2025-05-08 20:39:18 - 运行开始时间: 20250508_203918
2025-05-08 20:39:18 - 日志文件: logs/train_log_amazon_seed64_20250508_203918.txt
2025-05-08 20:39:18 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:39:18 - 无标签数据数量: 3453
2025-05-08 20:39:18 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:39:19 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:39:19 - 伪标签策略：
2025-05-08 20:39:19 -   使用模型输出和聚类结果的融合
2025-05-08 20:39:19 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:39:19 - 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: 4.3456, 聚类损失: 101.1132, 总损失: 4.3703
2025-05-08 20:39:19 - 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 20:39:19 - 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 20:39:19 - Epoch 0, val mf1: 0.6031, val ACC1: 0.5215, val ACC0: 0.8242, val Gmean: 0.6556 (best 0.6031)
2025-05-08 20:39:20 - Epoch 1 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:39:20 - Epoch 1, 测试集 AUC: 0.8177, PRE: 0.3576, REC: 0.4606, MF1: 0.6649, ACC1: 0.4606, ACC0: 0.9132, Gmean: 0.6485
2025-05-08 20:39:20 - 更新最佳测试结果 (Epoch 1): AUC 0.8177, PRE 0.3576, REC 0.4606, MF1 0.6649, ACC1 0.4606, ACC0 0.9132, Gmean 0.6485
2025-05-08 20:39:20 - Epoch 1, val mf1: 0.6379, val ACC1: 0.4356, val ACC0: 0.8959, val Gmean: 0.6247 (best 0.6379)
2025-05-08 20:39:20 - Epoch 2 伪标签: 正样本: 153 (4.4%), 负样本: 3300 (95.6%)
2025-05-08 20:39:20 - Epoch 2, 测试集 AUC: 0.8185, PRE: 0.3433, REC: 0.2788, MF1: 0.6212, ACC1: 0.2788, ACC0: 0.9440, Gmean: 0.5130
2025-05-08 20:39:20 - 更新最佳测试结果 (Epoch 2): AUC 0.8185, PRE 0.3433, REC 0.2788, MF1 0.6212, ACC1 0.2788, ACC0 0.9440, Gmean 0.5130
2025-05-08 20:39:20 - Epoch 2, val mf1: 0.6382, val ACC1: 0.3252, val ACC0: 0.9392, val Gmean: 0.5526 (best 0.6382)
2025-05-08 20:39:21 - Epoch 3 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:39:21 - Epoch 3, 测试集 AUC: 0.8181, PRE: 0.3435, REC: 0.2394, MF1: 0.6096, ACC1: 0.2394, ACC0: 0.9520, Gmean: 0.4774
2025-05-08 20:39:21 - Epoch 3, val mf1: 0.6198, val ACC1: 0.2638, val ACC0: 0.9496, val Gmean: 0.5005 (best 0.6382)
2025-05-08 20:39:21 - Epoch 4 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:39:21 - Epoch 4, 测试集 AUC: 0.8157, PRE: 0.3304, REC: 0.2242, MF1: 0.6018, ACC1: 0.2242, ACC0: 0.9523, Gmean: 0.4621
2025-05-08 20:39:21 - Epoch 4, val mf1: 0.6181, val ACC1: 0.2577, val ACC0: 0.9509, val Gmean: 0.4950 (best 0.6382)
2025-05-08 20:39:22 - Epoch 5 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:39:22 - Epoch 5, 测试集 AUC: 0.8108, PRE: 0.2962, REC: 0.2333, MF1: 0.5962, ACC1: 0.2333, ACC0: 0.9418, Gmean: 0.4688
2025-05-08 20:39:22 - Epoch 5, val mf1: 0.6037, val ACC1: 0.2699, val ACC0: 0.9308, val Gmean: 0.5013 (best 0.6382)
2025-05-08 20:39:22 - Epoch 6 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:39:23 - Epoch 6, 测试集 AUC: 0.8082, PRE: 0.2692, REC: 0.2545, MF1: 0.5933, ACC1: 0.2545, ACC0: 0.9275, Gmean: 0.4859
2025-05-08 20:39:23 - Epoch 6, val mf1: 0.6054, val ACC1: 0.3006, val ACC0: 0.9179, val Gmean: 0.5253 (best 0.6382)
2025-05-08 20:39:23 - Epoch 7 伪标签: 正样本: 163 (4.7%), 负样本: 3290 (95.3%)
2025-05-08 20:39:23 - Epoch 7, 测试集 AUC: 0.8110, PRE: 0.2979, REC: 0.3061, MF1: 0.6138, ACC1: 0.3061, ACC0: 0.9243, Gmean: 0.5319
2025-05-08 20:39:23 - Epoch 7, val mf1: 0.6167, val ACC1: 0.3313, val ACC0: 0.9160, val Gmean: 0.5509 (best 0.6382)
2025-05-08 20:39:23 - Epoch 8 伪标签: 正样本: 201 (5.8%), 负样本: 3252 (94.2%)
2025-05-08 20:39:23 - Epoch 8, 测试集 AUC: 0.8150, PRE: 0.3094, REC: 0.3394, MF1: 0.6244, ACC1: 0.3394, ACC0: 0.9205, Gmean: 0.5589
2025-05-08 20:39:23 - Epoch 8, val mf1: 0.6447, val ACC1: 0.4049, val ACC0: 0.9140, val Gmean: 0.6084 (best 0.6447)
2025-05-08 20:39:24 - Epoch 9 伪标签: 正样本: 222 (6.4%), 负样本: 3231 (93.6%)
2025-05-08 20:39:24 - Epoch 9, 测试集 AUC: 0.8201, PRE: 0.3383, REC: 0.4121, MF1: 0.6488, ACC1: 0.4121, ACC0: 0.9154, Gmean: 0.6142
2025-05-08 20:39:24 - 更新最佳测试结果 (Epoch 9): AUC 0.8201, PRE 0.3383, REC 0.4121, MF1 0.6488, ACC1 0.4121, ACC0 0.9154, Gmean 0.6142
2025-05-08 20:39:24 - Epoch 9, val mf1: 0.6541, val ACC1: 0.4417, val ACC0: 0.9095, val Gmean: 0.6338 (best 0.6541)
2025-05-08 20:39:24 - Epoch 10 伪标签: 正样本: 440 (12.7%), 负样本: 3013 (87.3%)
2025-05-08 20:39:24 - Epoch 10, 有标签损失: 0.2894, 一致性损失: 0.5507, 伪标签损失: 0.9661, LPL损失: 10.6860, 聚类损失: 39.6704, 总损失: 0.5117
2025-05-08 20:39:24 - Epoch 10, 测试集 AUC: 0.8223, PRE: 0.3582, REC: 0.4939, MF1: 0.6704, ACC1: 0.4939, ACC0: 0.9071, Gmean: 0.6694
2025-05-08 20:39:24 - 更新最佳测试结果 (Epoch 10): AUC 0.8223, PRE 0.3582, REC 0.4939, MF1 0.6704, ACC1 0.4939, ACC0 0.9071, Gmean 0.6694
2025-05-08 20:39:24 - Epoch 10, val mf1: 0.6599, val ACC1: 0.5092, val ACC0: 0.8920, val Gmean: 0.6740 (best 0.6599)
2025-05-08 20:39:24 - Epoch 11 伪标签: 正样本: 464 (13.4%), 负样本: 2989 (86.6%)
2025-05-08 20:39:25 - Epoch 11, 测试集 AUC: 0.8230, PRE: 0.3535, REC: 0.4788, MF1: 0.6660, ACC1: 0.4788, ACC0: 0.9081, Gmean: 0.6594
2025-05-08 20:39:25 - 更新最佳测试结果 (Epoch 11): AUC 0.8230, PRE 0.3535, REC 0.4788, MF1 0.6660, ACC1 0.4788, ACC0 0.9081, Gmean 0.6594
2025-05-08 20:39:25 - Epoch 11, val mf1: 0.6660, val ACC1: 0.5092, val ACC0: 0.8979, val Gmean: 0.6762 (best 0.6660)
2025-05-08 20:39:25 - Epoch 12 伪标签: 正样本: 493 (14.3%), 负样本: 2960 (85.7%)
2025-05-08 20:39:25 - Epoch 12, 测试集 AUC: 0.8225, PRE: 0.3549, REC: 0.5152, MF1: 0.6719, ACC1: 0.5152, ACC0: 0.9017, Gmean: 0.6816
2025-05-08 20:39:25 - Epoch 12, val mf1: 0.6723, val ACC1: 0.5399, val ACC0: 0.8940, val Gmean: 0.6947 (best 0.6723)
2025-05-08 20:39:25 - Epoch 13 伪标签: 正样本: 534 (15.5%), 负样本: 2919 (84.5%)
2025-05-08 20:39:26 - Epoch 13, 测试集 AUC: 0.8185, PRE: 0.3393, REC: 0.5182, MF1: 0.6648, ACC1: 0.5182, ACC0: 0.8941, Gmean: 0.6807
2025-05-08 20:39:26 - Epoch 13, val mf1: 0.6708, val ACC1: 0.5644, val ACC0: 0.8849, val Gmean: 0.7067 (best 0.6723)
2025-05-08 20:39:26 - Epoch 14 伪标签: 正样本: 589 (17.1%), 负样本: 2864 (82.9%)
2025-05-08 20:39:26 - Epoch 14, 测试集 AUC: 0.8097, PRE: 0.2991, REC: 0.4848, MF1: 0.6402, ACC1: 0.4848, ACC0: 0.8807, Gmean: 0.6535
2025-05-08 20:39:26 - Epoch 14, val mf1: 0.6603, val ACC1: 0.5521, val ACC0: 0.8785, val Gmean: 0.6965 (best 0.6723)
2025-05-08 20:39:26 - Epoch 15 伪标签: 正样本: 662 (19.2%), 负样本: 2791 (80.8%)
2025-05-08 20:39:27 - Epoch 15, 测试集 AUC: 0.7993, PRE: 0.2913, REC: 0.5455, MF1: 0.6409, ACC1: 0.5455, ACC0: 0.8607, Gmean: 0.6852
2025-05-08 20:39:27 - Epoch 15, val mf1: 0.6480, val ACC1: 0.5828, val ACC0: 0.8559, val Gmean: 0.7063 (best 0.6723)
2025-05-08 20:39:27 - Epoch 16 伪标签: 正样本: 734 (21.3%), 负样本: 2719 (78.7%)
2025-05-08 20:39:27 - Epoch 16, 测试集 AUC: 0.7845, PRE: 0.2642, REC: 0.5515, MF1: 0.6234, ACC1: 0.5515, ACC0: 0.8387, Gmean: 0.6801
2025-05-08 20:39:27 - Epoch 16, val mf1: 0.6315, val ACC1: 0.6074, val ACC0: 0.8293, val Gmean: 0.7097 (best 0.6723)
2025-05-08 20:39:28 - Epoch 17 伪标签: 正样本: 777 (22.5%), 负样本: 2676 (77.5%)
2025-05-08 20:39:28 - Epoch 17, 测试集 AUC: 0.7654, PRE: 0.2368, REC: 0.5697, MF1: 0.6030, ACC1: 0.5697, ACC0: 0.8073, Gmean: 0.6782
2025-05-08 20:39:28 - Epoch 17, val mf1: 0.6163, val ACC1: 0.6319, val ACC0: 0.8028, val Gmean: 0.7123 (best 0.6723)
2025-05-08 20:39:28 - Epoch 18 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:39:28 - Epoch 18, 测试集 AUC: 0.7469, PRE: 0.2097, REC: 0.5394, MF1: 0.5796, ACC1: 0.5394, ACC0: 0.7866, Gmean: 0.6514
2025-05-08 20:39:28 - Epoch 18, val mf1: 0.5986, val ACC1: 0.6135, val ACC0: 0.7860, val Gmean: 0.6944 (best 0.6723)
2025-05-08 20:39:28 - Epoch 19 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:39:29 - Epoch 19, 测试集 AUC: 0.7319, PRE: 0.2241, REC: 0.7091, MF1: 0.5890, ACC1: 0.7091, ACC0: 0.7424, Gmean: 0.7255
2025-05-08 20:39:29 - Epoch 19, val mf1: 0.5861, val ACC1: 0.7055, val ACC0: 0.7388, val Gmean: 0.7220 (best 0.6723)
2025-05-08 20:39:29 - Epoch 20 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 20:39:29 - Epoch 20, 有标签损失: 0.0222, 一致性损失: 0.5172, 伪标签损失: 1.0188, LPL损失: 4.3397, 聚类损失: 38.1847, 总损失: 0.2457
2025-05-08 20:39:29 - Epoch 20, 测试集 AUC: 0.7198, PRE: 0.2167, REC: 0.7242, MF1: 0.5802, ACC1: 0.7242, ACC0: 0.7252, Gmean: 0.7247
2025-05-08 20:39:29 - Epoch 20, val mf1: 0.5761, val ACC1: 0.7055, val ACC0: 0.7246, val Gmean: 0.7150 (best 0.6723)
2025-05-08 20:39:29 - Epoch 21 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 20:39:29 - Epoch 21, 测试集 AUC: 0.7114, PRE: 0.2020, REC: 0.6758, MF1: 0.5659, ACC1: 0.6758, ACC0: 0.7198, Gmean: 0.6974
2025-05-08 20:39:29 - Epoch 21, val mf1: 0.5685, val ACC1: 0.6748, val ACC0: 0.7233, val Gmean: 0.6987 (best 0.6723)
2025-05-08 20:39:29 - Epoch 22 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:39:29 - Epoch 22, 测试集 AUC: 0.7065, PRE: 0.2063, REC: 0.7303, MF1: 0.5677, ACC1: 0.7303, ACC0: 0.7052, Gmean: 0.7176
2025-05-08 20:39:29 - Epoch 22, val mf1: 0.5633, val ACC1: 0.6994, val ACC0: 0.7078, val Gmean: 0.7036 (best 0.6723)
2025-05-08 20:39:30 - Epoch 23 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:39:30 - Epoch 23, 测试集 AUC: 0.7049, PRE: 0.2055, REC: 0.7455, MF1: 0.5656, ACC1: 0.7455, ACC0: 0.6975, Gmean: 0.7211
2025-05-08 20:39:30 - Epoch 23, val mf1: 0.5654, val ACC1: 0.7239, val ACC0: 0.7033, val Gmean: 0.7135 (best 0.6723)
2025-05-08 20:39:30 - Epoch 24 伪标签: 正样本: 857 (24.8%), 负样本: 2596 (75.2%)
2025-05-08 20:39:30 - Epoch 24, 测试集 AUC: 0.7063, PRE: 0.2091, REC: 0.7667, MF1: 0.5687, ACC1: 0.7667, ACC0: 0.6956, Gmean: 0.7303
2025-05-08 20:39:30 - Epoch 24, val mf1: 0.5671, val ACC1: 0.7362, val ACC0: 0.7020, val Gmean: 0.7189 (best 0.6723)
2025-05-08 20:39:30 - Epoch 25 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:39:31 - Epoch 25, 测试集 AUC: 0.7098, PRE: 0.2110, REC: 0.7697, MF1: 0.5708, ACC1: 0.7697, ACC0: 0.6978, Gmean: 0.7329
2025-05-08 20:39:31 - Epoch 25, val mf1: 0.5680, val ACC1: 0.7301, val ACC0: 0.7052, val Gmean: 0.7175 (best 0.6723)
2025-05-08 20:39:31 - Epoch 26 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 20:39:31 - Epoch 26, 测试集 AUC: 0.7152, PRE: 0.2143, REC: 0.7636, MF1: 0.5753, ACC1: 0.7636, ACC0: 0.7061, Gmean: 0.7343
2025-05-08 20:39:31 - Epoch 26, val mf1: 0.5711, val ACC1: 0.7301, val ACC0: 0.7098, val Gmean: 0.7198 (best 0.6723)
2025-05-08 20:39:31 - Epoch 27 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:39:31 - Epoch 27, 测试集 AUC: 0.7216, PRE: 0.2174, REC: 0.7515, MF1: 0.5796, ACC1: 0.7515, ACC0: 0.7160, Gmean: 0.7335
2025-05-08 20:39:31 - Epoch 27, val mf1: 0.5769, val ACC1: 0.7239, val ACC0: 0.7201, val Gmean: 0.7220 (best 0.6723)
2025-05-08 20:39:31 - Epoch 28 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:39:32 - Epoch 28, 测试集 AUC: 0.7291, PRE: 0.2223, REC: 0.7424, MF1: 0.5857, ACC1: 0.7424, ACC0: 0.7274, Gmean: 0.7349
2025-05-08 20:39:32 - Epoch 28, val mf1: 0.5828, val ACC1: 0.7239, val ACC0: 0.7285, val Gmean: 0.7262 (best 0.6723)
2025-05-08 20:39:32 - Epoch 29 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:39:32 - Epoch 29, 测试集 AUC: 0.7368, PRE: 0.2284, REC: 0.7303, MF1: 0.5928, ACC1: 0.7303, ACC0: 0.7411, Gmean: 0.7357
2025-05-08 20:39:32 - Epoch 29, val mf1: 0.5870, val ACC1: 0.7178, val ACC0: 0.7363, val Gmean: 0.7270 (best 0.6723)
2025-05-08 20:39:32 - Epoch 30 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:39:33 - Epoch 30, 有标签损失: 0.0054, 一致性损失: 0.3753, 伪标签损失: 1.0949, LPL损失: 9.3559, 聚类损失: 31.2831, 总损失: 0.2596
2025-05-08 20:39:33 - Epoch 30, 测试集 AUC: 0.7455, PRE: 0.2342, REC: 0.7182, MF1: 0.5992, ACC1: 0.7182, ACC0: 0.7535, Gmean: 0.7356
2025-05-08 20:39:33 - Epoch 30, val mf1: 0.5926, val ACC1: 0.6994, val ACC0: 0.7498, val Gmean: 0.7242 (best 0.6723)
2025-05-08 20:39:33 - Epoch 31 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:39:33 - Epoch 31, 测试集 AUC: 0.7547, PRE: 0.2373, REC: 0.6939, MF1: 0.6028, ACC1: 0.6939, ACC0: 0.7659, Gmean: 0.7290
2025-05-08 20:39:33 - Epoch 31, val mf1: 0.6035, val ACC1: 0.6994, val ACC0: 0.7647, val Gmean: 0.7313 (best 0.6723)
2025-05-08 20:39:33 - Epoch 32 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:39:33 - Epoch 32, 测试集 AUC: 0.7644, PRE: 0.2462, REC: 0.6848, MF1: 0.6113, ACC1: 0.6848, ACC0: 0.7799, Gmean: 0.7308
2025-05-08 20:39:33 - Epoch 32, val mf1: 0.6124, val ACC1: 0.6933, val ACC0: 0.7783, val Gmean: 0.7345 (best 0.6723)
2025-05-08 20:39:33 - Epoch 33 伪标签: 正样本: 829 (24.0%), 负样本: 2624 (76.0%)
2025-05-08 20:39:34 - Epoch 33, 测试集 AUC: 0.7739, PRE: 0.2561, REC: 0.6697, MF1: 0.6200, ACC1: 0.6697, ACC0: 0.7958, Gmean: 0.7300
2025-05-08 20:39:34 - Epoch 33, val mf1: 0.6231, val ACC1: 0.6871, val ACC0: 0.7938, val Gmean: 0.7385 (best 0.6723)
2025-05-08 20:39:34 - Epoch 34 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:39:34 - Epoch 34, 测试集 AUC: 0.7842, PRE: 0.2709, REC: 0.6576, MF1: 0.6320, ACC1: 0.6576, ACC0: 0.8142, Gmean: 0.7317
2025-05-08 20:39:34 - Epoch 34, val mf1: 0.6316, val ACC1: 0.6748, val ACC0: 0.8080, val Gmean: 0.7384 (best 0.6723)
2025-05-08 20:39:34 - Epoch 35 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:39:34 - Epoch 35, 测试集 AUC: 0.7949, PRE: 0.2857, REC: 0.7455, MF1: 0.6458, ACC1: 0.7455, ACC0: 0.8044, Gmean: 0.7744
2025-05-08 20:39:34 - Epoch 35, val mf1: 0.6384, val ACC1: 0.7301, val ACC0: 0.7996, val Gmean: 0.7640 (best 0.6723)
2025-05-08 20:39:34 - Epoch 36 伪标签: 正样本: 821 (23.8%), 负样本: 2632 (76.2%)
2025-05-08 20:39:35 - Epoch 36, 测试集 AUC: 0.8025, PRE: 0.2953, REC: 0.7364, MF1: 0.6532, ACC1: 0.7364, ACC0: 0.8155, Gmean: 0.7749
2025-05-08 20:39:35 - Epoch 36, val mf1: 0.6435, val ACC1: 0.7178, val ACC0: 0.8093, val Gmean: 0.7622 (best 0.6723)
2025-05-08 20:39:35 - Epoch 37 伪标签: 正样本: 815 (23.6%), 负样本: 2638 (76.4%)
2025-05-08 20:39:35 - Epoch 37, 测试集 AUC: 0.8070, PRE: 0.3085, REC: 0.6273, MF1: 0.6574, ACC1: 0.6273, ACC0: 0.8524, Gmean: 0.7312
2025-05-08 20:39:35 - Epoch 37, val mf1: 0.6486, val ACC1: 0.6258, val ACC0: 0.8429, val Gmean: 0.7263 (best 0.6723)
2025-05-08 20:39:35 - Epoch 38 伪标签: 正样本: 809 (23.4%), 负样本: 2644 (76.6%)
2025-05-08 20:39:36 - Epoch 38, 测试集 AUC: 0.8089, PRE: 0.3078, REC: 0.6212, MF1: 0.6566, ACC1: 0.6212, ACC0: 0.8534, Gmean: 0.7281
2025-05-08 20:39:36 - Epoch 38, val mf1: 0.6510, val ACC1: 0.6196, val ACC0: 0.8474, val Gmean: 0.7246 (best 0.6723)
2025-05-08 20:39:36 - Epoch 39 伪标签: 正样本: 801 (23.2%), 负样本: 2652 (76.8%)
2025-05-08 20:39:36 - Epoch 39, 测试集 AUC: 0.8086, PRE: 0.3073, REC: 0.6212, MF1: 0.6563, ACC1: 0.6212, ACC0: 0.8531, Gmean: 0.7280
2025-05-08 20:39:36 - Epoch 39, val mf1: 0.6492, val ACC1: 0.6196, val ACC0: 0.8455, val Gmean: 0.7238 (best 0.6723)
2025-05-08 20:39:36 - Epoch 40 伪标签: 正样本: 804 (23.3%), 负样本: 2649 (76.7%)
2025-05-08 20:39:36 - Epoch 40, 有标签损失: 0.0037, 一致性损失: 0.2736, 伪标签损失: 1.0916, LPL损失: 8.9228, 聚类损失: 23.0543, 总损失: 0.2458
2025-05-08 20:39:36 - Epoch 40, 测试集 AUC: 0.8063, PRE: 0.3025, REC: 0.6242, MF1: 0.6533, ACC1: 0.6242, ACC0: 0.8489, Gmean: 0.7280
2025-05-08 20:39:36 - Epoch 40, val mf1: 0.6474, val ACC1: 0.6258, val ACC0: 0.8416, val Gmean: 0.7257 (best 0.6723)
2025-05-08 20:39:36 - Epoch 41 伪标签: 正样本: 814 (23.6%), 负样本: 2639 (76.4%)
2025-05-08 20:39:37 - Epoch 41, 测试集 AUC: 0.8025, PRE: 0.2953, REC: 0.6909, MF1: 0.6516, ACC1: 0.6909, ACC0: 0.8270, Gmean: 0.7559
2025-05-08 20:39:37 - Epoch 41, val mf1: 0.6463, val ACC1: 0.6871, val ACC0: 0.8216, val Gmean: 0.7514 (best 0.6723)
2025-05-08 20:39:37 - Epoch 42 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:39:37 - Epoch 42, 测试集 AUC: 0.7971, PRE: 0.2875, REC: 0.6909, MF1: 0.6458, ACC1: 0.6909, ACC0: 0.8203, Gmean: 0.7528
2025-05-08 20:39:37 - Epoch 42, val mf1: 0.6407, val ACC1: 0.6871, val ACC0: 0.8151, val Gmean: 0.7484 (best 0.6723)
2025-05-08 20:39:38 - Epoch 43 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:39:38 - Epoch 43, 测试集 AUC: 0.7911, PRE: 0.2791, REC: 0.6970, MF1: 0.6394, ACC1: 0.6970, ACC0: 0.8111, Gmean: 0.7519
2025-05-08 20:39:38 - Epoch 43, val mf1: 0.6362, val ACC1: 0.6994, val ACC0: 0.8061, val Gmean: 0.7508 (best 0.6723)
2025-05-08 20:39:38 - Epoch 44 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:39:38 - Epoch 44, 测试集 AUC: 0.7847, PRE: 0.2698, REC: 0.7030, MF1: 0.6319, ACC1: 0.7030, ACC0: 0.8003, Gmean: 0.7501
2025-05-08 20:39:38 - Epoch 44, val mf1: 0.6277, val ACC1: 0.6994, val ACC0: 0.7957, val Gmean: 0.7460 (best 0.6723)
2025-05-08 20:39:39 - Epoch 45 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:39:39 - Epoch 45, 测试集 AUC: 0.7799, PRE: 0.2594, REC: 0.6455, MF1: 0.6225, ACC1: 0.6455, ACC0: 0.8066, Gmean: 0.7215
2025-05-08 20:39:39 - Epoch 45, val mf1: 0.6252, val ACC1: 0.6687, val ACC0: 0.8022, val Gmean: 0.7324 (best 0.6723)
2025-05-08 20:39:39 - Epoch 46 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:39:40 - Epoch 46, 测试集 AUC: 0.7786, PRE: 0.2554, REC: 0.6485, MF1: 0.6192, ACC1: 0.6485, ACC0: 0.8015, Gmean: 0.7210
2025-05-08 20:39:40 - Epoch 46, val mf1: 0.6242, val ACC1: 0.6748, val ACC0: 0.7990, val Gmean: 0.7343 (best 0.6723)
2025-05-08 20:39:40 - Epoch 47 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 20:39:40 - Epoch 47, 测试集 AUC: 0.7808, PRE: 0.2563, REC: 0.6485, MF1: 0.6200, ACC1: 0.6485, ACC0: 0.8025, Gmean: 0.7214
2025-05-08 20:39:40 - Epoch 47, val mf1: 0.6257, val ACC1: 0.6810, val ACC0: 0.7990, val Gmean: 0.7376 (best 0.6723)
2025-05-08 20:39:40 - Epoch 48 伪标签: 正样本: 852 (24.7%), 负样本: 2601 (75.3%)
2025-05-08 20:39:41 - Epoch 48, 测试集 AUC: 0.7862, PRE: 0.2601, REC: 0.6455, MF1: 0.6230, ACC1: 0.6455, ACC0: 0.8073, Gmean: 0.7218
2025-05-08 20:39:41 - Epoch 48, val mf1: 0.6284, val ACC1: 0.6748, val ACC0: 0.8041, val Gmean: 0.7367 (best 0.6723)
2025-05-08 20:39:41 - Epoch 49 伪标签: 正样本: 869 (25.2%), 负样本: 2584 (74.8%)
2025-05-08 20:39:41 - Epoch 49, 测试集 AUC: 0.7954, PRE: 0.2674, REC: 0.6394, MF1: 0.6288, ACC1: 0.6394, ACC0: 0.8162, Gmean: 0.7224
2025-05-08 20:39:41 - Epoch 49, val mf1: 0.6327, val ACC1: 0.6626, val ACC0: 0.8132, val Gmean: 0.7340 (best 0.6723)
2025-05-08 20:39:41 - Epoch 50 伪标签: 正样本: 875 (25.3%), 负样本: 2578 (74.7%)
2025-05-08 20:39:42 - Epoch 50, 有标签损失: 0.0030, 一致性损失: 0.1940, 伪标签损失: 1.0345, LPL损失: 4.7333, 聚类损失: 18.2798, 总损失: 0.2142
2025-05-08 20:39:42 - Epoch 50, 测试集 AUC: 0.8090, PRE: 0.2894, REC: 0.6455, MF1: 0.6454, ACC1: 0.6455, ACC0: 0.8337, Gmean: 0.7335
2025-05-08 20:39:42 - Epoch 50, val mf1: 0.6421, val ACC1: 0.6564, val ACC0: 0.8261, val Gmean: 0.7364 (best 0.6723)
2025-05-08 20:39:42 - Epoch 51 伪标签: 正样本: 886 (25.7%), 负样本: 2567 (74.3%)
2025-05-08 20:39:42 - Epoch 51, 测试集 AUC: 0.8202, PRE: 0.3087, REC: 0.7333, MF1: 0.6632, ACC1: 0.7333, ACC0: 0.8276, Gmean: 0.7790
2025-05-08 20:39:42 - Epoch 51, val mf1: 0.6511, val ACC1: 0.7055, val ACC0: 0.8216, val Gmean: 0.7613 (best 0.6723)
2025-05-08 20:39:43 - Epoch 52 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:39:43 - Epoch 52, 测试集 AUC: 0.8269, PRE: 0.3178, REC: 0.7455, MF1: 0.6705, ACC1: 0.7455, ACC0: 0.8321, Gmean: 0.7876
2025-05-08 20:39:43 - 更新最佳测试结果 (Epoch 52): AUC 0.8269, PRE 0.3178, REC 0.7455, MF1 0.6705, ACC1 0.7455, ACC0 0.8321, Gmean 0.7876
2025-05-08 20:39:43 - Epoch 52, val mf1: 0.6554, val ACC1: 0.7178, val ACC0: 0.8229, val Gmean: 0.7685 (best 0.6723)
2025-05-08 20:39:43 - Epoch 53 伪标签: 正样本: 900 (26.1%), 负样本: 2553 (73.9%)
2025-05-08 20:39:43 - Epoch 53, 测试集 AUC: 0.8289, PRE: 0.3190, REC: 0.6727, MF1: 0.6672, ACC1: 0.6727, ACC0: 0.8492, Gmean: 0.7558
2025-05-08 20:39:43 - 更新最佳测试结果 (Epoch 53): AUC 0.8289, PRE 0.3190, REC 0.6727, MF1 0.6672, ACC1 0.6727, ACC0 0.8492, Gmean 0.7558
2025-05-08 20:39:43 - Epoch 53, val mf1: 0.6555, val ACC1: 0.6442, val ACC0: 0.8449, val Gmean: 0.7377 (best 0.6723)
2025-05-08 20:39:43 - Epoch 54 伪标签: 正样本: 914 (26.5%), 负样本: 2539 (73.5%)
2025-05-08 20:39:44 - Epoch 54, 测试集 AUC: 0.8349, PRE: 0.3279, REC: 0.6727, MF1: 0.6731, ACC1: 0.6727, ACC0: 0.8553, Gmean: 0.7585
2025-05-08 20:39:44 - 更新最佳测试结果 (Epoch 54): AUC 0.8349, PRE 0.3279, REC 0.6727, MF1 0.6731, ACC1 0.6727, ACC0 0.8553, Gmean 0.7585
2025-05-08 20:39:44 - Epoch 54, val mf1: 0.6650, val ACC1: 0.6564, val ACC0: 0.8513, val Gmean: 0.7476 (best 0.6723)
2025-05-08 20:39:44 - Epoch 55 伪标签: 正样本: 937 (27.1%), 负样本: 2516 (72.9%)
2025-05-08 20:39:44 - Epoch 55, 测试集 AUC: 0.8459, PRE: 0.3471, REC: 0.6636, MF1: 0.6842, ACC1: 0.6636, ACC0: 0.8690, Gmean: 0.7594
2025-05-08 20:39:44 - 更新最佳测试结果 (Epoch 55): AUC 0.8459, PRE 0.3471, REC 0.6636, MF1 0.6842, ACC1 0.6636, ACC0 0.8690, Gmean 0.7594
2025-05-08 20:39:44 - Epoch 55, val mf1: 0.6765, val ACC1: 0.6503, val ACC0: 0.8649, val Gmean: 0.7500 (best 0.6765)
2025-05-08 20:39:44 - Epoch 56 伪标签: 正样本: 934 (27.0%), 负样本: 2519 (73.0%)
2025-05-08 20:39:44 - Epoch 56, 测试集 AUC: 0.8612, PRE: 0.4053, REC: 0.6545, MF1: 0.7149, ACC1: 0.6545, ACC0: 0.8992, Gmean: 0.7672
2025-05-08 20:39:44 - 更新最佳测试结果 (Epoch 56): AUC 0.8612, PRE 0.4053, REC 0.6545, MF1 0.7149, ACC1 0.6545, ACC0 0.8992, Gmean 0.7672
2025-05-08 20:39:44 - Epoch 56, val mf1: 0.7104, val ACC1: 0.6442, val ACC0: 0.8979, val Gmean: 0.7605 (best 0.7104)
2025-05-08 20:39:45 - Epoch 57 伪标签: 正样本: 954 (27.6%), 负样本: 2499 (72.4%)
2025-05-08 20:39:45 - Epoch 57, 测试集 AUC: 0.8706, PRE: 0.4458, REC: 0.6485, MF1: 0.7331, ACC1: 0.6485, ACC0: 0.9154, Gmean: 0.7705
2025-05-08 20:39:45 - 更新最佳测试结果 (Epoch 57): AUC 0.8706, PRE 0.4458, REC 0.6485, MF1 0.7331, ACC1 0.6485, ACC0 0.9154, Gmean 0.7705
2025-05-08 20:39:45 - Epoch 57, val mf1: 0.7230, val ACC1: 0.6196, val ACC0: 0.9147, val Gmean: 0.7528 (best 0.7230)
2025-05-08 20:39:45 - Epoch 58 伪标签: 正样本: 931 (27.0%), 负样本: 2522 (73.0%)
2025-05-08 20:39:45 - Epoch 58, 测试集 AUC: 0.8694, PRE: 0.4409, REC: 0.6333, MF1: 0.7285, ACC1: 0.6333, ACC0: 0.9157, Gmean: 0.7615
2025-05-08 20:39:45 - Epoch 58, val mf1: 0.7201, val ACC1: 0.6135, val ACC0: 0.9140, val Gmean: 0.7488 (best 0.7230)
2025-05-08 20:39:45 - Epoch 59 伪标签: 正样本: 924 (26.8%), 负样本: 2529 (73.2%)
2025-05-08 20:39:45 - Epoch 59, 测试集 AUC: 0.8658, PRE: 0.4247, REC: 0.6152, MF1: 0.7185, ACC1: 0.6152, ACC0: 0.9125, Gmean: 0.7492
2025-05-08 20:39:45 - Epoch 59, val mf1: 0.7108, val ACC1: 0.5951, val ACC0: 0.9114, val Gmean: 0.7365 (best 0.7230)
2025-05-08 20:39:46 - Epoch 60 伪标签: 正样本: 933 (27.0%), 负样本: 2520 (73.0%)
2025-05-08 20:39:46 - Epoch 60, 有标签损失: 0.0043, 一致性损失: 0.1178, 伪标签损失: 0.9049, LPL损失: 5.6633, 聚类损失: 12.3122, 总损失: 0.2020
2025-05-08 20:39:46 - Epoch 60, 测试集 AUC: 0.8658, PRE: 0.4336, REC: 0.6030, MF1: 0.7205, ACC1: 0.6030, ACC0: 0.9173, Gmean: 0.7437
2025-05-08 20:39:46 - Epoch 60, val mf1: 0.7072, val ACC1: 0.5706, val ACC0: 0.9153, val Gmean: 0.7227 (best 0.7230)
2025-05-08 20:39:46 - Epoch 61 伪标签: 正样本: 908 (26.3%), 负样本: 2545 (73.7%)
2025-05-08 20:39:46 - Epoch 61, 测试集 AUC: 0.8694, PRE: 0.4751, REC: 0.5788, MF1: 0.7328, ACC1: 0.5788, ACC0: 0.9329, Gmean: 0.7348
2025-05-08 20:39:46 - Epoch 61, val mf1: 0.7171, val ACC1: 0.5521, val ACC0: 0.9282, val Gmean: 0.7159 (best 0.7230)
2025-05-08 20:39:46 - Epoch 62 伪标签: 正样本: 891 (25.8%), 负样本: 2562 (74.2%)
2025-05-08 20:39:47 - Epoch 62, 测试集 AUC: 0.8750, PRE: 0.4594, REC: 0.6515, MF1: 0.7395, ACC1: 0.6515, ACC0: 0.9195, Gmean: 0.7740
2025-05-08 20:39:47 - 更新最佳测试结果 (Epoch 62): AUC 0.8750, PRE 0.4594, REC 0.6515, MF1 0.7395, ACC1 0.6515, ACC0 0.9195, Gmean 0.7740
2025-05-08 20:39:47 - Epoch 62, val mf1: 0.7296, val ACC1: 0.6196, val ACC0: 0.9198, val Gmean: 0.7550 (best 0.7296)
2025-05-08 20:39:47 - Epoch 63 伪标签: 正样本: 887 (25.7%), 负样本: 2566 (74.3%)
2025-05-08 20:39:47 - Epoch 63, 测试集 AUC: 0.8780, PRE: 0.5351, REC: 0.5545, MF1: 0.7479, ACC1: 0.5545, ACC0: 0.9494, Gmean: 0.7256
2025-05-08 20:39:47 - 更新最佳测试结果 (Epoch 63): AUC 0.8780, PRE 0.5351, REC 0.5545, MF1 0.7479, ACC1 0.5545, ACC0 0.9494, Gmean 0.7256
2025-05-08 20:39:47 - Epoch 63, val mf1: 0.7331, val ACC1: 0.5399, val ACC0: 0.9431, val Gmean: 0.7136 (best 0.7331)
2025-05-08 20:39:47 - Epoch 64 伪标签: 正样本: 906 (26.2%), 负样本: 2547 (73.8%)
2025-05-08 20:39:47 - Epoch 64, 测试集 AUC: 0.8783, PRE: 0.5260, REC: 0.5515, MF1: 0.7444, ACC1: 0.5515, ACC0: 0.9478, Gmean: 0.7230
2025-05-08 20:39:47 - 更新最佳测试结果 (Epoch 64): AUC 0.8783, PRE 0.5260, REC 0.5515, MF1 0.7444, ACC1 0.5515, ACC0 0.9478, Gmean 0.7230
2025-05-08 20:39:47 - Epoch 64, val mf1: 0.7317, val ACC1: 0.5337, val ACC0: 0.9438, val Gmean: 0.7097 (best 0.7331)
2025-05-08 20:39:47 - Epoch 65 伪标签: 正样本: 911 (26.4%), 负样本: 2542 (73.6%)
2025-05-08 20:39:48 - Epoch 65, 测试集 AUC: 0.8843, PRE: 0.5660, REC: 0.5455, MF1: 0.7549, ACC1: 0.5455, ACC0: 0.9561, Gmean: 0.7222
2025-05-08 20:39:48 - 更新最佳测试结果 (Epoch 65): AUC 0.8843, PRE 0.5660, REC 0.5455, MF1 0.7549, ACC1 0.5455, ACC0 0.9561, Gmean 0.7222
2025-05-08 20:39:48 - Epoch 65, val mf1: 0.7483, val ACC1: 0.5337, val ACC0: 0.9548, val Gmean: 0.7139 (best 0.7483)
2025-05-08 20:39:48 - Epoch 66 伪标签: 正样本: 918 (26.6%), 负样本: 2535 (73.4%)
2025-05-08 20:39:48 - Epoch 66, 测试集 AUC: 0.8907, PRE: 0.5671, REC: 0.6273, MF1: 0.7754, ACC1: 0.6273, ACC0: 0.9497, Gmean: 0.7718
2025-05-08 20:39:48 - 更新最佳测试结果 (Epoch 66): AUC 0.8907, PRE 0.5671, REC 0.6273, MF1 0.7754, ACC1 0.6273, ACC0 0.9497, Gmean 0.7718
2025-05-08 20:39:48 - Epoch 66, val mf1: 0.7608, val ACC1: 0.6012, val ACC0: 0.9463, val Gmean: 0.7543 (best 0.7608)
2025-05-08 20:39:48 - Epoch 67 伪标签: 正样本: 930 (26.9%), 负样本: 2523 (73.1%)
2025-05-08 20:39:48 - Epoch 67, 测试集 AUC: 0.8938, PRE: 0.6119, REC: 0.6212, MF1: 0.7880, ACC1: 0.6212, ACC0: 0.9587, Gmean: 0.7717
2025-05-08 20:39:48 - 更新最佳测试结果 (Epoch 67): AUC 0.8938, PRE 0.6119, REC 0.6212, MF1 0.7880, ACC1 0.6212, ACC0 0.9587, Gmean 0.7717
2025-05-08 20:39:48 - Epoch 67, val mf1: 0.7728, val ACC1: 0.5890, val ACC0: 0.9567, val Gmean: 0.7506 (best 0.7728)
2025-05-08 20:39:48 - Epoch 68 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:39:49 - Epoch 68, 测试集 AUC: 0.8943, PRE: 0.6301, REC: 0.6091, MF1: 0.7901, ACC1: 0.6091, ACC0: 0.9625, Gmean: 0.7657
2025-05-08 20:39:49 - 更新最佳测试结果 (Epoch 68): AUC 0.8943, PRE 0.6301, REC 0.6091, MF1 0.7901, ACC1 0.6091, ACC0 0.9625, Gmean 0.7657
2025-05-08 20:39:49 - Epoch 68, val mf1: 0.7746, val ACC1: 0.5767, val ACC0: 0.9606, val Gmean: 0.7443 (best 0.7746)
2025-05-08 20:39:49 - Epoch 69 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 20:39:49 - Epoch 69, 测试集 AUC: 0.8922, PRE: 0.6370, REC: 0.5848, MF1: 0.7853, ACC1: 0.5848, ACC0: 0.9650, Gmean: 0.7513
2025-05-08 20:39:49 - Epoch 69, val mf1: 0.7681, val ACC1: 0.5460, val ACC0: 0.9638, val Gmean: 0.7254 (best 0.7746)
2025-05-08 20:39:49 - Epoch 70 伪标签: 正样本: 874 (25.3%), 负样本: 2579 (74.7%)
2025-05-08 20:39:49 - Epoch 70, 有标签损失: 0.0103, 一致性损失: 0.0646, 伪标签损失: 0.7601, LPL损失: 12.7398, 聚类损失: 7.8781, 总损失: 0.2759
2025-05-08 20:39:49 - Epoch 70, 测试集 AUC: 0.8907, PRE: 0.6454, REC: 0.5515, MF1: 0.7778, ACC1: 0.5515, ACC0: 0.9682, Gmean: 0.7307
2025-05-08 20:39:49 - Epoch 70, val mf1: 0.7603, val ACC1: 0.5215, val ACC0: 0.9651, val Gmean: 0.7094 (best 0.7746)
2025-05-08 20:39:50 - Epoch 71 伪标签: 正样本: 896 (25.9%), 负样本: 2557 (74.1%)
2025-05-08 20:39:50 - Epoch 71, 测试集 AUC: 0.8851, PRE: 0.5225, REC: 0.5970, MF1: 0.7536, ACC1: 0.5970, ACC0: 0.9427, Gmean: 0.7502
2025-05-08 20:39:50 - Epoch 71, val mf1: 0.7495, val ACC1: 0.5706, val ACC0: 0.9463, val Gmean: 0.7348 (best 0.7746)
2025-05-08 20:39:50 - Epoch 72 伪标签: 正样本: 879 (25.5%), 负样本: 2574 (74.5%)
2025-05-08 20:39:50 - Epoch 72, 测试集 AUC: 0.8806, PRE: 0.6029, REC: 0.5061, MF1: 0.7536, ACC1: 0.5061, ACC0: 0.9650, Gmean: 0.6988
2025-05-08 20:39:50 - Epoch 72, val mf1: 0.7447, val ACC1: 0.4969, val ACC0: 0.9619, val Gmean: 0.6914 (best 0.7746)
2025-05-08 20:39:50 - Epoch 73 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 20:39:51 - Epoch 73, 测试集 AUC: 0.8771, PRE: 0.6015, REC: 0.4758, MF1: 0.7439, ACC1: 0.4758, ACC0: 0.9669, Gmean: 0.6782
2025-05-08 20:39:51 - Epoch 73, val mf1: 0.7443, val ACC1: 0.4785, val ACC0: 0.9664, val Gmean: 0.6800 (best 0.7746)
2025-05-08 20:39:51 - Epoch 74 伪标签: 正样本: 835 (24.2%), 负样本: 2618 (75.8%)
2025-05-08 20:39:51 - Epoch 74, 测试集 AUC: 0.8759, PRE: 0.6322, REC: 0.4636, MF1: 0.7466, ACC1: 0.4636, ACC0: 0.9717, Gmean: 0.6712
2025-05-08 20:39:51 - Epoch 74, val mf1: 0.7488, val ACC1: 0.4663, val ACC0: 0.9722, val Gmean: 0.6733 (best 0.7746)
2025-05-08 20:39:51 - Epoch 75 伪标签: 正样本: 839 (24.3%), 负样本: 2614 (75.7%)
2025-05-08 20:39:51 - Epoch 75, 测试集 AUC: 0.8754, PRE: 0.5847, REC: 0.5333, MF1: 0.7568, ACC1: 0.5333, ACC0: 0.9602, Gmean: 0.7156
2025-05-08 20:39:51 - Epoch 75, val mf1: 0.7505, val ACC1: 0.5031, val ACC0: 0.9638, val Gmean: 0.6963 (best 0.7746)
2025-05-08 20:39:51 - Epoch 76 伪标签: 正样本: 847 (24.5%), 负样本: 2606 (75.5%)
2025-05-08 20:39:52 - Epoch 76, 测试集 AUC: 0.8750, PRE: 0.6135, REC: 0.5242, MF1: 0.7617, ACC1: 0.5242, ACC0: 0.9653, Gmean: 0.7114
2025-05-08 20:39:52 - Epoch 76, val mf1: 0.7615, val ACC1: 0.5031, val ACC0: 0.9703, val Gmean: 0.6986 (best 0.7746)
2025-05-08 20:39:52 - Epoch 77 伪标签: 正样本: 838 (24.3%), 负样本: 2615 (75.7%)
2025-05-08 20:39:52 - Epoch 77, 测试集 AUC: 0.8700, PRE: 0.5979, REC: 0.5182, MF1: 0.7560, ACC1: 0.5182, ACC0: 0.9634, Gmean: 0.7066
2025-05-08 20:39:52 - Epoch 77, val mf1: 0.7522, val ACC1: 0.4969, val ACC0: 0.9664, val Gmean: 0.6930 (best 0.7746)
2025-05-08 20:39:52 - Epoch 78 伪标签: 正样本: 981 (28.4%), 负样本: 2472 (71.6%)
2025-05-08 20:39:52 - Epoch 78, 测试集 AUC: 0.8698, PRE: 0.6014, REC: 0.5121, MF1: 0.7551, ACC1: 0.5121, ACC0: 0.9644, Gmean: 0.7028
2025-05-08 20:39:52 - Epoch 78, val mf1: 0.7518, val ACC1: 0.4908, val ACC0: 0.9677, val Gmean: 0.6892 (best 0.7746)
2025-05-08 20:39:52 - Epoch 79 伪标签: 正样本: 305 (8.8%), 负样本: 3148 (91.2%)
2025-05-08 20:39:53 - Epoch 79, 测试集 AUC: 0.9017, PRE: 0.7138, REC: 0.6273, MF1: 0.8176, ACC1: 0.6273, ACC0: 0.9736, Gmean: 0.7815
2025-05-08 20:39:53 - 更新最佳测试结果 (Epoch 79): AUC 0.9017, PRE 0.7138, REC 0.6273, MF1 0.8176, ACC1 0.6273, ACC0 0.9736, Gmean 0.7815
2025-05-08 20:39:53 - Epoch 79, val mf1: 0.8137, val ACC1: 0.6074, val ACC0: 0.9754, val Gmean: 0.7697 (best 0.8137)
2025-05-08 20:39:53 - Epoch 80 伪标签: 正样本: 978 (28.3%), 负样本: 2475 (71.7%)
2025-05-08 20:39:53 - Epoch 80, 有标签损失: 0.0081, 一致性损失: 0.0318, 伪标签损失: 0.9754, LPL损失: 20.1897, 聚类损失: 5.2962, 总损失: 0.3971
2025-05-08 20:39:53 - Epoch 80, 测试集 AUC: 0.9185, PRE: 0.9316, REC: 0.6606, MF1: 0.8765, ACC1: 0.6606, ACC0: 0.9949, Gmean: 0.8107
2025-05-08 20:39:53 - 更新最佳测试结果 (Epoch 80): AUC 0.9185, PRE 0.9316, REC 0.6606, MF1 0.8765, ACC1 0.6606, ACC0 0.9949, Gmean 0.8107
2025-05-08 20:39:53 - Epoch 80, val mf1: 0.8666, val ACC1: 0.6319, val ACC0: 0.9955, val Gmean: 0.7931 (best 0.8666)
2025-05-08 20:39:53 - Epoch 81 伪标签: 正样本: 918 (26.6%), 负样本: 2535 (73.4%)
2025-05-08 20:39:53 - Epoch 81, 测试集 AUC: 0.9219, PRE: 0.9367, REC: 0.6727, MF1: 0.8819, ACC1: 0.6727, ACC0: 0.9952, Gmean: 0.8182
2025-05-08 20:39:53 - 更新最佳测试结果 (Epoch 81): AUC 0.9219, PRE 0.9367, REC 0.6727, MF1 0.8819, ACC1 0.6727, ACC0 0.9952, Gmean 0.8182
2025-05-08 20:39:53 - Epoch 81, val mf1: 0.8651, val ACC1: 0.6319, val ACC0: 0.9948, val Gmean: 0.7929 (best 0.8666)
2025-05-08 20:39:53 - Epoch 82 伪标签: 正样本: 179 (5.2%), 负样本: 3274 (94.8%)
2025-05-08 20:39:54 - Epoch 82, 测试集 AUC: 0.9251, PRE: 0.9539, REC: 0.6273, MF1: 0.8680, ACC1: 0.6273, ACC0: 0.9968, Gmean: 0.7907
2025-05-08 20:39:54 - 更新最佳测试结果 (Epoch 82): AUC 0.9251, PRE 0.9539, REC 0.6273, MF1 0.8680, ACC1 0.6273, ACC0 0.9968, Gmean 0.7907
2025-05-08 20:39:54 - Epoch 82, val mf1: 0.8623, val ACC1: 0.6135, val ACC0: 0.9968, val Gmean: 0.7820 (best 0.8666)
2025-05-08 20:39:54 - Epoch 83 伪标签: 正样本: 190 (5.5%), 负样本: 3263 (94.5%)
2025-05-08 20:39:54 - Epoch 83, 测试集 AUC: 0.9265, PRE: 0.9015, REC: 0.7212, MF1: 0.8914, ACC1: 0.7212, ACC0: 0.9917, Gmean: 0.8457
2025-05-08 20:39:54 - 更新最佳测试结果 (Epoch 83): AUC 0.9265, PRE 0.9015, REC 0.7212, MF1 0.8914, ACC1 0.7212, ACC0 0.9917, Gmean 0.8457
2025-05-08 20:39:54 - Epoch 83, val mf1: 0.8591, val ACC1: 0.6626, val ACC0: 0.9871, val Gmean: 0.8087 (best 0.8666)
2025-05-08 20:39:54 - Epoch 84 伪标签: 正样本: 922 (26.7%), 负样本: 2531 (73.3%)
2025-05-08 20:39:54 - Epoch 84, 测试集 AUC: 0.9262, PRE: 0.9049, REC: 0.7212, MF1: 0.8921, ACC1: 0.7212, ACC0: 0.9920, Gmean: 0.8459
2025-05-08 20:39:54 - Epoch 84, val mf1: 0.8606, val ACC1: 0.6626, val ACC0: 0.9877, val Gmean: 0.8090 (best 0.8666)
2025-05-08 20:39:54 - Epoch 85 伪标签: 正样本: 808 (23.4%), 负样本: 2645 (76.6%)
2025-05-08 20:39:55 - Epoch 85, 测试集 AUC: 0.9239, PRE: 0.9517, REC: 0.5970, MF1: 0.8557, ACC1: 0.5970, ACC0: 0.9968, Gmean: 0.7714
2025-05-08 20:39:55 - Epoch 85, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8666)
2025-05-08 20:39:55 - Epoch 86 伪标签: 正样本: 1003 (29.0%), 负样本: 2450 (71.0%)
2025-05-08 20:39:55 - Epoch 86, 测试集 AUC: 0.9181, PRE: 0.9330, REC: 0.6333, MF1: 0.8666, ACC1: 0.6333, ACC0: 0.9952, Gmean: 0.7939
2025-05-08 20:39:55 - Epoch 86, val mf1: 0.8617, val ACC1: 0.6196, val ACC0: 0.9955, val Gmean: 0.7854 (best 0.8666)
2025-05-08 20:39:55 - Epoch 87 伪标签: 正样本: 1172 (33.9%), 负样本: 2281 (66.1%)
2025-05-08 20:39:55 - Epoch 87, 测试集 AUC: 0.9115, PRE: 0.9000, REC: 0.6818, MF1: 0.8777, ACC1: 0.6818, ACC0: 0.9920, Gmean: 0.8224
2025-05-08 20:39:55 - Epoch 87, val mf1: 0.8546, val ACC1: 0.6319, val ACC0: 0.9903, val Gmean: 0.7911 (best 0.8666)
2025-05-08 20:39:55 - Epoch 88 伪标签: 正样本: 1291 (37.4%), 负样本: 2162 (62.6%)
2025-05-08 20:39:56 - Epoch 88, 测试集 AUC: 0.9060, PRE: 0.9355, REC: 0.6152, MF1: 0.8601, ACC1: 0.6152, ACC0: 0.9955, Gmean: 0.7826
2025-05-08 20:39:56 - Epoch 88, val mf1: 0.8573, val ACC1: 0.6012, val ACC0: 0.9968, val Gmean: 0.7741 (best 0.8666)
2025-05-08 20:39:56 - Epoch 89 伪标签: 正样本: 1304 (37.8%), 负样本: 2149 (62.2%)
2025-05-08 20:39:56 - Epoch 89, 测试集 AUC: 0.9004, PRE: 0.9309, REC: 0.6121, MF1: 0.8581, ACC1: 0.6121, ACC0: 0.9952, Gmean: 0.7805
2025-05-08 20:39:56 - Epoch 89, val mf1: 0.8522, val ACC1: 0.5890, val ACC0: 0.9968, val Gmean: 0.7662 (best 0.8666)
2025-05-08 20:39:56 - Epoch 90 伪标签: 正样本: 1242 (36.0%), 负样本: 2211 (64.0%)
2025-05-08 20:39:56 - Epoch 90, 有标签损失: 0.0157, 一致性损失: 0.0179, 伪标签损失: 0.6992, LPL损失: 17.7626, 聚类损失: 3.6250, 总损失: 0.3988
2025-05-08 20:39:56 - Epoch 90, 测试集 AUC: 0.8927, PRE: 0.9202, REC: 0.5939, MF1: 0.8492, ACC1: 0.5939, ACC0: 0.9946, Gmean: 0.7686
2025-05-08 20:39:56 - Epoch 90, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8666)
2025-05-08 20:39:56 - Epoch 91 伪标签: 正样本: 1162 (33.7%), 负样本: 2291 (66.3%)
2025-05-08 20:39:57 - Epoch 91, 测试集 AUC: 0.8848, PRE: 0.9019, REC: 0.5848, MF1: 0.8424, ACC1: 0.5848, ACC0: 0.9933, Gmean: 0.7622
2025-05-08 20:39:57 - Epoch 91, val mf1: 0.8451, val ACC1: 0.5828, val ACC0: 0.9948, val Gmean: 0.7615 (best 0.8666)
2025-05-08 20:39:57 - Epoch 92 伪标签: 正样本: 1053 (30.5%), 负样本: 2400 (69.5%)
2025-05-08 20:39:57 - Epoch 92, 测试集 AUC: 0.8817, PRE: 0.9041, REC: 0.6000, MF1: 0.8487, ACC1: 0.6000, ACC0: 0.9933, Gmean: 0.7720
2025-05-08 20:39:57 - Epoch 92, val mf1: 0.8447, val ACC1: 0.5890, val ACC0: 0.9935, val Gmean: 0.7650 (best 0.8666)
2025-05-08 20:39:57 - Epoch 93 伪标签: 正样本: 1035 (30.0%), 负样本: 2418 (70.0%)
2025-05-08 20:39:57 - Epoch 93, 测试集 AUC: 0.8781, PRE: 0.9227, REC: 0.5424, MF1: 0.8287, ACC1: 0.5424, ACC0: 0.9952, Gmean: 0.7347
2025-05-08 20:39:57 - Epoch 93, val mf1: 0.8392, val ACC1: 0.5583, val ACC0: 0.9968, val Gmean: 0.7460 (best 0.8666)
2025-05-08 20:39:57 - Epoch 94 伪标签: 正样本: 966 (28.0%), 负样本: 2487 (72.0%)
2025-05-08 20:39:58 - Epoch 94, 测试集 AUC: 0.8816, PRE: 0.9204, REC: 0.5606, MF1: 0.8359, ACC1: 0.5606, ACC0: 0.9949, Gmean: 0.7468
2025-05-08 20:39:58 - Epoch 94, val mf1: 0.8460, val ACC1: 0.5706, val ACC0: 0.9974, val Gmean: 0.7544 (best 0.8666)
2025-05-08 20:39:58 - Epoch 95 伪标签: 正样本: 1145 (33.2%), 负样本: 2308 (66.8%)
2025-05-08 20:39:58 - Epoch 95, 测试集 AUC: 0.8808, PRE: 0.9242, REC: 0.5909, MF1: 0.8487, ACC1: 0.5909, ACC0: 0.9949, Gmean: 0.7667
2025-05-08 20:39:58 - Epoch 95, val mf1: 0.8481, val ACC1: 0.5828, val ACC0: 0.9961, val Gmean: 0.7619 (best 0.8666)
2025-05-08 20:39:58 - Epoch 96 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 20:39:59 - Epoch 96, 测试集 AUC: 0.8744, PRE: 0.9171, REC: 0.6030, MF1: 0.8522, ACC1: 0.6030, ACC0: 0.9943, Gmean: 0.7743
2025-05-08 20:39:59 - Epoch 96, val mf1: 0.8436, val ACC1: 0.5828, val ACC0: 0.9942, val Gmean: 0.7612 (best 0.8666)
2025-05-08 20:39:59 - Epoch 97 伪标签: 正样本: 1150 (33.3%), 负样本: 2303 (66.7%)
2025-05-08 20:39:59 - Epoch 97, 测试集 AUC: 0.8728, PRE: 0.9037, REC: 0.5970, MF1: 0.8475, ACC1: 0.5970, ACC0: 0.9933, Gmean: 0.7701
2025-05-08 20:39:59 - Epoch 97, val mf1: 0.8425, val ACC1: 0.5767, val ACC0: 0.9948, val Gmean: 0.7574 (best 0.8666)
2025-05-08 20:39:59 - Epoch 98 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 20:40:00 - Epoch 98, 测试集 AUC: 0.8787, PRE: 0.8411, REC: 0.6576, MF1: 0.8569, ACC1: 0.6576, ACC0: 0.9870, Gmean: 0.8056
2025-05-08 20:40:00 - Epoch 98, val mf1: 0.8401, val ACC1: 0.6135, val ACC0: 0.9871, val Gmean: 0.7782 (best 0.8666)
2025-05-08 20:40:00 - Epoch 99 伪标签: 正样本: 1277 (37.0%), 负样本: 2176 (63.0%)
2025-05-08 20:40:00 - Epoch 99, 测试集 AUC: 0.8846, PRE: 0.8879, REC: 0.6242, MF1: 0.8548, ACC1: 0.6242, ACC0: 0.9917, Gmean: 0.7868
2025-05-08 20:40:00 - Epoch 99, val mf1: 0.8442, val ACC1: 0.5951, val ACC0: 0.9922, val Gmean: 0.7684 (best 0.8666)
2025-05-08 20:40:01 - Epoch 100 伪标签: 正样本: 1242 (36.0%), 负样本: 2211 (64.0%)
2025-05-08 20:40:01 - Epoch 100, 有标签损失: 0.0092, 一致性损失: 0.0108, 伪标签损失: 0.6438, LPL损失: 18.3856, 聚类损失: 3.2421, 总损失: 0.4633
2025-05-08 20:40:01 - Epoch 100, 测试集 AUC: 0.8825, PRE: 0.8745, REC: 0.6121, MF1: 0.8478, ACC1: 0.6121, ACC0: 0.9908, Gmean: 0.7788
2025-05-08 20:40:01 - Epoch 100, val mf1: 0.8322, val ACC1: 0.5767, val ACC0: 0.9903, val Gmean: 0.7557 (best 0.8666)
2025-05-08 20:40:01 - Epoch 101 伪标签: 正样本: 1116 (32.3%), 负样本: 2337 (67.7%)
2025-05-08 20:40:01 - Epoch 101, 测试集 AUC: 0.8779, PRE: 0.8879, REC: 0.6000, MF1: 0.8458, ACC1: 0.6000, ACC0: 0.9920, Gmean: 0.7715
2025-05-08 20:40:01 - Epoch 101, val mf1: 0.8329, val ACC1: 0.5644, val ACC0: 0.9929, val Gmean: 0.7486 (best 0.8666)
2025-05-08 20:40:01 - Epoch 102 伪标签: 正样本: 1522 (44.1%), 负样本: 1931 (55.9%)
2025-05-08 20:40:02 - Epoch 102, 测试集 AUC: 0.8700, PRE: 0.8682, REC: 0.5788, MF1: 0.8341, ACC1: 0.5788, ACC0: 0.9908, Gmean: 0.7573
2025-05-08 20:40:02 - Epoch 102, val mf1: 0.8231, val ACC1: 0.5583, val ACC0: 0.9897, val Gmean: 0.7433 (best 0.8666)
2025-05-08 20:40:02 - Epoch 103 伪标签: 正样本: 1584 (45.9%), 负样本: 1869 (54.1%)
2025-05-08 20:40:02 - Epoch 103, 测试集 AUC: 0.8578, PRE: 0.6631, REC: 0.5667, MF1: 0.7868, ACC1: 0.5667, ACC0: 0.9698, Gmean: 0.7413
2025-05-08 20:40:02 - Epoch 103, val mf1: 0.7667, val ACC1: 0.5399, val ACC0: 0.9644, val Gmean: 0.7216 (best 0.8666)
2025-05-08 20:40:02 - Epoch 104 伪标签: 正样本: 1685 (48.8%), 负样本: 1768 (51.2%)
2025-05-08 20:40:02 - Epoch 104, 测试集 AUC: 0.8594, PRE: 0.8356, REC: 0.5545, MF1: 0.8190, ACC1: 0.5545, ACC0: 0.9885, Gmean: 0.7404
2025-05-08 20:40:02 - Epoch 104, val mf1: 0.8043, val ACC1: 0.5276, val ACC0: 0.9871, val Gmean: 0.7217 (best 0.8666)
2025-05-08 20:40:03 - Epoch 105 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-08 20:40:03 - Epoch 105, 测试集 AUC: 0.8676, PRE: 0.7633, REC: 0.6545, MF1: 0.8381, ACC1: 0.6545, ACC0: 0.9787, Gmean: 0.8004
2025-05-08 20:40:03 - Epoch 105, val mf1: 0.8227, val ACC1: 0.6074, val ACC0: 0.9800, val Gmean: 0.7715 (best 0.8666)
2025-05-08 20:40:03 - Epoch 106 伪标签: 正样本: 857 (24.8%), 负样本: 2596 (75.2%)
2025-05-08 20:40:03 - Epoch 106, 测试集 AUC: 0.8591, PRE: 0.7658, REC: 0.5152, MF1: 0.7914, ACC1: 0.5152, ACC0: 0.9835, Gmean: 0.7118
2025-05-08 20:40:03 - Epoch 106, val mf1: 0.7736, val ACC1: 0.4847, val ACC0: 0.9813, val Gmean: 0.6896 (best 0.8666)
2025-05-08 20:40:03 - Epoch 107 伪标签: 正样本: 971 (28.1%), 负样本: 2482 (71.9%)
2025-05-08 20:40:03 - Epoch 107, 测试集 AUC: 0.8606, PRE: 0.7289, REC: 0.6273, MF1: 0.8213, ACC1: 0.6273, ACC0: 0.9755, Gmean: 0.7822
2025-05-08 20:40:03 - Epoch 107, val mf1: 0.7918, val ACC1: 0.5767, val ACC0: 0.9703, val Gmean: 0.7480 (best 0.8666)
2025-05-08 20:40:04 - Epoch 108 伪标签: 正样本: 1572 (45.5%), 负样本: 1881 (54.5%)
2025-05-08 20:40:04 - Epoch 108, 测试集 AUC: 0.8512, PRE: 0.7410, REC: 0.6242, MF1: 0.8234, ACC1: 0.6242, ACC0: 0.9771, Gmean: 0.7810
2025-05-08 20:40:04 - Epoch 108, val mf1: 0.8117, val ACC1: 0.5767, val ACC0: 0.9806, val Gmean: 0.7520 (best 0.8666)
2025-05-08 20:40:04 - Epoch 109 伪标签: 正样本: 1535 (44.5%), 负样本: 1918 (55.5%)
2025-05-08 20:40:04 - Epoch 109, 测试集 AUC: 0.8308, PRE: 0.7869, REC: 0.4364, MF1: 0.7632, ACC1: 0.4364, ACC0: 0.9876, Gmean: 0.6565
2025-05-08 20:40:04 - Epoch 109, val mf1: 0.7497, val ACC1: 0.4233, val ACC0: 0.9838, val Gmean: 0.6453 (best 0.8666)
2025-05-08 20:40:04 - Epoch 110 伪标签: 正样本: 1755 (50.8%), 负样本: 1698 (49.2%)
2025-05-08 20:40:04 - Epoch 110, 有标签损失: 0.0118, 一致性损失: 0.0068, 伪标签损失: 0.5681, LPL损失: 5.1897, 聚类损失: 2.4095, 总损失: 0.2069
2025-05-08 20:40:04 - Epoch 110, 测试集 AUC: 0.8388, PRE: 0.6632, REC: 0.5727, MF1: 0.7886, ACC1: 0.5727, ACC0: 0.9695, Gmean: 0.7451
2025-05-08 20:40:04 - Epoch 110, val mf1: 0.7695, val ACC1: 0.5276, val ACC0: 0.9690, val Gmean: 0.7150 (best 0.8666)
2025-05-08 20:40:05 - Epoch 111 伪标签: 正样本: 1641 (47.5%), 负样本: 1812 (52.5%)
2025-05-08 20:40:05 - Epoch 111, 测试集 AUC: 0.8583, PRE: 0.6555, REC: 0.7091, MF1: 0.8231, ACC1: 0.7091, ACC0: 0.9609, Gmean: 0.8254
2025-05-08 20:40:05 - Epoch 111, val mf1: 0.8006, val ACC1: 0.6810, val ACC0: 0.9535, val Gmean: 0.8058 (best 0.8666)
2025-05-08 20:40:05 - Epoch 112 伪标签: 正样本: 1136 (32.9%), 负样本: 2317 (67.1%)
2025-05-08 20:40:05 - Epoch 112, 测试集 AUC: 0.8483, PRE: 0.6038, REC: 0.4848, MF1: 0.7473, ACC1: 0.4848, ACC0: 0.9666, Gmean: 0.6846
2025-05-08 20:40:05 - Epoch 112, val mf1: 0.7395, val ACC1: 0.4601, val ACC0: 0.9683, val Gmean: 0.6675 (best 0.8666)
2025-05-08 20:40:05 - Epoch 113 伪标签: 正样本: 871 (25.2%), 负样本: 2582 (74.8%)
2025-05-08 20:40:05 - Epoch 113, 测试集 AUC: 0.8446, PRE: 0.6955, REC: 0.4636, MF1: 0.7591, ACC1: 0.4636, ACC0: 0.9787, Gmean: 0.6736
2025-05-08 20:40:05 - Epoch 113, val mf1: 0.7472, val ACC1: 0.4479, val ACC0: 0.9761, val Gmean: 0.6612 (best 0.8666)
2025-05-08 20:40:05 - Epoch 114 伪标签: 正样本: 1580 (45.8%), 负样本: 1873 (54.2%)
2025-05-08 20:40:06 - Epoch 114, 测试集 AUC: 0.8511, PRE: 0.7029, REC: 0.6667, MF1: 0.8260, ACC1: 0.6667, ACC0: 0.9704, Gmean: 0.8043
2025-05-08 20:40:06 - Epoch 114, val mf1: 0.8093, val ACC1: 0.6380, val ACC0: 0.9670, val Gmean: 0.7855 (best 0.8666)
2025-05-08 20:40:06 - Epoch 115 伪标签: 正样本: 1647 (47.7%), 负样本: 1806 (52.3%)
2025-05-08 20:40:06 - Epoch 115, 测试集 AUC: 0.7933, PRE: 0.7500, REC: 0.2273, MF1: 0.6529, ACC1: 0.2273, ACC0: 0.9920, Gmean: 0.4748
2025-05-08 20:40:06 - Epoch 115, val mf1: 0.6491, val ACC1: 0.2270, val ACC0: 0.9897, val Gmean: 0.4740 (best 0.8666)
2025-05-08 20:40:06 - Epoch 116 伪标签: 正样本: 1782 (51.6%), 负样本: 1671 (48.4%)
2025-05-08 20:40:06 - Epoch 116, 测试集 AUC: 0.7973, PRE: 0.7815, REC: 0.2818, MF1: 0.6869, ACC1: 0.2818, ACC0: 0.9917, Gmean: 0.5287
2025-05-08 20:40:06 - Epoch 116, val mf1: 0.6810, val ACC1: 0.2761, val ACC0: 0.9903, val Gmean: 0.5229 (best 0.8666)
2025-05-08 20:40:07 - Epoch 117 伪标签: 正样本: 1786 (51.7%), 负样本: 1667 (48.3%)
2025-05-08 20:40:07 - Epoch 117, 测试集 AUC: 0.8421, PRE: 0.7416, REC: 0.6000, MF1: 0.8158, ACC1: 0.6000, ACC0: 0.9781, Gmean: 0.7660
2025-05-08 20:40:07 - Epoch 117, val mf1: 0.7966, val ACC1: 0.5767, val ACC0: 0.9729, val Gmean: 0.7490 (best 0.8666)
2025-05-08 20:40:07 - Epoch 118 伪标签: 正样本: 1599 (46.3%), 负样本: 1854 (53.7%)
2025-05-08 20:40:07 - Epoch 118, 测试集 AUC: 0.8567, PRE: 0.7407, REC: 0.5455, MF1: 0.7974, ACC1: 0.5455, ACC0: 0.9800, Gmean: 0.7311
2025-05-08 20:40:07 - Epoch 118, val mf1: 0.7611, val ACC1: 0.4969, val ACC0: 0.9716, val Gmean: 0.6948 (best 0.8666)
2025-05-08 20:40:07 - Epoch 119 伪标签: 正样本: 1612 (46.7%), 负样本: 1841 (53.3%)
2025-05-08 20:40:08 - Epoch 119, 测试集 AUC: 0.8360, PRE: 0.4771, REC: 0.5364, MF1: 0.7247, ACC1: 0.5364, ACC0: 0.9383, Gmean: 0.7094
2025-05-08 20:40:08 - Epoch 119, val mf1: 0.6964, val ACC1: 0.4663, val ACC0: 0.9373, val Gmean: 0.6611 (best 0.8666)
2025-05-08 20:40:08 - Epoch 120 伪标签: 正样本: 1622 (47.0%), 负样本: 1831 (53.0%)
2025-05-08 20:40:08 - Epoch 120, 有标签损失: 0.0065, 一致性损失: 0.0044, 伪标签损失: 0.5117, LPL损失: 27.0917, 聚类损失: 1.9836, 总损失: 0.8305
2025-05-08 20:40:08 - Epoch 120, 测试集 AUC: 0.8228, PRE: 0.5878, REC: 0.5273, MF1: 0.7560, ACC1: 0.5273, ACC0: 0.9612, Gmean: 0.7119
2025-05-08 20:40:08 - Epoch 120, val mf1: 0.7160, val ACC1: 0.4663, val ACC0: 0.9515, val Gmean: 0.6661 (best 0.8666)
2025-05-08 20:40:08 - Epoch 121 伪标签: 正样本: 1697 (49.1%), 负样本: 1756 (50.9%)
2025-05-08 20:40:08 - Epoch 121, 测试集 AUC: 0.8383, PRE: 0.7284, REC: 0.5121, MF1: 0.7832, ACC1: 0.5121, ACC0: 0.9800, Gmean: 0.7084
2025-05-08 20:40:08 - Epoch 121, val mf1: 0.7495, val ACC1: 0.4479, val ACC0: 0.9774, val Gmean: 0.6616 (best 0.8666)
2025-05-08 20:40:08 - Epoch 122 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 20:40:09 - Epoch 122, 测试集 AUC: 0.7707, PRE: 0.7863, REC: 0.2788, MF1: 0.6856, ACC1: 0.2788, ACC0: 0.9920, Gmean: 0.5259
2025-05-08 20:40:09 - Epoch 122, val mf1: 0.6697, val ACC1: 0.2577, val ACC0: 0.9903, val Gmean: 0.5051 (best 0.8666)
2025-05-08 20:40:09 - Epoch 123 伪标签: 正样本: 1681 (48.7%), 负样本: 1772 (51.3%)
2025-05-08 20:40:09 - Epoch 123, 测试集 AUC: 0.7379, PRE: 0.8676, REC: 0.1788, MF1: 0.6269, ACC1: 0.1788, ACC0: 0.9971, Gmean: 0.4222
2025-05-08 20:40:09 - Epoch 123, val mf1: 0.6403, val ACC1: 0.2025, val ACC0: 0.9948, val Gmean: 0.4488 (best 0.8666)
2025-05-08 20:40:09 - Epoch 124 伪标签: 正样本: 1772 (51.3%), 负样本: 1681 (48.7%)
2025-05-08 20:40:10 - Epoch 124, 测试集 AUC: 0.7899, PRE: 0.7862, REC: 0.3455, MF1: 0.7209, ACC1: 0.3455, ACC0: 0.9901, Gmean: 0.5848
2025-05-08 20:40:10 - Epoch 124, val mf1: 0.7278, val ACC1: 0.3620, val ACC0: 0.9890, val Gmean: 0.5983 (best 0.8666)
2025-05-08 20:40:10 - Epoch 125 伪标签: 正样本: 1593 (46.1%), 负样本: 1860 (53.9%)
2025-05-08 20:40:10 - Epoch 125, 测试集 AUC: 0.7725, PRE: 0.6913, REC: 0.3121, MF1: 0.6939, ACC1: 0.3121, ACC0: 0.9854, Gmean: 0.5546
2025-05-08 20:40:10 - Epoch 125, val mf1: 0.6843, val ACC1: 0.3067, val ACC0: 0.9813, val Gmean: 0.5486 (best 0.8666)
2025-05-08 20:40:10 - Epoch 126 伪标签: 正样本: 1597 (46.2%), 负样本: 1856 (53.8%)
2025-05-08 20:40:11 - Epoch 126, 测试集 AUC: 0.7653, PRE: 0.7344, REC: 0.2848, MF1: 0.6844, ACC1: 0.2848, ACC0: 0.9892, Gmean: 0.5308
2025-05-08 20:40:11 - Epoch 126, val mf1: 0.6768, val ACC1: 0.2761, val ACC0: 0.9877, val Gmean: 0.5222 (best 0.8666)
2025-05-08 20:40:11 - Epoch 127 伪标签: 正样本: 1671 (48.4%), 负样本: 1782 (51.6%)
2025-05-08 20:40:11 - Epoch 127, 测试集 AUC: 0.7454, PRE: 0.9200, REC: 0.2788, MF1: 0.6951, ACC1: 0.2788, ACC0: 0.9975, Gmean: 0.5273
2025-05-08 20:40:11 - Epoch 127, val mf1: 0.6894, val ACC1: 0.2699, val ACC0: 0.9974, val Gmean: 0.5189 (best 0.8666)
2025-05-08 20:40:11 - Epoch 128 伪标签: 正样本: 215 (6.2%), 负样本: 3238 (93.8%)
2025-05-08 20:40:11 - Epoch 128, 测试集 AUC: 0.6445, PRE: 0.6000, REC: 0.2636, MF1: 0.6599, ACC1: 0.2636, ACC0: 0.9816, Gmean: 0.5087
2025-05-08 20:40:11 - Epoch 128, val mf1: 0.6415, val ACC1: 0.2454, val ACC0: 0.9761, val Gmean: 0.4894 (best 0.8666)
2025-05-08 20:40:12 - Epoch 129 伪标签: 正样本: 1739 (50.4%), 负样本: 1714 (49.6%)
2025-05-08 20:40:12 - Epoch 129, 测试集 AUC: 0.6640, PRE: 0.9535, REC: 0.2485, MF1: 0.6778, ACC1: 0.2485, ACC0: 0.9987, Gmean: 0.4982
2025-05-08 20:40:12 - Epoch 129, val mf1: 0.6664, val ACC1: 0.2331, val ACC0: 0.9981, val Gmean: 0.4824 (best 0.8666)
2025-05-08 20:40:12 - Epoch 130 伪标签: 正样本: 1737 (50.3%), 负样本: 1716 (49.7%)
2025-05-08 20:40:12 - Epoch 130, 有标签损失: 0.0087, 一致性损失: 0.0030, 伪标签损失: 0.4830, LPL损失: 5.1602, 聚类损失: 1.1815, 总损失: 0.2296
2025-05-08 20:40:12 - Epoch 130, 测试集 AUC: 0.6700, PRE: 0.4685, REC: 0.4061, MF1: 0.6901, ACC1: 0.4061, ACC0: 0.9517, Gmean: 0.6216
2025-05-08 20:40:12 - Epoch 130, val mf1: 0.7005, val ACC1: 0.4049, val ACC0: 0.9593, val Gmean: 0.6232 (best 0.8666)
2025-05-08 20:40:12 - Epoch 131 伪标签: 正样本: 959 (27.8%), 负样本: 2494 (72.2%)
2025-05-08 20:40:13 - Epoch 131, 测试集 AUC: 0.6509, PRE: 0.4062, REC: 0.3545, MF1: 0.6590, ACC1: 0.3545, ACC0: 0.9456, Gmean: 0.5790
2025-05-08 20:40:13 - Epoch 131, val mf1: 0.6531, val ACC1: 0.3497, val ACC0: 0.9425, val Gmean: 0.5741 (best 0.8666)
2025-05-08 20:40:13 - Epoch 132 伪标签: 正样本: 1470 (42.6%), 负样本: 1983 (57.4%)
2025-05-08 20:40:13 - Epoch 132, 测试集 AUC: 0.7179, PRE: 0.8824, REC: 0.3182, MF1: 0.7155, ACC1: 0.3182, ACC0: 0.9955, Gmean: 0.5628
2025-05-08 20:40:13 - Epoch 132, val mf1: 0.7195, val ACC1: 0.3190, val ACC0: 0.9974, val Gmean: 0.5641 (best 0.8666)
2025-05-08 20:40:14 - Epoch 133 伪标签: 正样本: 337 (9.8%), 负样本: 3116 (90.2%)
2025-05-08 20:40:14 - Epoch 133, 测试集 AUC: 0.7296, PRE: 0.9167, REC: 0.3000, MF1: 0.7076, ACC1: 0.3000, ACC0: 0.9971, Gmean: 0.5469
2025-05-08 20:40:14 - Epoch 133, val mf1: 0.7084, val ACC1: 0.3006, val ACC0: 0.9974, val Gmean: 0.5476 (best 0.8666)
2025-05-08 20:40:14 - Epoch 134 伪标签: 正样本: 1594 (46.2%), 负样本: 1859 (53.8%)
2025-05-08 20:40:14 - Epoch 134, 测试集 AUC: 0.7099, PRE: 0.9010, REC: 0.2758, MF1: 0.6920, ACC1: 0.2758, ACC0: 0.9968, Gmean: 0.5243
2025-05-08 20:40:14 - Epoch 134, val mf1: 0.6775, val ACC1: 0.2515, val ACC0: 0.9974, val Gmean: 0.5009 (best 0.8666)
2025-05-08 20:40:14 - Epoch 135 伪标签: 正样本: 1665 (48.2%), 负样本: 1788 (51.8%)
2025-05-08 20:40:15 - Epoch 135, 测试集 AUC: 0.6953, PRE: 0.9072, REC: 0.2667, MF1: 0.6868, ACC1: 0.2667, ACC0: 0.9971, Gmean: 0.5157
2025-05-08 20:40:15 - Epoch 135, val mf1: 0.6746, val ACC1: 0.2454, val ACC0: 0.9981, val Gmean: 0.4949 (best 0.8666)
2025-05-08 20:40:15 - Epoch 136 伪标签: 正样本: 1634 (47.3%), 负样本: 1819 (52.7%)
2025-05-08 20:40:15 - Epoch 136, 测试集 AUC: 0.6582, PRE: 0.8585, REC: 0.2758, MF1: 0.6892, ACC1: 0.2758, ACC0: 0.9952, Gmean: 0.5239
2025-05-08 20:40:15 - Epoch 136, val mf1: 0.6742, val ACC1: 0.2515, val ACC0: 0.9955, val Gmean: 0.5004 (best 0.8666)
2025-05-08 20:40:15 - Epoch 137 伪标签: 正样本: 1652 (47.8%), 负样本: 1801 (52.2%)
2025-05-08 20:40:15 - Epoch 137, 测试集 AUC: 0.5648, PRE: 0.8103, REC: 0.1424, MF1: 0.5987, ACC1: 0.1424, ACC0: 0.9965, Gmean: 0.3767
2025-05-08 20:40:15 - Epoch 137, val mf1: 0.5996, val ACC1: 0.1411, val ACC0: 0.9981, val Gmean: 0.3753 (best 0.8666)
2025-05-08 20:40:15 - Epoch 138 伪标签: 正样本: 1707 (49.4%), 负样本: 1746 (50.6%)
2025-05-08 20:40:16 - Epoch 138, 测试集 AUC: 0.6066, PRE: 0.5427, REC: 0.3273, MF1: 0.6798, ACC1: 0.3273, ACC0: 0.9711, Gmean: 0.5637
2025-05-08 20:40:16 - Epoch 138, val mf1: 0.6817, val ACC1: 0.3313, val ACC0: 0.9709, val Gmean: 0.5671 (best 0.8666)
2025-05-08 20:40:16 - Epoch 139 伪标签: 正样本: 1722 (49.9%), 负样本: 1731 (50.1%)
2025-05-08 20:40:16 - Epoch 139, 测试集 AUC: 0.6387, PRE: 0.6954, REC: 0.3182, MF1: 0.6973, ACC1: 0.3182, ACC0: 0.9854, Gmean: 0.5599
2025-05-08 20:40:16 - Epoch 139, val mf1: 0.6881, val ACC1: 0.3006, val ACC0: 0.9858, val Gmean: 0.5444 (best 0.8666)
2025-05-08 20:40:16 - Epoch 140 伪标签: 正样本: 1713 (49.6%), 负样本: 1740 (50.4%)
2025-05-08 20:40:16 - Epoch 140, 有标签损失: 0.0052, 一致性损失: 0.0027, 伪标签损失: 0.4813, LPL损失: 28.4347, 聚类损失: 1.0626, 总损失: 1.1275
2025-05-08 20:40:16 - Epoch 140, 测试集 AUC: 0.6366, PRE: 0.8774, REC: 0.2818, MF1: 0.6941, ACC1: 0.2818, ACC0: 0.9959, Gmean: 0.5298
2025-05-08 20:40:16 - Epoch 140, val mf1: 0.6815, val ACC1: 0.2577, val ACC0: 0.9974, val Gmean: 0.5070 (best 0.8666)
2025-05-08 20:40:17 - Epoch 141 伪标签: 正样本: 1680 (48.7%), 负样本: 1773 (51.3%)
2025-05-08 20:40:17 - Epoch 141, 测试集 AUC: 0.6388, PRE: 0.9121, REC: 0.2515, MF1: 0.6776, ACC1: 0.2515, ACC0: 0.9975, Gmean: 0.5009
2025-05-08 20:40:17 - Epoch 141, val mf1: 0.6664, val ACC1: 0.2331, val ACC0: 0.9981, val Gmean: 0.4824 (best 0.8666)
2025-05-08 20:40:17 - Epoch 142 伪标签: 正样本: 1668 (48.3%), 负样本: 1785 (51.7%)
2025-05-08 20:40:17 - Epoch 142, 测试集 AUC: 0.6709, PRE: 0.9467, REC: 0.2152, MF1: 0.6552, ACC1: 0.2152, ACC0: 0.9987, Gmean: 0.4635
2025-05-08 20:40:17 - Epoch 142, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8666)
2025-05-08 20:40:17 - Epoch 143 伪标签: 正样本: 1649 (47.8%), 负样本: 1804 (52.2%)
2025-05-08 20:40:17 - Epoch 143, 测试集 AUC: 0.5846, PRE: 0.4307, REC: 0.1788, MF1: 0.5994, ACC1: 0.1788, ACC0: 0.9752, Gmean: 0.4176
2025-05-08 20:40:17 - Epoch 143, val mf1: 0.5858, val ACC1: 0.1595, val ACC0: 0.9741, val Gmean: 0.3942 (best 0.8666)
2025-05-08 20:40:17 - Epoch 144 伪标签: 正样本: 1635 (47.4%), 负样本: 1818 (52.6%)
2025-05-08 20:40:18 - Epoch 144, 测试集 AUC: 0.5680, PRE: 0.9400, REC: 0.1424, MF1: 0.6019, ACC1: 0.1424, ACC0: 0.9990, Gmean: 0.3772
2025-05-08 20:40:18 - Epoch 144, val mf1: 0.6012, val ACC1: 0.1411, val ACC0: 0.9994, val Gmean: 0.3755 (best 0.8666)
2025-05-08 20:40:18 - Epoch 145 伪标签: 正样本: 1646 (47.7%), 负样本: 1807 (52.3%)
2025-05-08 20:40:18 - Epoch 145, 测试集 AUC: 0.6505, PRE: 0.5654, REC: 0.3273, MF1: 0.6836, ACC1: 0.3273, ACC0: 0.9736, Gmean: 0.5645
2025-05-08 20:40:18 - Epoch 145, val mf1: 0.7000, val ACC1: 0.3374, val ACC0: 0.9806, val Gmean: 0.5752 (best 0.8666)
2025-05-08 20:40:18 - Epoch 146 伪标签: 正样本: 1653 (47.9%), 负样本: 1800 (52.1%)
2025-05-08 20:40:18 - Epoch 146, 测试集 AUC: 0.5187, PRE: 0.9750, REC: 0.1182, MF1: 0.5832, ACC1: 0.1182, ACC0: 0.9997, Gmean: 0.3437
2025-05-08 20:40:18 - Epoch 146, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8666)
2025-05-08 20:40:18 - Epoch 147 伪标签: 正样本: 1624 (47.0%), 负样本: 1829 (53.0%)
2025-05-08 20:40:19 - Epoch 147, 测试集 AUC: 0.4916, PRE: 0.9737, REC: 0.1121, MF1: 0.5782, ACC1: 0.1121, ACC0: 0.9997, Gmean: 0.3348
2025-05-08 20:40:19 - Epoch 147, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8666)
2025-05-08 20:40:19 - Epoch 148 伪标签: 正样本: 1665 (48.2%), 负样本: 1788 (51.8%)
2025-05-08 20:40:19 - Epoch 148, 测试集 AUC: 0.5865, PRE: 0.3021, REC: 0.2636, MF1: 0.6057, ACC1: 0.2636, ACC0: 0.9361, Gmean: 0.4968
2025-05-08 20:40:19 - Epoch 148, val mf1: 0.6082, val ACC1: 0.2515, val ACC0: 0.9444, val Gmean: 0.4874 (best 0.8666)
2025-05-08 20:40:19 - Epoch 149 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 20:40:19 - Epoch 149, 测试集 AUC: 0.4963, PRE: 0.2000, REC: 0.2515, MF1: 0.5647, ACC1: 0.2515, ACC0: 0.8944, Gmean: 0.4743
2025-05-08 20:40:19 - Epoch 149, val mf1: 0.5730, val ACC1: 0.2515, val ACC0: 0.9050, val Gmean: 0.4771 (best 0.8666)
2025-05-08 20:40:19 - time cost: 60.85 s
2025-05-08 20:40:19 - 基于验证集最佳模型的测试结果: REC 66.06 PRE 93.16 MF1 87.65 AUC 91.85 ACC1 66.06 ACC0 99.49 Gmean 81.07
2025-05-08 20:40:19 - 测试集上观察到的最佳结果 (Epoch 83): AUC 92.65 PRE 90.15 REC 72.12 MF1 89.14 ACC1 72.12 ACC0 99.17 Gmean 84.57
