2025-05-08 20:46:59 - 运行开始时间: 20250508_204659
2025-05-08 20:46:59 - 日志文件: logs/train_log_amazon_seed64_20250508_204659.txt
2025-05-08 20:46:59 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:46:59 - 无标签数据数量: 3453
2025-05-08 20:46:59 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:46:59 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:46:59 - 伪标签策略：
2025-05-08 20:46:59 -   使用模型输出和聚类结果的融合
2025-05-08 20:47:00 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:47:00 - 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: 4.6100
2025-05-08 20:47:00 - Epoch 0, 测试集 AUC: 0.7695, PRE: 0.2585, REC: 0.5545, MF1: 0.6194, ACC1: 0.5545, ACC0: 0.8330, Gmean: 0.6797
2025-05-08 20:47:00 - 更新最佳测试结果 (Epoch 0): AUC 0.7695, PRE 0.2585, REC 0.5545, MF1 0.6194, ACC1 0.5545, ACC0 0.8330, Gmean 0.6797
2025-05-08 20:47:00 - Epoch 0, val mf1: 0.5988, val ACC1: 0.5399, val ACC0: 0.8119, val Gmean: 0.6621 (best 0.5988)
2025-05-08 20:47:00 - Epoch 1 伪标签: 正样本: 524 (15.2%), 负样本: 2929 (84.8%)
2025-05-08 20:47:01 - Epoch 1, 测试集 AUC: 0.8170, PRE: 0.3576, REC: 0.4758, MF1: 0.6673, ACC1: 0.4758, ACC0: 0.9103, Gmean: 0.6581
2025-05-08 20:47:01 - 更新最佳测试结果 (Epoch 1): AUC 0.8170, PRE 0.3576, REC 0.4758, MF1 0.6673, ACC1 0.4758, ACC0 0.9103, Gmean 0.6581
2025-05-08 20:47:01 - Epoch 1, val mf1: 0.6388, val ACC1: 0.4540, val ACC0: 0.8901, val Gmean: 0.6357 (best 0.6388)
2025-05-08 20:47:01 - Epoch 2 伪标签: 正样本: 162 (4.7%), 负样本: 3291 (95.3%)
2025-05-08 20:47:01 - Epoch 2, 测试集 AUC: 0.8328, PRE: 0.4089, REC: 0.2788, MF1: 0.6367, ACC1: 0.2788, ACC0: 0.9577, Gmean: 0.5167
2025-05-08 20:47:01 - 更新最佳测试结果 (Epoch 2): AUC 0.8328, PRE 0.4089, REC 0.2788, MF1 0.6367, ACC1 0.2788, ACC0 0.9577, Gmean 0.5167
2025-05-08 20:47:01 - Epoch 2, val mf1: 0.6436, val ACC1: 0.3067, val ACC0: 0.9515, val Gmean: 0.5403 (best 0.6436)
2025-05-08 20:47:01 - Epoch 3 伪标签: 正样本: 80 (2.3%), 负样本: 3373 (97.7%)
2025-05-08 20:47:02 - Epoch 3, 测试集 AUC: 0.8420, PRE: 0.4699, REC: 0.2364, MF1: 0.6309, ACC1: 0.2364, ACC0: 0.9720, Gmean: 0.4793
2025-05-08 20:47:02 - 更新最佳测试结果 (Epoch 3): AUC 0.8420, PRE 0.4699, REC 0.2364, MF1 0.6309, ACC1 0.2364, ACC0 0.9720, Gmean 0.4793
2025-05-08 20:47:02 - Epoch 3, val mf1: 0.6393, val ACC1: 0.2577, val ACC0: 0.9690, val Gmean: 0.4997 (best 0.6436)
2025-05-08 20:47:02 - Epoch 4 伪标签: 正样本: 53 (1.5%), 负样本: 3400 (98.5%)
2025-05-08 20:47:02 - Epoch 4, 测试集 AUC: 0.8493, PRE: 0.5328, REC: 0.2212, MF1: 0.6316, ACC1: 0.2212, ACC0: 0.9796, Gmean: 0.4655
2025-05-08 20:47:02 - 更新最佳测试结果 (Epoch 4): AUC 0.8493, PRE 0.5328, REC 0.2212, MF1 0.6316, ACC1 0.2212, ACC0 0.9796, Gmean 0.4655
2025-05-08 20:47:02 - Epoch 4, val mf1: 0.6415, val ACC1: 0.2454, val ACC0: 0.9761, val Gmean: 0.4894 (best 0.6436)
2025-05-08 20:47:02 - Epoch 5 伪标签: 正样本: 48 (1.4%), 负样本: 3405 (98.6%)
2025-05-08 20:47:02 - Epoch 5, 测试集 AUC: 0.8555, PRE: 0.5984, REC: 0.2303, MF1: 0.6428, ACC1: 0.2303, ACC0: 0.9838, Gmean: 0.4760
2025-05-08 20:47:02 - 更新最佳测试结果 (Epoch 5): AUC 0.8555, PRE 0.5984, REC 0.2303, MF1 0.6428, ACC1 0.2303, ACC0 0.9838, Gmean 0.4760
2025-05-08 20:47:02 - Epoch 5, val mf1: 0.6611, val ACC1: 0.2761, val ACC0: 0.9774, val Gmean: 0.5194 (best 0.6611)
2025-05-08 20:47:03 - Epoch 6 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 20:47:03 - Epoch 6, 测试集 AUC: 0.8601, PRE: 0.6338, REC: 0.2727, MF1: 0.6681, ACC1: 0.2727, ACC0: 0.9835, Gmean: 0.5179
2025-05-08 20:47:03 - 更新最佳测试结果 (Epoch 6): AUC 0.8601, PRE 0.6338, REC 0.2727, MF1 0.6681, ACC1 0.2727, ACC0 0.9835, Gmean 0.5179
2025-05-08 20:47:03 - Epoch 6, val mf1: 0.6700, val ACC1: 0.2883, val ACC0: 0.9787, val Gmean: 0.5312 (best 0.6700)
2025-05-08 20:47:03 - Epoch 7 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 20:47:03 - Epoch 7, 测试集 AUC: 0.8646, PRE: 0.6604, REC: 0.3182, MF1: 0.6931, ACC1: 0.3182, ACC0: 0.9828, Gmean: 0.5592
2025-05-08 20:47:03 - 更新最佳测试结果 (Epoch 7): AUC 0.8646, PRE 0.6604, REC 0.3182, MF1 0.6931, ACC1 0.3182, ACC0 0.9828, Gmean 0.5592
2025-05-08 20:47:03 - Epoch 7, val mf1: 0.6991, val ACC1: 0.3436, val ACC0: 0.9780, val Gmean: 0.5797 (best 0.6991)
2025-05-08 20:47:03 - Epoch 8 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 20:47:04 - Epoch 8, 测试集 AUC: 0.8686, PRE: 0.6495, REC: 0.3818, MF1: 0.7193, ACC1: 0.3818, ACC0: 0.9784, Gmean: 0.6112
2025-05-08 20:47:04 - 更新最佳测试结果 (Epoch 8): AUC 0.8686, PRE 0.6495, REC 0.3818, MF1 0.7193, ACC1 0.3818, ACC0 0.9784, Gmean 0.6112
2025-05-08 20:47:04 - Epoch 8, val mf1: 0.7106, val ACC1: 0.3804, val ACC0: 0.9735, val Gmean: 0.6085 (best 0.7106)
2025-05-08 20:47:04 - Epoch 9 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 20:47:04 - Epoch 9, 测试集 AUC: 0.8724, PRE: 0.6525, REC: 0.4667, MF1: 0.7519, ACC1: 0.4667, ACC0: 0.9739, Gmean: 0.6742
2025-05-08 20:47:04 - 更新最佳测试结果 (Epoch 9): AUC 0.8724, PRE 0.6525, REC 0.4667, MF1 0.7519, ACC1 0.4667, ACC0 0.9739, Gmean 0.6742
2025-05-08 20:47:04 - Epoch 9, val mf1: 0.7346, val ACC1: 0.4540, val ACC0: 0.9670, val Gmean: 0.6626 (best 0.7346)
2025-05-08 20:47:04 - Epoch 10 伪标签: 正样本: 103 (3.0%), 负样本: 3350 (97.0%)
2025-05-08 20:47:04 - Epoch 10, 有标签损失: 0.2747, 一致性损失: 0.3108, 伪标签损失: 0.8291, LPL损失: 120.2416, 聚类损失: 79.0547, 总损失: 0.5872
2025-05-08 20:47:05 - Epoch 10, 测试集 AUC: 0.8770, PRE: 0.6908, REC: 0.4333, MF1: 0.7467, ACC1: 0.4333, ACC0: 0.9796, Gmean: 0.6515
2025-05-08 20:47:05 - 更新最佳测试结果 (Epoch 10): AUC 0.8770, PRE 0.6908, REC 0.4333, MF1 0.7467, ACC1 0.4333, ACC0 0.9796, Gmean 0.6515
2025-05-08 20:47:05 - Epoch 10, val mf1: 0.7432, val ACC1: 0.4417, val ACC0: 0.9754, val Gmean: 0.6564 (best 0.7432)
2025-05-08 20:47:05 - Epoch 11 伪标签: 正样本: 115 (3.3%), 负样本: 3338 (96.7%)
2025-05-08 20:47:05 - Epoch 11, 测试集 AUC: 0.8817, PRE: 0.7183, REC: 0.4636, MF1: 0.7633, ACC1: 0.4636, ACC0: 0.9809, Gmean: 0.6744
2025-05-08 20:47:05 - 更新最佳测试结果 (Epoch 11): AUC 0.8817, PRE 0.7183, REC 0.4636, MF1 0.7633, ACC1 0.4636, ACC0 0.9809, Gmean 0.6744
2025-05-08 20:47:05 - Epoch 11, val mf1: 0.7620, val ACC1: 0.4724, val ACC0: 0.9780, val Gmean: 0.6797 (best 0.7620)
2025-05-08 20:47:05 - Epoch 12 伪标签: 正样本: 148 (4.3%), 负样本: 3305 (95.7%)
2025-05-08 20:47:05 - Epoch 12, 测试集 AUC: 0.8862, PRE: 0.7345, REC: 0.5030, MF1: 0.7810, ACC1: 0.5030, ACC0: 0.9809, Gmean: 0.7024
2025-05-08 20:47:05 - 更新最佳测试结果 (Epoch 12): AUC 0.8862, PRE 0.7345, REC 0.5030, MF1 0.7810, ACC1 0.5030, ACC0 0.9809, Gmean 0.7024
2025-05-08 20:47:05 - Epoch 12, val mf1: 0.7746, val ACC1: 0.5092, val ACC0: 0.9761, val Gmean: 0.7050 (best 0.7746)
2025-05-08 20:47:05 - Epoch 13 伪标签: 正样本: 180 (5.2%), 负样本: 3273 (94.8%)
2025-05-08 20:47:06 - Epoch 13, 测试集 AUC: 0.8904, PRE: 0.7979, REC: 0.4667, MF1: 0.7777, ACC1: 0.4667, ACC0: 0.9876, Gmean: 0.6789
2025-05-08 20:47:06 - 更新最佳测试结果 (Epoch 13): AUC 0.8904, PRE 0.7979, REC 0.4667, MF1 0.7777, ACC1 0.4667, ACC0 0.9876, Gmean 0.6789
2025-05-08 20:47:06 - Epoch 13, val mf1: 0.7852, val ACC1: 0.4908, val ACC0: 0.9858, val Gmean: 0.6956 (best 0.7852)
2025-05-08 20:47:06 - Epoch 14 伪标签: 正样本: 205 (5.9%), 负样本: 3248 (94.1%)
2025-05-08 20:47:06 - Epoch 14, 测试集 AUC: 0.8943, PRE: 0.8060, REC: 0.4909, MF1: 0.7890, ACC1: 0.4909, ACC0: 0.9876, Gmean: 0.6963
2025-05-08 20:47:06 - 更新最佳测试结果 (Epoch 14): AUC 0.8943, PRE 0.8060, REC 0.4909, MF1 0.7890, ACC1 0.4909, ACC0 0.9876, Gmean 0.6963
2025-05-08 20:47:06 - Epoch 14, val mf1: 0.7975, val ACC1: 0.5092, val ACC0: 0.9877, val Gmean: 0.7092 (best 0.7975)
2025-05-08 20:47:06 - Epoch 15 伪标签: 正样本: 278 (8.1%), 负样本: 3175 (91.9%)
2025-05-08 20:47:07 - Epoch 15, 测试集 AUC: 0.8975, PRE: 0.8805, REC: 0.4242, MF1: 0.7701, ACC1: 0.4242, ACC0: 0.9940, Gmean: 0.6494
2025-05-08 20:47:07 - 更新最佳测试结果 (Epoch 15): AUC 0.8975, PRE 0.8805, REC 0.4242, MF1 0.7701, ACC1 0.4242, ACC0 0.9940, Gmean 0.6494
2025-05-08 20:47:07 - Epoch 15, val mf1: 0.8044, val ACC1: 0.4847, val ACC0: 0.9961, val Gmean: 0.6948 (best 0.8044)
2025-05-08 20:47:07 - Epoch 16 伪标签: 正样本: 319 (9.2%), 负样本: 3134 (90.8%)
2025-05-08 20:47:07 - Epoch 16, 测试集 AUC: 0.9002, PRE: 0.8600, REC: 0.5212, MF1: 0.8100, ACC1: 0.5212, ACC0: 0.9911, Gmean: 0.7187
2025-05-08 20:47:07 - 更新最佳测试结果 (Epoch 16): AUC 0.9002, PRE 0.8600, REC 0.5212, MF1 0.8100, ACC1 0.5212, ACC0 0.9911, Gmean 0.7187
2025-05-08 20:47:07 - Epoch 16, val mf1: 0.8099, val ACC1: 0.5153, val ACC0: 0.9922, val Gmean: 0.7151 (best 0.8099)
2025-05-08 20:47:07 - Epoch 17 伪标签: 正样本: 367 (10.6%), 负样本: 3086 (89.4%)
2025-05-08 20:47:07 - Epoch 17, 测试集 AUC: 0.9019, PRE: 0.8207, REC: 0.6242, MF1: 0.8413, ACC1: 0.6242, ACC0: 0.9857, Gmean: 0.7844
2025-05-08 20:47:07 - 更新最佳测试结果 (Epoch 17): AUC 0.9019, PRE 0.8207, REC 0.6242, MF1 0.8413, ACC1 0.6242, ACC0 0.9857, Gmean 0.7844
2025-05-08 20:47:07 - Epoch 17, val mf1: 0.8160, val ACC1: 0.5644, val ACC0: 0.9851, val Gmean: 0.7457 (best 0.8160)
2025-05-08 20:47:07 - Epoch 18 伪标签: 正样本: 439 (12.7%), 负样本: 3014 (87.3%)
2025-05-08 20:47:08 - Epoch 18, 测试集 AUC: 0.9034, PRE: 0.8185, REC: 0.6424, MF1: 0.8470, ACC1: 0.6424, ACC0: 0.9851, Gmean: 0.7955
2025-05-08 20:47:08 - 更新最佳测试结果 (Epoch 18): AUC 0.9034, PRE 0.8185, REC 0.6424, MF1 0.8470, ACC1 0.6424, ACC0 0.9851, Gmean 0.7955
2025-05-08 20:47:08 - Epoch 18, val mf1: 0.8288, val ACC1: 0.5890, val ACC0: 0.9864, val Gmean: 0.7622 (best 0.8288)
2025-05-08 20:47:08 - Epoch 19 伪标签: 正样本: 528 (15.3%), 负样本: 2925 (84.7%)
2025-05-08 20:47:08 - Epoch 19, 测试集 AUC: 0.9035, PRE: 0.8093, REC: 0.6303, MF1: 0.8409, ACC1: 0.6303, ACC0: 0.9844, Gmean: 0.7877
2025-05-08 20:47:08 - 更新最佳测试结果 (Epoch 19): AUC 0.9035, PRE 0.8093, REC 0.6303, MF1 0.8409, ACC1 0.6303, ACC0 0.9844, Gmean 0.7877
2025-05-08 20:47:08 - Epoch 19, val mf1: 0.8238, val ACC1: 0.5767, val ACC0: 0.9864, val Gmean: 0.7542 (best 0.8288)
2025-05-08 20:47:08 - Epoch 20 伪标签: 正样本: 553 (16.0%), 负样本: 2900 (84.0%)
2025-05-08 20:47:08 - Epoch 20, 有标签损失: 0.0338, 一致性损失: 0.1103, 伪标签损失: 0.7454, LPL损失: 660.2024, 聚类损失: 55.8809, 总损失: 0.1441
2025-05-08 20:47:08 - Epoch 20, 测试集 AUC: 0.9020, PRE: 0.7937, REC: 0.5364, MF1: 0.8045, ACC1: 0.5364, ACC0: 0.9854, Gmean: 0.7270
2025-05-08 20:47:08 - Epoch 20, val mf1: 0.8245, val ACC1: 0.5583, val ACC0: 0.9903, val Gmean: 0.7436 (best 0.8288)
2025-05-08 20:47:08 - Epoch 21 伪标签: 正样本: 632 (18.3%), 负样本: 2821 (81.7%)
2025-05-08 20:47:09 - Epoch 21, 测试集 AUC: 0.9000, PRE: 0.7448, REC: 0.6545, MF1: 0.8335, ACC1: 0.6545, ACC0: 0.9765, Gmean: 0.7995
2025-05-08 20:47:09 - Epoch 21, val mf1: 0.8115, val ACC1: 0.5890, val ACC0: 0.9780, val Gmean: 0.7590 (best 0.8288)
2025-05-08 20:47:09 - Epoch 22 伪标签: 正样本: 725 (21.0%), 负样本: 2728 (79.0%)
2025-05-08 20:47:09 - Epoch 22, 测试集 AUC: 0.8967, PRE: 0.7179, REC: 0.5939, MF1: 0.8084, ACC1: 0.5939, ACC0: 0.9755, Gmean: 0.7612
2025-05-08 20:47:09 - Epoch 22, val mf1: 0.8064, val ACC1: 0.5890, val ACC0: 0.9754, val Gmean: 0.7580 (best 0.8288)
2025-05-08 20:47:09 - Epoch 23 伪标签: 正样本: 758 (22.0%), 负样本: 2695 (78.0%)
2025-05-08 20:47:10 - Epoch 23, 测试集 AUC: 0.8922, PRE: 0.6789, REC: 0.6152, MF1: 0.8051, ACC1: 0.6152, ACC0: 0.9695, Gmean: 0.7722
2025-05-08 20:47:10 - Epoch 23, val mf1: 0.8037, val ACC1: 0.6135, val ACC0: 0.9690, val Gmean: 0.7710 (best 0.8288)
2025-05-08 20:47:10 - Epoch 24 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:47:10 - Epoch 24, 测试集 AUC: 0.8873, PRE: 0.6364, REC: 0.6364, MF1: 0.7991, ACC1: 0.6364, ACC0: 0.9618, Gmean: 0.7824
2025-05-08 20:47:10 - Epoch 24, val mf1: 0.7920, val ACC1: 0.6196, val ACC0: 0.9612, val Gmean: 0.7718 (best 0.8288)
2025-05-08 20:47:10 - Epoch 25 伪标签: 正样本: 818 (23.7%), 负样本: 2635 (76.3%)
2025-05-08 20:47:11 - Epoch 25, 测试集 AUC: 0.8842, PRE: 0.6026, REC: 0.5606, MF1: 0.7693, ACC1: 0.5606, ACC0: 0.9612, Gmean: 0.7341
2025-05-08 20:47:11 - Epoch 25, val mf1: 0.7896, val ACC1: 0.5951, val ACC0: 0.9651, val Gmean: 0.7578 (best 0.8288)
2025-05-08 20:47:11 - Epoch 26 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:47:11 - Epoch 26, 测试集 AUC: 0.8819, PRE: 0.5868, REC: 0.5636, MF1: 0.7657, ACC1: 0.5636, ACC0: 0.9583, Gmean: 0.7350
2025-05-08 20:47:11 - Epoch 26, val mf1: 0.7807, val ACC1: 0.6012, val ACC0: 0.9586, val Gmean: 0.7592 (best 0.8288)
2025-05-08 20:47:11 - Epoch 27 伪标签: 正样本: 860 (24.9%), 负样本: 2593 (75.1%)
2025-05-08 20:47:12 - Epoch 27, 测试集 AUC: 0.8806, PRE: 0.5780, REC: 0.5727, MF1: 0.7655, ACC1: 0.5727, ACC0: 0.9561, Gmean: 0.7400
2025-05-08 20:47:12 - Epoch 27, val mf1: 0.7742, val ACC1: 0.6012, val ACC0: 0.9548, val Gmean: 0.7576 (best 0.8288)
2025-05-08 20:47:12 - Epoch 28 伪标签: 正样本: 869 (25.2%), 负样本: 2584 (74.8%)
2025-05-08 20:47:12 - Epoch 28, 测试集 AUC: 0.8798, PRE: 0.5736, REC: 0.5788, MF1: 0.7657, ACC1: 0.5788, ACC0: 0.9548, Gmean: 0.7434
2025-05-08 20:47:12 - Epoch 28, val mf1: 0.7733, val ACC1: 0.6074, val ACC0: 0.9528, val Gmean: 0.7607 (best 0.8288)
2025-05-08 20:47:12 - Epoch 29 伪标签: 正样本: 858 (24.8%), 负样本: 2595 (75.2%)
2025-05-08 20:47:13 - Epoch 29, 测试集 AUC: 0.8794, PRE: 0.5676, REC: 0.5848, MF1: 0.7654, ACC1: 0.5848, ACC0: 0.9532, Gmean: 0.7467
2025-05-08 20:47:13 - Epoch 29, val mf1: 0.7702, val ACC1: 0.6074, val ACC0: 0.9509, val Gmean: 0.7599 (best 0.8288)
2025-05-08 20:47:13 - Epoch 30 伪标签: 正样本: 895 (25.9%), 负样本: 2558 (74.1%)
2025-05-08 20:47:13 - Epoch 30, 有标签损失: 0.0073, 一致性损失: 0.0435, 伪标签损失: 0.6857, LPL损失: 1136.0093, 聚类损失: 43.6505, 总损失: 0.0507
2025-05-08 20:47:13 - Epoch 30, 测试集 AUC: 0.8796, PRE: 0.5681, REC: 0.5939, MF1: 0.7678, ACC1: 0.5939, ACC0: 0.9526, Gmean: 0.7522
2025-05-08 20:47:13 - Epoch 30, val mf1: 0.7735, val ACC1: 0.6135, val ACC0: 0.9515, val Gmean: 0.7640 (best 0.8288)
2025-05-08 20:47:13 - Epoch 31 伪标签: 正样本: 913 (26.4%), 负样本: 2540 (73.6%)
2025-05-08 20:47:14 - Epoch 31, 测试集 AUC: 0.8803, PRE: 0.5768, REC: 0.6030, MF1: 0.7727, ACC1: 0.6030, ACC0: 0.9536, Gmean: 0.7583
2025-05-08 20:47:14 - Epoch 31, val mf1: 0.7745, val ACC1: 0.6135, val ACC0: 0.9522, val Gmean: 0.7643 (best 0.8288)
2025-05-08 20:47:14 - Epoch 32 伪标签: 正样本: 881 (25.5%), 负样本: 2572 (74.5%)
2025-05-08 20:47:14 - Epoch 32, 测试集 AUC: 0.8817, PRE: 0.5889, REC: 0.6121, MF1: 0.7787, ACC1: 0.6121, ACC0: 0.9552, Gmean: 0.7646
2025-05-08 20:47:14 - Epoch 32, val mf1: 0.7766, val ACC1: 0.6135, val ACC0: 0.9535, val Gmean: 0.7648 (best 0.8288)
2025-05-08 20:47:14 - Epoch 33 伪标签: 正样本: 864 (25.0%), 负样本: 2589 (75.0%)
2025-05-08 20:47:15 - Epoch 33, 测试集 AUC: 0.8834, PRE: 0.6077, REC: 0.6242, MF1: 0.7875, ACC1: 0.6242, ACC0: 0.9577, Gmean: 0.7732
2025-05-08 20:47:15 - Epoch 33, val mf1: 0.7766, val ACC1: 0.6135, val ACC0: 0.9535, val Gmean: 0.7648 (best 0.8288)
2025-05-08 20:47:15 - Epoch 34 伪标签: 正样本: 912 (26.4%), 负样本: 2541 (73.6%)
2025-05-08 20:47:15 - Epoch 34, 测试集 AUC: 0.8853, PRE: 0.6331, REC: 0.5333, MF1: 0.7693, ACC1: 0.5333, ACC0: 0.9676, Gmean: 0.7184
2025-05-08 20:47:15 - Epoch 34, val mf1: 0.7847, val ACC1: 0.5706, val ACC0: 0.9677, val Gmean: 0.7430 (best 0.8288)
2025-05-08 20:47:15 - Epoch 35 伪标签: 正样本: 884 (25.6%), 负样本: 2569 (74.4%)
2025-05-08 20:47:15 - Epoch 35, 测试集 AUC: 0.8873, PRE: 0.6491, REC: 0.6333, MF1: 0.8020, ACC1: 0.6333, ACC0: 0.9641, Gmean: 0.7814
2025-05-08 20:47:15 - Epoch 35, val mf1: 0.7943, val ACC1: 0.6135, val ACC0: 0.9638, val Gmean: 0.7690 (best 0.8288)
2025-05-08 20:47:16 - Epoch 36 伪标签: 正样本: 860 (24.9%), 负样本: 2593 (75.1%)
2025-05-08 20:47:16 - Epoch 36, 测试集 AUC: 0.8894, PRE: 0.6908, REC: 0.5485, MF1: 0.7877, ACC1: 0.5485, ACC0: 0.9742, Gmean: 0.7310
2025-05-08 20:47:16 - Epoch 36, val mf1: 0.8003, val ACC1: 0.5767, val ACC0: 0.9748, val Gmean: 0.7498 (best 0.8288)
2025-05-08 20:47:16 - Epoch 37 伪标签: 正样本: 861 (24.9%), 负样本: 2592 (75.1%)
2025-05-08 20:47:16 - Epoch 37, 测试集 AUC: 0.8913, PRE: 0.7037, REC: 0.6333, MF1: 0.8168, ACC1: 0.6333, ACC0: 0.9720, Gmean: 0.7846
2025-05-08 20:47:16 - Epoch 37, val mf1: 0.8038, val ACC1: 0.6012, val ACC0: 0.9716, val Gmean: 0.7643 (best 0.8288)
2025-05-08 20:47:17 - Epoch 38 伪标签: 正样本: 863 (25.0%), 负样本: 2590 (75.0%)
2025-05-08 20:47:17 - Epoch 38, 测试集 AUC: 0.8932, PRE: 0.7282, REC: 0.6333, MF1: 0.8230, ACC1: 0.6333, ACC0: 0.9752, Gmean: 0.7859
2025-05-08 20:47:17 - Epoch 38, val mf1: 0.8138, val ACC1: 0.6012, val ACC0: 0.9767, val Gmean: 0.7663 (best 0.8288)
2025-05-08 20:47:17 - Epoch 39 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:47:17 - Epoch 39, 测试集 AUC: 0.8949, PRE: 0.7491, REC: 0.6242, MF1: 0.8253, ACC1: 0.6242, ACC0: 0.9781, Gmean: 0.7814
2025-05-08 20:47:17 - Epoch 39, val mf1: 0.8155, val ACC1: 0.5828, val ACC0: 0.9813, val Gmean: 0.7562 (best 0.8288)
2025-05-08 20:47:18 - Epoch 40 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:47:18 - Epoch 40, 有标签损失: 0.0036, 一致性损失: 0.0246, 伪标签损失: 0.6813, LPL损失: 1090.4135, 聚类损失: 41.0949, 总损失: 0.0283
2025-05-08 20:47:18 - Epoch 40, 测试集 AUC: 0.8962, PRE: 0.7182, REC: 0.7182, MF1: 0.8443, ACC1: 0.7182, ACC0: 0.9704, Gmean: 0.8348
2025-05-08 20:47:18 - Epoch 40, val mf1: 0.8247, val ACC1: 0.6564, val ACC0: 0.9716, val Gmean: 0.7986 (best 0.8288)
2025-05-08 20:47:18 - Epoch 41 伪标签: 正样本: 757 (21.9%), 负样本: 2696 (78.1%)
2025-05-08 20:47:18 - Epoch 41, 测试集 AUC: 0.8972, PRE: 0.8161, REC: 0.5515, MF1: 0.8143, ACC1: 0.5515, ACC0: 0.9870, Gmean: 0.7378
2025-05-08 20:47:18 - Epoch 41, val mf1: 0.8300, val ACC1: 0.5644, val ACC0: 0.9916, val Gmean: 0.7481 (best 0.8300)
2025-05-08 20:47:19 - Epoch 42 伪标签: 正样本: 728 (21.1%), 负样本: 2725 (78.9%)
2025-05-08 20:47:19 - Epoch 42, 测试集 AUC: 0.8977, PRE: 0.8160, REC: 0.6182, MF1: 0.8382, ACC1: 0.6182, ACC0: 0.9854, Gmean: 0.7805
2025-05-08 20:47:19 - Epoch 42, val mf1: 0.8377, val ACC1: 0.5828, val ACC0: 0.9916, val Gmean: 0.7602 (best 0.8377)
2025-05-08 20:47:19 - Epoch 43 伪标签: 正样本: 726 (21.0%), 负样本: 2727 (79.0%)
2025-05-08 20:47:19 - Epoch 43, 测试集 AUC: 0.8981, PRE: 0.7785, REC: 0.7030, MF1: 0.8565, ACC1: 0.7030, ACC0: 0.9790, Gmean: 0.8296
2025-05-08 20:47:19 - Epoch 43, val mf1: 0.8433, val ACC1: 0.6503, val ACC0: 0.9819, val Gmean: 0.7991 (best 0.8433)
2025-05-08 20:47:19 - Epoch 44 伪标签: 正样本: 663 (19.2%), 负样本: 2790 (80.8%)
2025-05-08 20:47:20 - Epoch 44, 测试集 AUC: 0.8983, PRE: 0.8084, REC: 0.7030, MF1: 0.8639, ACC1: 0.7030, ACC0: 0.9825, Gmean: 0.8311
2025-05-08 20:47:20 - Epoch 44, val mf1: 0.8474, val ACC1: 0.6503, val ACC0: 0.9838, val Gmean: 0.7999 (best 0.8474)
2025-05-08 20:47:20 - Epoch 45 伪标签: 正样本: 662 (19.2%), 负样本: 2791 (80.8%)
2025-05-08 20:47:20 - Epoch 45, 测试集 AUC: 0.8983, PRE: 0.8345, REC: 0.7030, MF1: 0.8702, ACC1: 0.7030, ACC0: 0.9854, Gmean: 0.8323
2025-05-08 20:47:20 - Epoch 45, val mf1: 0.8488, val ACC1: 0.6503, val ACC0: 0.9845, val Gmean: 0.8001 (best 0.8488)
2025-05-08 20:47:20 - Epoch 46 伪标签: 正样本: 649 (18.8%), 负样本: 2804 (81.2%)
2025-05-08 20:47:21 - Epoch 46, 测试集 AUC: 0.8980, PRE: 0.8509, REC: 0.7091, MF1: 0.8760, ACC1: 0.7091, ACC0: 0.9870, Gmean: 0.8366
2025-05-08 20:47:21 - Epoch 46, val mf1: 0.8516, val ACC1: 0.6503, val ACC0: 0.9858, val Gmean: 0.8007 (best 0.8516)
2025-05-08 20:47:21 - Epoch 47 伪标签: 正样本: 655 (19.0%), 负样本: 2798 (81.0%)
2025-05-08 20:47:21 - Epoch 47, 测试集 AUC: 0.8975, PRE: 0.8672, REC: 0.7121, MF1: 0.8807, ACC1: 0.7121, ACC0: 0.9885, Gmean: 0.8390
2025-05-08 20:47:21 - Epoch 47, val mf1: 0.8531, val ACC1: 0.6503, val ACC0: 0.9864, val Gmean: 0.8009 (best 0.8531)
2025-05-08 20:47:21 - Epoch 48 伪标签: 正样本: 638 (18.5%), 负样本: 2815 (81.5%)
2025-05-08 20:47:22 - Epoch 48, 测试集 AUC: 0.8969, PRE: 0.8906, REC: 0.7152, MF1: 0.8870, ACC1: 0.7152, ACC0: 0.9908, Gmean: 0.8418
2025-05-08 20:47:22 - Epoch 48, val mf1: 0.8545, val ACC1: 0.6503, val ACC0: 0.9871, val Gmean: 0.8012 (best 0.8545)
2025-05-08 20:47:22 - Epoch 49 伪标签: 正样本: 640 (18.5%), 负样本: 2813 (81.5%)
2025-05-08 20:47:22 - Epoch 49, 测试集 AUC: 0.8959, PRE: 0.8906, REC: 0.7152, MF1: 0.8870, ACC1: 0.7152, ACC0: 0.9908, Gmean: 0.8418
2025-05-08 20:47:22 - Epoch 49, val mf1: 0.8597, val ACC1: 0.6564, val ACC0: 0.9884, val Gmean: 0.8055 (best 0.8597)
2025-05-08 20:47:22 - Epoch 50 伪标签: 正样本: 480 (13.9%), 负样本: 2973 (86.1%)
2025-05-08 20:47:22 - Epoch 50, 有标签损失: 0.0021, 一致性损失: 0.0154, 伪标签损失: 0.8591, LPL损失: 779.0170, 聚类损失: 22.8590, 总损失: 0.0175
2025-05-08 20:47:22 - Epoch 50, 测试集 AUC: 0.8949, PRE: 0.8981, REC: 0.7212, MF1: 0.8906, ACC1: 0.7212, ACC0: 0.9914, Gmean: 0.8456
2025-05-08 20:47:22 - Epoch 50, val mf1: 0.8612, val ACC1: 0.6564, val ACC0: 0.9890, val Gmean: 0.8057 (best 0.8612)
2025-05-08 20:47:23 - Epoch 51 伪标签: 正样本: 459 (13.3%), 负样本: 2994 (86.7%)
2025-05-08 20:47:23 - Epoch 51, 测试集 AUC: 0.8940, PRE: 0.8981, REC: 0.7212, MF1: 0.8906, ACC1: 0.7212, ACC0: 0.9914, Gmean: 0.8456
2025-05-08 20:47:23 - Epoch 51, val mf1: 0.8612, val ACC1: 0.6564, val ACC0: 0.9890, val Gmean: 0.8057 (best 0.8612)
2025-05-08 20:47:23 - Epoch 52 伪标签: 正样本: 427 (12.4%), 负样本: 3026 (87.6%)
2025-05-08 20:47:23 - Epoch 52, 测试集 AUC: 0.8932, PRE: 0.9265, REC: 0.6879, MF1: 0.8853, ACC1: 0.6879, ACC0: 0.9943, Gmean: 0.8270
2025-05-08 20:47:23 - Epoch 52, val mf1: 0.8651, val ACC1: 0.6319, val ACC0: 0.9948, val Gmean: 0.7929 (best 0.8651)
2025-05-08 20:47:23 - Epoch 53 伪标签: 正样本: 377 (10.9%), 负样本: 3076 (89.1%)
2025-05-08 20:47:24 - Epoch 53, 测试集 AUC: 0.8921, PRE: 0.9268, REC: 0.6909, MF1: 0.8864, ACC1: 0.6909, ACC0: 0.9943, Gmean: 0.8288
2025-05-08 20:47:24 - Epoch 53, val mf1: 0.8651, val ACC1: 0.6319, val ACC0: 0.9948, val Gmean: 0.7929 (best 0.8651)
2025-05-08 20:47:24 - Epoch 54 伪标签: 正样本: 327 (9.5%), 负样本: 3126 (90.5%)
2025-05-08 20:47:24 - Epoch 54, 测试集 AUC: 0.8911, PRE: 0.9274, REC: 0.6970, MF1: 0.8887, ACC1: 0.6970, ACC0: 0.9943, Gmean: 0.8325
2025-05-08 20:47:24 - Epoch 54, val mf1: 0.8675, val ACC1: 0.6380, val ACC0: 0.9948, val Gmean: 0.7967 (best 0.8675)
2025-05-08 20:47:24 - Epoch 55 伪标签: 正样本: 275 (8.0%), 负样本: 3178 (92.0%)
2025-05-08 20:47:25 - Epoch 55, 测试集 AUC: 0.8905, PRE: 0.9094, REC: 0.7303, MF1: 0.8961, ACC1: 0.7303, ACC0: 0.9924, Gmean: 0.8513
2025-05-08 20:47:25 - Epoch 55, val mf1: 0.8711, val ACC1: 0.6748, val ACC0: 0.9903, val Gmean: 0.8175 (best 0.8711)
2025-05-08 20:47:25 - Epoch 56 伪标签: 正样本: 218 (6.3%), 负样本: 3235 (93.7%)
2025-05-08 20:47:25 - Epoch 56, 测试集 AUC: 0.8901, PRE: 0.8667, REC: 0.7485, MF1: 0.8921, ACC1: 0.7485, ACC0: 0.9879, Gmean: 0.8599
2025-05-08 20:47:25 - Epoch 56, val mf1: 0.8720, val ACC1: 0.6933, val ACC0: 0.9877, val Gmean: 0.8275 (best 0.8720)
2025-05-08 20:47:25 - Epoch 57 伪标签: 正样本: 176 (5.1%), 负样本: 3277 (94.9%)
2025-05-08 20:47:26 - Epoch 57, 测试集 AUC: 0.8899, PRE: 0.8728, REC: 0.7485, MF1: 0.8935, ACC1: 0.7485, ACC0: 0.9885, Gmean: 0.8602
2025-05-08 20:47:26 - Epoch 57, val mf1: 0.8735, val ACC1: 0.6933, val ACC0: 0.9884, val Gmean: 0.8278 (best 0.8735)
2025-05-08 20:47:26 - Epoch 58 伪标签: 正样本: 151 (4.4%), 负样本: 3302 (95.6%)
2025-05-08 20:47:26 - Epoch 58, 测试集 AUC: 0.8899, PRE: 0.9320, REC: 0.7061, MF1: 0.8928, ACC1: 0.7061, ACC0: 0.9946, Gmean: 0.8380
2025-05-08 20:47:26 - Epoch 58, val mf1: 0.8770, val ACC1: 0.6503, val ACC0: 0.9968, val Gmean: 0.8051 (best 0.8770)
2025-05-08 20:47:26 - Epoch 59 伪标签: 正样本: 127 (3.7%), 负样本: 3326 (96.3%)
2025-05-08 20:47:26 - Epoch 59, 测试集 AUC: 0.8894, PRE: 0.8953, REC: 0.7515, MF1: 0.8998, ACC1: 0.7515, ACC0: 0.9908, Gmean: 0.8629
2025-05-08 20:47:26 - Epoch 59, val mf1: 0.8764, val ACC1: 0.6933, val ACC0: 0.9897, val Gmean: 0.8283 (best 0.8770)
2025-05-08 20:47:27 - Epoch 60 伪标签: 正样本: 99 (2.9%), 负样本: 3354 (97.1%)
2025-05-08 20:47:27 - Epoch 60, 有标签损失: 0.0019, 一致性损失: 0.0086, 伪标签损失: 0.7411, LPL损失: 185.1005, 聚类损失: 22.2652, 总损失: 0.0105
2025-05-08 20:47:27 - Epoch 60, 测试集 AUC: 0.8893, PRE: 0.9170, REC: 0.7364, MF1: 0.8998, ACC1: 0.7364, ACC0: 0.9930, Gmean: 0.8551
2025-05-08 20:47:27 - Epoch 60, val mf1: 0.8779, val ACC1: 0.6810, val ACC0: 0.9922, val Gmean: 0.8220 (best 0.8779)
2025-05-08 20:47:27 - Epoch 61 伪标签: 正样本: 81 (2.3%), 负样本: 3372 (97.7%)
2025-05-08 20:47:27 - Epoch 61, 测试集 AUC: 0.8892, PRE: 0.9402, REC: 0.7152, MF1: 0.8976, ACC1: 0.7152, ACC0: 0.9952, Gmean: 0.8436
2025-05-08 20:47:27 - Epoch 61, val mf1: 0.8818, val ACC1: 0.6626, val ACC0: 0.9968, val Gmean: 0.8127 (best 0.8818)
2025-05-08 20:47:28 - Epoch 62 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 20:47:28 - Epoch 62, 测试集 AUC: 0.8891, PRE: 0.9176, REC: 0.7424, MF1: 0.9020, ACC1: 0.7424, ACC0: 0.9930, Gmean: 0.8586
2025-05-08 20:47:28 - Epoch 62, val mf1: 0.8817, val ACC1: 0.6871, val ACC0: 0.9929, val Gmean: 0.8260 (best 0.8818)
2025-05-08 20:47:28 - Epoch 63 伪标签: 正样本: 41 (1.2%), 负样本: 3412 (98.8%)
2025-05-08 20:47:28 - Epoch 63, 测试集 AUC: 0.8889, PRE: 0.9134, REC: 0.7667, MF1: 0.9088, ACC1: 0.7667, ACC0: 0.9924, Gmean: 0.8722
2025-05-08 20:47:28 - Epoch 63, val mf1: 0.8831, val ACC1: 0.7117, val ACC0: 0.9897, val Gmean: 0.8392 (best 0.8831)
2025-05-08 20:47:28 - Epoch 64 伪标签: 正样本: 27 (0.8%), 负样本: 3426 (99.2%)
2025-05-08 20:47:29 - Epoch 64, 测试集 AUC: 0.8887, PRE: 0.9167, REC: 0.7667, MF1: 0.9096, ACC1: 0.7667, ACC0: 0.9927, Gmean: 0.8724
2025-05-08 20:47:29 - Epoch 64, val mf1: 0.8884, val ACC1: 0.7178, val ACC0: 0.9910, val Gmean: 0.8434 (best 0.8884)
2025-05-08 20:47:29 - Epoch 65 伪标签: 正样本: 13 (0.4%), 负样本: 3440 (99.6%)
2025-05-08 20:47:29 - Epoch 65, 测试集 AUC: 0.8885, PRE: 0.9412, REC: 0.7273, MF1: 0.9020, ACC1: 0.7273, ACC0: 0.9952, Gmean: 0.8508
2025-05-08 20:47:29 - Epoch 65, val mf1: 0.8879, val ACC1: 0.6871, val ACC0: 0.9955, val Gmean: 0.8270 (best 0.8884)
2025-05-08 20:47:29 - Epoch 66 伪标签: 正样本: 6 (0.2%), 负样本: 3447 (99.8%)
2025-05-08 20:47:30 - Epoch 66, 测试集 AUC: 0.8882, PRE: 0.9149, REC: 0.7818, MF1: 0.9140, ACC1: 0.7818, ACC0: 0.9924, Gmean: 0.8808
2025-05-08 20:47:30 - Epoch 66, val mf1: 0.8884, val ACC1: 0.7178, val ACC0: 0.9910, val Gmean: 0.8434 (best 0.8884)
2025-05-08 20:47:30 - Epoch 67 伪标签: 正样本: 4 (0.1%), 负样本: 3449 (99.9%)
2025-05-08 20:47:30 - Epoch 67, 测试集 AUC: 0.8881, PRE: 0.9275, REC: 0.7758, MF1: 0.9150, ACC1: 0.7758, ACC0: 0.9936, Gmean: 0.8780
2025-05-08 20:47:30 - Epoch 67, val mf1: 0.8892, val ACC1: 0.7117, val ACC0: 0.9922, val Gmean: 0.8403 (best 0.8892)
2025-05-08 20:47:30 - Epoch 68 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:30 - Epoch 68, 测试集 AUC: 0.8879, PRE: 0.9028, REC: 0.7879, MF1: 0.9130, ACC1: 0.7879, ACC0: 0.9911, Gmean: 0.8837
2025-05-08 20:47:30 - Epoch 68, val mf1: 0.8927, val ACC1: 0.7301, val ACC0: 0.9910, val Gmean: 0.8506 (best 0.8927)
2025-05-08 20:47:31 - Epoch 69 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:31 - Epoch 69, 测试集 AUC: 0.8878, PRE: 0.9028, REC: 0.7879, MF1: 0.9130, ACC1: 0.7879, ACC0: 0.9911, Gmean: 0.8837
2025-05-08 20:47:31 - Epoch 69, val mf1: 0.8949, val ACC1: 0.7362, val ACC0: 0.9910, val Gmean: 0.8541 (best 0.8949)
2025-05-08 20:47:31 - Epoch 70 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:31 - Epoch 70, 有标签损失: 0.0014, 一致性损失: 0.0043, 伪标签损失: 0.6854, LPL损失: 0.0000, 聚类损失: 21.7416, 总损失: 0.0057
2025-05-08 20:47:31 - Epoch 70, 测试集 AUC: 0.8877, PRE: 0.8997, REC: 0.7879, MF1: 0.9122, ACC1: 0.7879, ACC0: 0.9908, Gmean: 0.8835
2025-05-08 20:47:31 - Epoch 70, val mf1: 0.8949, val ACC1: 0.7362, val ACC0: 0.9910, val Gmean: 0.8541 (best 0.8949)
2025-05-08 20:47:32 - Epoch 71 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:32 - Epoch 71, 测试集 AUC: 0.8878, PRE: 0.9250, REC: 0.7848, MF1: 0.9173, ACC1: 0.7848, ACC0: 0.9933, Gmean: 0.8830
2025-05-08 20:47:32 - Epoch 71, val mf1: 0.8958, val ACC1: 0.7301, val ACC0: 0.9922, val Gmean: 0.8511 (best 0.8958)
2025-05-08 20:47:32 - Epoch 72 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:32 - Epoch 72, 测试集 AUC: 0.8879, PRE: 0.9184, REC: 0.7848, MF1: 0.9158, ACC1: 0.7848, ACC0: 0.9927, Gmean: 0.8827
2025-05-08 20:47:32 - Epoch 72, val mf1: 0.8958, val ACC1: 0.7301, val ACC0: 0.9922, val Gmean: 0.8511 (best 0.8958)
2025-05-08 20:47:32 - Epoch 73 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:33 - Epoch 73, 测试集 AUC: 0.8878, PRE: 0.8942, REC: 0.7939, MF1: 0.9127, ACC1: 0.7939, ACC0: 0.9901, Gmean: 0.8866
2025-05-08 20:47:33 - Epoch 73, val mf1: 0.8971, val ACC1: 0.7423, val ACC0: 0.9910, val Gmean: 0.8577 (best 0.8971)
2025-05-08 20:47:33 - Epoch 74 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:33 - Epoch 74, 测试集 AUC: 0.8876, PRE: 0.8885, REC: 0.7970, MF1: 0.9122, ACC1: 0.7970, ACC0: 0.9895, Gmean: 0.8880
2025-05-08 20:47:33 - Epoch 74, val mf1: 0.8956, val ACC1: 0.7423, val ACC0: 0.9903, val Gmean: 0.8574 (best 0.8971)
2025-05-08 20:47:33 - Epoch 75 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:34 - Epoch 75, 测试集 AUC: 0.8876, PRE: 0.8885, REC: 0.7970, MF1: 0.9122, ACC1: 0.7970, ACC0: 0.9895, Gmean: 0.8880
2025-05-08 20:47:34 - Epoch 75, val mf1: 0.8962, val ACC1: 0.7485, val ACC0: 0.9897, val Gmean: 0.8607 (best 0.8971)
2025-05-08 20:47:34 - Epoch 76 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:34 - Epoch 76, 测试集 AUC: 0.8876, PRE: 0.8855, REC: 0.7970, MF1: 0.9115, ACC1: 0.7970, ACC0: 0.9892, Gmean: 0.8879
2025-05-08 20:47:34 - Epoch 76, val mf1: 0.8962, val ACC1: 0.7485, val ACC0: 0.9897, val Gmean: 0.8607 (best 0.8971)
2025-05-08 20:47:34 - Epoch 77 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:35 - Epoch 77, 测试集 AUC: 0.8876, PRE: 0.8915, REC: 0.7970, MF1: 0.9130, ACC1: 0.7970, ACC0: 0.9898, Gmean: 0.8882
2025-05-08 20:47:35 - Epoch 77, val mf1: 0.8940, val ACC1: 0.7423, val ACC0: 0.9897, val Gmean: 0.8571 (best 0.8971)
2025-05-08 20:47:35 - Epoch 78 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:35 - Epoch 78, 测试集 AUC: 0.8876, PRE: 0.8855, REC: 0.7970, MF1: 0.9115, ACC1: 0.7970, ACC0: 0.9892, Gmean: 0.8879
2025-05-08 20:47:35 - Epoch 78, val mf1: 0.8940, val ACC1: 0.7423, val ACC0: 0.9897, val Gmean: 0.8571 (best 0.8971)
2025-05-08 20:47:35 - Epoch 79 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:35 - Epoch 79, 测试集 AUC: 0.8875, PRE: 0.8855, REC: 0.7970, MF1: 0.9115, ACC1: 0.7970, ACC0: 0.9892, Gmean: 0.8879
2025-05-08 20:47:35 - Epoch 79, val mf1: 0.8919, val ACC1: 0.7362, val ACC0: 0.9897, val Gmean: 0.8536 (best 0.8971)
2025-05-08 20:47:36 - Epoch 80 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:36 - Epoch 80, 有标签损失: 0.0008, 一致性损失: 0.0023, 伪标签损失: 0.6603, LPL损失: 0.0000, 聚类损失: 22.9653, 总损失: 0.0031
2025-05-08 20:47:36 - Epoch 80, 测试集 AUC: 0.8875, PRE: 0.8863, REC: 0.8030, MF1: 0.9135, ACC1: 0.8030, ACC0: 0.9892, Gmean: 0.8913
2025-05-08 20:47:36 - Epoch 80, val mf1: 0.8934, val ACC1: 0.7362, val ACC0: 0.9903, val Gmean: 0.8538 (best 0.8971)
2025-05-08 20:47:36 - Epoch 81 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:36 - Epoch 81, 测试集 AUC: 0.8875, PRE: 0.8804, REC: 0.8030, MF1: 0.9120, ACC1: 0.8030, ACC0: 0.9885, Gmean: 0.8910
2025-05-08 20:47:36 - Epoch 81, val mf1: 0.8904, val ACC1: 0.7362, val ACC0: 0.9890, val Gmean: 0.8533 (best 0.8971)
2025-05-08 20:47:36 - Epoch 82 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:37 - Epoch 82, 测试集 AUC: 0.8876, PRE: 0.8746, REC: 0.8030, MF1: 0.9105, ACC1: 0.8030, ACC0: 0.9879, Gmean: 0.8907
2025-05-08 20:47:37 - Epoch 82, val mf1: 0.8889, val ACC1: 0.7362, val ACC0: 0.9884, val Gmean: 0.8530 (best 0.8971)
2025-05-08 20:47:37 - Epoch 83 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:37 - Epoch 83, 测试集 AUC: 0.8875, PRE: 0.9117, REC: 0.7818, MF1: 0.9132, ACC1: 0.7818, ACC0: 0.9920, Gmean: 0.8807
2025-05-08 20:47:37 - Epoch 83, val mf1: 0.8854, val ACC1: 0.7055, val ACC0: 0.9916, val Gmean: 0.8364 (best 0.8971)
2025-05-08 20:47:37 - Epoch 84 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:38 - Epoch 84, 测试集 AUC: 0.8875, PRE: 0.9423, REC: 0.7424, MF1: 0.9074, ACC1: 0.7424, ACC0: 0.9952, Gmean: 0.8596
2025-05-08 20:47:38 - Epoch 84, val mf1: 0.8864, val ACC1: 0.6871, val ACC0: 0.9948, val Gmean: 0.8268 (best 0.8971)
2025-05-08 20:47:38 - Epoch 85 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:38 - Epoch 85, 测试集 AUC: 0.8874, PRE: 0.9423, REC: 0.7424, MF1: 0.9074, ACC1: 0.7424, ACC0: 0.9952, Gmean: 0.8596
2025-05-08 20:47:38 - Epoch 85, val mf1: 0.8864, val ACC1: 0.6871, val ACC0: 0.9948, val Gmean: 0.8268 (best 0.8971)
2025-05-08 20:47:38 - Epoch 86 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:39 - Epoch 86, 测试集 AUC: 0.8873, PRE: 0.9389, REC: 0.7455, MF1: 0.9077, ACC1: 0.7455, ACC0: 0.9949, Gmean: 0.8612
2025-05-08 20:47:39 - Epoch 86, val mf1: 0.8848, val ACC1: 0.6871, val ACC0: 0.9942, val Gmean: 0.8265 (best 0.8971)
2025-05-08 20:47:39 - Epoch 87 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:39 - Epoch 87, 测试集 AUC: 0.8874, PRE: 0.9394, REC: 0.7515, MF1: 0.9098, ACC1: 0.7515, ACC0: 0.9949, Gmean: 0.8647
2025-05-08 20:47:39 - Epoch 87, val mf1: 0.8855, val ACC1: 0.6933, val ACC0: 0.9935, val Gmean: 0.8299 (best 0.8971)
2025-05-08 20:47:39 - Epoch 88 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:39 - Epoch 88, 测试集 AUC: 0.8874, PRE: 0.9392, REC: 0.7485, MF1: 0.9087, ACC1: 0.7485, ACC0: 0.9949, Gmean: 0.8629
2025-05-08 20:47:39 - Epoch 88, val mf1: 0.8855, val ACC1: 0.6933, val ACC0: 0.9935, val Gmean: 0.8299 (best 0.8971)
2025-05-08 20:47:39 - Epoch 89 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:40 - Epoch 89, 测试集 AUC: 0.8874, PRE: 0.9389, REC: 0.7455, MF1: 0.9077, ACC1: 0.7455, ACC0: 0.9949, Gmean: 0.8612
2025-05-08 20:47:40 - Epoch 89, val mf1: 0.8855, val ACC1: 0.6933, val ACC0: 0.9935, val Gmean: 0.8299 (best 0.8971)
2025-05-08 20:47:40 - Epoch 90 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:40 - Epoch 90, 有标签损失: 0.0005, 一致性损失: 0.0009, 伪标签损失: 0.6448, LPL损失: 0.0000, 聚类损失: 25.2626, 总损失: 0.0014
2025-05-08 20:47:40 - Epoch 90, 测试集 AUC: 0.8874, PRE: 0.9389, REC: 0.7455, MF1: 0.9077, ACC1: 0.7455, ACC0: 0.9949, Gmean: 0.8612
2025-05-08 20:47:40 - Epoch 90, val mf1: 0.8855, val ACC1: 0.6933, val ACC0: 0.9935, val Gmean: 0.8299 (best 0.8971)
2025-05-08 20:47:40 - Epoch 91 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:40 - Epoch 91, 测试集 AUC: 0.8874, PRE: 0.9389, REC: 0.7455, MF1: 0.9077, ACC1: 0.7455, ACC0: 0.9949, Gmean: 0.8612
2025-05-08 20:47:40 - Epoch 91, val mf1: 0.8855, val ACC1: 0.6933, val ACC0: 0.9935, val Gmean: 0.8299 (best 0.8971)
2025-05-08 20:47:40 - Epoch 92 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:41 - Epoch 92, 测试集 AUC: 0.8874, PRE: 0.9389, REC: 0.7455, MF1: 0.9077, ACC1: 0.7455, ACC0: 0.9949, Gmean: 0.8612
2025-05-08 20:47:41 - Epoch 92, val mf1: 0.8825, val ACC1: 0.6933, val ACC0: 0.9922, val Gmean: 0.8294 (best 0.8971)
2025-05-08 20:47:41 - Epoch 93 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:41 - Epoch 93, 测试集 AUC: 0.8873, PRE: 0.9389, REC: 0.7455, MF1: 0.9077, ACC1: 0.7455, ACC0: 0.9949, Gmean: 0.8612
2025-05-08 20:47:41 - Epoch 93, val mf1: 0.8825, val ACC1: 0.6933, val ACC0: 0.9922, val Gmean: 0.8294 (best 0.8971)
2025-05-08 20:47:41 - Epoch 94 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:42 - Epoch 94, 测试集 AUC: 0.8871, PRE: 0.9321, REC: 0.7485, MF1: 0.9072, ACC1: 0.7485, ACC0: 0.9943, Gmean: 0.8627
2025-05-08 20:47:42 - Epoch 94, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:42 - Epoch 95 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:42 - Epoch 95, 测试集 AUC: 0.8870, PRE: 0.9251, REC: 0.7485, MF1: 0.9056, ACC1: 0.7485, ACC0: 0.9936, Gmean: 0.8624
2025-05-08 20:47:42 - Epoch 95, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:42 - Epoch 96 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:42 - Epoch 96, 测试集 AUC: 0.8870, PRE: 0.9216, REC: 0.7485, MF1: 0.9049, ACC1: 0.7485, ACC0: 0.9933, Gmean: 0.8623
2025-05-08 20:47:42 - Epoch 96, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:43 - Epoch 97 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:43 - Epoch 97, 测试集 AUC: 0.8871, PRE: 0.9216, REC: 0.7485, MF1: 0.9049, ACC1: 0.7485, ACC0: 0.9933, Gmean: 0.8623
2025-05-08 20:47:43 - Epoch 97, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:43 - Epoch 98 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:43 - Epoch 98, 测试集 AUC: 0.8871, PRE: 0.9213, REC: 0.7455, MF1: 0.9038, ACC1: 0.7455, ACC0: 0.9933, Gmean: 0.8605
2025-05-08 20:47:43 - Epoch 98, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:43 - Epoch 99 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:44 - Epoch 99, 测试集 AUC: 0.8871, PRE: 0.9248, REC: 0.7455, MF1: 0.9046, ACC1: 0.7455, ACC0: 0.9936, Gmean: 0.8606
2025-05-08 20:47:44 - Epoch 99, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:44 - Epoch 100 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:44 - Epoch 100, 有标签损失: 0.0002, 一致性损失: 0.0004, 伪标签损失: 0.6824, LPL损失: 0.0000, 聚类损失: 28.2130, 总损失: 0.0007
2025-05-08 20:47:44 - Epoch 100, 测试集 AUC: 0.8870, PRE: 0.9245, REC: 0.7424, MF1: 0.9035, ACC1: 0.7424, ACC0: 0.9936, Gmean: 0.8589
2025-05-08 20:47:44 - Epoch 100, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:44 - Epoch 101 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:44 - Epoch 101, 测试集 AUC: 0.8868, PRE: 0.9211, REC: 0.7424, MF1: 0.9027, ACC1: 0.7424, ACC0: 0.9933, Gmean: 0.8588
2025-05-08 20:47:44 - Epoch 101, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:44 - Epoch 102 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:45 - Epoch 102, 测试集 AUC: 0.8867, PRE: 0.9176, REC: 0.7424, MF1: 0.9020, ACC1: 0.7424, ACC0: 0.9930, Gmean: 0.8586
2025-05-08 20:47:45 - Epoch 102, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:45 - Epoch 103 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:45 - Epoch 103, 测试集 AUC: 0.8866, PRE: 0.9211, REC: 0.7424, MF1: 0.9027, ACC1: 0.7424, ACC0: 0.9933, Gmean: 0.8588
2025-05-08 20:47:45 - Epoch 103, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:45 - Epoch 104 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:46 - Epoch 104, 测试集 AUC: 0.8865, PRE: 0.9211, REC: 0.7424, MF1: 0.9027, ACC1: 0.7424, ACC0: 0.9933, Gmean: 0.8588
2025-05-08 20:47:46 - Epoch 104, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8971)
2025-05-08 20:47:46 - Epoch 105 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:46 - Epoch 105, 测试集 AUC: 0.8866, PRE: 0.9313, REC: 0.7394, MF1: 0.9040, ACC1: 0.7394, ACC0: 0.9943, Gmean: 0.8574
2025-05-08 20:47:46 - Epoch 105, val mf1: 0.8825, val ACC1: 0.6933, val ACC0: 0.9922, val Gmean: 0.8294 (best 0.8971)
2025-05-08 20:47:46 - Epoch 106 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:47 - Epoch 106, 测试集 AUC: 0.8866, PRE: 0.9341, REC: 0.7303, MF1: 0.9015, ACC1: 0.7303, ACC0: 0.9946, Gmean: 0.8523
2025-05-08 20:47:47 - Epoch 106, val mf1: 0.8794, val ACC1: 0.6810, val ACC0: 0.9929, val Gmean: 0.8223 (best 0.8971)
2025-05-08 20:47:47 - Epoch 107 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:47 - Epoch 107, 测试集 AUC: 0.8866, PRE: 0.9088, REC: 0.7545, MF1: 0.9039, ACC1: 0.7545, ACC0: 0.9920, Gmean: 0.8652
2025-05-08 20:47:47 - Epoch 107, val mf1: 0.8802, val ACC1: 0.6994, val ACC0: 0.9903, val Gmean: 0.8322 (best 0.8971)
2025-05-08 20:47:47 - Epoch 108 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:47 - Epoch 108, 测试集 AUC: 0.8865, PRE: 0.9081, REC: 0.7485, MF1: 0.9018, ACC1: 0.7485, ACC0: 0.9920, Gmean: 0.8617
2025-05-08 20:47:47 - Epoch 108, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:48 - Epoch 109 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:48 - Epoch 109, 测试集 AUC: 0.8865, PRE: 0.9081, REC: 0.7485, MF1: 0.9018, ACC1: 0.7485, ACC0: 0.9920, Gmean: 0.8617
2025-05-08 20:47:48 - Epoch 109, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:48 - Epoch 110 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:48 - Epoch 110, 有标签损失: 0.0001, 一致性损失: 0.0002, 伪标签损失: 0.7167, LPL损失: 0.0000, 聚类损失: 31.2059, 总损失: 0.0003
2025-05-08 20:47:48 - Epoch 110, 测试集 AUC: 0.8863, PRE: 0.9114, REC: 0.7485, MF1: 0.9026, ACC1: 0.7485, ACC0: 0.9924, Gmean: 0.8618
2025-05-08 20:47:48 - Epoch 110, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:48 - Epoch 111 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:49 - Epoch 111, 测试集 AUC: 0.8861, PRE: 0.9111, REC: 0.7455, MF1: 0.9015, ACC1: 0.7455, ACC0: 0.9924, Gmean: 0.8601
2025-05-08 20:47:49 - Epoch 111, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:49 - Epoch 112 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:49 - Epoch 112, 测试集 AUC: 0.8860, PRE: 0.9139, REC: 0.7394, MF1: 0.9001, ACC1: 0.7394, ACC0: 0.9927, Gmean: 0.8567
2025-05-08 20:47:49 - Epoch 112, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:49 - Epoch 113 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:50 - Epoch 113, 测试集 AUC: 0.8859, PRE: 0.9139, REC: 0.7394, MF1: 0.9001, ACC1: 0.7394, ACC0: 0.9927, Gmean: 0.8567
2025-05-08 20:47:50 - Epoch 113, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:50 - Epoch 114 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:50 - Epoch 114, 测试集 AUC: 0.8857, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:50 - Epoch 114, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:50 - Epoch 115 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:50 - Epoch 115, 测试集 AUC: 0.8855, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:50 - Epoch 115, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:51 - Epoch 116 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:51 - Epoch 116, 测试集 AUC: 0.8854, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:51 - Epoch 116, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8971)
2025-05-08 20:47:51 - Epoch 117 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:51 - Epoch 117, 测试集 AUC: 0.8854, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:51 - Epoch 117, val mf1: 0.8794, val ACC1: 0.6933, val ACC0: 0.9910, val Gmean: 0.8288 (best 0.8971)
2025-05-08 20:47:52 - Epoch 118 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:52 - Epoch 118, 测试集 AUC: 0.8853, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:52 - Epoch 118, val mf1: 0.8794, val ACC1: 0.6933, val ACC0: 0.9910, val Gmean: 0.8288 (best 0.8971)
2025-05-08 20:47:52 - Epoch 119 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:52 - Epoch 119, 测试集 AUC: 0.8851, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:52 - Epoch 119, val mf1: 0.8794, val ACC1: 0.6933, val ACC0: 0.9910, val Gmean: 0.8288 (best 0.8971)
2025-05-08 20:47:52 - Epoch 120 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:53 - Epoch 120, 有标签损失: 0.0001, 一致性损失: 0.0001, 伪标签损失: 0.7731, LPL损失: 0.0000, 聚类损失: 33.9133, 总损失: 0.0002
2025-05-08 20:47:53 - Epoch 120, 测试集 AUC: 0.8850, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:53 - Epoch 120, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:47:53 - Epoch 121 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:53 - Epoch 121, 测试集 AUC: 0.8849, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:53 - Epoch 121, val mf1: 0.8794, val ACC1: 0.6933, val ACC0: 0.9910, val Gmean: 0.8288 (best 0.8971)
2025-05-08 20:47:53 - Epoch 122 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:54 - Epoch 122, 测试集 AUC: 0.8848, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:47:54 - Epoch 122, val mf1: 0.8794, val ACC1: 0.6933, val ACC0: 0.9910, val Gmean: 0.8288 (best 0.8971)
2025-05-08 20:47:54 - Epoch 123 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:54 - Epoch 123, 测试集 AUC: 0.8847, PRE: 0.9048, REC: 0.7485, MF1: 0.9010, ACC1: 0.7485, ACC0: 0.9917, Gmean: 0.8616
2025-05-08 20:47:54 - Epoch 123, val mf1: 0.8772, val ACC1: 0.6994, val ACC0: 0.9890, val Gmean: 0.8317 (best 0.8971)
2025-05-08 20:47:54 - Epoch 124 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:54 - Epoch 124, 测试集 AUC: 0.8846, PRE: 0.9048, REC: 0.7485, MF1: 0.9010, ACC1: 0.7485, ACC0: 0.9917, Gmean: 0.8616
2025-05-08 20:47:54 - Epoch 124, val mf1: 0.8772, val ACC1: 0.6994, val ACC0: 0.9890, val Gmean: 0.8317 (best 0.8971)
2025-05-08 20:47:55 - Epoch 125 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:55 - Epoch 125, 测试集 AUC: 0.8845, PRE: 0.9048, REC: 0.7485, MF1: 0.9010, ACC1: 0.7485, ACC0: 0.9917, Gmean: 0.8616
2025-05-08 20:47:55 - Epoch 125, val mf1: 0.8772, val ACC1: 0.6994, val ACC0: 0.9890, val Gmean: 0.8317 (best 0.8971)
2025-05-08 20:47:55 - Epoch 126 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:55 - Epoch 126, 测试集 AUC: 0.8844, PRE: 0.9048, REC: 0.7485, MF1: 0.9010, ACC1: 0.7485, ACC0: 0.9917, Gmean: 0.8616
2025-05-08 20:47:55 - Epoch 126, val mf1: 0.8772, val ACC1: 0.6994, val ACC0: 0.9890, val Gmean: 0.8317 (best 0.8971)
2025-05-08 20:47:55 - Epoch 127 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:56 - Epoch 127, 测试集 AUC: 0.8843, PRE: 0.9135, REC: 0.7364, MF1: 0.8991, ACC1: 0.7364, ACC0: 0.9927, Gmean: 0.8550
2025-05-08 20:47:56 - Epoch 127, val mf1: 0.8787, val ACC1: 0.6871, val ACC0: 0.9916, val Gmean: 0.8254 (best 0.8971)
2025-05-08 20:47:56 - Epoch 128 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:56 - Epoch 128, 测试集 AUC: 0.8843, PRE: 0.9135, REC: 0.7364, MF1: 0.8991, ACC1: 0.7364, ACC0: 0.9927, Gmean: 0.8550
2025-05-08 20:47:56 - Epoch 128, val mf1: 0.8787, val ACC1: 0.6871, val ACC0: 0.9916, val Gmean: 0.8254 (best 0.8971)
2025-05-08 20:47:56 - Epoch 129 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:57 - Epoch 129, 测试集 AUC: 0.8842, PRE: 0.9135, REC: 0.7364, MF1: 0.8991, ACC1: 0.7364, ACC0: 0.9927, Gmean: 0.8550
2025-05-08 20:47:57 - Epoch 129, val mf1: 0.8802, val ACC1: 0.6871, val ACC0: 0.9922, val Gmean: 0.8257 (best 0.8971)
2025-05-08 20:47:57 - Epoch 130 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:57 - Epoch 130, 有标签损失: 0.0000, 一致性损失: 0.0001, 伪标签损失: 0.8124, LPL损失: 0.0000, 聚类损失: 35.8659, 总损失: 0.0001
2025-05-08 20:47:57 - Epoch 130, 测试集 AUC: 0.8841, PRE: 0.9135, REC: 0.7364, MF1: 0.8991, ACC1: 0.7364, ACC0: 0.9927, Gmean: 0.8550
2025-05-08 20:47:57 - Epoch 130, val mf1: 0.8802, val ACC1: 0.6871, val ACC0: 0.9922, val Gmean: 0.8257 (best 0.8971)
2025-05-08 20:47:57 - Epoch 131 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:57 - Epoch 131, 测试集 AUC: 0.8839, PRE: 0.9135, REC: 0.7364, MF1: 0.8991, ACC1: 0.7364, ACC0: 0.9927, Gmean: 0.8550
2025-05-08 20:47:57 - Epoch 131, val mf1: 0.8802, val ACC1: 0.6871, val ACC0: 0.9922, val Gmean: 0.8257 (best 0.8971)
2025-05-08 20:47:57 - Epoch 132 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:58 - Epoch 132, 测试集 AUC: 0.8838, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:47:58 - Epoch 132, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:47:58 - Epoch 133 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:58 - Epoch 133, 测试集 AUC: 0.8838, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:47:58 - Epoch 133, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:47:58 - Epoch 134 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:58 - Epoch 134, 测试集 AUC: 0.8838, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:47:58 - Epoch 134, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:47:58 - Epoch 135 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:59 - Epoch 135, 测试集 AUC: 0.8837, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:47:59 - Epoch 135, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:47:59 - Epoch 136 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:59 - Epoch 136, 测试集 AUC: 0.8836, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:47:59 - Epoch 136, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:47:59 - Epoch 137 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:47:59 - Epoch 137, 测试集 AUC: 0.8836, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:47:59 - Epoch 137, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:48:00 - Epoch 138 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:00 - Epoch 138, 测试集 AUC: 0.8836, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:48:00 - Epoch 138, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:48:00 - Epoch 139 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:00 - Epoch 139, 测试集 AUC: 0.8835, PRE: 0.9074, REC: 0.7424, MF1: 0.8997, ACC1: 0.7424, ACC0: 0.9920, Gmean: 0.8582
2025-05-08 20:48:00 - Epoch 139, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:48:00 - Epoch 140 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:00 - Epoch 140, 有标签损失: 0.0000, 一致性损失: 0.0001, 伪标签损失: 0.8357, LPL损失: 0.0000, 聚类损失: 37.4430, 总损失: 0.0001
2025-05-08 20:48:01 - Epoch 140, 测试集 AUC: 0.8835, PRE: 0.9077, REC: 0.7455, MF1: 0.9007, ACC1: 0.7455, ACC0: 0.9920, Gmean: 0.8600
2025-05-08 20:48:01 - Epoch 140, val mf1: 0.8779, val ACC1: 0.6933, val ACC0: 0.9903, val Gmean: 0.8286 (best 0.8971)
2025-05-08 20:48:01 - Epoch 141 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:01 - Epoch 141, 测试集 AUC: 0.8835, PRE: 0.9339, REC: 0.7273, MF1: 0.9004, ACC1: 0.7273, ACC0: 0.9946, Gmean: 0.8505
2025-05-08 20:48:01 - Epoch 141, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8971)
2025-05-08 20:48:01 - Epoch 142 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:01 - Epoch 142, 测试集 AUC: 0.8835, PRE: 0.9339, REC: 0.7273, MF1: 0.9004, ACC1: 0.7273, ACC0: 0.9946, Gmean: 0.8505
2025-05-08 20:48:01 - Epoch 142, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8971)
2025-05-08 20:48:02 - Epoch 143 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:02 - Epoch 143, 测试集 AUC: 0.8835, PRE: 0.9339, REC: 0.7273, MF1: 0.9004, ACC1: 0.7273, ACC0: 0.9946, Gmean: 0.8505
2025-05-08 20:48:02 - Epoch 143, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8971)
2025-05-08 20:48:02 - Epoch 144 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:02 - Epoch 144, 测试集 AUC: 0.8834, PRE: 0.9339, REC: 0.7273, MF1: 0.9004, ACC1: 0.7273, ACC0: 0.9946, Gmean: 0.8505
2025-05-08 20:48:02 - Epoch 144, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8971)
2025-05-08 20:48:02 - Epoch 145 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:03 - Epoch 145, 测试集 AUC: 0.8834, PRE: 0.9101, REC: 0.7364, MF1: 0.8983, ACC1: 0.7364, ACC0: 0.9924, Gmean: 0.8548
2025-05-08 20:48:03 - Epoch 145, val mf1: 0.8802, val ACC1: 0.6871, val ACC0: 0.9922, val Gmean: 0.8257 (best 0.8971)
2025-05-08 20:48:03 - Epoch 146 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:03 - Epoch 146, 测试集 AUC: 0.8834, PRE: 0.9067, REC: 0.7364, MF1: 0.8975, ACC1: 0.7364, ACC0: 0.9920, Gmean: 0.8547
2025-05-08 20:48:03 - Epoch 146, val mf1: 0.8787, val ACC1: 0.6871, val ACC0: 0.9916, val Gmean: 0.8254 (best 0.8971)
2025-05-08 20:48:03 - Epoch 147 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:03 - Epoch 147, 测试集 AUC: 0.8834, PRE: 0.9341, REC: 0.7303, MF1: 0.9015, ACC1: 0.7303, ACC0: 0.9946, Gmean: 0.8523
2025-05-08 20:48:03 - Epoch 147, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8971)
2025-05-08 20:48:03 - Epoch 148 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:04 - Epoch 148, 测试集 AUC: 0.8834, PRE: 0.9341, REC: 0.7303, MF1: 0.9015, ACC1: 0.7303, ACC0: 0.9946, Gmean: 0.8523
2025-05-08 20:48:04 - Epoch 148, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8971)
2025-05-08 20:48:04 - Epoch 149 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 20:48:04 - Epoch 149, 测试集 AUC: 0.8833, PRE: 0.9341, REC: 0.7303, MF1: 0.9015, ACC1: 0.7303, ACC0: 0.9946, Gmean: 0.8523
2025-05-08 20:48:04 - Epoch 149, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8971)
2025-05-08 20:48:04 - time cost: 64.71 s
2025-05-08 20:48:04 - 基于验证集最佳模型的测试结果: REC 79.39 PRE 89.42 MF1 91.27 AUC 88.78 ACC1 79.39 ACC0 99.01 Gmean 88.66
2025-05-08 20:48:04 - 测试集上观察到的最佳结果 (Epoch 19): AUC 90.35 PRE 80.93 REC 63.03 MF1 84.09 ACC1 63.03 ACC0 98.44 Gmean 78.77
