23.7%), 负样本: 2635 (76.3%)
2025-05-08 20:41:13 - Epoch 79, 测试集 AUC: 0.8885, PRE: 0.6053, REC: 0.4879, MF1: 0.7486, ACC1: 0.4879, ACC0: 0.9666, Gmean: 0.6867
2025-05-08 20:41:13 - Epoch 79, val mf1: 0.7476, val ACC1: 0.4785, val ACC0: 0.9683, val Gmean: 0.6807 (best 0.7621)
2025-05-08 20:41:13 - Epoch 80 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 20:41:13 - Epoch 80, 有标签损失: 0.0109, 一致性损失: 0.0426, 伪标签损失: 0.6937, LPL损失: 131.6585, 聚类损失: 6.2185, 总损失: 2.0460
2025-05-08 20:41:14 - Epoch 80, 测试集 AUC: 0.8885, PRE: 0.6515, REC: 0.4758, MF1: 0.7548, ACC1: 0.4758, ACC0: 0.9733, Gmean: 0.6805
2025-05-08 20:41:14 - Epoch 80, val mf1: 0.7522, val ACC1: 0.4663, val ACC0: 0.9741, val Gmean: 0.6739 (best 0.7621)
2025-05-08 20:41:14 - Epoch 81 伪标签: 正样本: 861 (24.9%), 负样本: 2592 (75.1%)
2025-05-08 20:41:14 - Epoch 81, 测试集 AUC: 0.8825, PRE: 0.6387, REC: 0.4606, MF1: 0.7469, ACC1: 0.4606, ACC0: 0.9726, Gmean: 0.6693
2025-05-08 20:41:14 - Epoch 81, val mf1: 0.7472, val ACC1: 0.4601, val ACC0: 0.9729, val Gmean: 0.6691 (best 0.7621)
2025-05-08 20:41:14 - Epoch 82 伪标签: 正样本: 974 (28.2%), 负样本: 2479 (71.8%)
2025-05-08 20:41:15 - Epoch 82, 测试集 AUC: 0.8680, PRE: 0.5305, REC: 0.4485, MF1: 0.7183, ACC1: 0.4485, ACC0: 0.9583, Gmean: 0.6556
2025-05-08 20:41:15 - Epoch 82, val mf1: 0.7199, val ACC1: 0.4417, val ACC0: 0.9612, val Gmean: 0.6516 (best 0.7621)
2025-05-08 20:41:15 - Epoch 83 伪标签: 正样本: 1088 (31.5%), 负样本: 2365 (68.5%)
2025-05-08 20:41:15 - Epoch 83, 测试集 AUC: 0.8571, PRE: 0.4585, REC: 0.4182, MF1: 0.6906, ACC1: 0.4182, ACC0: 0.9482, Gmean: 0.6297
2025-05-08 20:41:15 - Epoch 83, val mf1: 0.6905, val ACC1: 0.4110, val ACC0: 0.9502, val Gmean: 0.6250 (best 0.7621)
2025-05-08 20:41:15 - Epoch 84 伪标签: 正样本: 1110 (32.1%), 负样本: 2343 (67.9%)
2025-05-08 20:41:16 - Epoch 84, 测试集 AUC: 0.8393, PRE: 0.3757, REC: 0.4030, MF1: 0.6611, ACC1: 0.4030, ACC0: 0.9297, Gmean: 0.6121
2025-05-08 20:41:16 - Epoch 84, val mf1: 0.6669, val ACC1: 0.4172, val ACC0: 0.9295, val Gmean: 0.6227 (best 0.7621)
2025-05-08 20:41:16 - Epoch 85 伪标签: 正样本: 1235 (35.8%), 负样本: 2218 (64.2%)
2025-05-08 20:41:16 - Epoch 85, 测试集 AUC: 0.8168, PRE: 0.2979, REC: 0.3909, MF1: 0.6282, ACC1: 0.3909, ACC0: 0.9033, Gmean: 0.5942
2025-05-08 20:41:16 - Epoch 85, val mf1: 0.6346, val ACC1: 0.4110, val ACC0: 0.9017, val Gmean: 0.6088 (best 0.7621)
2025-05-08 20:41:16 - Epoch 86 伪标签: 正样本: 1194 (34.6%), 负样本: 2259 (65.4%)
2025-05-08 20:41:17 - Epoch 86, 测试集 AUC: 0.8150, PRE: 0.2923, REC: 0.3667, MF1: 0.6222, ACC1: 0.3667, ACC0: 0.9068, Gmean: 0.5766
2025-05-08 20:41:17 - Epoch 86, val mf1: 0.6346, val ACC1: 0.3926, val ACC0: 0.9089, val Gmean: 0.5974 (best 0.7621)
2025-05-08 20:41:17 - Epoch 87 伪标签: 正样本: 1379 (39.9%), 负样本: 2074 (60.1%)
2025-05-08 20:41:17 - Epoch 87, 测试集 AUC: 0.8119, PRE: 0.2941, REC: 0.3636, MF1: 0.6225, ACC1: 0.3636, ACC0: 0.9084, Gmean: 0.5747
2025-05-08 20:41:17 - Epoch 87, val mf1: 0.6361, val ACC1: 0.3865, val ACC0: 0.9127, val Gmean: 0.5939 (best 0.7621)
2025-05-08 20:41:17 - Epoch 88 伪标签: 正样本: 1506 (43.6%), 负样本: 1947 (56.4%)
2025-05-08 20:41:18 - Epoch 88, 测试集 AUC: 0.8080, PRE: 0.4459, REC: 0.3000, MF1: 0.6517, ACC1: 0.3000, ACC0: 0.9609, Gmean: 0.5369
2025-05-08 20:41:18 - Epoch 88, val mf1: 0.6445, val ACC1: 0.2822, val ACC0: 0.9625, val Gmean: 0.5212 (best 0.7621)
2025-05-08 20:41:18 - Epoch 89 伪标签: 正样本: 1572 (45.5%), 负样本: 1881 (54.5%)
2025-05-08 20:41:18 - Epoch 89, 测试集 AUC: 0.8040, PRE: 0.5131, REC: 0.2970, MF1: 0.6628, ACC1: 0.2970, ACC0: 0.9704, Gmean: 0.5368
2025-05-08 20:41:18 - Epoch 89, val mf1: 0.6564, val ACC1: 0.2822, val ACC0: 0.9716, val Gmean: 0.5236 (best 0.7621)
2025-05-08 20:41:18 - Epoch 90 伪标签: 正样本: 1555 (45.0%), 负样本: 1898 (55.0%)
2025-05-08 20:41:18 - Epoch 90, 有标签损失: 0.0058, 一致性损失: 0.0331, 伪标签损失: 1.2837, LPL损失: 354.5369, 聚类损失: 5.0006, 总损失: 6.2605
2025-05-08 20:41:19 - Epoch 90, 测试集 AUC: 0.8107, PRE: 0.4307, REC: 0.3576, MF1: 0.6664, ACC1: 0.3576, ACC0: 0.9504, Gmean: 0.5830
2025-05-08 20:41:19 - Epoch 90, val mf1: 0.6855, val ACC1: 0.3804, val ACC0: 0.9567, val Gmean: 0.6032 (best 0.7621)
2025-05-08 20:41:19 - Epoch 91 伪标签: 正样本: 1519 (44.0%), 负样本: 1934 (56.0%)
2025-05-08 20:41:19 - Epoch 91, 测试集 AUC: 0.8219, PRE: 0.6198, REC: 0.3606, MF1: 0.7059, ACC1: 0.3606, ACC0: 0.9768, Gmean: 0.5935
2025-05-08 20:41:19 - Epoch 91, val mf1: 0.7209, val ACC1: 0.3926, val ACC0: 0.9761, val Gmean: 0.6191 (best 0.7621)
2025-05-08 20:41:19 - Epoch 92 伪标签: 正样本: 1452 (42.1%), 负样本: 2001 (57.9%)
2025-05-08 20:41:20 - Epoch 92, 测试集 AUC: 0.8327, PRE: 0.7625, REC: 0.3697, MF1: 0.7299, ACC1: 0.3697, ACC0: 0.9879, Gmean: 0.6043
2025-05-08 20:41:20 - Epoch 92, val mf1: 0.7404, val ACC1: 0.3926, val ACC0: 0.9871, val Gmean: 0.6225 (best 0.7621)
2025-05-08 20:41:20 - Epoch 93 伪标签: 正样本: 1443 (41.8%), 负样本: 2010 (58.2%)
2025-05-08 20:41:20 - Epoch 93, 测试集 AUC: 0.8403, PRE: 0.8582, REC: 0.3667, MF1: 0.7392, ACC1: 0.3667, ACC0: 0.9936, Gmean: 0.6036
2025-05-08 20:41:20 - Epoch 93, val mf1: 0.7569, val ACC1: 0.3926, val ACC0: 0.9955, val Gmean: 0.6252 (best 0.7621)
2025-05-08 20:41:20 - Epoch 94 伪标签: 正样本: 1462 (42.3%), 负样本: 1991 (57.7%)
2025-05-08 20:41:21 - Epoch 94, 测试集 AUC: 0.8647, PRE: 0.8588, REC: 0.4606, MF1: 0.7840, ACC1: 0.4606, ACC0: 0.9920, Gmean: 0.6760
2025-05-08 20:41:21 - Epoch 94, val mf1: 0.7930, val ACC1: 0.4785, val ACC0: 0.9922, val Gmean: 0.6891 (best 0.7930)
2025-05-08 20:41:21 - Epoch 95 伪标签: 正样本: 1466 (42.5%), 负样本: 1987 (57.5%)
2025-05-08 20:41:21 - Epoch 95, 测试集 AUC: 0.8812, PRE: 0.7867, REC: 0.5364, MF1: 0.8032, ACC1: 0.5364, ACC0: 0.9847, Gmean: 0.7268
2025-05-08 20:41:21 - Epoch 95, val mf1: 0.8071, val ACC1: 0.5215, val ACC0: 0.9897, val Gmean: 0.7184 (best 0.8071)
2025-05-08 20:41:21 - Epoch 96 伪标签: 正样本: 1508 (43.7%), 负样本: 1945 (56.3%)
2025-05-08 20:41:22 - Epoch 96, 测试集 AUC: 0.8743, PRE: 0.8605, REC: 0.4485, MF1: 0.7788, ACC1: 0.4485, ACC0: 0.9924, Gmean: 0.6671
2025-05-08 20:41:22 - Epoch 96, val mf1: 0.7987, val ACC1: 0.4847, val ACC0: 0.9935, val Gmean: 0.6939 (best 0.8071)
2025-05-08 20:41:22 - Epoch 97 伪标签: 正样本: 1452 (42.1%), 负样本: 2001 (57.9%)
2025-05-08 20:41:22 - Epoch 97, 测试集 AUC: 0.8676, PRE: 0.6963, REC: 0.4515, MF1: 0.7547, ACC1: 0.4515, ACC0: 0.9793, Gmean: 0.6650
2025-05-08 20:41:22 - Epoch 97, val mf1: 0.7705, val ACC1: 0.4724, val ACC0: 0.9825, val Gmean: 0.6813 (best 0.8071)
2025-05-08 20:41:22 - Epoch 98 伪标签: 正样本: 1382 (40.0%), 负样本: 2071 (60.0%)
2025-05-08 20:41:23 - Epoch 98, 测试集 AUC: 0.8818, PRE: 0.6769, REC: 0.5333, MF1: 0.7796, ACC1: 0.5333, ACC0: 0.9733, Gmean: 0.7205
2025-05-08 20:41:23 - Epoch 98, val mf1: 0.7965, val ACC1: 0.5521, val ACC0: 0.9780, val Gmean: 0.7349 (best 0.8071)
2025-05-08 20:41:23 - Epoch 99 伪标签: 正样本: 1395 (40.4%), 负样本: 2058 (59.6%)
2025-05-08 20:41:23 - Epoch 99, 测试集 AUC: 0.8813, PRE: 0.7778, REC: 0.4667, MF1: 0.7745, ACC1: 0.4667, ACC0: 0.9860, Gmean: 0.6783
2025-05-08 20:41:23 - Epoch 99, val mf1: 0.7752, val ACC1: 0.4663, val ACC0: 0.9864, val Gmean: 0.6782 (best 0.8071)
2025-05-08 20:41:23 - Epoch 100 伪标签: 正样本: 1296 (37.5%), 负样本: 2157 (62.5%)
2025-05-08 20:41:24 - Epoch 100, 有标签损失: 0.0126, 一致性损失: 0.0218, 伪标签损失: 0.8632, LPL损失: 217.8795, 聚类损失: 3.8670, 总损失: 4.5501
2025-05-08 20:41:24 - Epoch 100, 测试集 AUC: 0.8867, PRE: 0.6486, REC: 0.5424, MF1: 0.7758, ACC1: 0.5424, ACC0: 0.9691, Gmean: 0.7250
2025-05-08 20:41:24 - Epoch 100, val mf1: 0.7844, val ACC1: 0.5583, val ACC0: 0.9703, val Gmean: 0.7360 (best 0.8071)
2025-05-08 20:41:24 - Epoch 101 伪标签: 正样本: 1159 (33.6%), 负样本: 2294 (66.4%)
2025-05-08 20:41:24 - Epoch 101, 测试集 AUC: 0.9002, PRE: 0.8301, REC: 0.6515, MF1: 0.8525, ACC1: 0.6515, ACC0: 0.9860, Gmean: 0.8015
2025-05-08 20:41:24 - 更新最佳测试结果 (Epoch 101): AUC 0.9002, PRE 0.8301, REC 0.6515, MF1 0.8525, ACC1 0.6515, ACC0 0.9860, Gmean 0.8015
2025-05-08 20:41:24 - Epoch 101, val mf1: 0.8373, val ACC1: 0.6135, val ACC0: 0.9858, val Gmean: 0.7777 (best 0.8373)
2025-05-08 20:41:24 - Epoch 102 伪标签: 正样本: 1133 (32.8%), 负样本: 2320 (67.2%)
2025-05-08 20:41:25 - Epoch 102, 测试集 AUC: 0.8986, PRE: 0.8415, REC: 0.6758, MF1: 0.8631, ACC1: 0.6758, ACC0: 0.9866, Gmean: 0.8165
2025-05-08 20:41:25 - Epoch 102, val mf1: 0.8411, val ACC1: 0.6196, val ACC0: 0.9864, val Gmean: 0.7818 (best 0.8411)
2025-05-08 20:41:25 - Epoch 103 伪标签: 正样本: 1196 (34.6%), 负样本: 2257 (65.4%)
2025-05-08 20:41:25 - Epoch 103, 测试集 AUC: 0.8859, PRE: 0.7705, REC: 0.5697, MF1: 0.8120, ACC1: 0.5697, ACC0: 0.9822, Gmean: 0.7480
2025-05-08 20:41:25 - Epoch 103, val mf1: 0.8118, val ACC1: 0.5706, val ACC0: 0.9819, val Gmean: 0.7485 (best 0.8411)
2025-05-08 20:41:25 - Epoch 104 伪标签: 正样本: 1119 (32.4%), 负样本: 2334 (67.6%)
2025-05-08 20:41:26 - Epoch 104, 测试集 AUC: 0.8803, PRE: 0.7843, REC: 0.6061, MF1: 0.8273, ACC1: 0.6061, ACC0: 0.9825, Gmean: 0.7717
2025-05-08 20:41:26 - Epoch 104, val mf1: 0.8167, val ACC1: 0.5890, val ACC0: 0.9806, val Gmean: 0.7600 (best 0.8411)
2025-05-08 20:41:26 - Epoch 105 伪标签: 正样本: 1194 (34.6%), 负样本: 2259 (65.4%)
2025-05-08 20:41:26 - Epoch 105, 测试集 AUC: 0.8729, PRE: 0.7208, REC: 0.6182, MF1: 0.8166, ACC1: 0.6182, ACC0: 0.9749, Gmean: 0.7763
2025-05-08 20:41:26 - Epoch 105, val mf1: 0.8089, val ACC1: 0.5890, val ACC0: 0.9767, val Gmean: 0.7585 (best 0.8411)
2025-05-08 20:41:26 - Epoch 106 伪标签: 正样本: 1228 (35.6%), 负样本: 2225 (64.4%)
2025-05-08 20:41:27 - Epoch 106, 测试集 AUC: 0.8791, PRE: 0.8043, REC: 0.5727, MF1: 0.8199, ACC1: 0.5727, ACC0: 0.9854, Gmean: 0.7512
2025-05-08 20:41:27 - Epoch 106, val mf1: 0.8259, val ACC1: 0.5583, val ACC0: 0.9910, val Gmean: 0.7438 (best 0.8411)
2025-05-08 20:41:27 - Epoch 107 伪标签: 正样本: 1080 (31.3%), 负样本: 2373 (68.7%)
2025-05-08 20:41:27 - Epoch 107, 测试集 AUC: 0.8727, PRE: 0.7325, REC: 0.5394, MF1: 0.7936, ACC1: 0.5394, ACC0: 0.9793, Gmean: 0.7268
2025-05-08 20:41:27 - Epoch 107, val mf1: 0.7952, val ACC1: 0.5460, val ACC0: 0.9787, val Gmean: 0.7310 (best 0.8411)
2025-05-08 20:41:27 - Epoch 108 伪标签: 正样本: 1221 (35.4%), 负样本: 2232 (64.6%)
2025-05-08 20:41:28 - Epoch 108, 测试集 AUC: 0.8620, PRE: 0.6254, REC: 0.5364, MF1: 0.7683, ACC1: 0.5364, ACC0: 0.9663, Gmean: 0.7199
2025-05-08 20:41:28 - Epoch 108, val mf1: 0.7723, val ACC1: 0.5399, val ACC0: 0.9677, val Gmean: 0.7228 (best 0.8411)
2025-05-08 20:41:28 - Epoch 109 伪标签: 正样本: 1002 (29.0%), 负样本: 2451 (71.0%)
2025-05-08 20:41:28 - Epoch 109, 测试集 AUC: 0.8556, PRE: 0.6667, REC: 0.5333, MF1: 0.7773, ACC1: 0.5333, ACC0: 0.9720, Gmean: 0.7200
2025-05-08 20:41:28 - Epoch 109, val mf1: 0.7773, val ACC1: 0.5153, val ACC0: 0.9761, val Gmean: 0.7092 (best 0.8411)
2025-05-08 20:41:29 - Epoch 110 伪标签: 正样本: 1428 (41.4%), 负样本: 2025 (58.6%)
2025-05-08 20:41:29 - Epoch 110, 有标签损失: 0.0131, 一致性损失: 0.0127, 伪标签损失: 0.7889, LPL损失: 60.8602, 聚类损失: 3.3939, 总损失: 1.5660
2025-05-08 20:41:29 - Epoch 110, 测试集 AUC: 0.8513, PRE: 0.6284, REC: 0.4970, MF1: 0.7568, ACC1: 0.4970, ACC0: 0.9691, Gmean: 0.6940
2025-05-08 20:41:29 - Epoch 110, val mf1: 0.7542, val ACC1: 0.4785, val ACC0: 0.9722, val Gmean: 0.6821 (best 0.8411)
2025-05-08 20:41:29 - Epoch 111 伪标签: 正样本: 1054 (30.5%), 负样本: 2399 (69.5%)
2025-05-08 20:41:29 - Epoch 111, 测试集 AUC: 0.8479, PRE: 0.6235, REC: 0.4818, MF1: 0.7508, ACC1: 0.4818, ACC0: 0.9695, Gmean: 0.6835
2025-05-08 20:41:29 - Epoch 111, val mf1: 0.7305, val ACC1: 0.4356, val ACC0: 0.9696, val Gmean: 0.6499 (best 0.8411)
2025-05-08 20:41:30 - Epoch 112 伪标签: 正样本: 1418 (41.1%), 负样本: 2035 (58.9%)
2025-05-08 20:41:30 - Epoch 112, 测试集 AUC: 0.8609, PRE: 0.6364, REC: 0.5515, MF1: 0.7756, ACC1: 0.5515, ACC0: 0.9669, Gmean: 0.7303
2025-05-08 20:41:30 - Epoch 112, val mf1: 0.7681, val ACC1: 0.5215, val ACC0: 0.9696, val Gmean: 0.7111 (best 0.8411)
2025-05-08 20:41:30 - Epoch 113 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:41:30 - Epoch 113, 测试集 AUC: 0.8632, PRE: 0.7054, REC: 0.5152, MF1: 0.7796, ACC1: 0.5152, ACC0: 0.9774, Gmean: 0.7096
2025-05-08 20:41:30 - Epoch 113, val mf1: 0.7776, val ACC1: 0.4908, val ACC0: 0.9819, val Gmean: 0.6942 (best 0.8411)
2025-05-08 20:41:31 - Epoch 114 伪标签: 正样本: 1025 (29.7%), 负样本: 2428 (70.3%)
2025-05-08 20:41:31 - Epoch 114, 测试集 AUC: 0.8565, PRE: 0.7054, REC: 0.5152, MF1: 0.7796, ACC1: 0.5152, ACC0: 0.9774, Gmean: 0.7096
2025-05-08 20:41:31 - Epoch 114, val mf1: 0.7587, val ACC1: 0.4601, val ACC0: 0.9793, val Gmean: 0.6713 (best 0.8411)
2025-05-08 20:41:31 - Epoch 115 伪标签: 正样本: 1399 (40.5%), 负样本: 2054 (59.5%)
2025-05-08 20:41:31 - Epoch 115, 测试集 AUC: 0.8660, PRE: 0.7071, REC: 0.6000, MF1: 0.8077, ACC1: 0.6000, ACC0: 0.9739, Gmean: 0.7644
2025-05-08 20:41:31 - Epoch 115, val mf1: 0.7928, val ACC1: 0.5583, val ACC0: 0.9748, val Gmean: 0.7377 (best 0.8411)
2025-05-08 20:41:31 - Epoch 116 伪标签: 正样本: 1584 (45.9%), 负样本: 1869 (54.1%)
2025-05-08 20:41:32 - Epoch 116, 测试集 AUC: 0.8574, PRE: 0.6385, REC: 0.5727, MF1: 0.7823, ACC1: 0.5727, ACC0: 0.9660, Gmean: 0.7438
2025-05-08 20:41:32 - Epoch 116, val mf1: 0.7647, val ACC1: 0.5215, val ACC0: 0.9677, val Gmean: 0.7104 (best 0.8411)
2025-05-08 20:41:32 - Epoch 117 伪标签: 正样本: 1639 (47.5%), 负样本: 1814 (52.5%)
2025-05-08 20:41:32 - Epoch 117, 测试集 AUC: 0.8636, PRE: 0.6883, REC: 0.5152, MF1: 0.7760, ACC1: 0.5152, ACC0: 0.9755, Gmean: 0.7089
2025-05-08 20:41:32 - Epoch 117, val mf1: 0.7654, val ACC1: 0.4908, val ACC0: 0.9754, val Gmean: 0.6919 (best 0.8411)
2025-05-08 20:41:32 - Epoch 118 伪标签: 正样本: 1379 (39.9%), 负样本: 2074 (60.1%)
2025-05-08 20:41:33 - Epoch 118, 测试集 AUC: 0.8728, PRE: 0.6977, REC: 0.6364, MF1: 0.8161, ACC1: 0.6364, ACC0: 0.9711, Gmean: 0.7861
2025-05-08 20:41:33 - Epoch 118, val mf1: 0.8125, val ACC1: 0.6012, val ACC0: 0.9761, val Gmean: 0.7661 (best 0.8411)
2025-05-08 20:41:33 - Epoch 119 伪标签: 正样本: 1604 (46.5%), 负样本: 1849 (53.5%)
2025-05-08 20:41:33 - Epoch 119, 测试集 AUC: 0.8732, PRE: 0.7153, REC: 0.6091, MF1: 0.8125, ACC1: 0.6091, ACC0: 0.9746, Gmean: 0.7704
2025-05-08 20:41:33 - Epoch 119, val mf1: 0.7928, val ACC1: 0.5583, val ACC0: 0.9748, val Gmean: 0.7377 (best 0.8411)
2025-05-08 20:41:33 - Epoch 120 伪标签: 正样本: 1489 (43.1%), 负样本: 1964 (56.9%)
2025-05-08 20:41:34 - Epoch 120, 有标签损失: 0.0170, 一致性损失: 0.0054, 伪标签损失: 0.5562, LPL损失: 245.9624, 聚类损失: 2.2459, 总损失: 6.9437
2025-05-08 20:41:34 - Epoch 120, 测试集 AUC: 0.8707, PRE: 0.7814, REC: 0.5848, MF1: 0.8195, ACC1: 0.5848, ACC0: 0.9828, Gmean: 0.7582
2025-05-08 20:41:34 - Epoch 120, val mf1: 0.7977, val ACC1: 0.5337, val ACC0: 0.9825, val Gmean: 0.7242 (best 0.8411)
2025-05-08 20:41:34 - Epoch 121 伪标签: 正样本: 1607 (46.5%), 负样本: 1846 (53.5%)
2025-05-08 20:41:34 - Epoch 121, 测试集 AUC: 0.8628, PRE: 0.8387, REC: 0.5515, MF1: 0.8184, ACC1: 0.5515, ACC0: 0.9889, Gmean: 0.7385
2025-05-08 20:41:34 - Epoch 121, val mf1: 0.8098, val ACC1: 0.5276, val ACC0: 0.9897, val Gmean: 0.7226 (best 0.8411)
2025-05-08 20:41:34 - Epoch 122 伪标签: 正样本: 1628 (47.1%), 负样本: 1825 (52.9%)
2025-05-08 20:41:35 - Epoch 122, 测试集 AUC: 0.8538, PRE: 0.7686, REC: 0.5333, MF1: 0.7986, ACC1: 0.5333, ACC0: 0.9831, Gmean: 0.7241
2025-05-08 20:41:35 - Epoch 122, val mf1: 0.7761, val ACC1: 0.5153, val ACC0: 0.9754, val Gmean: 0.7090 (best 0.8411)
2025-05-08 20:41:35 - Epoch 123 伪标签: 正样本: 1378 (39.9%), 负样本: 2075 (60.1%)
2025-05-08 20:41:35 - Epoch 123, 测试集 AUC: 0.8682, PRE: 0.7670, REC: 0.6485, MF1: 0.8371, ACC1: 0.6485, ACC0: 0.9793, Gmean: 0.7969
2025-05-08 20:41:35 - Epoch 123, val mf1: 0.8240, val ACC1: 0.6074, val ACC0: 0.9806, val Gmean: 0.7717 (best 0.8411)
2025-05-08 20:41:35 - Epoch 124 伪标签: 正样本: 1482 (42.9%), 负样本: 1971 (57.1%)
2025-05-08 20:41:36 - Epoch 124, 测试集 AUC: 0.8656, PRE: 0.7907, REC: 0.6182, MF1: 0.8328, ACC1: 0.6182, ACC0: 0.9828, Gmean: 0.7795
2025-05-08 20:41:36 - Epoch 124, val mf1: 0.8130, val ACC1: 0.5767, val ACC0: 0.9813, val Gmean: 0.7522 (best 0.8411)
2025-05-08 20:41:36 - Epoch 125 伪标签: 正样本: 589 (17.1%), 负样本: 2864 (82.9%)
2025-05-08 20:41:36 - Epoch 125, 测试集 AUC: 0.8539, PRE: 0.5253, REC: 0.5667, MF1: 0.7477, ACC1: 0.5667, ACC0: 0.9462, Gmean: 0.7323
2025-05-08 20:41:36 - Epoch 125, val mf1: 0.7345, val ACC1: 0.5460, val ACC0: 0.9425, val Gmean: 0.7174 (best 0.8411)
2025-05-08 20:41:37 - Epoch 126 伪标签: 正样本: 1229 (35.6%), 负样本: 2224 (64.4%)
2025-05-08 20:41:37 - Epoch 126, 测试集 AUC: 0.8651, PRE: 0.8627, REC: 0.5333, MF1: 0.8154, ACC1: 0.5333, ACC0: 0.9911, Gmean: 0.7270
2025-05-08 20:41:37 - Epoch 126, val mf1: 0.7948, val ACC1: 0.5031, val ACC0: 0.9877, val Gmean: 0.7049 (best 0.8411)
2025-05-08 20:41:37 - Epoch 127 伪标签: 正样本: 1565 (45.3%), 负样本: 1888 (54.7%)
2025-05-08 20:41:37 - Epoch 127, 测试集 AUC: 0.8560, PRE: 0.8814, REC: 0.5182, MF1: 0.8122, ACC1: 0.5182, ACC0: 0.9927, Gmean: 0.7172
2025-05-08 20:41:37 - Epoch 127, val mf1: 0.7973, val ACC1: 0.4908, val ACC0: 0.9916, val Gmean: 0.6976 (best 0.8411)
2025-05-08 20:41:38 - Epoch 128 伪标签: 正样本: 1177 (34.1%), 负样本: 2276 (65.9%)
2025-05-08 20:41:38 - Epoch 128, 测试集 AUC: 0.8290, PRE: 0.5140, REC: 0.5000, MF1: 0.7280, ACC1: 0.5000, ACC0: 0.9504, Gmean: 0.6893
2025-05-08 20:41:38 - Epoch 128, val mf1: 0.7122, val ACC1: 0.4663, val ACC0: 0.9489, val Gmean: 0.6652 (best 0.8411)
2025-05-08 20:41:38 - Epoch 129 伪标签: 正样本: 1679 (48.6%), 负样本: 1774 (51.4%)
2025-05-08 20:41:38 - Epoch 129, 测试集 AUC: 0.8036, PRE: 0.6080, REC: 0.3242, MF1: 0.6888, ACC1: 0.3242, ACC0: 0.9781, Gmean: 0.5631
2025-05-08 20:41:38 - Epoch 129, val mf1: 0.6674, val ACC1: 0.3006, val ACC0: 0.9722, val Gmean: 0.5406 (best 0.8411)
2025-05-08 20:41:39 - Epoch 130 伪标签: 正样本: 1733 (50.2%), 负样本: 1720 (49.8%)
2025-05-08 20:41:39 - Epoch 130, 有标签损失: 0.0173, 一致性损失: 0.0037, 伪标签损失: 0.5120, LPL损失: 54.3550, 聚类损失: 1.6523, 总损失: 1.8458
2025-05-08 20:41:39 - Epoch 130, 测试集 AUC: 0.8541, PRE: 0.5645, REC: 0.7030, MF1: 0.7908, ACC1: 0.7030, ACC0: 0.9431, Gmean: 0.8143
2025-05-08 20:41:39 - Epoch 130, val mf1: 0.7638, val ACC1: 0.6626, val ACC0: 0.9341, val Gmean: 0.7867 (best 0.8411)
2025-05-08 20:41:39 - Epoch 131 伪标签: 正样本: 1359 (39.4%), 负样本: 2094 (60.6%)
2025-05-08 20:41:39 - Epoch 131, 测试集 AUC: 0.8602, PRE: 0.6164, REC: 0.6818, MF1: 0.8042, ACC1: 0.6818, ACC0: 0.9555, Gmean: 0.8071
2025-05-08 20:41:39 - Epoch 131, val mf1: 0.7835, val ACC1: 0.6503, val ACC0: 0.9496, val Gmean: 0.7858 (best 0.8411)
2025-05-08 20:41:40 - Epoch 132 伪标签: 正样本: 1140 (33.0%), 负样本: 2313 (67.0%)
2025-05-08 20:41:40 - Epoch 132, 测试集 AUC: 0.8136, PRE: 0.3210, REC: 0.6848, MF1: 0.6694, ACC1: 0.6848, ACC0: 0.8480, Gmean: 0.7621
2025-05-08 20:41:40 - Epoch 132, val mf1: 0.6516, val ACC1: 0.6748, val ACC0: 0.8313, val Gmean: 0.7490 (best 0.8411)
2025-05-08 20:41:40 - Epoch 133 伪标签: 正样本: 715 (20.7%), 负样本: 2738 (79.3%)
2025-05-08 20:41:40 - Epoch 133, 测试集 AUC: 0.7526, PRE: 0.8983, REC: 0.1606, MF1: 0.6147, ACC1: 0.1606, ACC0: 0.9981, Gmean: 0.4004
2025-05-08 20:41:40 - Epoch 133, val mf1: 0.6283, val ACC1: 0.1840, val ACC0: 0.9955, val Gmean: 0.4280 (best 0.8411)
2025-05-08 20:41:41 - Epoch 134 伪标签: 正样本: 1672 (48.4%), 负样本: 1781 (51.6%)
2025-05-08 20:41:41 - Epoch 134, 测试集 AUC: 0.7903, PRE: 0.8741, REC: 0.3576, MF1: 0.7361, ACC1: 0.3576, ACC0: 0.9946, Gmean: 0.5964
2025-05-08 20:41:41 - Epoch 134, val mf1: 0.7238, val ACC1: 0.3436, val ACC0: 0.9922, val Gmean: 0.5839 (best 0.8411)
2025-05-08 20:41:41 - Epoch 135 伪标签: 正样本: 1701 (49.3%), 负样本: 1752 (50.7%)
2025-05-08 20:41:41 - Epoch 135, 测试集 AUC: 0.7437, PRE: 0.8394, REC: 0.3485, MF1: 0.7280, ACC1: 0.3485, ACC0: 0.9930, Gmean: 0.5883
2025-05-08 20:41:41 - Epoch 135, val mf1: 0.7110, val ACC1: 0.3252, val ACC0: 0.9910, val Gmean: 0.5676 (best 0.8411)
2025-05-08 20:41:41 - Epoch 136 伪标签: 正样本: 1716 (49.7%), 负样本: 1737 (50.3%)
2025-05-08 20:41:42 - Epoch 136, 测试集 AUC: 0.6881, PRE: 0.7353, REC: 0.1515, MF1: 0.6029, ACC1: 0.1515, ACC0: 0.9943, Gmean: 0.3881
2025-05-08 20:41:42 - Epoch 136, val mf1: 0.6169, val ACC1: 0.1779, val ACC0: 0.9903, val Gmean: 0.4197 (best 0.8411)
2025-05-08 20:41:42 - Epoch 137 伪标签: 正样本: 1754 (50.8%), 负样本: 1699 (49.2%)
2025-05-08 20:41:42 - Epoch 137, 测试集 AUC: 0.7313, PRE: 0.6139, REC: 0.2939, MF1: 0.6760, ACC1: 0.2939, ACC0: 0.9806, Gmean: 0.5369
2025-05-08 20:41:42 - Epoch 137, val mf1: 0.6531, val ACC1: 0.2699, val ACC0: 0.9741, val Gmean: 0.5128 (best 0.8411)
2025-05-08 20:41:42 - Epoch 138 伪标签: 正样本: 1656 (48.0%), 负样本: 1797 (52.0%)
2025-05-08 20:41:43 - Epoch 138, 测试集 AUC: 0.7935, PRE: 0.5694, REC: 0.4848, MF1: 0.7389, ACC1: 0.4848, ACC0: 0.9615, Gmean: 0.6828
2025-05-08 20:41:43 - Epoch 138, val mf1: 0.7157, val ACC1: 0.4479, val ACC0: 0.9567, val Gmean: 0.6546 (best 0.8411)
2025-05-08 20:41:43 - Epoch 139 伪标签: 正样本: 1601 (46.4%), 负样本: 1852 (53.6%)
2025-05-08 20:41:43 - Epoch 139, 测试集 AUC: 0.7792, PRE: 0.6745, REC: 0.4333, MF1: 0.7439, ACC1: 0.4333, ACC0: 0.9781, Gmean: 0.6510
2025-05-08 20:41:43 - Epoch 139, val mf1: 0.7384, val ACC1: 0.4172, val ACC0: 0.9793, val Gmean: 0.6392 (best 0.8411)
2025-05-08 20:41:43 - Epoch 140 伪标签: 正样本: 1622 (47.0%), 负样本: 1831 (53.0%)
2025-05-08 20:41:44 - Epoch 140, 有标签损失: 0.0090, 一致性损失: 0.0028, 伪标签损失: 0.4964, LPL损失: 277.4964, 聚类损失: 1.5347, 总损失: 10.4732
2025-05-08 20:41:44 - Epoch 140, 测试集 AUC: 0.7532, PRE: 0.8923, REC: 0.3515, MF1: 0.7346, ACC1: 0.3515, ACC0: 0.9955, Gmean: 0.5916
2025-05-08 20:41:44 - Epoch 140, val mf1: 0.7227, val ACC1: 0.3374, val ACC0: 0.9935, val Gmean: 0.5790 (best 0.8411)
2025-05-08 20:41:44 - Epoch 141 伪标签: 正样本: 1612 (46.7%), 负样本: 1841 (53.3%)
2025-05-08 20:41:44 - Epoch 141, 测试集 AUC: 0.7238, PRE: 0.9583, REC: 0.2788, MF1: 0.6974, ACC1: 0.2788, ACC0: 0.9987, Gmean: 0.5277
2025-05-08 20:41:44 - Epoch 141, val mf1: 0.6854, val ACC1: 0.2638, val ACC0: 0.9974, val Gmean: 0.5130 (best 0.8411)
2025-05-08 20:41:44 - Epoch 142 伪标签: 正样本: 1644 (47.6%), 负样本: 1809 (52.4%)
2025-05-08 20:41:45 - Epoch 142, 测试集 AUC: 0.6821, PRE: 0.5270, REC: 0.5030, MF1: 0.7325, ACC1: 0.5030, ACC0: 0.9526, Gmean: 0.6922
2025-05-08 20:41:45 - Epoch 142, val mf1: 0.7047, val ACC1: 0.4417, val ACC0: 0.9509, val Gmean: 0.6481 (best 0.8411)
2025-05-08 20:41:45 - Epoch 143 伪标签: 正样本: 1607 (46.5%), 负样本: 1846 (53.5%)
2025-05-08 20:41:45 - Epoch 143, 测试集 AUC: 0.6799, PRE: 0.8182, REC: 0.3818, MF1: 0.7424, ACC1: 0.3818, ACC0: 0.9911, Gmean: 0.6152
2025-05-08 20:41:45 - Epoch 143, val mf1: 0.7431, val ACC1: 0.3742, val ACC0: 0.9935, val Gmean: 0.6098 (best 0.8411)
2025-05-08 20:41:45 - Epoch 144 伪标签: 正样本: 1551 (44.9%), 负样本: 1902 (55.1%)
2025-05-08 20:41:46 - Epoch 144, 测试集 AUC: 0.6176, PRE: 0.8710, REC: 0.1636, MF1: 0.6161, ACC1: 0.1636, ACC0: 0.9975, Gmean: 0.4040
2025-05-08 20:41:46 - Epoch 144, val mf1: 0.6221, val ACC1: 0.1779, val ACC0: 0.9942, val Gmean: 0.4206 (best 0.8411)
2025-05-08 20:41:46 - Epoch 145 伪标签: 正样本: 1626 (47.1%), 负样本: 1827 (52.9%)
2025-05-08 20:41:46 - Epoch 145, 测试集 AUC: 0.6520, PRE: 0.5506, REC: 0.2636, MF1: 0.6540, ACC1: 0.2636, ACC0: 0.9774, Gmean: 0.5076
2025-05-08 20:41:46 - Epoch 145, val mf1: 0.6367, val ACC1: 0.2515, val ACC0: 0.9696, val Gmean: 0.4939 (best 0.8411)
2025-05-08 20:41:47 - Epoch 146 伪标签: 正样本: 162 (4.7%), 负样本: 3291 (95.3%)
2025-05-08 20:41:47 - Epoch 146, 测试集 AUC: 0.7373, PRE: 0.9535, REC: 0.2485, MF1: 0.6778, ACC1: 0.2485, ACC0: 0.9987, Gmean: 0.4982
2025-05-08 20:41:47 - Epoch 146, val mf1: 0.6580, val ACC1: 0.2209, val ACC0: 0.9981, val Gmean: 0.4695 (best 0.8411)
2025-05-08 20:41:47 - Epoch 147 伪标签: 正样本: 1528 (44.3%), 负样本: 1925 (55.7%)
2025-05-08 20:41:47 - Epoch 147, 测试集 AUC: 0.7220, PRE: 0.9474, REC: 0.2182, MF1: 0.6573, ACC1: 0.2182, ACC0: 0.9987, Gmean: 0.4668
2025-05-08 20:41:47 - Epoch 147, val mf1: 0.6548, val ACC1: 0.2147, val ACC0: 0.9987, val Gmean: 0.4631 (best 0.8411)
2025-05-08 20:41:48 - Epoch 148 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:41:48 - Epoch 148, 测试集 AUC: 0.7328, PRE: 0.9538, REC: 0.1879, MF1: 0.6363, ACC1: 0.1879, ACC0: 0.9990, Gmean: 0.4332
2025-05-08 20:41:48 - Epoch 148, val mf1: 0.6329, val ACC1: 0.1840, val ACC0: 0.9987, val Gmean: 0.4287 (best 0.8411)
2025-05-08 20:41:48 - Epoch 149 伪标签: 正样本: 1541 (44.6%), 负样本: 1912 (55.4%)
2025-05-08 20:41:49 - Epoch 149, 测试集 AUC: 0.7844, PRE: 0.9608, REC: 0.1485, MF1: 0.6071, ACC1: 0.1485, ACC0: 0.9994, Gmean: 0.3852
2025-05-08 20:41:49 - Epoch 149, val mf1: 0.6257, val ACC1: 0.1718, val ACC0: 1.0000, val Gmean: 0.4145 (best 0.8411)
2025-05-08 20:41:49 - time cost: 72.43 s
2025-05-08 20:41:49 - 基于验证集最佳模型的测试结果: REC 67.58 PRE 84.15 MF1 86.31 AUC 89.86 ACC1 67.58 ACC0 98.66 Gmean 81.65
2025-05-08 20:41:49 - 测试集上观察到的最佳结果 (Epoch 101): AUC 90.02 PRE 83.01 REC 65.15 MF1 85.25 ACC1 65.15 ACC0 98.60 Gmean 80.15
