2025-05-08 20:48:39 - 运行开始时间: 20250508_204839
2025-05-08 20:48:39 - 日志文件: logs/train_log_amazon_seed64_20250508_204839.txt
2025-05-08 20:48:39 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:48:39 - 无标签数据数量: 3453
2025-05-08 20:48:39 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:48:39 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:48:39 - 伪标签策略：
2025-05-08 20:48:39 -   使用模型输出和聚类结果的融合
2025-05-08 20:48:39 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:48:40 - 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: 380.0822, 聚类损失: 101.1132, 总损失: 9.4832
2025-05-08 20:48:40 - Epoch 0, 测试集 AUC: 0.7807, PRE: 0.2729, REC: 0.5424, MF1: 0.6289, ACC1: 0.5424, ACC0: 0.8483, Gmean: 0.6783
2025-05-08 20:48:40 - 更新最佳测试结果 (Epoch 0): AUC 0.7807, PRE 0.2729, REC 0.5424, MF1 0.6289, ACC1 0.5424, ACC0 0.8483, Gmean 0.6783
2025-05-08 20:48:40 - Epoch 0, val mf1: 0.6056, val ACC1: 0.5337, val ACC0: 0.8229, val Gmean: 0.6627 (best 0.6056)
2025-05-08 20:48:40 - Epoch 1 伪标签: 正样本: 486 (14.1%), 负样本: 2967 (85.9%)
2025-05-08 20:48:41 - Epoch 1, 测试集 AUC: 0.8186, PRE: 0.3621, REC: 0.4697, MF1: 0.6683, ACC1: 0.4697, ACC0: 0.9132, Gmean: 0.6549
2025-05-08 20:48:41 - 更新最佳测试结果 (Epoch 1): AUC 0.8186, PRE 0.3621, REC 0.4697, MF1 0.6683, ACC1 0.4697, ACC0 0.9132, Gmean 0.6549
2025-05-08 20:48:41 - Epoch 1, val mf1: 0.6417, val ACC1: 0.4479, val ACC0: 0.8953, val Gmean: 0.6332 (best 0.6417)
2025-05-08 20:48:41 - Epoch 2 伪标签: 正样本: 144 (4.2%), 负样本: 3309 (95.8%)
2025-05-08 20:48:41 - Epoch 2, 测试集 AUC: 0.8173, PRE: 0.3509, REC: 0.2818, MF1: 0.6241, ACC1: 0.2818, ACC0: 0.9453, Gmean: 0.5161
2025-05-08 20:48:41 - Epoch 2, val mf1: 0.6325, val ACC1: 0.3190, val ACC0: 0.9367, val Gmean: 0.5466 (best 0.6417)
2025-05-08 20:48:41 - Epoch 3 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:48:41 - Epoch 3, 测试集 AUC: 0.8139, PRE: 0.3489, REC: 0.2485, MF1: 0.6137, ACC1: 0.2485, ACC0: 0.9513, Gmean: 0.4862
2025-05-08 20:48:41 - Epoch 3, val mf1: 0.6286, val ACC1: 0.2883, val ACC0: 0.9463, val Gmean: 0.5224 (best 0.6417)
2025-05-08 20:48:42 - Epoch 4 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 20:48:42 - Epoch 4, 测试集 AUC: 0.8102, PRE: 0.3237, REC: 0.2364, MF1: 0.6041, ACC1: 0.2364, ACC0: 0.9482, Gmean: 0.4734
2025-05-08 20:48:42 - Epoch 4, val mf1: 0.6154, val ACC1: 0.2699, val ACC0: 0.9425, val Gmean: 0.5044 (best 0.6417)
2025-05-08 20:48:42 - Epoch 5 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 20:48:42 - Epoch 5, 测试集 AUC: 0.8076, PRE: 0.2959, REC: 0.2394, MF1: 0.5978, ACC1: 0.2394, ACC0: 0.9402, Gmean: 0.4744
2025-05-08 20:48:42 - Epoch 5, val mf1: 0.6180, val ACC1: 0.3006, val ACC0: 0.9308, val Gmean: 0.5290 (best 0.6417)
2025-05-08 20:48:42 - Epoch 6 伪标签: 正样本: 137 (4.0%), 负样本: 3316 (96.0%)
2025-05-08 20:48:43 - Epoch 6, 测试集 AUC: 0.8084, PRE: 0.2857, REC: 0.2727, MF1: 0.6026, ACC1: 0.2727, ACC0: 0.9284, Gmean: 0.5032
2025-05-08 20:48:43 - Epoch 6, val mf1: 0.6146, val ACC1: 0.3190, val ACC0: 0.9192, val Gmean: 0.5415 (best 0.6417)
2025-05-08 20:48:43 - Epoch 7 伪标签: 正样本: 157 (4.5%), 负样本: 3296 (95.5%)
2025-05-08 20:48:44 - Epoch 7, 测试集 AUC: 0.8141, PRE: 0.3234, REC: 0.3303, MF1: 0.6277, ACC1: 0.3303, ACC0: 0.9275, Gmean: 0.5535
2025-05-08 20:48:44 - Epoch 7, val mf1: 0.6225, val ACC1: 0.3374, val ACC0: 0.9192, val Gmean: 0.5569 (best 0.6417)
2025-05-08 20:48:44 - Epoch 8 伪标签: 正样本: 187 (5.4%), 负样本: 3266 (94.6%)
2025-05-08 20:48:44 - Epoch 8, 测试集 AUC: 0.8212, PRE: 0.3561, REC: 0.3788, MF1: 0.6492, ACC1: 0.3788, ACC0: 0.9281, Gmean: 0.5929
2025-05-08 20:48:44 - 更新最佳测试结果 (Epoch 8): AUC 0.8212, PRE 0.3561, REC 0.3788, MF1 0.6492, ACC1 0.3788, ACC0 0.9281, Gmean 0.5929
2025-05-08 20:48:44 - Epoch 8, val mf1: 0.6509, val ACC1: 0.4049, val ACC0: 0.9198, val Gmean: 0.6103 (best 0.6509)
2025-05-08 20:48:44 - Epoch 9 伪标签: 正样本: 201 (5.8%), 负样本: 3252 (94.2%)
2025-05-08 20:48:45 - Epoch 9, 测试集 AUC: 0.8264, PRE: 0.3679, REC: 0.4303, MF1: 0.6637, ACC1: 0.4303, ACC0: 0.9224, Gmean: 0.6300
2025-05-08 20:48:45 - 更新最佳测试结果 (Epoch 9): AUC 0.8264, PRE 0.3679, REC 0.4303, MF1 0.6637, ACC1 0.4303, ACC0 0.9224, Gmean 0.6300
2025-05-08 20:48:45 - Epoch 9, val mf1: 0.6608, val ACC1: 0.4540, val ACC0: 0.9114, val Gmean: 0.6433 (best 0.6608)
2025-05-08 20:48:45 - Epoch 10 伪标签: 正样本: 233 (6.7%), 负样本: 3220 (93.3%)
2025-05-08 20:48:45 - Epoch 10, 有标签损失: 0.3167, 一致性损失: 0.2059, 伪标签损失: 0.7910, LPL损失: 273.3696, 聚类损失: 46.7063, 总损失: 4.4757
2025-05-08 20:48:46 - Epoch 10, 测试集 AUC: 0.8305, PRE: 0.3802, REC: 0.5242, MF1: 0.6848, ACC1: 0.5242, ACC0: 0.9103, Gmean: 0.6908
2025-05-08 20:48:46 - 更新最佳测试结果 (Epoch 10): AUC 0.8305, PRE 0.3802, REC 0.5242, MF1 0.6848, ACC1 0.5242, ACC0 0.9103, Gmean 0.6908
2025-05-08 20:48:46 - Epoch 10, val mf1: 0.6730, val ACC1: 0.5399, val ACC0: 0.8946, val Gmean: 0.6950 (best 0.6730)
2025-05-08 20:48:46 - Epoch 11 伪标签: 正样本: 231 (6.7%), 负样本: 3222 (93.3%)
2025-05-08 20:48:46 - Epoch 11, 测试集 AUC: 0.8297, PRE: 0.3735, REC: 0.4879, MF1: 0.6761, ACC1: 0.4879, ACC0: 0.9141, Gmean: 0.6678
2025-05-08 20:48:46 - Epoch 11, val mf1: 0.6723, val ACC1: 0.5092, val ACC0: 0.9037, val Gmean: 0.6783 (best 0.6730)
2025-05-08 20:48:46 - Epoch 12 伪标签: 正样本: 278 (8.1%), 负样本: 3175 (91.9%)
2025-05-08 20:48:47 - Epoch 12, 测试集 AUC: 0.8324, PRE: 0.3773, REC: 0.5030, MF1: 0.6801, ACC1: 0.5030, ACC0: 0.9128, Gmean: 0.6776
2025-05-08 20:48:47 - 更新最佳测试结果 (Epoch 12): AUC 0.8324, PRE 0.3773, REC 0.5030, MF1 0.6801, ACC1 0.5030, ACC0 0.9128, Gmean 0.6776
2025-05-08 20:48:47 - Epoch 12, val mf1: 0.6836, val ACC1: 0.5460, val ACC0: 0.9024, val Gmean: 0.7019 (best 0.6836)
2025-05-08 20:48:47 - Epoch 13 伪标签: 正样本: 329 (9.5%), 负样本: 3124 (90.5%)
2025-05-08 20:48:47 - Epoch 13, 测试集 AUC: 0.8367, PRE: 0.3856, REC: 0.4545, MF1: 0.6750, ACC1: 0.4545, ACC0: 0.9240, Gmean: 0.6481
2025-05-08 20:48:47 - 更新最佳测试结果 (Epoch 13): AUC 0.8367, PRE 0.3856, REC 0.4545, MF1 0.6750, ACC1 0.4545, ACC0 0.9240, Gmean 0.6481
2025-05-08 20:48:47 - Epoch 13, val mf1: 0.6848, val ACC1: 0.4969, val ACC0: 0.9186, val Gmean: 0.6756 (best 0.6848)
2025-05-08 20:48:48 - Epoch 14 伪标签: 正样本: 385 (11.1%), 负样本: 3068 (88.9%)
2025-05-08 20:48:48 - Epoch 14, 测试集 AUC: 0.8402, PRE: 0.3844, REC: 0.4333, MF1: 0.6704, ACC1: 0.4333, ACC0: 0.9272, Gmean: 0.6339
2025-05-08 20:48:48 - 更新最佳测试结果 (Epoch 14): AUC 0.8402, PRE 0.3844, REC 0.4333, MF1 0.6704, ACC1 0.4333, ACC0 0.9272, Gmean 0.6339
2025-05-08 20:48:48 - Epoch 14, val mf1: 0.6880, val ACC1: 0.4908, val ACC0: 0.9231, val Gmean: 0.6731 (best 0.6880)
2025-05-08 20:48:48 - Epoch 15 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:48:49 - Epoch 15, 测试集 AUC: 0.8425, PRE: 0.4038, REC: 0.5727, MF1: 0.7027, ACC1: 0.5727, ACC0: 0.9113, Gmean: 0.7224
2025-05-08 20:48:49 - 更新最佳测试结果 (Epoch 15): AUC 0.8425, PRE 0.4038, REC 0.5727, MF1 0.7027, ACC1 0.5727, ACC0 0.9113, Gmean 0.7224
2025-05-08 20:48:49 - Epoch 15, val mf1: 0.6956, val ACC1: 0.5706, val ACC0: 0.9056, val Gmean: 0.7188 (best 0.6956)
2025-05-08 20:48:49 - Epoch 16 伪标签: 正样本: 592 (17.1%), 负样本: 2861 (82.9%)
2025-05-08 20:48:49 - Epoch 16, 测试集 AUC: 0.8446, PRE: 0.4104, REC: 0.6455, MF1: 0.7162, ACC1: 0.6455, ACC0: 0.9027, Gmean: 0.7633
2025-05-08 20:48:49 - 更新最佳测试结果 (Epoch 16): AUC 0.8446, PRE 0.4104, REC 0.6455, MF1 0.7162, ACC1 0.6455, ACC0 0.9027, Gmean 0.7633
2025-05-08 20:48:49 - Epoch 16, val mf1: 0.7046, val ACC1: 0.6258, val ACC0: 0.8979, val Gmean: 0.7496 (best 0.7046)
2025-05-08 20:48:49 - Epoch 17 伪标签: 正样本: 713 (20.6%), 负样本: 2740 (79.4%)
2025-05-08 20:48:50 - Epoch 17, 测试集 AUC: 0.8444, PRE: 0.4097, REC: 0.6667, MF1: 0.7186, ACC1: 0.6667, ACC0: 0.8992, Gmean: 0.7742
2025-05-08 20:48:50 - Epoch 17, val mf1: 0.7084, val ACC1: 0.6258, val ACC0: 0.9011, val Gmean: 0.7509 (best 0.7084)
2025-05-08 20:48:50 - Epoch 18 伪标签: 正样本: 891 (25.8%), 负样本: 2562 (74.2%)
2025-05-08 20:48:50 - Epoch 18, 测试集 AUC: 0.8384, PRE: 0.3879, REC: 0.6970, MF1: 0.7108, ACC1: 0.6970, ACC0: 0.8845, Gmean: 0.7852
2025-05-08 20:48:50 - Epoch 18, val mf1: 0.7010, val ACC1: 0.6687, val ACC0: 0.8830, val Gmean: 0.7684 (best 0.7084)
2025-05-08 20:48:50 - Epoch 19 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 20:48:51 - Epoch 19, 测试集 AUC: 0.8275, PRE: 0.3579, REC: 0.7061, MF1: 0.6944, ACC1: 0.7061, ACC0: 0.8670, Gmean: 0.7824
2025-05-08 20:48:51 - Epoch 19, val mf1: 0.6851, val ACC1: 0.6871, val ACC0: 0.8630, val Gmean: 0.7700 (best 0.7084)
2025-05-08 20:48:51 - Epoch 20 伪标签: 正样本: 1292 (37.4%), 负样本: 2161 (62.6%)
2025-05-08 20:48:51 - Epoch 20, 有标签损失: 0.0700, 一致性损失: 0.0410, 伪标签损失: 0.6262, LPL损失: 1645.1960, 聚类损失: 8.8057, 总损失: 24.8603
2025-05-08 20:48:51 - Epoch 20, 测试集 AUC: 0.8204, PRE: 0.3356, REC: 0.7545, MF1: 0.6834, ACC1: 0.7545, ACC0: 0.8432, Gmean: 0.7976
2025-05-08 20:48:51 - Epoch 20, val mf1: 0.6695, val ACC1: 0.7178, val ACC0: 0.8384, val Gmean: 0.7758 (best 0.7084)
2025-05-08 20:48:52 - Epoch 21 伪标签: 正样本: 1463 (42.4%), 负样本: 1990 (57.6%)
2025-05-08 20:48:52 - Epoch 21, 测试集 AUC: 0.8240, PRE: 0.3347, REC: 0.7636, MF1: 0.6833, ACC1: 0.7636, ACC0: 0.8406, Gmean: 0.8012
2025-05-08 20:48:52 - Epoch 21, val mf1: 0.6689, val ACC1: 0.7178, val ACC0: 0.8378, val Gmean: 0.7755 (best 0.7084)
2025-05-08 20:48:52 - Epoch 22 伪标签: 正样本: 1573 (45.6%), 负样本: 1880 (54.4%)
2025-05-08 20:48:53 - Epoch 22, 测试集 AUC: 0.8334, PRE: 0.3560, REC: 0.7303, MF1: 0.6951, ACC1: 0.7303, ACC0: 0.8613, Gmean: 0.7931
2025-05-08 20:48:53 - Epoch 22, val mf1: 0.6786, val ACC1: 0.7055, val ACC0: 0.8513, val Gmean: 0.7750 (best 0.7084)
2025-05-08 20:48:53 - Epoch 23 伪标签: 正样本: 1500 (43.4%), 负样本: 1953 (56.6%)
2025-05-08 20:48:53 - Epoch 23, 测试集 AUC: 0.8455, PRE: 0.3802, REC: 0.6970, MF1: 0.7065, ACC1: 0.6970, ACC0: 0.8807, Gmean: 0.7835
2025-05-08 20:48:53 - 更新最佳测试结果 (Epoch 23): AUC 0.8455, PRE 0.3802, REC 0.6970, MF1 0.7065, ACC1 0.6970, ACC0 0.8807, Gmean 0.7835
2025-05-08 20:48:53 - Epoch 23, val mf1: 0.6996, val ACC1: 0.6687, val ACC0: 0.8817, val Gmean: 0.7679 (best 0.7084)
2025-05-08 20:48:53 - Epoch 24 伪标签: 正样本: 1400 (40.5%), 负样本: 2053 (59.5%)
2025-05-08 20:48:54 - Epoch 24, 测试集 AUC: 0.8559, PRE: 0.4003, REC: 0.7242, MF1: 0.7205, ACC1: 0.7242, ACC0: 0.8861, Gmean: 0.8011
2025-05-08 20:48:54 - 更新最佳测试结果 (Epoch 24): AUC 0.8559, PRE 0.4003, REC 0.7242, MF1 0.7205, ACC1 0.7242, ACC0 0.8861, Gmean 0.8011
2025-05-08 20:48:54 - Epoch 24, val mf1: 0.7153, val ACC1: 0.6871, val ACC0: 0.8908, val Gmean: 0.7823 (best 0.7153)
2025-05-08 20:48:54 - Epoch 25 伪标签: 正样本: 1225 (35.5%), 负样本: 2228 (64.5%)
2025-05-08 20:48:54 - Epoch 25, 测试集 AUC: 0.8625, PRE: 0.4382, REC: 0.7091, MF1: 0.7383, ACC1: 0.7091, ACC0: 0.9046, Gmean: 0.8009
2025-05-08 20:48:54 - 更新最佳测试结果 (Epoch 25): AUC 0.8625, PRE 0.4382, REC 0.7091, MF1 0.7383, ACC1 0.7091, ACC0 0.9046, Gmean 0.8009
2025-05-08 20:48:54 - Epoch 25, val mf1: 0.7263, val ACC1: 0.6626, val ACC0: 0.9063, val Gmean: 0.7749 (best 0.7263)
2025-05-08 20:48:54 - Epoch 26 伪标签: 正样本: 1103 (31.9%), 负样本: 2350 (68.1%)
2025-05-08 20:48:54 - Epoch 26, 测试集 AUC: 0.8680, PRE: 0.5245, REC: 0.5182, MF1: 0.7357, ACC1: 0.5182, ACC0: 0.9507, Gmean: 0.7019
2025-05-08 20:48:54 - 更新最佳测试结果 (Epoch 26): AUC 0.8680, PRE 0.5245, REC 0.5182, MF1 0.7357, ACC1 0.5182, ACC0 0.9507, Gmean 0.7019
2025-05-08 20:48:54 - Epoch 26, val mf1: 0.7449, val ACC1: 0.5583, val ACC0: 0.9463, val Gmean: 0.7269 (best 0.7449)
2025-05-08 20:48:54 - Epoch 27 伪标签: 正样本: 996 (28.8%), 负样本: 2457 (71.2%)
2025-05-08 20:48:55 - Epoch 27, 测试集 AUC: 0.8723, PRE: 0.5662, REC: 0.6606, MF1: 0.7825, ACC1: 0.6606, ACC0: 0.9469, Gmean: 0.7909
2025-05-08 20:48:55 - 更新最佳测试结果 (Epoch 27): AUC 0.8723, PRE 0.5662, REC 0.6606, MF1 0.7825, ACC1 0.6606, ACC0 0.9469, Gmean 0.7909
2025-05-08 20:48:55 - Epoch 27, val mf1: 0.7637, val ACC1: 0.6258, val ACC0: 0.9425, val Gmean: 0.7680 (best 0.7637)
2025-05-08 20:48:55 - Epoch 28 伪标签: 正样本: 929 (26.9%), 负样本: 2524 (73.1%)
2025-05-08 20:48:56 - Epoch 28, 测试集 AUC: 0.8758, PRE: 0.6277, REC: 0.5212, MF1: 0.7643, ACC1: 0.5212, ACC0: 0.9676, Gmean: 0.7101
2025-05-08 20:48:56 - 更新最佳测试结果 (Epoch 28): AUC 0.8758, PRE 0.6277, REC 0.5212, MF1 0.7643, ACC1 0.5212, ACC0 0.9676, Gmean 0.7101
2025-05-08 20:48:56 - Epoch 28, val mf1: 0.7784, val ACC1: 0.5521, val ACC0: 0.9683, val Gmean: 0.7312 (best 0.7784)
2025-05-08 20:48:56 - Epoch 29 伪标签: 正样本: 874 (25.3%), 负样本: 2579 (74.7%)
2025-05-08 20:48:56 - Epoch 29, 测试集 AUC: 0.8787, PRE: 0.6465, REC: 0.6485, MF1: 0.8052, ACC1: 0.6485, ACC0: 0.9628, Gmean: 0.7902
2025-05-08 20:48:56 - 更新最佳测试结果 (Epoch 29): AUC 0.8787, PRE 0.6465, REC 0.6485, MF1 0.8052, ACC1 0.6485, ACC0 0.9628, Gmean 0.7902
2025-05-08 20:48:56 - Epoch 29, val mf1: 0.7897, val ACC1: 0.6012, val ACC0: 0.9638, val Gmean: 0.7612 (best 0.7897)
2025-05-08 20:48:56 - Epoch 30 伪标签: 正样本: 877 (25.4%), 负样本: 2576 (74.6%)
2025-05-08 20:48:56 - Epoch 30, 有标签损失: 0.0210, 一致性损失: 0.0155, 伪标签损失: 0.5520, LPL损失: 1242.9493, 聚类损失: 4.9049, 总损失: 22.6170
2025-05-08 20:48:57 - Epoch 30, 测试集 AUC: 0.8813, PRE: 0.6916, REC: 0.6455, MF1: 0.8171, ACC1: 0.6455, ACC0: 0.9698, Gmean: 0.7912
2025-05-08 20:48:57 - 更新最佳测试结果 (Epoch 30): AUC 0.8813, PRE 0.6916, REC 0.6455, MF1 0.8171, ACC1 0.6455, ACC0 0.9698, Gmean 0.7912
2025-05-08 20:48:57 - Epoch 30, val mf1: 0.8002, val ACC1: 0.6012, val ACC0: 0.9696, val Gmean: 0.7635 (best 0.8002)
2025-05-08 20:48:57 - Epoch 31 伪标签: 正样本: 900 (26.1%), 负样本: 2553 (73.9%)
2025-05-08 20:48:57 - Epoch 31, 测试集 AUC: 0.8831, PRE: 0.7213, REC: 0.6667, MF1: 0.8310, ACC1: 0.6667, ACC0: 0.9730, Gmean: 0.8054
2025-05-08 20:48:57 - 更新最佳测试结果 (Epoch 31): AUC 0.8831, PRE 0.7213, REC 0.6667, MF1 0.8310, ACC1 0.6667, ACC0 0.9730, Gmean 0.8054
2025-05-08 20:48:57 - Epoch 31, val mf1: 0.8049, val ACC1: 0.6135, val ACC0: 0.9696, val Gmean: 0.7713 (best 0.8049)
2025-05-08 20:48:57 - Epoch 32 伪标签: 正样本: 863 (25.0%), 负样本: 2590 (75.0%)
2025-05-08 20:48:58 - Epoch 32, 测试集 AUC: 0.8853, PRE: 0.7399, REC: 0.6636, MF1: 0.8350, ACC1: 0.6636, ACC0: 0.9755, Gmean: 0.8046
2025-05-08 20:48:58 - 更新最佳测试结果 (Epoch 32): AUC 0.8853, PRE 0.7399, REC 0.6636, MF1 0.8350, ACC1 0.6636, ACC0 0.9755, Gmean 0.8046
2025-05-08 20:48:58 - Epoch 32, val mf1: 0.8100, val ACC1: 0.6012, val ACC0: 0.9748, val Gmean: 0.7656 (best 0.8100)
2025-05-08 20:48:58 - Epoch 33 伪标签: 正样本: 889 (25.7%), 负样本: 2564 (74.3%)
2025-05-08 20:48:58 - Epoch 33, 测试集 AUC: 0.8873, PRE: 0.7983, REC: 0.5636, MF1: 0.8154, ACC1: 0.5636, ACC0: 0.9851, Gmean: 0.7451
2025-05-08 20:48:58 - 更新最佳测试结果 (Epoch 33): AUC 0.8873, PRE 0.7983, REC 0.5636, MF1 0.8154, ACC1 0.5636, ACC0 0.9851, Gmean 0.7451
2025-05-08 20:48:58 - Epoch 33, val mf1: 0.8163, val ACC1: 0.5521, val ACC0: 0.9877, val Gmean: 0.7385 (best 0.8163)
2025-05-08 20:48:58 - Epoch 34 伪标签: 正样本: 947 (27.4%), 负样本: 2506 (72.6%)
2025-05-08 20:48:59 - Epoch 34, 测试集 AUC: 0.8879, PRE: 0.8122, REC: 0.5636, MF1: 0.8181, ACC1: 0.5636, ACC0: 0.9863, Gmean: 0.7456
2025-05-08 20:48:59 - 更新最佳测试结果 (Epoch 34): AUC 0.8879, PRE 0.8122, REC 0.5636, MF1 0.8181, ACC1 0.5636, ACC0 0.9863, Gmean 0.7456
2025-05-08 20:48:59 - Epoch 34, val mf1: 0.8262, val ACC1: 0.5521, val ACC0: 0.9922, val Gmean: 0.7402 (best 0.8262)
2025-05-08 20:48:59 - Epoch 35 伪标签: 正样本: 955 (27.7%), 负样本: 2498 (72.3%)
2025-05-08 20:48:59 - Epoch 35, 测试集 AUC: 0.8884, PRE: 0.8222, REC: 0.5606, MF1: 0.8189, ACC1: 0.5606, ACC0: 0.9873, Gmean: 0.7440
2025-05-08 20:48:59 - 更新最佳测试结果 (Epoch 35): AUC 0.8884, PRE 0.8222, REC 0.5606, MF1 0.8189, ACC1 0.5606, ACC0 0.9873, Gmean 0.7440
2025-05-08 20:48:59 - Epoch 35, val mf1: 0.8262, val ACC1: 0.5521, val ACC0: 0.9922, val Gmean: 0.7402 (best 0.8262)
2025-05-08 20:48:59 - Epoch 36 伪标签: 正样本: 1037 (30.0%), 负样本: 2416 (70.0%)
2025-05-08 20:49:00 - Epoch 36, 测试集 AUC: 0.8917, PRE: 0.8145, REC: 0.6121, MF1: 0.8358, ACC1: 0.6121, ACC0: 0.9854, Gmean: 0.7766
2025-05-08 20:49:00 - 更新最佳测试结果 (Epoch 36): AUC 0.8917, PRE 0.8145, REC 0.6121, MF1 0.8358, ACC1 0.6121, ACC0 0.9854, Gmean 0.7766
2025-05-08 20:49:00 - Epoch 36, val mf1: 0.8268, val ACC1: 0.5706, val ACC0: 0.9890, val Gmean: 0.7512 (best 0.8268)
2025-05-08 20:49:00 - Epoch 37 伪标签: 正样本: 1050 (30.4%), 负样本: 2403 (69.6%)
2025-05-08 20:49:01 - Epoch 37, 测试集 AUC: 0.8905, PRE: 0.8272, REC: 0.6091, MF1: 0.8374, ACC1: 0.6091, ACC0: 0.9866, Gmean: 0.7752
2025-05-08 20:49:01 - Epoch 37, val mf1: 0.8257, val ACC1: 0.5644, val ACC0: 0.9897, val Gmean: 0.7474 (best 0.8268)
2025-05-08 20:49:01 - Epoch 38 伪标签: 正样本: 1090 (31.6%), 负样本: 2363 (68.4%)
2025-05-08 20:49:01 - Epoch 38, 测试集 AUC: 0.8917, PRE: 0.8038, REC: 0.6455, MF1: 0.8447, ACC1: 0.6455, ACC0: 0.9835, Gmean: 0.7967
2025-05-08 20:49:01 - 更新最佳测试结果 (Epoch 38): AUC 0.8917, PRE 0.8038, REC 0.6455, MF1 0.8447, ACC1 0.6455, ACC0 0.9835, Gmean 0.7967
2025-05-08 20:49:01 - Epoch 38, val mf1: 0.8302, val ACC1: 0.5890, val ACC0: 0.9871, val Gmean: 0.7625 (best 0.8302)
2025-05-08 20:49:01 - Epoch 39 伪标签: 正样本: 1138 (33.0%), 负样本: 2315 (67.0%)
2025-05-08 20:49:02 - Epoch 39, 测试集 AUC: 0.8913, PRE: 0.8696, REC: 0.6061, MF1: 0.8446, ACC1: 0.6061, ACC0: 0.9905, Gmean: 0.7748
2025-05-08 20:49:02 - Epoch 39, val mf1: 0.8329, val ACC1: 0.5644, val ACC0: 0.9929, val Gmean: 0.7486 (best 0.8329)
2025-05-08 20:49:02 - Epoch 40 伪标签: 正样本: 1151 (33.3%), 负样本: 2302 (66.7%)
2025-05-08 20:49:02 - Epoch 40, 有标签损失: 0.0313, 一致性损失: 0.0086, 伪标签损失: 0.4884, LPL损失: 1661.0220, 聚类损失: 3.0181, 总损失: 36.3016
2025-05-08 20:49:02 - Epoch 40, 测试集 AUC: 0.8909, PRE: 0.8959, REC: 0.6000, MF1: 0.8472, ACC1: 0.6000, ACC0: 0.9927, Gmean: 0.7718
2025-05-08 20:49:02 - Epoch 40, val mf1: 0.8358, val ACC1: 0.5644, val ACC0: 0.9942, val Gmean: 0.7491 (best 0.8358)
2025-05-08 20:49:03 - Epoch 41 伪标签: 正样本: 1179 (34.1%), 负样本: 2274 (65.9%)
2025-05-08 20:49:03 - Epoch 41, 测试集 AUC: 0.8912, PRE: 0.8995, REC: 0.5970, MF1: 0.8467, ACC1: 0.5970, ACC0: 0.9930, Gmean: 0.7699
2025-05-08 20:49:03 - Epoch 41, val mf1: 0.8373, val ACC1: 0.5644, val ACC0: 0.9948, val Gmean: 0.7493 (best 0.8373)
2025-05-08 20:49:03 - Epoch 42 伪标签: 正样本: 1220 (35.3%), 负样本: 2233 (64.7%)
2025-05-08 20:49:03 - Epoch 42, 测试集 AUC: 0.8911, PRE: 0.8528, REC: 0.6848, MF1: 0.8686, ACC1: 0.6848, ACC0: 0.9876, Gmean: 0.8224
2025-05-08 20:49:03 - Epoch 42, val mf1: 0.8422, val ACC1: 0.6258, val ACC0: 0.9858, val Gmean: 0.7854 (best 0.8422)
2025-05-08 20:49:04 - Epoch 43 伪标签: 正样本: 1210 (35.0%), 负样本: 2243 (65.0%)
2025-05-08 20:49:04 - Epoch 43, 测试集 AUC: 0.8918, PRE: 0.8731, REC: 0.6879, MF1: 0.8741, ACC1: 0.6879, ACC0: 0.9895, Gmean: 0.8250
2025-05-08 20:49:04 - 更新最佳测试结果 (Epoch 43): AUC 0.8918, PRE 0.8731, REC 0.6879, MF1 0.8741, ACC1 0.6879, ACC0 0.9895, Gmean 0.8250
2025-05-08 20:49:04 - Epoch 43, val mf1: 0.8478, val ACC1: 0.6258, val ACC0: 0.9884, val Gmean: 0.7864 (best 0.8478)
2025-05-08 20:49:04 - Epoch 44 伪标签: 正样本: 1188 (34.4%), 负样本: 2265 (65.6%)
2025-05-08 20:49:05 - Epoch 44, 测试集 AUC: 0.8943, PRE: 0.8929, REC: 0.6818, MF1: 0.8762, ACC1: 0.6818, ACC0: 0.9914, Gmean: 0.8222
2025-05-08 20:49:05 - 更新最佳测试结果 (Epoch 44): AUC 0.8943, PRE 0.8929, REC 0.6818, MF1 0.8762, ACC1 0.6818, ACC0 0.9914, Gmean 0.8222
2025-05-08 20:49:05 - Epoch 44, val mf1: 0.8507, val ACC1: 0.6258, val ACC0: 0.9897, val Gmean: 0.7870 (best 0.8507)
2025-05-08 20:49:05 - Epoch 45 伪标签: 正样本: 1200 (34.8%), 负样本: 2253 (65.2%)
2025-05-08 20:49:05 - Epoch 45, 测试集 AUC: 0.8948, PRE: 0.9065, REC: 0.6758, MF1: 0.8770, ACC1: 0.6758, ACC0: 0.9927, Gmean: 0.8190
2025-05-08 20:49:05 - 更新最佳测试结果 (Epoch 45): AUC 0.8948, PRE 0.9065, REC 0.6758, MF1 0.8770, ACC1 0.6758, ACC0 0.9927, Gmean 0.8190
2025-05-08 20:49:05 - Epoch 45, val mf1: 0.8467, val ACC1: 0.6012, val ACC0: 0.9922, val Gmean: 0.7724 (best 0.8507)
2025-05-08 20:49:05 - Epoch 46 伪标签: 正样本: 1166 (33.8%), 负样本: 2287 (66.2%)
2025-05-08 20:49:06 - Epoch 46, 测试集 AUC: 0.8934, PRE: 0.8369, REC: 0.7152, MF1: 0.8746, ACC1: 0.7152, ACC0: 0.9854, Gmean: 0.8395
2025-05-08 20:49:06 - Epoch 46, val mf1: 0.8498, val ACC1: 0.6564, val ACC0: 0.9838, val Gmean: 0.8036 (best 0.8507)
2025-05-08 20:49:06 - Epoch 47 伪标签: 正样本: 1217 (35.2%), 负样本: 2236 (64.8%)
2025-05-08 20:49:06 - Epoch 47, 测试集 AUC: 0.8942, PRE: 0.8650, REC: 0.7182, MF1: 0.8821, ACC1: 0.7182, ACC0: 0.9882, Gmean: 0.8425
2025-05-08 20:49:06 - Epoch 47, val mf1: 0.8554, val ACC1: 0.6564, val ACC0: 0.9864, val Gmean: 0.8047 (best 0.8554)
2025-05-08 20:49:07 - Epoch 48 伪标签: 正样本: 1150 (33.3%), 负样本: 2303 (66.7%)
2025-05-08 20:49:07 - Epoch 48, 测试集 AUC: 0.8941, PRE: 0.8806, REC: 0.7152, MF1: 0.8847, ACC1: 0.7152, ACC0: 0.9898, Gmean: 0.8414
2025-05-08 20:49:07 - Epoch 48, val mf1: 0.8559, val ACC1: 0.6503, val ACC0: 0.9877, val Gmean: 0.8014 (best 0.8559)
2025-05-08 20:49:07 - Epoch 49 伪标签: 正样本: 1181 (34.2%), 负样本: 2272 (65.8%)
2025-05-08 20:49:08 - Epoch 49, 测试集 AUC: 0.8973, PRE: 0.8876, REC: 0.7182, MF1: 0.8873, ACC1: 0.7182, ACC0: 0.9905, Gmean: 0.8434
2025-05-08 20:49:08 - 更新最佳测试结果 (Epoch 49): AUC 0.8973, PRE 0.8876, REC 0.7182, MF1 0.8873, ACC1 0.7182, ACC0 0.9905, Gmean 0.8434
2025-05-08 20:49:08 - Epoch 49, val mf1: 0.8588, val ACC1: 0.6503, val ACC0: 0.9890, val Gmean: 0.8020 (best 0.8588)
2025-05-08 20:49:08 - Epoch 50 伪标签: 正样本: 66 (1.9%), 负样本: 3387 (98.1%)
2025-05-08 20:49:08 - Epoch 50, 有标签损失: 0.0194, 一致性损失: 0.0064, 伪标签损失: 0.5163, LPL损失: 541.0842, 聚类损失: 2.7358, 总损失: 14.2512
2025-05-08 20:49:08 - Epoch 50, 测试集 AUC: 0.8957, PRE: 0.8958, REC: 0.7030, MF1: 0.8841, ACC1: 0.7030, ACC0: 0.9914, Gmean: 0.8349
2025-05-08 20:49:08 - Epoch 50, val mf1: 0.8531, val ACC1: 0.6319, val ACC0: 0.9897, val Gmean: 0.7908 (best 0.8588)
2025-05-08 20:49:08 - Epoch 51 伪标签: 正样本: 640 (18.5%), 负样本: 2813 (81.5%)
2025-05-08 20:49:09 - Epoch 51, 测试集 AUC: 0.8959, PRE: 0.9032, REC: 0.6788, MF1: 0.8773, ACC1: 0.6788, ACC0: 0.9924, Gmean: 0.8207
2025-05-08 20:49:09 - Epoch 51, val mf1: 0.8522, val ACC1: 0.6258, val ACC0: 0.9903, val Gmean: 0.7872 (best 0.8588)
2025-05-08 20:49:09 - Epoch 52 伪标签: 正样本: 623 (18.0%), 负样本: 2830 (82.0%)
2025-05-08 20:49:09 - Epoch 52, 测试集 AUC: 0.8936, PRE: 0.8617, REC: 0.7364, MF1: 0.8871, ACC1: 0.7364, ACC0: 0.9876, Gmean: 0.8528
2025-05-08 20:49:09 - Epoch 52, val mf1: 0.8595, val ACC1: 0.6748, val ACC0: 0.9851, val Gmean: 0.8154 (best 0.8595)
2025-05-08 20:49:10 - Epoch 53 伪标签: 正样本: 591 (17.1%), 负样本: 2862 (82.9%)
2025-05-08 20:49:10 - Epoch 53, 测试集 AUC: 0.8894, PRE: 0.8830, REC: 0.7091, MF1: 0.8833, ACC1: 0.7091, ACC0: 0.9901, Gmean: 0.8379
2025-05-08 20:49:10 - Epoch 53, val mf1: 0.8550, val ACC1: 0.6442, val ACC0: 0.9884, val Gmean: 0.7979 (best 0.8595)
2025-05-08 20:49:10 - Epoch 54 伪标签: 正样本: 579 (16.8%), 负样本: 2874 (83.2%)
2025-05-08 20:49:11 - Epoch 54, 测试集 AUC: 0.8860, PRE: 0.8996, REC: 0.6788, MF1: 0.8766, ACC1: 0.6788, ACC0: 0.9920, Gmean: 0.8206
2025-05-08 20:49:11 - Epoch 54, val mf1: 0.8576, val ACC1: 0.6319, val ACC0: 0.9916, val Gmean: 0.7916 (best 0.8595)
2025-05-08 20:49:11 - Epoch 55 伪标签: 正样本: 571 (16.5%), 负样本: 2882 (83.5%)
2025-05-08 20:49:11 - Epoch 55, 测试集 AUC: 0.8836, PRE: 0.9277, REC: 0.6606, MF1: 0.8757, ACC1: 0.6606, ACC0: 0.9946, Gmean: 0.8106
2025-05-08 20:49:11 - Epoch 55, val mf1: 0.8547, val ACC1: 0.6135, val ACC0: 0.9935, val Gmean: 0.7807 (best 0.8595)
2025-05-08 20:49:12 - Epoch 56 伪标签: 正样本: 56 (1.6%), 负样本: 3397 (98.4%)
2025-05-08 20:49:12 - Epoch 56, 测试集 AUC: 0.8678, PRE: 0.9283, REC: 0.6273, MF1: 0.8635, ACC1: 0.6273, ACC0: 0.9949, Gmean: 0.7900
2025-05-08 20:49:12 - Epoch 56, val mf1: 0.8410, val ACC1: 0.5767, val ACC0: 0.9942, val Gmean: 0.7572 (best 0.8595)
2025-05-08 20:49:12 - Epoch 57 伪标签: 正样本: 501 (14.5%), 负样本: 2952 (85.5%)
2025-05-08 20:49:13 - Epoch 57, 测试集 AUC: 0.8611, PRE: 0.9227, REC: 0.5788, MF1: 0.8436, ACC1: 0.5788, ACC0: 0.9949, Gmean: 0.7588
2025-05-08 20:49:13 - Epoch 57, val mf1: 0.8332, val ACC1: 0.5583, val ACC0: 0.9942, val Gmean: 0.7450 (best 0.8595)
2025-05-08 20:49:13 - Epoch 58 伪标签: 正样本: 489 (14.2%), 负样本: 2964 (85.8%)
2025-05-08 20:49:13 - Epoch 58, 测试集 AUC: 0.8480, PRE: 0.9303, REC: 0.5667, MF1: 0.8399, ACC1: 0.5667, ACC0: 0.9955, Gmean: 0.7511
2025-05-08 20:49:13 - Epoch 58, val mf1: 0.8311, val ACC1: 0.5399, val ACC0: 0.9968, val Gmean: 0.7336 (best 0.8595)
2025-05-08 20:49:13 - Epoch 59 伪标签: 正样本: 472 (13.7%), 负样本: 2981 (86.3%)
2025-05-08 20:49:14 - Epoch 59, 测试集 AUC: 0.8352, PRE: 0.9316, REC: 0.5364, MF1: 0.8275, ACC1: 0.5364, ACC0: 0.9959, Gmean: 0.7309
2025-05-08 20:49:14 - Epoch 59, val mf1: 0.8216, val ACC1: 0.5153, val ACC0: 0.9974, val Gmean: 0.7169 (best 0.8595)
2025-05-08 20:49:14 - Epoch 60 伪标签: 正样本: 43 (1.2%), 负样本: 3410 (98.8%)
2025-05-08 20:49:14 - Epoch 60, 有标签损失: 0.0232, 一致性损失: 0.0038, 伪标签损失: 0.4780, LPL损失: 415.5328, 聚类损失: 1.9160, 总损失: 13.0768
2025-05-08 20:49:14 - Epoch 60, 测试集 AUC: 0.8221, PRE: 0.9337, REC: 0.5121, MF1: 0.8173, ACC1: 0.5121, ACC0: 0.9962, Gmean: 0.7143
2025-05-08 20:49:14 - Epoch 60, val mf1: 0.8073, val ACC1: 0.4847, val ACC0: 0.9974, val Gmean: 0.6953 (best 0.8595)
2025-05-08 20:49:14 - Epoch 61 伪标签: 正样本: 422 (12.2%), 负样本: 3031 (87.8%)
2025-05-08 20:49:15 - Epoch 61, 测试集 AUC: 0.8078, PRE: 0.9412, REC: 0.4848, MF1: 0.8060, ACC1: 0.4848, ACC0: 0.9968, Gmean: 0.6952
2025-05-08 20:49:15 - Epoch 61, val mf1: 0.8014, val ACC1: 0.4663, val ACC0: 0.9987, val Gmean: 0.6824 (best 0.8595)
2025-05-08 20:49:15 - Epoch 62 伪标签: 正样本: 403 (11.7%), 负样本: 3050 (88.3%)
2025-05-08 20:49:15 - Epoch 62, 测试集 AUC: 0.7968, PRE: 0.9427, REC: 0.4485, MF1: 0.7891, ACC1: 0.4485, ACC0: 0.9971, Gmean: 0.6687
2025-05-08 20:49:15 - Epoch 62, val mf1: 0.7844, val ACC1: 0.4294, val ACC0: 0.9994, val Gmean: 0.6551 (best 0.8595)
2025-05-08 20:49:15 - Epoch 63 伪标签: 正样本: 375 (10.9%), 负样本: 3078 (89.1%)
2025-05-08 20:49:16 - Epoch 63, 测试集 AUC: 0.7839, PRE: 0.9437, REC: 0.4061, MF1: 0.7681, ACC1: 0.4061, ACC0: 0.9975, Gmean: 0.6364
2025-05-08 20:49:16 - Epoch 63, val mf1: 0.7716, val ACC1: 0.4049, val ACC0: 0.9994, val Gmean: 0.6361 (best 0.8595)
2025-05-08 20:49:16 - Epoch 64 伪标签: 正样本: 351 (10.2%), 负样本: 3102 (89.8%)
2025-05-08 20:49:16 - Epoch 64, 测试集 AUC: 0.7708, PRE: 0.9398, REC: 0.3788, MF1: 0.7536, ACC1: 0.3788, ACC0: 0.9975, Gmean: 0.6147
2025-05-08 20:49:16 - Epoch 64, val mf1: 0.7617, val ACC1: 0.3865, val ACC0: 0.9994, val Gmean: 0.6215 (best 0.8595)
2025-05-08 20:49:16 - Epoch 65 伪标签: 正样本: 322 (9.3%), 负样本: 3131 (90.7%)
2025-05-08 20:49:17 - Epoch 65, 测试集 AUC: 0.7557, PRE: 0.9500, REC: 0.3455, MF1: 0.7363, ACC1: 0.3455, ACC0: 0.9981, Gmean: 0.5872
2025-05-08 20:49:17 - Epoch 65, val mf1: 0.7412, val ACC1: 0.3497, val ACC0: 0.9994, val Gmean: 0.5912 (best 0.8595)
2025-05-08 20:49:17 - Epoch 66 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 20:49:17 - Epoch 66, 测试集 AUC: 0.7408, PRE: 0.9554, REC: 0.3242, MF1: 0.7246, ACC1: 0.3242, ACC0: 0.9984, Gmean: 0.5690
2025-05-08 20:49:17 - Epoch 66, val mf1: 0.7305, val ACC1: 0.3313, val ACC0: 0.9994, val Gmean: 0.5754 (best 0.8595)
2025-05-08 20:49:17 - Epoch 67 伪标签: 正样本: 293 (8.5%), 负样本: 3160 (91.5%)
2025-05-08 20:49:18 - Epoch 67, 测试集 AUC: 0.7373, PRE: 0.9519, REC: 0.3000, MF1: 0.7100, ACC1: 0.3000, ACC0: 0.9984, Gmean: 0.5473
2025-05-08 20:49:18 - Epoch 67, val mf1: 0.7196, val ACC1: 0.3129, val ACC0: 0.9994, val Gmean: 0.5592 (best 0.8595)
2025-05-08 20:49:18 - Epoch 68 伪标签: 正样本: 294 (8.5%), 负样本: 3159 (91.5%)
2025-05-08 20:49:19 - Epoch 68, 测试集 AUC: 0.7252, PRE: 0.9681, REC: 0.2758, MF1: 0.6961, ACC1: 0.2758, ACC0: 0.9990, Gmean: 0.5249
2025-05-08 20:49:19 - Epoch 68, val mf1: 0.7121, val ACC1: 0.3006, val ACC0: 0.9994, val Gmean: 0.5481 (best 0.8595)
2025-05-08 20:49:19 - Epoch 69 伪标签: 正样本: 257 (7.4%), 负样本: 3196 (92.6%)
2025-05-08 20:49:19 - Epoch 69, 测试集 AUC: 0.7132, PRE: 0.9674, REC: 0.2697, MF1: 0.6922, ACC1: 0.2697, ACC0: 0.9990, Gmean: 0.5191
2025-05-08 20:49:19 - Epoch 69, val mf1: 0.7083, val ACC1: 0.2945, val ACC0: 0.9994, val Gmean: 0.5425 (best 0.8595)
2025-05-08 20:49:19 - Epoch 70 伪标签: 正样本: 240 (7.0%), 负样本: 3213 (93.0%)
2025-05-08 20:49:20 - Epoch 70, 有标签损失: 0.0199, 一致性损失: 0.0030, 伪标签损失: 0.5245, LPL损失: 369.7177, 聚类损失: 0.7674, 总损失: 13.8094
2025-05-08 20:49:20 - Epoch 70, 测试集 AUC: 0.7025, PRE: 0.9762, REC: 0.2485, MF1: 0.6789, ACC1: 0.2485, ACC0: 0.9994, Gmean: 0.4983
2025-05-08 20:49:20 - Epoch 70, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8595)
2025-05-08 20:49:20 - Epoch 71 伪标签: 正样本: 226 (6.5%), 负样本: 3227 (93.5%)
2025-05-08 20:49:21 - Epoch 71, 测试集 AUC: 0.6923, PRE: 0.9756, REC: 0.2424, MF1: 0.6749, ACC1: 0.2424, ACC0: 0.9994, Gmean: 0.4922
2025-05-08 20:49:21 - Epoch 71, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8595)
2025-05-08 20:49:21 - Epoch 72 伪标签: 正样本: 1506 (43.6%), 负样本: 1947 (56.4%)
2025-05-08 20:49:21 - Epoch 72, 测试集 AUC: 0.6890, PRE: 0.9744, REC: 0.2303, MF1: 0.6667, ACC1: 0.2303, ACC0: 0.9994, Gmean: 0.4797
2025-05-08 20:49:21 - Epoch 72, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8595)
2025-05-08 20:49:21 - Epoch 73 伪标签: 正样本: 192 (5.6%), 负样本: 3261 (94.4%)
2025-05-08 20:49:22 - Epoch 73, 测试集 AUC: 0.6812, PRE: 0.9740, REC: 0.2273, MF1: 0.6646, ACC1: 0.2273, ACC0: 0.9994, Gmean: 0.4766
2025-05-08 20:49:22 - Epoch 73, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8595)
2025-05-08 20:49:22 - Epoch 74 伪标签: 正样本: 191 (5.5%), 负样本: 3262 (94.5%)
2025-05-08 20:49:22 - Epoch 74, 测试集 AUC: 0.6721, PRE: 0.9865, REC: 0.2212, MF1: 0.6610, ACC1: 0.2212, ACC0: 0.9997, Gmean: 0.4703
2025-05-08 20:49:22 - Epoch 74, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8595)
2025-05-08 20:49:23 - Epoch 75 伪标签: 正样本: 176 (5.1%), 负样本: 3277 (94.9%)
2025-05-08 20:49:23 - Epoch 75, 测试集 AUC: 0.6694, PRE: 0.9859, REC: 0.2121, MF1: 0.6546, ACC1: 0.2121, ACC0: 0.9997, Gmean: 0.4605
2025-05-08 20:49:23 - Epoch 75, val mf1: 0.6768, val ACC1: 0.2454, val ACC0: 0.9994, val Gmean: 0.4952 (best 0.8595)
2025-05-08 20:49:23 - Epoch 76 伪标签: 正样本: 183 (5.3%), 负样本: 3270 (94.7%)
2025-05-08 20:49:24 - Epoch 76, 测试集 AUC: 0.6582, PRE: 0.9853, REC: 0.2030, MF1: 0.6482, ACC1: 0.2030, ACC0: 0.9997, Gmean: 0.4505
2025-05-08 20:49:24 - Epoch 76, val mf1: 0.6768, val ACC1: 0.2454, val ACC0: 0.9994, val Gmean: 0.4952 (best 0.8595)
2025-05-08 20:49:24 - Epoch 77 伪标签: 正样本: 177 (5.1%), 负样本: 3276 (94.9%)
2025-05-08 20:49:24 - Epoch 77, 测试集 AUC: 0.6528, PRE: 0.9841, REC: 0.1879, MF1: 0.6372, ACC1: 0.1879, ACC0: 0.9997, Gmean: 0.4334
2025-05-08 20:49:24 - Epoch 77, val mf1: 0.6612, val ACC1: 0.2209, val ACC0: 1.0000, val Gmean: 0.4700 (best 0.8595)
2025-05-08 20:49:24 - Epoch 78 伪标签: 正样本: 166 (4.8%), 负样本: 3287 (95.2%)
2025-05-08 20:49:25 - Epoch 78, 测试集 AUC: 0.6470, PRE: 0.9833, REC: 0.1788, MF1: 0.6305, ACC1: 0.1788, ACC0: 0.9997, Gmean: 0.4228
2025-05-08 20:49:25 - Epoch 78, val mf1: 0.6526, val ACC1: 0.2086, val ACC0: 1.0000, val Gmean: 0.4567 (best 0.8595)
2025-05-08 20:49:25 - Epoch 79 伪标签: 正样本: 159 (4.6%), 负样本: 3294 (95.4%)
2025-05-08 20:49:25 - Epoch 79, 测试集 AUC: 0.6344, PRE: 0.9815, REC: 0.1606, MF1: 0.6168, ACC1: 0.1606, ACC0: 0.9997, Gmean: 0.4007
2025-05-08 20:49:25 - Epoch 79, val mf1: 0.6393, val ACC1: 0.1902, val ACC0: 1.0000, val Gmean: 0.4361 (best 0.8595)
2025-05-08 20:49:25 - Epoch 80 伪标签: 正样本: 149 (4.3%), 负样本: 3304 (95.7%)
2025-05-08 20:49:26 - Epoch 80, 有标签损失: 0.0163, 一致性损失: 0.0026, 伪标签损失: 0.4982, LPL损失: 245.4414, 聚类损失: 0.4488, 总损失: 10.8712
2025-05-08 20:49:26 - Epoch 80, 测试集 AUC: 0.6319, PRE: 0.9778, REC: 0.1333, MF1: 0.5955, ACC1: 0.1333, ACC0: 0.9997, Gmean: 0.3651
2025-05-08 20:49:26 - Epoch 80, val mf1: 0.6211, val ACC1: 0.1656, val ACC0: 1.0000, val Gmean: 0.4070 (best 0.8595)
2025-05-08 20:49:26 - Epoch 81 伪标签: 正样本: 139 (4.0%), 负样本: 3314 (96.0%)
2025-05-08 20:49:27 - Epoch 81, 测试集 AUC: 0.6192, PRE: 0.9767, REC: 0.1273, MF1: 0.5906, ACC1: 0.1273, ACC0: 0.9997, Gmean: 0.3567
2025-05-08 20:49:27 - Epoch 81, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8595)
2025-05-08 20:49:27 - Epoch 82 伪标签: 正样本: 135 (3.9%), 负样本: 3318 (96.1%)
2025-05-08 20:49:27 - Epoch 82, 测试集 AUC: 0.6134, PRE: 0.9744, REC: 0.1152, MF1: 0.5807, ACC1: 0.1152, ACC0: 0.9997, Gmean: 0.3393
2025-05-08 20:49:27 - Epoch 82, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8595)
2025-05-08 20:49:27 - Epoch 83 伪标签: 正样本: 126 (3.6%), 负样本: 3327 (96.4%)
2025-05-08 20:49:28 - Epoch 83, 测试集 AUC: 0.6071, PRE: 0.9697, REC: 0.0970, MF1: 0.5655, ACC1: 0.0970, ACC0: 0.9997, Gmean: 0.3114
2025-05-08 20:49:28 - Epoch 83, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8595)
2025-05-08 20:49:28 - Epoch 84 伪标签: 正样本: 124 (3.6%), 负样本: 3329 (96.4%)
2025-05-08 20:49:28 - Epoch 84, 测试集 AUC: 0.6021, PRE: 0.9688, REC: 0.0939, MF1: 0.5629, ACC1: 0.0939, ACC0: 0.9997, Gmean: 0.3064
2025-05-08 20:49:28 - Epoch 84, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8595)
2025-05-08 20:49:28 - Epoch 85 伪标签: 正样本: 118 (3.4%), 负样本: 3335 (96.6%)
2025-05-08 20:49:29 - Epoch 85, 测试集 AUC: 0.5963, PRE: 0.9677, REC: 0.0909, MF1: 0.5603, ACC1: 0.0909, ACC0: 0.9997, Gmean: 0.3015
2025-05-08 20:49:29 - Epoch 85, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8595)
2025-05-08 20:49:29 - Epoch 86 伪标签: 正样本: 111 (3.2%), 负样本: 3342 (96.8%)
2025-05-08 20:49:30 - Epoch 86, 测试集 AUC: 0.5944, PRE: 0.9677, REC: 0.0909, MF1: 0.5603, ACC1: 0.0909, ACC0: 0.9997, Gmean: 0.3015
2025-05-08 20:49:30 - Epoch 86, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:30 - Epoch 87 伪标签: 正样本: 108 (3.1%), 负样本: 3345 (96.9%)
2025-05-08 20:49:30 - Epoch 87, 测试集 AUC: 0.5910, PRE: 0.9667, REC: 0.0879, MF1: 0.5576, ACC1: 0.0879, ACC0: 0.9997, Gmean: 0.2964
2025-05-08 20:49:30 - Epoch 87, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:30 - Epoch 88 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:49:31 - Epoch 88, 测试集 AUC: 0.5878, PRE: 0.9655, REC: 0.0848, MF1: 0.5550, ACC1: 0.0848, ACC0: 0.9997, Gmean: 0.2912
2025-05-08 20:49:31 - Epoch 88, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:31 - Epoch 89 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:49:31 - Epoch 89, 测试集 AUC: 0.5844, PRE: 0.9643, REC: 0.0818, MF1: 0.5524, ACC1: 0.0818, ACC0: 0.9997, Gmean: 0.2860
2025-05-08 20:49:31 - Epoch 89, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:31 - Epoch 90 伪标签: 正样本: 89 (2.6%), 负样本: 3364 (97.4%)
2025-05-08 20:49:32 - Epoch 90, 有标签损失: 0.0120, 一致性损失: 0.0022, 伪标签损失: 0.4747, LPL损失: 150.6975, 聚类损失: 0.2624, 总损失: 7.8886
2025-05-08 20:49:32 - Epoch 90, 测试集 AUC: 0.5800, PRE: 0.9630, REC: 0.0788, MF1: 0.5497, ACC1: 0.0788, ACC0: 0.9997, Gmean: 0.2806
2025-05-08 20:49:32 - Epoch 90, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:32 - Epoch 91 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 20:49:33 - Epoch 91, 测试集 AUC: 0.5767, PRE: 0.9600, REC: 0.0727, MF1: 0.5443, ACC1: 0.0727, ACC0: 0.9997, Gmean: 0.2696
2025-05-08 20:49:33 - Epoch 91, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:33 - Epoch 92 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 20:49:33 - Epoch 92, 测试集 AUC: 0.5776, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:49:33 - Epoch 92, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:33 - Epoch 93 伪标签: 正样本: 1525 (44.2%), 负样本: 1928 (55.8%)
2025-05-08 20:49:34 - Epoch 93, 测试集 AUC: 0.5718, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:49:34 - Epoch 93, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8595)
2025-05-08 20:49:34 - Epoch 94 伪标签: 正样本: 81 (2.3%), 负样本: 3372 (97.7%)
2025-05-08 20:49:34 - Epoch 94, 测试集 AUC: 0.5708, PRE: 0.9565, REC: 0.0667, MF1: 0.5389, ACC1: 0.0667, ACC0: 0.9997, Gmean: 0.2582
2025-05-08 20:49:34 - Epoch 94, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8595)
2025-05-08 20:49:34 - Epoch 95 伪标签: 正样本: 75 (2.2%), 负样本: 3378 (97.8%)
2025-05-08 20:49:35 - Epoch 95, 测试集 AUC: 0.5680, PRE: 0.9565, REC: 0.0667, MF1: 0.5389, ACC1: 0.0667, ACC0: 0.9997, Gmean: 0.2582
2025-05-08 20:49:35 - Epoch 95, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8595)
2025-05-08 20:49:35 - Epoch 96 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:49:35 - Epoch 96, 测试集 AUC: 0.5652, PRE: 0.9565, REC: 0.0667, MF1: 0.5389, ACC1: 0.0667, ACC0: 0.9997, Gmean: 0.2582
2025-05-08 20:49:35 - Epoch 96, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8595)
2025-05-08 20:49:35 - Epoch 97 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:49:36 - Epoch 97, 测试集 AUC: 0.5629, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:49:36 - Epoch 97, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8595)
2025-05-08 20:49:36 - Epoch 98 伪标签: 正样本: 75 (2.2%), 负样本: 3378 (97.8%)
2025-05-08 20:49:36 - Epoch 98, 测试集 AUC: 0.5565, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:49:36 - Epoch 98, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:36 - Epoch 99 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:49:37 - Epoch 99, 测试集 AUC: 0.5525, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:49:37 - Epoch 99, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:37 - Epoch 100 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:49:37 - Epoch 100, 有标签损失: 0.0096, 一致性损失: 0.0018, 伪标签损失: 0.4697, LPL损失: 122.2439, 聚类损失: 0.1673, 总损失: 7.5248
2025-05-08 20:49:37 - Epoch 100, 测试集 AUC: 0.5539, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:49:37 - Epoch 100, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:38 - Epoch 101 伪标签: 正样本: 1593 (46.1%), 负样本: 1860 (53.9%)
2025-05-08 20:49:38 - Epoch 101, 测试集 AUC: 0.5540, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:49:38 - Epoch 101, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:38 - Epoch 102 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:49:39 - Epoch 102, 测试集 AUC: 0.5559, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:49:39 - Epoch 102, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:39 - Epoch 103 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:49:39 - Epoch 103, 测试集 AUC: 0.5557, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:49:39 - Epoch 103, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:39 - Epoch 104 伪标签: 正样本: 68 (2.0%), 负样本: 3385 (98.0%)
2025-05-08 20:49:40 - Epoch 104, 测试集 AUC: 0.5566, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:49:40 - Epoch 104, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:40 - Epoch 105 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 20:49:40 - Epoch 105, 测试集 AUC: 0.5560, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:49:40 - Epoch 105, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:40 - Epoch 106 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 20:49:41 - Epoch 106, 测试集 AUC: 0.5562, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:49:41 - Epoch 106, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:41 - Epoch 107 伪标签: 正样本: 1597 (46.2%), 负样本: 1856 (53.8%)
2025-05-08 20:49:41 - Epoch 107, 测试集 AUC: 0.5529, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:49:41 - Epoch 107, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:41 - Epoch 108 伪标签: 正样本: 1551 (44.9%), 负样本: 1902 (55.1%)
2025-05-08 20:49:42 - Epoch 108, 测试集 AUC: 0.5546, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:49:42 - Epoch 108, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:42 - Epoch 109 伪标签: 正样本: 1579 (45.7%), 负样本: 1874 (54.3%)
2025-05-08 20:49:42 - Epoch 109, 测试集 AUC: 0.5561, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:49:42 - Epoch 109, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:42 - Epoch 110 伪标签: 正样本: 1551 (44.9%), 负样本: 1902 (55.1%)
2025-05-08 20:49:43 - Epoch 110, 有标签损失: 0.0085, 一致性损失: 0.0017, 伪标签损失: 0.4681, LPL损失: 1814.7476, 聚类损失: 0.2857, 总损失: 130.0164
2025-05-08 20:49:43 - Epoch 110, 测试集 AUC: 0.5543, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:49:43 - Epoch 110, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:43 - Epoch 111 伪标签: 正样本: 1581 (45.8%), 负样本: 1872 (54.2%)
2025-05-08 20:49:43 - Epoch 111, 测试集 AUC: 0.5552, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:49:43 - Epoch 111, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:43 - Epoch 112 伪标签: 正样本: 1529 (44.3%), 负样本: 1924 (55.7%)
2025-05-08 20:49:44 - Epoch 112, 测试集 AUC: 0.5527, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:49:44 - Epoch 112, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:44 - Epoch 113 伪标签: 正样本: 1574 (45.6%), 负样本: 1879 (54.4%)
2025-05-08 20:49:44 - Epoch 113, 测试集 AUC: 0.5531, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:49:44 - Epoch 113, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8595)
2025-05-08 20:49:44 - Epoch 114 伪标签: 正样本: 1599 (46.3%), 负样本: 1854 (53.7%)
2025-05-08 20:49:45 - Epoch 114, 测试集 AUC: 0.5483, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 20:49:45 - Epoch 114, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:45 - Epoch 115 伪标签: 正样本: 1526 (44.2%), 负样本: 1927 (55.8%)
2025-05-08 20:49:45 - Epoch 115, 测试集 AUC: 0.5458, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:49:45 - Epoch 115, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8595)
2025-05-08 20:49:45 - Epoch 116 伪标签: 正样本: 1580 (45.8%), 负样本: 1873 (54.2%)
2025-05-08 20:49:46 - Epoch 116, 测试集 AUC: 0.5460, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:49:46 - Epoch 116, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8595)
2025-05-08 20:49:46 - Epoch 117 伪标签: 正样本: 1574 (45.6%), 负样本: 1879 (54.4%)
2025-05-08 20:49:46 - Epoch 117, 测试集 AUC: 0.5442, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 20:49:46 - Epoch 117, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8595)
2025-05-08 20:49:46 - Epoch 118 伪标签: 正样本: 1592 (46.1%), 负样本: 1861 (53.9%)
2025-05-08 20:49:47 - Epoch 118, 测试集 AUC: 0.5386, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 20:49:47 - Epoch 118, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8595)
2025-05-08 20:49:47 - Epoch 119 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:49:47 - Epoch 119, 测试集 AUC: 0.5363, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:49:47 - Epoch 119, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8595)
2025-05-08 20:49:47 - Epoch 120 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 20:49:48 - Epoch 120, 有标签损失: 0.0078, 一致性损失: 0.0014, 伪标签损失: 0.4420, LPL损失: 2491.7412, 聚类损失: 0.1719, 总损失: 208.1987
2025-05-08 20:49:48 - Epoch 120, 测试集 AUC: 0.5330, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:49:48 - Epoch 120, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8595)
2025-05-08 20:49:48 - Epoch 121 伪标签: 正样本: 1581 (45.8%), 负样本: 1872 (54.2%)
2025-05-08 20:49:48 - Epoch 121, 测试集 AUC: 0.5316, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:49:48 - Epoch 121, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:48 - Epoch 122 伪标签: 正样本: 1591 (46.1%), 负样本: 1862 (53.9%)
2025-05-08 20:49:49 - Epoch 122, 测试集 AUC: 0.5307, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:49 - Epoch 122, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:49 - Epoch 123 伪标签: 正样本: 1611 (46.7%), 负样本: 1842 (53.3%)
2025-05-08 20:49:49 - Epoch 123, 测试集 AUC: 0.5304, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:49 - Epoch 123, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:50 - Epoch 124 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:49:50 - Epoch 124, 测试集 AUC: 0.5271, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:50 - Epoch 124, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:50 - Epoch 125 伪标签: 正样本: 1545 (44.7%), 负样本: 1908 (55.3%)
2025-05-08 20:49:51 - Epoch 125, 测试集 AUC: 0.5265, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:51 - Epoch 125, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:51 - Epoch 126 伪标签: 正样本: 1537 (44.5%), 负样本: 1916 (55.5%)
2025-05-08 20:49:51 - Epoch 126, 测试集 AUC: 0.5292, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:51 - Epoch 126, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:51 - Epoch 127 伪标签: 正样本: 1541 (44.6%), 负样本: 1912 (55.4%)
2025-05-08 20:49:52 - Epoch 127, 测试集 AUC: 0.5276, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:52 - Epoch 127, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:52 - Epoch 128 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:49:52 - Epoch 128, 测试集 AUC: 0.6776, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:52 - Epoch 128, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:52 - Epoch 129 伪标签: 正样本: 1576 (45.6%), 负样本: 1877 (54.4%)
2025-05-08 20:49:53 - Epoch 129, 测试集 AUC: 0.5281, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:49:53 - Epoch 129, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:53 - Epoch 130 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 20:49:53 - Epoch 130, 有标签损失: 0.0050, 一致性损失: 0.0012, 伪标签损失: 0.4328, LPL损失: 2616.7996, 聚类损失: 0.1381, 总损失: 254.0205
2025-05-08 20:49:53 - Epoch 130, 测试集 AUC: 0.5264, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:49:53 - Epoch 130, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:53 - Epoch 131 伪标签: 正样本: 1584 (45.9%), 负样本: 1869 (54.1%)
2025-05-08 20:49:54 - Epoch 131, 测试集 AUC: 0.5218, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:49:54 - Epoch 131, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:54 - Epoch 132 伪标签: 正样本: 1606 (46.5%), 负样本: 1847 (53.5%)
2025-05-08 20:49:54 - Epoch 132, 测试集 AUC: 0.5220, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:54 - Epoch 132, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8595)
2025-05-08 20:49:54 - Epoch 133 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:49:55 - Epoch 133, 测试集 AUC: 0.5203, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:55 - Epoch 133, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:55 - Epoch 134 伪标签: 正样本: 1583 (45.8%), 负样本: 1870 (54.2%)
2025-05-08 20:49:55 - Epoch 134, 测试集 AUC: 0.5195, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:55 - Epoch 134, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:55 - Epoch 135 伪标签: 正样本: 1589 (46.0%), 负样本: 1864 (54.0%)
2025-05-08 20:49:56 - Epoch 135, 测试集 AUC: 0.5139, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:56 - Epoch 135, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:56 - Epoch 136 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 20:49:56 - Epoch 136, 测试集 AUC: 0.5122, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:56 - Epoch 136, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:57 - Epoch 137 伪标签: 正样本: 1543 (44.7%), 负样本: 1910 (55.3%)
2025-05-08 20:49:57 - Epoch 137, 测试集 AUC: 0.5114, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:57 - Epoch 137, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:57 - Epoch 138 伪标签: 正样本: 1619 (46.9%), 负样本: 1834 (53.1%)
2025-05-08 20:49:57 - Epoch 138, 测试集 AUC: 0.5114, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:57 - Epoch 138, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:57 - Epoch 139 伪标签: 正样本: 1602 (46.4%), 负样本: 1851 (53.6%)
2025-05-08 20:49:58 - Epoch 139, 测试集 AUC: 0.5115, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:58 - Epoch 139, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:58 - Epoch 140 伪标签: 正样本: 1615 (46.8%), 负样本: 1838 (53.2%)
2025-05-08 20:49:58 - Epoch 140, 有标签损失: 0.0047, 一致性损失: 0.0009, 伪标签损失: 0.4325, LPL损失: 2591.0068, 聚类损失: 0.0842, 总损失: 291.0472
2025-05-08 20:49:59 - Epoch 140, 测试集 AUC: 0.5140, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:59 - Epoch 140, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:59 - Epoch 141 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-08 20:49:59 - Epoch 141, 测试集 AUC: 0.5150, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:49:59 - Epoch 141, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:49:59 - Epoch 142 伪标签: 正样本: 1606 (46.5%), 负样本: 1847 (53.5%)
2025-05-08 20:50:00 - Epoch 142, 测试集 AUC: 0.5141, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:00 - Epoch 142, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:00 - Epoch 143 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 20:50:00 - Epoch 143, 测试集 AUC: 0.5125, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:00 - Epoch 143, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:00 - Epoch 144 伪标签: 正样本: 1562 (45.2%), 负样本: 1891 (54.8%)
2025-05-08 20:50:01 - Epoch 144, 测试集 AUC: 0.5132, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:01 - Epoch 144, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:01 - Epoch 145 伪标签: 正样本: 1625 (47.1%), 负样本: 1828 (52.9%)
2025-05-08 20:50:02 - Epoch 145, 测试集 AUC: 0.5112, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:02 - Epoch 145, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:02 - Epoch 146 伪标签: 正样本: 1622 (47.0%), 负样本: 1831 (53.0%)
2025-05-08 20:50:02 - Epoch 146, 测试集 AUC: 0.5119, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:02 - Epoch 146, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:02 - Epoch 147 伪标签: 正样本: 1593 (46.1%), 负样本: 1860 (53.9%)
2025-05-08 20:50:03 - Epoch 147, 测试集 AUC: 0.5115, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:03 - Epoch 147, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:03 - Epoch 148 伪标签: 正样本: 1584 (45.9%), 负样本: 1869 (54.1%)
2025-05-08 20:50:03 - Epoch 148, 测试集 AUC: 0.5111, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:03 - Epoch 148, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:04 - Epoch 149 伪标签: 正样本: 1619 (46.9%), 负样本: 1834 (53.1%)
2025-05-08 20:50:04 - Epoch 149, 测试集 AUC: 0.5106, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:50:04 - Epoch 149, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8595)
2025-05-08 20:50:04 - time cost: 85.09 s
2025-05-08 20:50:04 - 基于验证集最佳模型的测试结果: REC 73.64 PRE 86.17 MF1 88.71 AUC 89.36 ACC1 73.64 ACC0 98.76 Gmean 85.28
2025-05-08 20:50:04 - 测试集上观察到的最佳结果 (Epoch 49): AUC 89.73 PRE 88.76 REC 71.82 MF1 88.73 ACC1 71.82 ACC0 99.05 Gmean 84.34
