2025-05-09 21:44:28 - 运行开始时间: 20250509_214428
2025-05-09 21:44:28 - 日志文件: logs/train_log_yelp_seed64_20250509_214428.txt
2025-05-09 21:44:28 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:44:28 - 无标签数据数量: 18379
2025-05-09 21:44:28 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-09 21:44:28 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:44:28 - 伪标签策略：
2025-05-09 21:44:28 -   使用模型输出和聚类结果的融合
2025-05-09 21:44:29 - Epoch 0 伪标签: 正样本: 9824 (53.5%), 负样本: 8555 (46.5%)
2025-05-09 21:44:29 - Epoch 0, 有标签损失: 0.7138, 一致性损失: 0.0000, 伪标签损失: 0.3400, LPL损失: 41.8952, 聚类损失: 1.0369, 总损失: 2.3082
2025-05-09 21:44:29 - Epoch 0, 测试集 AUC: 0.7138, PRE: 0.2405, REC: 0.8431, MF1: 0.5349, ACC1: 0.8431, ACC0: 0.5474, Gmean: 0.6793
2025-05-09 21:44:29 - 更新最佳测试结果 (Epoch 0): AUC 0.7138, PRE 0.2405, REC 0.8431, MF1 0.5349, ACC1 0.8431, ACC0 0.5474, Gmean 0.6793
2025-05-09 21:44:29 - Epoch 0, val mf1: 0.5413, val ACC1: 0.8661, val ACC0: 0.5496, val Gmean: 0.6899 (best 0.5413)
2025-05-09 21:44:30 - Epoch 1 伪标签: 正样本: 9741 (53.0%), 负样本: 8638 (47.0%)
2025-05-09 21:44:30 - Epoch 1, 测试集 AUC: 0.7108, PRE: 0.2310, REC: 0.8584, MF1: 0.5163, ACC1: 0.8584, ACC0: 0.5142, Gmean: 0.6644
2025-05-09 21:44:30 - Epoch 1, val mf1: 0.5215, val ACC1: 0.8737, val ACC0: 0.5173, val Gmean: 0.6723 (best 0.5413)
2025-05-09 21:44:31 - Epoch 2 伪标签: 正样本: 9802 (53.3%), 负样本: 8577 (46.7%)
2025-05-09 21:44:31 - Epoch 2, 测试集 AUC: 0.7080, PRE: 0.2275, REC: 0.8595, MF1: 0.5097, ACC1: 0.8595, ACC0: 0.5039, Gmean: 0.6581
2025-05-09 21:44:31 - Epoch 2, val mf1: 0.5128, val ACC1: 0.8744, val ACC0: 0.5039, val Gmean: 0.6638 (best 0.5413)
2025-05-09 21:44:31 - Epoch 3 伪标签: 正样本: 9652 (52.5%), 负样本: 8727 (47.5%)
2025-05-09 21:44:32 - Epoch 3, 测试集 AUC: 0.7061, PRE: 0.2315, REC: 0.8417, MF1: 0.5199, ACC1: 0.8417, ACC0: 0.5251, Gmean: 0.6648
2025-05-09 21:44:32 - Epoch 3, val mf1: 0.5246, val ACC1: 0.8563, val ACC0: 0.5275, val Gmean: 0.6720 (best 0.5413)
2025-05-09 21:44:32 - Epoch 4 伪标签: 正样本: 9769 (53.2%), 负样本: 8610 (46.8%)
2025-05-09 21:44:33 - Epoch 4, 测试集 AUC: 0.7048, PRE: 0.2362, REC: 0.8055, MF1: 0.5330, ACC1: 0.8055, ACC0: 0.5572, Gmean: 0.6699
2025-05-09 21:44:33 - Epoch 4, val mf1: 0.5387, val ACC1: 0.8321, val ACC0: 0.5569, val Gmean: 0.6807 (best 0.5413)
2025-05-09 21:44:33 - Epoch 5 伪标签: 正样本: 9759 (53.1%), 负样本: 8620 (46.9%)
2025-05-09 21:44:34 - Epoch 5, 测试集 AUC: 0.7048, PRE: 0.2398, REC: 0.7459, MF1: 0.5458, ACC1: 0.7459, ACC0: 0.5980, Gmean: 0.6679
2025-05-09 21:44:34 - Epoch 5, val mf1: 0.5491, val ACC1: 0.7693, val ACC0: 0.5946, val Gmean: 0.6763 (best 0.5491)
2025-05-09 21:44:34 - Epoch 6 伪标签: 正样本: 9751 (53.1%), 负样本: 8628 (46.9%)
2025-05-09 21:44:35 - Epoch 6, 测试集 AUC: 0.7049, PRE: 0.2435, REC: 0.6490, MF1: 0.5599, ACC1: 0.6490, ACC0: 0.6573, Gmean: 0.6532
2025-05-09 21:44:35 - Epoch 6, val mf1: 0.5617, val ACC1: 0.6657, val ACC0: 0.6533, val Gmean: 0.6595 (best 0.5617)
2025-05-09 21:44:35 - Epoch 7 伪标签: 正样本: 9794 (53.3%), 负样本: 8585 (46.7%)
2025-05-09 21:44:36 - Epoch 7, 测试集 AUC: 0.7051, PRE: 0.2527, REC: 0.5119, MF1: 0.5760, ACC1: 0.5119, ACC0: 0.7427, Gmean: 0.6166
2025-05-09 21:44:36 - Epoch 7, val mf1: 0.5734, val ACC1: 0.5159, val ACC0: 0.7368, val Gmean: 0.6165 (best 0.5734)
2025-05-09 21:44:36 - Epoch 8 伪标签: 正样本: 9481 (51.6%), 负样本: 8898 (48.4%)
2025-05-09 21:44:37 - Epoch 8, 测试集 AUC: 0.7031, PRE: 0.2644, REC: 0.3335, MF1: 0.5782, ACC1: 0.3335, ACC0: 0.8423, Gmean: 0.5300
2025-05-09 21:44:37 - Epoch 8, val mf1: 0.5668, val ACC1: 0.3200, val ACC0: 0.8335, val Gmean: 0.5164 (best 0.5734)
2025-05-09 21:44:37 - Epoch 9 伪标签: 正样本: 9570 (52.1%), 负样本: 8809 (47.9%)
2025-05-09 21:44:38 - Epoch 9, 测试集 AUC: 0.7004, PRE: 0.2541, REC: 0.1453, MF1: 0.5399, ACC1: 0.1453, ACC0: 0.9275, Gmean: 0.3671
2025-05-09 21:44:38 - Epoch 9, val mf1: 0.5316, val ACC1: 0.1331, val ACC0: 0.9262, val Gmean: 0.3511 (best 0.5734)
2025-05-09 21:44:38 - Epoch 10 伪标签: 正样本: 9527 (51.8%), 负样本: 8852 (48.2%)
2025-05-09 21:44:38 - Epoch 10, 有标签损失: 0.6269, 一致性损失: 0.0000, 伪标签损失: 0.4172, LPL损失: 40.9522, 聚类损失: 0.9652, 总损失: 1.7487
2025-05-09 21:44:39 - Epoch 10, 测试集 AUC: 0.6982, PRE: 0.2184, REC: 0.0540, MF1: 0.4978, ACC1: 0.0540, ACC0: 0.9671, Gmean: 0.2286
2025-05-09 21:44:39 - Epoch 10, val mf1: 0.4940, val ACC1: 0.0492, val ACC0: 0.9673, val Gmean: 0.2181 (best 0.5734)
2025-05-09 21:44:39 - Epoch 11 伪标签: 正样本: 9635 (52.4%), 负样本: 8744 (47.6%)
2025-05-09 21:44:39 - Epoch 11, 测试集 AUC: 0.6953, PRE: 0.2396, REC: 0.0302, MF1: 0.4847, ACC1: 0.0302, ACC0: 0.9837, Gmean: 0.1723
2025-05-09 21:44:39 - Epoch 11, val mf1: 0.4812, val ACC1: 0.0272, val ACC0: 0.9816, val Gmean: 0.1635 (best 0.5734)
2025-05-09 21:44:40 - Epoch 12 伪标签: 正样本: 9518 (51.8%), 负样本: 8861 (48.2%)
2025-05-09 21:44:40 - Epoch 12, 测试集 AUC: 0.6912, PRE: 0.2556, REC: 0.0171, MF1: 0.4754, ACC1: 0.0171, ACC0: 0.9915, Gmean: 0.1304
2025-05-09 21:44:40 - Epoch 12, val mf1: 0.4773, val ACC1: 0.0197, val ACC0: 0.9901, val Gmean: 0.1395 (best 0.5734)
2025-05-09 21:44:41 - Epoch 13 伪标签: 正样本: 9477 (51.6%), 负样本: 8902 (48.4%)
2025-05-09 21:44:41 - Epoch 13, 测试集 AUC: 0.6854, PRE: 0.3277, REC: 0.0145, MF1: 0.4740, ACC1: 0.0145, ACC0: 0.9949, Gmean: 0.1202
2025-05-09 21:44:41 - Epoch 13, val mf1: 0.4721, val ACC1: 0.0129, val ACC0: 0.9940, val Gmean: 0.1131 (best 0.5734)
2025-05-09 21:44:42 - Epoch 14 伪标签: 正样本: 9423 (51.3%), 负样本: 8956 (48.7%)
2025-05-09 21:44:42 - Epoch 14, 测试集 AUC: 0.6768, PRE: 0.3511, REC: 0.0123, MF1: 0.4722, ACC1: 0.0123, ACC0: 0.9961, Gmean: 0.1107
2025-05-09 21:44:42 - Epoch 14, val mf1: 0.4710, val ACC1: 0.0113, val ACC0: 0.9952, val Gmean: 0.1063 (best 0.5734)
2025-05-09 21:44:42 - Epoch 15 伪标签: 正样本: 9466 (51.5%), 负样本: 8913 (48.5%)
2025-05-09 21:44:43 - Epoch 15, 测试集 AUC: 0.6657, PRE: 0.3333, REC: 0.0097, MF1: 0.4698, ACC1: 0.0097, ACC0: 0.9967, Gmean: 0.0983
2025-05-09 21:44:43 - Epoch 15, val mf1: 0.4690, val ACC1: 0.0091, val ACC0: 0.9960, val Gmean: 0.0951 (best 0.5734)
2025-05-09 21:44:43 - Epoch 16 伪标签: 正样本: 9545 (51.9%), 负样本: 8834 (48.1%)
2025-05-09 21:44:44 - Epoch 16, 测试集 AUC: 0.6530, PRE: 0.3117, REC: 0.0089, MF1: 0.4690, ACC1: 0.0089, ACC0: 0.9966, Gmean: 0.0944
2025-05-09 21:44:44 - Epoch 16, val mf1: 0.4689, val ACC1: 0.0091, val ACC0: 0.9959, val Gmean: 0.0951 (best 0.5734)
2025-05-09 21:44:44 - Epoch 17 伪标签: 正样本: 9362 (50.9%), 负样本: 9017 (49.1%)
2025-05-09 21:44:45 - Epoch 17, 测试集 AUC: 0.6382, PRE: 0.2857, REC: 0.0089, MF1: 0.4689, ACC1: 0.0089, ACC0: 0.9962, Gmean: 0.0944
2025-05-09 21:44:45 - Epoch 17, val mf1: 0.4703, val ACC1: 0.0106, val ACC0: 0.9955, val Gmean: 0.1027 (best 0.5734)
2025-05-09 21:44:45 - Epoch 18 伪标签: 正样本: 9393 (51.1%), 负样本: 8986 (48.9%)
2025-05-09 21:44:45 - Epoch 18, 测试集 AUC: 0.6298, PRE: 0.2762, REC: 0.0108, MF1: 0.4704, ACC1: 0.0108, ACC0: 0.9952, Gmean: 0.1037
2025-05-09 21:44:45 - Epoch 18, val mf1: 0.4708, val ACC1: 0.0113, val ACC0: 0.9946, val Gmean: 0.1062 (best 0.5734)
2025-05-09 21:44:46 - Epoch 19 伪标签: 正样本: 9271 (50.4%), 负样本: 9108 (49.6%)
2025-05-09 21:44:46 - Epoch 19, 测试集 AUC: 0.6223, PRE: 0.2754, REC: 0.0142, MF1: 0.4732, ACC1: 0.0142, ACC0: 0.9937, Gmean: 0.1186
2025-05-09 21:44:46 - Epoch 19, val mf1: 0.4776, val ACC1: 0.0189, val ACC0: 0.9929, val Gmean: 0.1370 (best 0.5734)
2025-05-09 21:44:46 - Epoch 20 伪标签: 正样本: 9283 (50.5%), 负样本: 9096 (49.5%)
2025-05-09 21:44:47 - Epoch 20, 有标签损失: 0.4742, 一致性损失: 0.0000, 伪标签损失: 0.4775, LPL损失: 38.3945, 聚类损失: 1.2197, 总损失: 2.3950
2025-05-09 21:44:47 - Epoch 20, 测试集 AUC: 0.6152, PRE: 0.2588, REC: 0.0164, MF1: 0.4749, ACC1: 0.0164, ACC0: 0.9920, Gmean: 0.1275
2025-05-09 21:44:47 - Epoch 20, val mf1: 0.4789, val ACC1: 0.0212, val ACC0: 0.9906, val Gmean: 0.1448 (best 0.5734)
2025-05-09 21:44:47 - Epoch 21 伪标签: 正样本: 9298 (50.6%), 负样本: 9081 (49.4%)
2025-05-09 21:44:48 - Epoch 21, 测试集 AUC: 0.6139, PRE: 0.2511, REC: 0.0212, MF1: 0.4785, ACC1: 0.0212, ACC0: 0.9892, Gmean: 0.1449
2025-05-09 21:44:48 - Epoch 21, val mf1: 0.4824, val ACC1: 0.0257, val ACC0: 0.9884, val Gmean: 0.1594 (best 0.5734)
2025-05-09 21:44:48 - Epoch 22 伪标签: 正样本: 9166 (49.9%), 负样本: 9213 (50.1%)
2025-05-09 21:44:49 - Epoch 22, 测试集 AUC: 0.6119, PRE: 0.2347, REC: 0.0242, MF1: 0.4803, ACC1: 0.0242, ACC0: 0.9866, Gmean: 0.1546
2025-05-09 21:44:49 - Epoch 22, val mf1: 0.4880, val ACC1: 0.0333, val ACC0: 0.9851, val Gmean: 0.1811 (best 0.5734)
2025-05-09 21:44:49 - Epoch 23 伪标签: 正样本: 9069 (49.3%), 负样本: 9310 (50.7%)
2025-05-09 21:44:50 - Epoch 23, 测试集 AUC: 0.6081, PRE: 0.2360, REC: 0.0298, MF1: 0.4843, ACC1: 0.0298, ACC0: 0.9836, Gmean: 0.1712
2025-05-09 21:44:50 - Epoch 23, val mf1: 0.4888, val ACC1: 0.0356, val ACC0: 0.9820, val Gmean: 0.1868 (best 0.5734)
2025-05-09 21:44:50 - Epoch 24 伪标签: 正样本: 9195 (50.0%), 负样本: 9184 (50.0%)
2025-05-09 21:44:51 - Epoch 24, 测试集 AUC: 0.6018, PRE: 0.2342, REC: 0.0332, MF1: 0.4865, ACC1: 0.0332, ACC0: 0.9816, Gmean: 0.1804
2025-05-09 21:44:51 - Epoch 24, val mf1: 0.4879, val ACC1: 0.0356, val ACC0: 0.9799, val Gmean: 0.1867 (best 0.5734)
2025-05-09 21:44:51 - Epoch 25 伪标签: 正样本: 9106 (49.5%), 负样本: 9273 (50.5%)
2025-05-09 21:44:51 - Epoch 25, 测试集 AUC: 0.6019, PRE: 0.2322, REC: 0.0376, MF1: 0.4893, ACC1: 0.0376, ACC0: 0.9788, Gmean: 0.1919
2025-05-09 21:44:51 - Epoch 25, val mf1: 0.4908, val ACC1: 0.0393, val ACC0: 0.9790, val Gmean: 0.1962 (best 0.5734)
2025-05-09 21:44:52 - Epoch 26 伪标签: 正样本: 9159 (49.8%), 负样本: 9220 (50.2%)
2025-05-09 21:44:52 - Epoch 26, 测试集 AUC: 0.6046, PRE: 0.2174, REC: 0.0391, MF1: 0.4894, ACC1: 0.0391, ACC0: 0.9761, Gmean: 0.1954
2025-05-09 21:44:52 - Epoch 26, val mf1: 0.4924, val ACC1: 0.0424, val ACC0: 0.9767, val Gmean: 0.2034 (best 0.5734)
2025-05-09 21:44:52 - Epoch 27 伪标签: 正样本: 9115 (49.6%), 负样本: 9264 (50.4%)
2025-05-09 21:44:53 - Epoch 27, 测试集 AUC: 0.6070, PRE: 0.2216, REC: 0.0428, MF1: 0.4919, ACC1: 0.0428, ACC0: 0.9744, Gmean: 0.2043
2025-05-09 21:44:53 - Epoch 27, val mf1: 0.4926, val ACC1: 0.0439, val ACC0: 0.9742, val Gmean: 0.2067 (best 0.5734)
2025-05-09 21:44:53 - Epoch 28 伪标签: 正样本: 8958 (48.7%), 负样本: 9421 (51.3%)
2025-05-09 21:44:54 - Epoch 28, 测试集 AUC: 0.6086, PRE: 0.2278, REC: 0.0507, MF1: 0.4968, ACC1: 0.0507, ACC0: 0.9708, Gmean: 0.2218
2025-05-09 21:44:54 - Epoch 28, val mf1: 0.4995, val ACC1: 0.0537, val ACC0: 0.9715, val Gmean: 0.2284 (best 0.5734)
2025-05-09 21:44:54 - Epoch 29 伪标签: 正样本: 9096 (49.5%), 负样本: 9283 (50.5%)
2025-05-09 21:44:55 - Epoch 29, 测试集 AUC: 0.6141, PRE: 0.2290, REC: 0.0577, MF1: 0.5007, ACC1: 0.0577, ACC0: 0.9669, Gmean: 0.2363
2025-05-09 21:44:55 - Epoch 29, val mf1: 0.5068, val ACC1: 0.0643, val ACC0: 0.9688, val Gmean: 0.2496 (best 0.5734)
2025-05-09 21:44:55 - Epoch 30 伪标签: 正样本: 8851 (48.2%), 负样本: 9528 (51.8%)
2025-05-09 21:44:55 - Epoch 30, 有标签损失: 0.3670, 一致性损失: 0.0000, 伪标签损失: 0.5410, LPL损失: 35.0809, 聚类损失: 1.9728, 总损失: 1.9646
2025-05-09 21:44:56 - Epoch 30, 测试集 AUC: 0.6190, PRE: 0.2313, REC: 0.0633, MF1: 0.5038, ACC1: 0.0633, ACC0: 0.9642, Gmean: 0.2471
2025-05-09 21:44:56 - Epoch 30, val mf1: 0.5093, val ACC1: 0.0703, val ACC0: 0.9644, val Gmean: 0.2605 (best 0.5734)
2025-05-09 21:44:56 - Epoch 31 伪标签: 正样本: 8862 (48.2%), 负样本: 9517 (51.8%)
2025-05-09 21:44:56 - Epoch 31, 测试集 AUC: 0.6188, PRE: 0.2297, REC: 0.0738, MF1: 0.5087, ACC1: 0.0738, ACC0: 0.9579, Gmean: 0.2658
2025-05-09 21:44:56 - Epoch 31, val mf1: 0.5143, val ACC1: 0.0794, val ACC0: 0.9607, val Gmean: 0.2762 (best 0.5734)
2025-05-09 21:44:57 - Epoch 32 伪标签: 正样本: 8994 (48.9%), 负样本: 9385 (51.1%)
2025-05-09 21:44:57 - Epoch 32, 测试集 AUC: 0.6167, PRE: 0.2206, REC: 0.0861, MF1: 0.5127, ACC1: 0.0861, ACC0: 0.9483, Gmean: 0.2857
2025-05-09 21:44:57 - Epoch 32, val mf1: 0.5194, val ACC1: 0.0938, val ACC0: 0.9505, val Gmean: 0.2986 (best 0.5734)
2025-05-09 21:44:57 - Epoch 33 伪标签: 正样本: 8953 (48.7%), 负样本: 9426 (51.3%)
2025-05-09 21:44:58 - Epoch 33, 测试集 AUC: 0.6142, PRE: 0.2177, REC: 0.1073, MF1: 0.5198, ACC1: 0.1073, ACC0: 0.9345, Gmean: 0.3167
2025-05-09 21:44:58 - Epoch 33, val mf1: 0.5290, val ACC1: 0.1165, val ACC0: 0.9401, val Gmean: 0.3309 (best 0.5734)
2025-05-09 21:44:58 - Epoch 34 伪标签: 正样本: 8859 (48.2%), 负样本: 9520 (51.8%)
2025-05-09 21:44:59 - Epoch 34, 测试集 AUC: 0.6104, PRE: 0.2120, REC: 0.1308, MF1: 0.5251, ACC1: 0.1308, ACC0: 0.9174, Gmean: 0.3464
2025-05-09 21:44:59 - Epoch 34, val mf1: 0.5376, val ACC1: 0.1460, val ACC0: 0.9230, val Gmean: 0.3671 (best 0.5734)
2025-05-09 21:44:59 - Epoch 35 伪标签: 正样本: 8889 (48.4%), 负样本: 9490 (51.6%)
2025-05-09 21:45:00 - Epoch 35, 测试集 AUC: 0.6055, PRE: 0.2042, REC: 0.1624, MF1: 0.5291, ACC1: 0.1624, ACC0: 0.8924, Gmean: 0.3807
2025-05-09 21:45:00 - Epoch 35, val mf1: 0.5435, val ACC1: 0.1846, val ACC0: 0.8966, val Gmean: 0.4068 (best 0.5734)
2025-05-09 21:45:00 - Epoch 36 伪标签: 正样本: 8956 (48.7%), 负样本: 9423 (51.3%)
2025-05-09 21:45:00 - Epoch 36, 测试集 AUC: 0.6010, PRE: 0.1952, REC: 0.1833, MF1: 0.5280, ACC1: 0.1833, ACC0: 0.8715, Gmean: 0.3997
2025-05-09 21:45:00 - Epoch 36, val mf1: 0.5457, val ACC1: 0.2126, val ACC0: 0.8767, val Gmean: 0.4317 (best 0.5734)
2025-05-09 21:45:01 - Epoch 37 伪标签: 正样本: 8987 (48.9%), 负样本: 9392 (51.1%)
2025-05-09 21:45:01 - Epoch 37, 测试集 AUC: 0.6007, PRE: 0.1993, REC: 0.2224, MF1: 0.5334, ACC1: 0.2224, ACC0: 0.8481, Gmean: 0.4343
2025-05-09 21:45:01 - Epoch 37, val mf1: 0.5463, val ACC1: 0.2421, val ACC0: 0.8546, val Gmean: 0.4548 (best 0.5734)
2025-05-09 21:45:01 - Epoch 38 伪标签: 正样本: 8966 (48.8%), 负样本: 9413 (51.2%)
2025-05-09 21:45:02 - Epoch 38, 测试集 AUC: 0.6024, PRE: 0.1979, REC: 0.2433, MF1: 0.5336, ACC1: 0.2433, ACC0: 0.8324, Gmean: 0.4500
2025-05-09 21:45:02 - Epoch 38, val mf1: 0.5427, val ACC1: 0.2549, val ACC0: 0.8391, val Gmean: 0.4625 (best 0.5734)
2025-05-09 21:45:02 - Epoch 39 伪标签: 正样本: 9082 (49.4%), 负样本: 9297 (50.6%)
2025-05-09 21:45:03 - Epoch 39, 测试集 AUC: 0.6015, PRE: 0.1989, REC: 0.2448, MF1: 0.5343, ACC1: 0.2448, ACC0: 0.8324, Gmean: 0.4514
2025-05-09 21:45:03 - Epoch 39, val mf1: 0.5451, val ACC1: 0.2595, val ACC0: 0.8398, val Gmean: 0.4668 (best 0.5734)
2025-05-09 21:45:03 - Epoch 40 伪标签: 正样本: 9021 (49.1%), 负样本: 9358 (50.9%)
2025-05-09 21:45:04 - Epoch 40, 有标签损失: 0.1617, 一致性损失: 0.0000, 伪标签损失: 0.6367, LPL损失: 6.0320, 聚类损失: 2.2644, 总损失: 2.0213
2025-05-09 21:45:04 - Epoch 40, 测试集 AUC: 0.6017, PRE: 0.2015, REC: 0.2478, MF1: 0.5360, ACC1: 0.2478, ACC0: 0.8331, Gmean: 0.4543
2025-05-09 21:45:04 - Epoch 40, val mf1: 0.5464, val ACC1: 0.2617, val ACC0: 0.8403, val Gmean: 0.4690 (best 0.5734)
2025-05-09 21:45:04 - Epoch 41 伪标签: 正样本: 9029 (49.1%), 负样本: 9350 (50.9%)
2025-05-09 21:45:04 - Epoch 41, 测试集 AUC: 0.6022, PRE: 0.2011, REC: 0.2448, MF1: 0.5356, ACC1: 0.2448, ACC0: 0.8347, Gmean: 0.4520
2025-05-09 21:45:04 - Epoch 41, val mf1: 0.5455, val ACC1: 0.2579, val ACC0: 0.8416, val Gmean: 0.4659 (best 0.5734)
2025-05-09 21:45:05 - Epoch 42 伪标签: 正样本: 8979 (48.9%), 负样本: 9400 (51.1%)
2025-05-09 21:45:05 - Epoch 42, 测试集 AUC: 0.6030, PRE: 0.2032, REC: 0.2440, MF1: 0.5368, ACC1: 0.2440, ACC0: 0.8373, Gmean: 0.4520
2025-05-09 21:45:05 - Epoch 42, val mf1: 0.5470, val ACC1: 0.2564, val ACC0: 0.8452, val Gmean: 0.4655 (best 0.5734)
2025-05-09 21:45:05 - Epoch 43 伪标签: 正样本: 8982 (48.9%), 负样本: 9397 (51.1%)
2025-05-09 21:45:06 - Epoch 43, 测试集 AUC: 0.6100, PRE: 0.2086, REC: 0.2459, MF1: 0.5401, ACC1: 0.2459, ACC0: 0.8414, Gmean: 0.4549
2025-05-09 21:45:06 - Epoch 43, val mf1: 0.5508, val ACC1: 0.2602, val ACC0: 0.8487, val Gmean: 0.4699 (best 0.5734)
2025-05-09 21:45:06 - Epoch 44 伪标签: 正样本: 8990 (48.9%), 负样本: 9389 (51.1%)
2025-05-09 21:45:07 - Epoch 44, 测试集 AUC: 0.6216, PRE: 0.2163, REC: 0.2526, MF1: 0.5448, ACC1: 0.2526, ACC0: 0.8444, Gmean: 0.4618
2025-05-09 21:45:07 - Epoch 44, val mf1: 0.5559, val ACC1: 0.2678, val ACC0: 0.8514, val Gmean: 0.4775 (best 0.5734)
2025-05-09 21:45:07 - Epoch 45 伪标签: 正样本: 9149 (49.8%), 负样本: 9230 (50.2%)
2025-05-09 21:45:08 - Epoch 45, 测试集 AUC: 0.6338, PRE: 0.2258, REC: 0.2548, MF1: 0.5502, ACC1: 0.2548, ACC0: 0.8515, Gmean: 0.4658
2025-05-09 21:45:08 - Epoch 45, val mf1: 0.5608, val ACC1: 0.2708, val ACC0: 0.8570, val Gmean: 0.4817 (best 0.5734)
2025-05-09 21:45:08 - Epoch 46 伪标签: 正样本: 9086 (49.4%), 负样本: 9293 (50.6%)
2025-05-09 21:45:08 - Epoch 46, 测试集 AUC: 0.6436, PRE: 0.2301, REC: 0.2504, MF1: 0.5520, ACC1: 0.2504, ACC0: 0.8576, Gmean: 0.4634
2025-05-09 21:45:08 - Epoch 46, val mf1: 0.5653, val ACC1: 0.2731, val ACC0: 0.8623, val Gmean: 0.4852 (best 0.5734)
2025-05-09 21:45:09 - Epoch 47 伪标签: 正样本: 9149 (49.8%), 负样本: 9230 (50.2%)
2025-05-09 21:45:09 - Epoch 47, 测试集 AUC: 0.6556, PRE: 0.2381, REC: 0.2575, MF1: 0.5567, ACC1: 0.2575, ACC0: 0.8600, Gmean: 0.4705
2025-05-09 21:45:09 - Epoch 47, val mf1: 0.5750, val ACC1: 0.2890, val ACC0: 0.8660, val Gmean: 0.5002 (best 0.5750)
2025-05-09 21:45:10 - Epoch 48 伪标签: 正样本: 9245 (50.3%), 负样本: 9134 (49.7%)
2025-05-09 21:45:10 - Epoch 48, 测试集 AUC: 0.6642, PRE: 0.2413, REC: 0.2701, MF1: 0.5597, ACC1: 0.2701, ACC0: 0.8557, Gmean: 0.4808
2025-05-09 21:45:10 - Epoch 48, val mf1: 0.5791, val ACC1: 0.3026, val ACC0: 0.8631, val Gmean: 0.5110 (best 0.5791)
2025-05-09 21:45:10 - Epoch 49 伪标签: 正样本: 9275 (50.5%), 负样本: 9104 (49.5%)
2025-05-09 21:45:11 - Epoch 49, 测试集 AUC: 0.6711, PRE: 0.2456, REC: 0.2835, MF1: 0.5633, ACC1: 0.2835, ACC0: 0.8520, Gmean: 0.4915
2025-05-09 21:45:11 - Epoch 49, val mf1: 0.5806, val ACC1: 0.3124, val ACC0: 0.8591, val Gmean: 0.5181 (best 0.5806)
2025-05-09 21:45:11 - Epoch 50 伪标签: 正样本: 9522 (51.8%), 负样本: 8857 (48.2%)
2025-05-09 21:45:12 - Epoch 50, 有标签损失: 0.1444, 一致性损失: 0.0000, 伪标签损失: 0.8446, LPL损失: 20.6293, 聚类损失: 4.3554, 总损失: 1.3387
2025-05-09 21:45:12 - Epoch 50, 测试集 AUC: 0.6753, PRE: 0.2499, REC: 0.3029, MF1: 0.5674, ACC1: 0.3029, ACC0: 0.8455, Gmean: 0.5061
2025-05-09 21:45:12 - Epoch 50, val mf1: 0.5835, val ACC1: 0.3313, val ACC0: 0.8514, val Gmean: 0.5311 (best 0.5835)
2025-05-09 21:45:12 - Epoch 51 伪标签: 正样本: 9405 (51.2%), 负样本: 8974 (48.8%)
2025-05-09 21:45:13 - Epoch 51, 测试集 AUC: 0.6764, PRE: 0.2491, REC: 0.3204, MF1: 0.5685, ACC1: 0.3204, ACC0: 0.8358, Gmean: 0.5175
2025-05-09 21:45:13 - Epoch 51, val mf1: 0.5840, val ACC1: 0.3487, val ACC0: 0.8416, val Gmean: 0.5417 (best 0.5840)
2025-05-09 21:45:13 - Epoch 52 伪标签: 正样本: 9499 (51.7%), 负样本: 8880 (48.3%)
2025-05-09 21:45:14 - Epoch 52, 测试集 AUC: 0.6758, PRE: 0.2486, REC: 0.3379, MF1: 0.5695, ACC1: 0.3379, ACC0: 0.8264, Gmean: 0.5285
2025-05-09 21:45:14 - Epoch 52, val mf1: 0.5824, val ACC1: 0.3646, val ACC0: 0.8299, val Gmean: 0.5501 (best 0.5840)
2025-05-09 21:45:14 - Epoch 53 伪标签: 正样本: 9525 (51.8%), 负样本: 8854 (48.2%)
2025-05-09 21:45:14 - Epoch 53, 测试集 AUC: 0.6751, PRE: 0.2478, REC: 0.3562, MF1: 0.5700, ACC1: 0.3562, ACC0: 0.8162, Gmean: 0.5392
2025-05-09 21:45:14 - Epoch 53, val mf1: 0.5826, val ACC1: 0.3835, val ACC0: 0.8193, val Gmean: 0.5606 (best 0.5840)
2025-05-09 21:45:15 - Epoch 54 伪标签: 正样本: 9563 (52.0%), 负样本: 8816 (48.0%)
2025-05-09 21:45:15 - Epoch 54, 测试集 AUC: 0.6745, PRE: 0.2477, REC: 0.3685, MF1: 0.5705, ACC1: 0.3685, ACC0: 0.8098, Gmean: 0.5463
2025-05-09 21:45:15 - Epoch 54, val mf1: 0.5820, val ACC1: 0.3926, val ACC0: 0.8134, val Gmean: 0.5651 (best 0.5840)
2025-05-09 21:45:16 - Epoch 55 伪标签: 正样本: 9531 (51.9%), 负样本: 8848 (48.1%)
2025-05-09 21:45:16 - Epoch 55, 测试集 AUC: 0.6733, PRE: 0.2468, REC: 0.3648, MF1: 0.5697, ACC1: 0.3648, ACC0: 0.8108, Gmean: 0.5438
2025-05-09 21:45:16 - Epoch 55, val mf1: 0.5816, val ACC1: 0.3880, val ACC0: 0.8154, val Gmean: 0.5625 (best 0.5840)
2025-05-09 21:45:16 - Epoch 56 伪标签: 正样本: 9497 (51.7%), 负样本: 8882 (48.3%)
2025-05-09 21:45:17 - Epoch 56, 测试集 AUC: 0.6713, PRE: 0.2460, REC: 0.3566, MF1: 0.5689, ACC1: 0.3566, ACC0: 0.8142, Gmean: 0.5388
2025-05-09 21:45:17 - Epoch 56, val mf1: 0.5803, val ACC1: 0.3790, val ACC0: 0.8186, val Gmean: 0.5570 (best 0.5840)
2025-05-09 21:45:17 - Epoch 57 伪标签: 正样本: 9488 (51.6%), 负样本: 8891 (48.4%)
2025-05-09 21:45:18 - Epoch 57, 测试集 AUC: 0.6695, PRE: 0.2440, REC: 0.3446, MF1: 0.5670, ACC1: 0.3446, ACC0: 0.8185, Gmean: 0.5311
2025-05-09 21:45:18 - Epoch 57, val mf1: 0.5776, val ACC1: 0.3669, val ACC0: 0.8215, val Gmean: 0.5490 (best 0.5840)
2025-05-09 21:45:18 - Epoch 58 伪标签: 正样本: 9579 (52.1%), 负样本: 8800 (47.9%)
2025-05-09 21:45:19 - Epoch 58, 测试集 AUC: 0.6688, PRE: 0.2418, REC: 0.3316, MF1: 0.5649, ACC1: 0.3316, ACC0: 0.8232, Gmean: 0.5225
2025-05-09 21:45:19 - Epoch 58, val mf1: 0.5789, val ACC1: 0.3585, val ACC0: 0.8283, val Gmean: 0.5450 (best 0.5840)
2025-05-09 21:45:19 - Epoch 59 伪标签: 正样本: 9538 (51.9%), 负样本: 8841 (48.1%)
2025-05-09 21:45:20 - Epoch 59, 测试集 AUC: 0.6692, PRE: 0.2433, REC: 0.3260, MF1: 0.5654, ACC1: 0.3260, ACC0: 0.8276, Gmean: 0.5194
2025-05-09 21:45:20 - Epoch 59, val mf1: 0.5805, val ACC1: 0.3548, val ACC0: 0.8328, val Gmean: 0.5436 (best 0.5840)
2025-05-09 21:45:20 - Epoch 60 伪标签: 正样本: 9487 (51.6%), 负样本: 8892 (48.4%)
2025-05-09 21:45:20 - Epoch 60, 有标签损失: 0.0420, 一致性损失: 0.0000, 伪标签损失: 0.9187, LPL损失: 7.0609, 聚类损失: 4.2851, 总损失: 0.8259
2025-05-09 21:45:21 - Epoch 60, 测试集 AUC: 0.6707, PRE: 0.2443, REC: 0.3171, MF1: 0.5655, ACC1: 0.3171, ACC0: 0.8333, Gmean: 0.5140
2025-05-09 21:45:21 - Epoch 60, val mf1: 0.5817, val ACC1: 0.3472, val ACC0: 0.8391, val Gmean: 0.5398 (best 0.5840)
2025-05-09 21:45:21 - Epoch 61 伪标签: 正样本: 9286 (50.5%), 负样本: 9093 (49.5%)
2025-05-09 21:45:21 - Epoch 61, 测试集 AUC: 0.6733, PRE: 0.2465, REC: 0.3111, MF1: 0.5662, ACC1: 0.3111, ACC0: 0.8383, Gmean: 0.5107
2025-05-09 21:45:21 - Epoch 61, val mf1: 0.5816, val ACC1: 0.3411, val ACC0: 0.8426, val Gmean: 0.5362 (best 0.5840)
2025-05-09 21:45:22 - Epoch 62 伪标签: 正样本: 9358 (50.9%), 负样本: 9021 (49.1%)
2025-05-09 21:45:22 - Epoch 62, 测试集 AUC: 0.6782, PRE: 0.2492, REC: 0.3118, MF1: 0.5678, ACC1: 0.3118, ACC0: 0.8403, Gmean: 0.5119
2025-05-09 21:45:22 - Epoch 62, val mf1: 0.5847, val ACC1: 0.3457, val ACC0: 0.8444, val Gmean: 0.5403 (best 0.5847)
2025-05-09 21:45:22 - Epoch 63 伪标签: 正样本: 9441 (51.4%), 负样本: 8938 (48.6%)
2025-05-09 21:45:23 - Epoch 63, 测试集 AUC: 0.6821, PRE: 0.2525, REC: 0.3193, MF1: 0.5703, ACC1: 0.3193, ACC0: 0.8393, Gmean: 0.5177
2025-05-09 21:45:23 - Epoch 63, val mf1: 0.5853, val ACC1: 0.3510, val ACC0: 0.8422, val Gmean: 0.5437 (best 0.5853)
2025-05-09 21:45:23 - Epoch 64 伪标签: 正样本: 9309 (50.7%), 负样本: 9070 (49.3%)
2025-05-09 21:45:24 - Epoch 64, 测试集 AUC: 0.6852, PRE: 0.2563, REC: 0.3249, MF1: 0.5729, ACC1: 0.3249, ACC0: 0.8398, Gmean: 0.5223
2025-05-09 21:45:24 - Epoch 64, val mf1: 0.5857, val ACC1: 0.3525, val ACC0: 0.8418, val Gmean: 0.5447 (best 0.5857)
2025-05-09 21:45:24 - Epoch 65 伪标签: 正样本: 9330 (50.8%), 负样本: 9049 (49.2%)
2025-05-09 21:45:25 - Epoch 65, 测试集 AUC: 0.6876, PRE: 0.2565, REC: 0.3290, MF1: 0.5734, ACC1: 0.3290, ACC0: 0.8379, Gmean: 0.5250
2025-05-09 21:45:25 - Epoch 65, val mf1: 0.5881, val ACC1: 0.3593, val ACC0: 0.8413, val Gmean: 0.5498 (best 0.5881)
2025-05-09 21:45:25 - Epoch 66 伪标签: 正样本: 9322 (50.7%), 负样本: 9057 (49.3%)
2025-05-09 21:45:25 - Epoch 66, 测试集 AUC: 0.6897, PRE: 0.2579, REC: 0.3480, MF1: 0.5757, ACC1: 0.3480, ACC0: 0.8298, Gmean: 0.5374
2025-05-09 21:45:25 - Epoch 66, val mf1: 0.5881, val ACC1: 0.3752, val ACC0: 0.8322, val Gmean: 0.5588 (best 0.5881)
2025-05-09 21:45:26 - Epoch 67 伪标签: 正样本: 9376 (51.0%), 负样本: 9003 (49.0%)
2025-05-09 21:45:26 - Epoch 67, 测试集 AUC: 0.6919, PRE: 0.2583, REC: 0.3525, MF1: 0.5763, ACC1: 0.3525, ACC0: 0.8279, Gmean: 0.5402
2025-05-09 21:45:26 - Epoch 67, val mf1: 0.5884, val ACC1: 0.3790, val ACC0: 0.8304, val Gmean: 0.5610 (best 0.5884)
2025-05-09 21:45:26 - Epoch 68 伪标签: 正样本: 9314 (50.7%), 负样本: 9065 (49.3%)
2025-05-09 21:45:27 - Epoch 68, 测试集 AUC: 0.6938, PRE: 0.2607, REC: 0.3692, MF1: 0.5789, ACC1: 0.3692, ACC0: 0.8220, Gmean: 0.5509
2025-05-09 21:45:27 - Epoch 68, val mf1: 0.5917, val ACC1: 0.3971, val ACC0: 0.8250, val Gmean: 0.5724 (best 0.5917)
2025-05-09 21:45:27 - Epoch 69 伪标签: 正样本: 9376 (51.0%), 负样本: 9003 (49.0%)
2025-05-09 21:45:28 - Epoch 69, 测试集 AUC: 0.6950, PRE: 0.2624, REC: 0.3990, MF1: 0.5817, ACC1: 0.3990, ACC0: 0.8093, Gmean: 0.5683
2025-05-09 21:45:28 - Epoch 69, val mf1: 0.5933, val ACC1: 0.4228, val ACC0: 0.8134, val Gmean: 0.5865 (best 0.5933)
2025-05-09 21:45:28 - Epoch 70 伪标签: 正样本: 9309 (50.7%), 负样本: 9070 (49.3%)
2025-05-09 21:45:29 - Epoch 70, 有标签损失: 0.0166, 一致性损失: 0.0000, 伪标签损失: 0.9539, LPL损失: 8.4019, 聚类损失: 4.0506, 总损失: 1.2228
2025-05-09 21:45:29 - Epoch 70, 测试集 AUC: 0.6965, PRE: 0.2647, REC: 0.4262, MF1: 0.5845, ACC1: 0.4262, ACC0: 0.7987, Gmean: 0.5835
2025-05-09 21:45:29 - Epoch 70, val mf1: 0.5941, val ACC1: 0.4440, val ACC0: 0.8035, val Gmean: 0.5973 (best 0.5941)
2025-05-09 21:45:29 - Epoch 71 伪标签: 正样本: 9405 (51.2%), 负样本: 8974 (48.8%)
2025-05-09 21:45:30 - Epoch 71, 测试集 AUC: 0.6974, PRE: 0.2639, REC: 0.4329, MF1: 0.5842, ACC1: 0.4329, ACC0: 0.7947, Gmean: 0.5866
2025-05-09 21:45:30 - Epoch 71, val mf1: 0.5950, val ACC1: 0.4539, val ACC0: 0.7998, val Gmean: 0.6025 (best 0.5950)
2025-05-09 21:45:30 - Epoch 72 伪标签: 正样本: 9462 (51.5%), 负样本: 8917 (48.5%)
2025-05-09 21:45:30 - Epoch 72, 测试集 AUC: 0.7009, PRE: 0.2669, REC: 0.4389, MF1: 0.5865, ACC1: 0.4389, ACC0: 0.7951, Gmean: 0.5907
2025-05-09 21:45:30 - Epoch 72, val mf1: 0.5966, val ACC1: 0.4576, val ACC0: 0.8002, val Gmean: 0.6051 (best 0.5966)
2025-05-09 21:45:31 - Epoch 73 伪标签: 正样本: 9415 (51.2%), 负样本: 8964 (48.8%)
2025-05-09 21:45:31 - Epoch 73, 测试集 AUC: 0.7030, PRE: 0.2677, REC: 0.4456, MF1: 0.5874, ACC1: 0.4456, ACC0: 0.7928, Gmean: 0.5944
2025-05-09 21:45:31 - Epoch 73, val mf1: 0.5982, val ACC1: 0.4652, val ACC0: 0.7986, val Gmean: 0.6095 (best 0.5982)
2025-05-09 21:45:31 - Epoch 74 伪标签: 正样本: 9444 (51.4%), 负样本: 8935 (48.6%)
2025-05-09 21:45:32 - Epoch 74, 测试集 AUC: 0.7054, PRE: 0.2717, REC: 0.4460, MF1: 0.5902, ACC1: 0.4460, ACC0: 0.7968, Gmean: 0.5961
2025-05-09 21:45:32 - Epoch 74, val mf1: 0.6000, val ACC1: 0.4652, val ACC0: 0.8012, val Gmean: 0.6105 (best 0.6000)
2025-05-09 21:45:32 - Epoch 75 伪标签: 正样本: 9389 (51.1%), 负样本: 8990 (48.9%)
2025-05-09 21:45:33 - Epoch 75, 测试集 AUC: 0.7075, PRE: 0.2749, REC: 0.4393, MF1: 0.5921, ACC1: 0.4393, ACC0: 0.8030, Gmean: 0.5939
2025-05-09 21:45:33 - Epoch 75, val mf1: 0.6023, val ACC1: 0.4607, val ACC0: 0.8067, val Gmean: 0.6096 (best 0.6023)
2025-05-09 21:45:33 - Epoch 76 伪标签: 正样本: 9387 (51.1%), 负样本: 8992 (48.9%)
2025-05-09 21:45:34 - Epoch 76, 测试集 AUC: 0.7098, PRE: 0.2779, REC: 0.4344, MF1: 0.5938, ACC1: 0.4344, ACC0: 0.8081, Gmean: 0.5925
2025-05-09 21:45:34 - Epoch 76, val mf1: 0.6042, val ACC1: 0.4539, val ACC0: 0.8129, val Gmean: 0.6074 (best 0.6042)
2025-05-09 21:45:34 - Epoch 77 伪标签: 正样本: 9393 (51.1%), 负样本: 8986 (48.9%)
2025-05-09 21:45:35 - Epoch 77, 测试集 AUC: 0.7119, PRE: 0.2816, REC: 0.4031, MF1: 0.5941, ACC1: 0.4031, ACC0: 0.8252, Gmean: 0.5768
2025-05-09 21:45:35 - Epoch 77, val mf1: 0.6059, val ACC1: 0.4274, val ACC0: 0.8289, val Gmean: 0.5952 (best 0.6059)
2025-05-09 21:45:35 - Epoch 78 伪标签: 正样本: 9354 (50.9%), 负样本: 9025 (49.1%)
2025-05-09 21:45:36 - Epoch 78, 测试集 AUC: 0.7142, PRE: 0.2883, REC: 0.3856, MF1: 0.5964, ACC1: 0.3856, ACC0: 0.8382, Gmean: 0.5685
2025-05-09 21:45:36 - 更新最佳测试结果 (Epoch 78): AUC 0.7142, PRE 0.2883, REC 0.3856, MF1 0.5964, ACC1 0.3856, ACC0 0.8382, Gmean 0.5685
2025-05-09 21:45:36 - Epoch 78, val mf1: 0.6067, val ACC1: 0.4024, val ACC0: 0.8433, val Gmean: 0.5825 (best 0.6067)
2025-05-09 21:45:36 - Epoch 79 伪标签: 正样本: 9231 (50.2%), 负样本: 9148 (49.8%)
2025-05-09 21:45:36 - Epoch 79, 测试集 AUC: 0.7170, PRE: 0.2922, REC: 0.3763, MF1: 0.5976, ACC1: 0.3763, ACC0: 0.8450, Gmean: 0.5639
2025-05-09 21:45:36 - 更新最佳测试结果 (Epoch 79): AUC 0.7170, PRE 0.2922, REC 0.3763, MF1 0.5976, ACC1 0.3763, ACC0 0.8450, Gmean 0.5639
2025-05-09 21:45:36 - Epoch 79, val mf1: 0.6062, val ACC1: 0.3880, val ACC0: 0.8503, val Gmean: 0.5744 (best 0.6067)
2025-05-09 21:45:37 - Epoch 80 伪标签: 正样本: 9270 (50.4%), 负样本: 9109 (49.6%)
2025-05-09 21:45:37 - Epoch 80, 有标签损失: 0.0204, 一致性损失: 0.0000, 伪标签损失: 0.9640, LPL损失: 10.0174, 聚类损失: 4.7803, 总损失: 1.6324
2025-05-09 21:45:37 - Epoch 80, 测试集 AUC: 0.7194, PRE: 0.2942, REC: 0.3730, MF1: 0.5983, ACC1: 0.3730, ACC0: 0.8479, Gmean: 0.5624
2025-05-09 21:45:37 - 更新最佳测试结果 (Epoch 80): AUC 0.7194, PRE 0.2942, REC 0.3730, MF1 0.5983, ACC1 0.3730, ACC0 0.8479, Gmean 0.5624
2025-05-09 21:45:37 - Epoch 80, val mf1: 0.6093, val ACC1: 0.3888, val ACC0: 0.8542, val Gmean: 0.5763 (best 0.6093)
2025-05-09 21:45:38 - Epoch 81 伪标签: 正样本: 9227 (50.2%), 负样本: 9152 (49.8%)
2025-05-09 21:45:38 - Epoch 81, 测试集 AUC: 0.7217, PRE: 0.2982, REC: 0.3636, MF1: 0.5992, ACC1: 0.3636, ACC0: 0.8545, Gmean: 0.5574
2025-05-09 21:45:38 - 更新最佳测试结果 (Epoch 81): AUC 0.7217, PRE 0.2982, REC 0.3636, MF1 0.5992, ACC1 0.3636, ACC0 0.8545, Gmean 0.5574
2025-05-09 21:45:38 - Epoch 81, val mf1: 0.6125, val ACC1: 0.3812, val ACC0: 0.8627, val Gmean: 0.5735 (best 0.6125)
2025-05-09 21:45:38 - Epoch 82 伪标签: 正样本: 9226 (50.2%), 负样本: 9153 (49.8%)
2025-05-09 21:45:39 - Epoch 82, 测试集 AUC: 0.7226, PRE: 0.3002, REC: 0.3558, MF1: 0.5992, ACC1: 0.3558, ACC0: 0.8590, Gmean: 0.5529
2025-05-09 21:45:39 - 更新最佳测试结果 (Epoch 82): AUC 0.7226, PRE 0.3002, REC 0.3558, MF1 0.5992, ACC1 0.3558, ACC0 0.8590, Gmean 0.5529
2025-05-09 21:45:39 - Epoch 82, val mf1: 0.6137, val ACC1: 0.3759, val ACC0: 0.8672, val Gmean: 0.5710 (best 0.6137)
2025-05-09 21:45:39 - Epoch 83 伪标签: 正样本: 9292 (50.6%), 负样本: 9087 (49.4%)
2025-05-09 21:45:40 - Epoch 83, 测试集 AUC: 0.7229, PRE: 0.3020, REC: 0.3577, MF1: 0.6003, ACC1: 0.3577, ACC0: 0.8595, Gmean: 0.5544
2025-05-09 21:45:40 - 更新最佳测试结果 (Epoch 83): AUC 0.7229, PRE 0.3020, REC 0.3577, MF1 0.6003, ACC1 0.3577, ACC0 0.8595, Gmean 0.5544
2025-05-09 21:45:40 - Epoch 83, val mf1: 0.6132, val ACC1: 0.3752, val ACC0: 0.8669, val Gmean: 0.5703 (best 0.6137)
2025-05-09 21:45:40 - Epoch 84 伪标签: 正样本: 9289 (50.5%), 负样本: 9090 (49.5%)
2025-05-09 21:45:41 - Epoch 84, 测试集 AUC: 0.7224, PRE: 0.3010, REC: 0.3659, MF1: 0.6009, ACC1: 0.3659, ACC0: 0.8556, Gmean: 0.5595
2025-05-09 21:45:41 - Epoch 84, val mf1: 0.6156, val ACC1: 0.3880, val ACC0: 0.8631, val Gmean: 0.5787 (best 0.6156)
2025-05-09 21:45:41 - Epoch 85 伪标签: 正样本: 9247 (50.3%), 负样本: 9132 (49.7%)
2025-05-09 21:45:42 - Epoch 85, 测试集 AUC: 0.7212, PRE: 0.3002, REC: 0.3879, MF1: 0.6031, ACC1: 0.3879, ACC0: 0.8463, Gmean: 0.5729
2025-05-09 21:45:42 - Epoch 85, val mf1: 0.6170, val ACC1: 0.4047, val ACC0: 0.8559, val Gmean: 0.5885 (best 0.6170)
2025-05-09 21:45:42 - Epoch 86 伪标签: 正样本: 9317 (50.7%), 负样本: 9062 (49.3%)
2025-05-09 21:45:42 - Epoch 86, 测试集 AUC: 0.7197, PRE: 0.2984, REC: 0.4050, MF1: 0.6040, ACC1: 0.4050, ACC0: 0.8381, Gmean: 0.5826
2025-05-09 21:45:42 - Epoch 86, val mf1: 0.6185, val ACC1: 0.4266, val ACC0: 0.8463, val Gmean: 0.6009 (best 0.6185)
2025-05-09 21:45:43 - Epoch 87 伪标签: 正样本: 9345 (50.8%), 负样本: 9034 (49.2%)
2025-05-09 21:45:43 - Epoch 87, 测试集 AUC: 0.7174, PRE: 0.2960, REC: 0.4192, MF1: 0.6040, ACC1: 0.4192, ACC0: 0.8305, Gmean: 0.5900
2025-05-09 21:45:43 - Epoch 87, val mf1: 0.6179, val ACC1: 0.4387, val ACC0: 0.8394, val Gmean: 0.6069 (best 0.6185)
2025-05-09 21:45:43 - Epoch 88 伪标签: 正样本: 9346 (50.9%), 负样本: 9033 (49.1%)
2025-05-09 21:45:44 - Epoch 88, 测试集 AUC: 0.7146, PRE: 0.2926, REC: 0.4352, MF1: 0.6033, ACC1: 0.4352, ACC0: 0.8212, Gmean: 0.5978
2025-05-09 21:45:44 - Epoch 88, val mf1: 0.6143, val ACC1: 0.4523, val ACC0: 0.8276, val Gmean: 0.6118 (best 0.6185)
2025-05-09 21:45:44 - Epoch 89 伪标签: 正样本: 9364 (50.9%), 负样本: 9015 (49.1%)
2025-05-09 21:45:45 - Epoch 89, 测试集 AUC: 0.7114, PRE: 0.2891, REC: 0.4501, MF1: 0.6021, ACC1: 0.4501, ACC0: 0.8118, Gmean: 0.6045
2025-05-09 21:45:45 - Epoch 89, val mf1: 0.6116, val ACC1: 0.4637, val ACC0: 0.8182, val Gmean: 0.6159 (best 0.6185)
2025-05-09 21:45:45 - Epoch 90 伪标签: 正样本: 9447 (51.4%), 负样本: 8932 (48.6%)
2025-05-09 21:45:46 - Epoch 90, 有标签损失: 0.0341, 一致性损失: 0.0000, 伪标签损失: 1.0022, LPL损失: 8.7217, 聚类损失: 5.4250, 总损失: 1.4917
2025-05-09 21:45:46 - Epoch 90, 测试集 AUC: 0.7084, PRE: 0.2848, REC: 0.4687, MF1: 0.6003, ACC1: 0.4687, ACC0: 0.7999, Gmean: 0.6123
2025-05-09 21:45:46 - Epoch 90, val mf1: 0.6093, val ACC1: 0.4788, val ACC0: 0.8076, val Gmean: 0.6219 (best 0.6185)
2025-05-09 21:45:46 - Epoch 91 伪标签: 正样本: 9503 (51.7%), 负样本: 8876 (48.3%)
2025-05-09 21:45:47 - Epoch 91, 测试集 AUC: 0.7061, PRE: 0.2805, REC: 0.4776, MF1: 0.5978, ACC1: 0.4776, ACC0: 0.7918, Gmean: 0.6150
2025-05-09 21:45:47 - Epoch 91, val mf1: 0.6075, val ACC1: 0.4894, val ACC0: 0.7999, val Gmean: 0.6257 (best 0.6185)
2025-05-09 21:45:47 - Epoch 92 伪标签: 正样本: 9572 (52.1%), 负样本: 8807 (47.9%)
2025-05-09 21:45:47 - Epoch 92, 测试集 AUC: 0.7051, PRE: 0.2789, REC: 0.4832, MF1: 0.5968, ACC1: 0.4832, ACC0: 0.7877, Gmean: 0.6169
2025-05-09 21:45:47 - Epoch 92, val mf1: 0.6093, val ACC1: 0.5000, val ACC0: 0.7974, val Gmean: 0.6314 (best 0.6185)
2025-05-09 21:45:48 - Epoch 93 伪标签: 正样本: 9482 (51.6%), 负样本: 8897 (48.4%)
2025-05-09 21:45:48 - Epoch 93, 测试集 AUC: 0.7041, PRE: 0.2769, REC: 0.4896, MF1: 0.5956, ACC1: 0.4896, ACC0: 0.7827, Gmean: 0.6190
2025-05-09 21:45:48 - Epoch 93, val mf1: 0.6088, val ACC1: 0.5076, val ACC0: 0.7930, val Gmean: 0.6344 (best 0.6185)
2025-05-09 21:45:48 - Epoch 94 伪标签: 正样本: 9591 (52.2%), 负样本: 8788 (47.8%)
2025-05-09 21:45:49 - Epoch 94, 测试集 AUC: 0.7047, PRE: 0.2776, REC: 0.5022, MF1: 0.5964, ACC1: 0.5022, ACC0: 0.7778, Gmean: 0.6250
2025-05-09 21:45:49 - Epoch 94, val mf1: 0.6086, val ACC1: 0.5159, val ACC0: 0.7887, val Gmean: 0.6379 (best 0.6185)
2025-05-09 21:45:49 - Epoch 95 伪标签: 正样本: 9521 (51.8%), 负样本: 8858 (48.2%)
2025-05-09 21:45:50 - Epoch 95, 测试集 AUC: 0.7063, PRE: 0.2768, REC: 0.5026, MF1: 0.5958, ACC1: 0.5026, ACC0: 0.7768, Gmean: 0.6248
2025-05-09 21:45:50 - Epoch 95, val mf1: 0.6090, val ACC1: 0.5174, val ACC0: 0.7886, val Gmean: 0.6388 (best 0.6185)
2025-05-09 21:45:50 - Epoch 96 伪标签: 正样本: 9617 (52.3%), 负样本: 8762 (47.7%)
2025-05-09 21:45:51 - Epoch 96, 测试集 AUC: 0.7081, PRE: 0.2809, REC: 0.4959, MF1: 0.5987, ACC1: 0.4959, ACC0: 0.7842, Gmean: 0.6236
2025-05-09 21:45:51 - Epoch 96, val mf1: 0.6123, val ACC1: 0.5113, val ACC0: 0.7961, val Gmean: 0.6380 (best 0.6185)
2025-05-09 21:45:51 - Epoch 97 伪标签: 正样本: 9562 (52.0%), 负样本: 8817 (48.0%)
2025-05-09 21:45:51 - Epoch 97, 测试集 AUC: 0.7101, PRE: 0.2853, REC: 0.4754, MF1: 0.6010, ACC1: 0.4754, ACC0: 0.7976, Gmean: 0.6158
2025-05-09 21:45:51 - Epoch 97, val mf1: 0.6144, val ACC1: 0.4917, val ACC0: 0.8084, val Gmean: 0.6305 (best 0.6185)
2025-05-09 21:45:52 - Epoch 98 伪标签: 正样本: 9495 (51.7%), 负样本: 8884 (48.3%)
2025-05-09 21:45:52 - Epoch 98, 测试集 AUC: 0.7121, PRE: 0.2904, REC: 0.4478, MF1: 0.6028, ACC1: 0.4478, ACC0: 0.8140, Gmean: 0.6038
2025-05-09 21:45:52 - Epoch 98, val mf1: 0.6161, val ACC1: 0.4697, val ACC0: 0.8214, val Gmean: 0.6212 (best 0.6185)
2025-05-09 21:45:53 - Epoch 99 伪标签: 正样本: 9523 (51.8%), 负样本: 8856 (48.2%)
2025-05-09 21:45:53 - Epoch 99, 测试集 AUC: 0.7139, PRE: 0.2943, REC: 0.4277, MF1: 0.6037, ACC1: 0.4277, ACC0: 0.8256, Gmean: 0.5943
2025-05-09 21:45:53 - Epoch 99, val mf1: 0.6185, val ACC1: 0.4531, val ACC0: 0.8330, val Gmean: 0.6143 (best 0.6185)
2025-05-09 21:45:53 - Epoch 100 伪标签: 正样本: 9467 (51.5%), 负样本: 8912 (48.5%)
2025-05-09 21:45:54 - Epoch 100, 有标签损失: 0.0320, 一致性损失: 0.0000, 伪标签损失: 1.0280, LPL损失: 8.1445, 聚类损失: 5.2005, 总损失: 0.8242
2025-05-09 21:45:54 - Epoch 100, 测试集 AUC: 0.7149, PRE: 0.2957, REC: 0.4035, MF1: 0.6023, ACC1: 0.4035, ACC0: 0.8366, Gmean: 0.5810
2025-05-09 21:45:54 - Epoch 100, val mf1: 0.6182, val ACC1: 0.4281, val ACC0: 0.8452, val Gmean: 0.6015 (best 0.6185)
2025-05-09 21:45:54 - Epoch 101 伪标签: 正样本: 9408 (51.2%), 负样本: 8971 (48.8%)
2025-05-09 21:45:55 - Epoch 101, 测试集 AUC: 0.7154, PRE: 0.2981, REC: 0.3845, MF1: 0.6017, ACC1: 0.3845, ACC0: 0.8461, Gmean: 0.5704
2025-05-09 21:45:55 - Epoch 101, val mf1: 0.6143, val ACC1: 0.4032, val ACC0: 0.8532, val Gmean: 0.5865 (best 0.6185)
2025-05-09 21:45:55 - Epoch 102 伪标签: 正样本: 9365 (51.0%), 负样本: 9014 (49.0%)
2025-05-09 21:45:56 - Epoch 102, 测试集 AUC: 0.7157, PRE: 0.3029, REC: 0.3625, MF1: 0.6014, ACC1: 0.3625, ACC0: 0.8582, Gmean: 0.5578
2025-05-09 21:45:56 - Epoch 102, val mf1: 0.6131, val ACC1: 0.3767, val ACC0: 0.8659, val Gmean: 0.5711 (best 0.6185)
2025-05-09 21:45:56 - Epoch 103 伪标签: 正样本: 9392 (51.1%), 负样本: 8987 (48.9%)
2025-05-09 21:45:56 - Epoch 103, 测试集 AUC: 0.7157, PRE: 0.3042, REC: 0.3495, MF1: 0.6002, ACC1: 0.3495, ACC0: 0.8641, Gmean: 0.5495
2025-05-09 21:45:56 - Epoch 103, val mf1: 0.6126, val ACC1: 0.3638, val ACC0: 0.8724, val Gmean: 0.5634 (best 0.6185)
2025-05-09 21:45:57 - Epoch 104 伪标签: 正样本: 9376 (51.0%), 负样本: 9003 (49.0%)
2025-05-09 21:45:57 - Epoch 104, 测试集 AUC: 0.7152, PRE: 0.3043, REC: 0.3394, MF1: 0.5988, ACC1: 0.3394, ACC0: 0.8681, Gmean: 0.5428
2025-05-09 21:45:57 - Epoch 104, val mf1: 0.6127, val ACC1: 0.3548, val ACC0: 0.8777, val Gmean: 0.5580 (best 0.6185)
2025-05-09 21:45:58 - Epoch 105 伪标签: 正样本: 9331 (50.8%), 负样本: 9048 (49.2%)
2025-05-09 21:45:58 - Epoch 105, 测试集 AUC: 0.7155, PRE: 0.3043, REC: 0.3335, MF1: 0.5979, ACC1: 0.3335, ACC0: 0.8704, Gmean: 0.5387
2025-05-09 21:45:58 - Epoch 105, val mf1: 0.6120, val ACC1: 0.3472, val ACC0: 0.8812, val Gmean: 0.5531 (best 0.6185)
2025-05-09 21:45:58 - Epoch 106 伪标签: 正样本: 9301 (50.6%), 负样本: 9078 (49.4%)
2025-05-09 21:45:59 - Epoch 106, 测试集 AUC: 0.7180, PRE: 0.3056, REC: 0.3335, MF1: 0.5984, ACC1: 0.3335, ACC0: 0.8712, Gmean: 0.5390
2025-05-09 21:45:59 - Epoch 106, val mf1: 0.6154, val ACC1: 0.3525, val ACC0: 0.8825, val Gmean: 0.5577 (best 0.6185)
2025-05-09 21:45:59 - Epoch 107 伪标签: 正样本: 9276 (50.5%), 负样本: 9103 (49.5%)
2025-05-09 21:46:00 - Epoch 107, 测试集 AUC: 0.7214, PRE: 0.3123, REC: 0.3562, MF1: 0.6050, ACC1: 0.3562, ACC0: 0.8667, Gmean: 0.5556
2025-05-09 21:46:00 - Epoch 107, val mf1: 0.6167, val ACC1: 0.3661, val ACC0: 0.8766, val Gmean: 0.5665 (best 0.6185)
2025-05-09 21:46:00 - Epoch 108 伪标签: 正样本: 9143 (49.7%), 负样本: 9236 (50.3%)
2025-05-09 21:46:01 - Epoch 108, 测试集 AUC: 0.7227, PRE: 0.3128, REC: 0.3692, MF1: 0.6071, ACC1: 0.3692, ACC0: 0.8621, Gmean: 0.5642
2025-05-09 21:46:01 - Epoch 108, val mf1: 0.6180, val ACC1: 0.3767, val ACC0: 0.8723, val Gmean: 0.5732 (best 0.6185)
2025-05-09 21:46:01 - Epoch 109 伪标签: 正样本: 9315 (50.7%), 负样本: 9064 (49.3%)
2025-05-09 21:46:01 - Epoch 109, 测试集 AUC: 0.7241, PRE: 0.3102, REC: 0.3785, MF1: 0.6071, ACC1: 0.3785, ACC0: 0.8569, Gmean: 0.5695
2025-05-09 21:46:01 - 更新最佳测试结果 (Epoch 109): AUC 0.7241, PRE 0.3102, REC 0.3785, MF1 0.6071, ACC1 0.3785, ACC0 0.8569, Gmean 0.5695
2025-05-09 21:46:01 - Epoch 109, val mf1: 0.6214, val ACC1: 0.3933, val ACC0: 0.8677, val Gmean: 0.5842 (best 0.6214)
2025-05-09 21:46:02 - Epoch 110 伪标签: 正样本: 9272 (50.4%), 负样本: 9107 (49.6%)
2025-05-09 21:46:02 - Epoch 110, 有标签损失: 0.0154, 一致性损失: 0.0000, 伪标签损失: 0.9978, LPL损失: 9.4423, 聚类损失: 4.3832, 总损失: 1.1519
2025-05-09 21:46:02 - Epoch 110, 测试集 AUC: 0.7247, PRE: 0.3121, REC: 0.3819, MF1: 0.6085, ACC1: 0.3819, ACC0: 0.8569, Gmean: 0.5721
2025-05-09 21:46:02 - 更新最佳测试结果 (Epoch 110): AUC 0.7247, PRE 0.3121, REC 0.3819, MF1 0.6085, ACC1 0.3819, ACC0 0.8569, Gmean 0.5721
2025-05-09 21:46:02 - Epoch 110, val mf1: 0.6219, val ACC1: 0.3971, val ACC0: 0.8663, val Gmean: 0.5865 (best 0.6219)
2025-05-09 21:46:03 - Epoch 111 伪标签: 正样本: 9298 (50.6%), 负样本: 9081 (49.4%)
2025-05-09 21:46:03 - Epoch 111, 测试集 AUC: 0.7247, PRE: 0.3124, REC: 0.3860, MF1: 0.6092, ACC1: 0.3860, ACC0: 0.8556, Gmean: 0.5747
2025-05-09 21:46:03 - 更新最佳测试结果 (Epoch 111): AUC 0.7247, PRE 0.3124, REC 0.3860, MF1 0.6092, ACC1 0.3860, ACC0 0.8556, Gmean 0.5747
2025-05-09 21:46:03 - Epoch 111, val mf1: 0.6213, val ACC1: 0.3994, val ACC0: 0.8643, val Gmean: 0.5875 (best 0.6219)
2025-05-09 21:46:03 - Epoch 112 伪标签: 正样本: 9297 (50.6%), 负样本: 9082 (49.4%)
2025-05-09 21:46:04 - Epoch 112, 测试集 AUC: 0.7256, PRE: 0.3141, REC: 0.3946, MF1: 0.6111, ACC1: 0.3946, ACC0: 0.8535, Gmean: 0.5803
2025-05-09 21:46:04 - 更新最佳测试结果 (Epoch 112): AUC 0.7256, PRE 0.3141, REC 0.3946, MF1 0.6111, ACC1 0.3946, ACC0 0.8535, Gmean 0.5803
2025-05-09 21:46:04 - Epoch 112, val mf1: 0.6222, val ACC1: 0.4077, val ACC0: 0.8611, val Gmean: 0.5925 (best 0.6222)
2025-05-09 21:46:04 - Epoch 113 伪标签: 正样本: 9307 (50.6%), 负样本: 9072 (49.4%)
2025-05-09 21:46:05 - Epoch 113, 测试集 AUC: 0.7251, PRE: 0.3118, REC: 0.4102, MF1: 0.6119, ACC1: 0.4102, ACC0: 0.8461, Gmean: 0.5891
2025-05-09 21:46:05 - Epoch 113, val mf1: 0.6229, val ACC1: 0.4259, val ACC0: 0.8526, val Gmean: 0.6026 (best 0.6229)
2025-05-09 21:46:05 - Epoch 114 伪标签: 正样本: 9319 (50.7%), 负样本: 9060 (49.3%)
2025-05-09 21:46:06 - Epoch 114, 测试集 AUC: 0.7235, PRE: 0.3086, REC: 0.4136, MF1: 0.6105, ACC1: 0.4136, ACC0: 0.8425, Gmean: 0.5903
2025-05-09 21:46:06 - Epoch 114, val mf1: 0.6214, val ACC1: 0.4266, val ACC0: 0.8502, val Gmean: 0.6023 (best 0.6229)
2025-05-09 21:46:06 - Epoch 115 伪标签: 正样本: 9338 (50.8%), 负样本: 9041 (49.2%)
2025-05-09 21:46:07 - Epoch 115, 测试集 AUC: 0.7230, PRE: 0.3031, REC: 0.4251, MF1: 0.6087, ACC1: 0.4251, ACC0: 0.8339, Gmean: 0.5954
2025-05-09 21:46:07 - Epoch 115, val mf1: 0.6204, val ACC1: 0.4425, val ACC0: 0.8408, val Gmean: 0.6100 (best 0.6229)
2025-05-09 21:46:07 - Epoch 116 伪标签: 正样本: 9371 (51.0%), 负样本: 9008 (49.0%)
2025-05-09 21:46:07 - Epoch 116, 测试集 AUC: 0.7201, PRE: 0.2945, REC: 0.4419, MF1: 0.6050, ACC1: 0.4419, ACC0: 0.8201, Gmean: 0.6020
2025-05-09 21:46:07 - Epoch 116, val mf1: 0.6181, val ACC1: 0.4599, val ACC0: 0.8290, val Gmean: 0.6175 (best 0.6229)
2025-05-09 21:46:08 - Epoch 117 伪标签: 正样本: 9372 (51.0%), 负样本: 9007 (49.0%)
2025-05-09 21:46:08 - Epoch 117, 测试集 AUC: 0.7164, PRE: 0.2881, REC: 0.4572, MF1: 0.6019, ACC1: 0.4572, ACC0: 0.8080, Gmean: 0.6078
2025-05-09 21:46:08 - Epoch 117, val mf1: 0.6144, val ACC1: 0.4758, val ACC0: 0.8161, val Gmean: 0.6231 (best 0.6229)
2025-05-09 21:46:08 - Epoch 118 伪标签: 正样本: 9441 (51.4%), 负样本: 8938 (48.6%)
2025-05-09 21:46:09 - Epoch 118, 测试集 AUC: 0.7122, PRE: 0.2798, REC: 0.4676, MF1: 0.5968, ACC1: 0.4676, ACC0: 0.7954, Gmean: 0.6098
2025-05-09 21:46:09 - Epoch 118, val mf1: 0.6092, val ACC1: 0.4871, val ACC0: 0.8034, val Gmean: 0.6256 (best 0.6229)
2025-05-09 21:46:09 - Epoch 119 伪标签: 正样本: 9449 (51.4%), 负样本: 8930 (48.6%)
2025-05-09 21:46:10 - Epoch 119, 测试集 AUC: 0.7078, PRE: 0.2747, REC: 0.4765, MF1: 0.5935, ACC1: 0.4765, ACC0: 0.7861, Gmean: 0.6121
2025-05-09 21:46:10 - Epoch 119, val mf1: 0.6057, val ACC1: 0.4970, val ACC0: 0.7938, val Gmean: 0.6281 (best 0.6229)
2025-05-09 21:46:10 - Epoch 120 伪标签: 正样本: 9453 (51.4%), 负样本: 8926 (48.6%)
2025-05-09 21:46:11 - Epoch 120, 有标签损失: 0.0237, 一致性损失: 0.0000, 伪标签损失: 1.1111, LPL损失: 8.1030, 聚类损失: 4.3270, 总损失: 0.8204
2025-05-09 21:46:11 - Epoch 120, 测试集 AUC: 0.7029, PRE: 0.2690, REC: 0.4844, MF1: 0.5894, ACC1: 0.4844, ACC0: 0.7763, Gmean: 0.6132
2025-05-09 21:46:11 - Epoch 120, val mf1: 0.6014, val ACC1: 0.5023, val ACC0: 0.7850, val Gmean: 0.6279 (best 0.6229)
2025-05-09 21:46:11 - Epoch 121 伪标签: 正样本: 9441 (51.4%), 负样本: 8938 (48.6%)
2025-05-09 21:46:12 - Epoch 121, 测试集 AUC: 0.6988, PRE: 0.2656, REC: 0.4806, MF1: 0.5867, ACC1: 0.4806, ACC0: 0.7741, Gmean: 0.6100
2025-05-09 21:46:12 - Epoch 121, val mf1: 0.5990, val ACC1: 0.5008, val ACC0: 0.7823, val Gmean: 0.6259 (best 0.6229)
2025-05-09 21:46:12 - Epoch 122 伪标签: 正样本: 9507 (51.7%), 负样本: 8872 (48.3%)
2025-05-09 21:46:12 - Epoch 122, 测试集 AUC: 0.6946, PRE: 0.2624, REC: 0.4713, MF1: 0.5841, ACC1: 0.4713, ACC0: 0.7748, Gmean: 0.6043
2025-05-09 21:46:12 - Epoch 122, val mf1: 0.5966, val ACC1: 0.4909, val ACC0: 0.7836, val Gmean: 0.6202 (best 0.6229)
2025-05-09 21:46:13 - Epoch 123 伪标签: 正样本: 9443 (51.4%), 负样本: 8936 (48.6%)
2025-05-09 21:46:13 - Epoch 123, 测试集 AUC: 0.6906, PRE: 0.2587, REC: 0.4698, MF1: 0.5811, ACC1: 0.4698, ACC0: 0.7711, Gmean: 0.6019
2025-05-09 21:46:13 - Epoch 123, val mf1: 0.5951, val ACC1: 0.4932, val ACC0: 0.7802, val Gmean: 0.6203 (best 0.6229)
2025-05-09 21:46:14 - Epoch 124 伪标签: 正样本: 9490 (51.6%), 负样本: 8889 (48.4%)
2025-05-09 21:46:14 - Epoch 124, 测试集 AUC: 0.6832, PRE: 0.2525, REC: 0.4721, MF1: 0.5761, ACC1: 0.4721, ACC0: 0.7624, Gmean: 0.5999
2025-05-09 21:46:14 - Epoch 124, val mf1: 0.5887, val ACC1: 0.4909, val ACC0: 0.7720, val Gmean: 0.6156 (best 0.6229)
2025-05-09 21:46:14 - Epoch 125 伪标签: 正样本: 9490 (51.6%), 负样本: 8889 (48.4%)
2025-05-09 21:46:15 - Epoch 125, 测试集 AUC: 0.6762, PRE: 0.2486, REC: 0.4735, MF1: 0.5729, ACC1: 0.4735, ACC0: 0.7567, Gmean: 0.5986
2025-05-09 21:46:15 - Epoch 125, val mf1: 0.5840, val ACC1: 0.4871, val ACC0: 0.7669, val Gmean: 0.6112 (best 0.6229)
2025-05-09 21:46:15 - Epoch 126 伪标签: 正样本: 9550 (52.0%), 负样本: 8829 (48.0%)
2025-05-09 21:46:16 - Epoch 126, 测试集 AUC: 0.6685, PRE: 0.2435, REC: 0.4676, MF1: 0.5686, ACC1: 0.4676, ACC0: 0.7530, Gmean: 0.5934
2025-05-09 21:46:16 - Epoch 126, val mf1: 0.5783, val ACC1: 0.4796, val ACC0: 0.7620, val Gmean: 0.6045 (best 0.6229)
2025-05-09 21:46:16 - Epoch 127 伪标签: 正样本: 9595 (52.2%), 负样本: 8784 (47.8%)
2025-05-09 21:46:17 - Epoch 127, 测试集 AUC: 0.6609, PRE: 0.2383, REC: 0.4508, MF1: 0.5644, ACC1: 0.4508, ACC0: 0.7551, Gmean: 0.5834
2025-05-09 21:46:17 - Epoch 127, val mf1: 0.5737, val ACC1: 0.4607, val ACC0: 0.7644, val Gmean: 0.5934 (best 0.6229)
2025-05-09 21:46:17 - Epoch 128 伪标签: 正样本: 9434 (51.3%), 负样本: 8945 (48.7%)
2025-05-09 21:46:18 - Epoch 128, 测试集 AUC: 0.6535, PRE: 0.2317, REC: 0.4333, MF1: 0.5590, ACC1: 0.4333, ACC0: 0.7557, Gmean: 0.5722
2025-05-09 21:46:18 - Epoch 128, val mf1: 0.5653, val ACC1: 0.4380, val ACC0: 0.7631, val Gmean: 0.5781 (best 0.6229)
2025-05-09 21:46:18 - Epoch 129 伪标签: 正样本: 9602 (52.2%), 负样本: 8777 (47.8%)
2025-05-09 21:46:18 - Epoch 129, 测试集 AUC: 0.6524, PRE: 0.2328, REC: 0.4132, MF1: 0.5603, ACC1: 0.4132, ACC0: 0.7686, Gmean: 0.5635
2025-05-09 21:46:18 - Epoch 129, val mf1: 0.5675, val ACC1: 0.4191, val ACC0: 0.7766, val Gmean: 0.5705 (best 0.6229)
2025-05-09 21:46:19 - Epoch 130 伪标签: 正样本: 9570 (52.1%), 负样本: 8809 (47.9%)
2025-05-09 21:46:19 - Epoch 130, 有标签损失: 0.0166, 一致性损失: 0.0000, 伪标签损失: 1.4611, LPL损失: 7.2734, 聚类损失: 4.0661, 总损失: 0.5436
2025-05-09 21:46:19 - Epoch 130, 测试集 AUC: 0.6506, PRE: 0.2330, REC: 0.3942, MF1: 0.5605, ACC1: 0.3942, ACC0: 0.7795, Gmean: 0.5543
2025-05-09 21:46:19 - Epoch 130, val mf1: 0.5698, val ACC1: 0.4070, val ACC0: 0.7868, val Gmean: 0.5659 (best 0.6229)
2025-05-09 21:46:19 - Epoch 131 伪标签: 正样本: 9544 (51.9%), 负样本: 8835 (48.1%)
2025-05-09 21:46:20 - Epoch 131, 测试集 AUC: 0.6480, PRE: 0.2312, REC: 0.3793, MF1: 0.5590, ACC1: 0.3793, ACC0: 0.7856, Gmean: 0.5458
2025-05-09 21:46:20 - Epoch 131, val mf1: 0.5698, val ACC1: 0.3949, val ACC0: 0.7936, val Gmean: 0.5598 (best 0.6229)
2025-05-09 21:46:20 - Epoch 132 伪标签: 正样本: 9474 (51.5%), 负样本: 8905 (48.5%)
2025-05-09 21:46:21 - Epoch 132, 测试集 AUC: 0.6458, PRE: 0.2295, REC: 0.3689, MF1: 0.5577, ACC1: 0.3689, ACC0: 0.7895, Gmean: 0.5396
2025-05-09 21:46:21 - Epoch 132, val mf1: 0.5703, val ACC1: 0.3880, val ACC0: 0.7981, val Gmean: 0.5565 (best 0.6229)
2025-05-09 21:46:21 - Epoch 133 伪标签: 正样本: 9474 (51.5%), 负样本: 8905 (48.5%)
2025-05-09 21:46:22 - Epoch 133, 测试集 AUC: 0.6428, PRE: 0.2262, REC: 0.3610, MF1: 0.5552, ACC1: 0.3610, ACC0: 0.7901, Gmean: 0.5341
2025-05-09 21:46:22 - Epoch 133, val mf1: 0.5693, val ACC1: 0.3828, val ACC0: 0.7997, val Gmean: 0.5532 (best 0.6229)
2025-05-09 21:46:22 - Epoch 134 伪标签: 正样本: 9534 (51.9%), 负样本: 8845 (48.1%)
2025-05-09 21:46:23 - Epoch 134, 测试集 AUC: 0.6395, PRE: 0.2213, REC: 0.3566, MF1: 0.5515, ACC1: 0.3566, ACC0: 0.7868, Gmean: 0.5296
2025-05-09 21:46:23 - Epoch 134, val mf1: 0.5690, val ACC1: 0.3828, val ACC0: 0.7992, val Gmean: 0.5531 (best 0.6229)
2025-05-09 21:46:23 - Epoch 135 伪标签: 正样本: 9419 (51.2%), 负样本: 8960 (48.8%)
2025-05-09 21:46:23 - Epoch 135, 测试集 AUC: 0.6372, PRE: 0.2210, REC: 0.3376, MF1: 0.5511, ACC1: 0.3376, ACC0: 0.7977, Gmean: 0.5189
2025-05-09 21:46:23 - Epoch 135, val mf1: 0.5669, val ACC1: 0.3608, val ACC0: 0.8087, val Gmean: 0.5402 (best 0.6229)
2025-05-09 21:46:24 - Epoch 136 伪标签: 正样本: 9507 (51.7%), 负样本: 8872 (48.3%)
2025-05-09 21:46:24 - Epoch 136, 测试集 AUC: 0.6390, PRE: 0.2245, REC: 0.3171, MF1: 0.5531, ACC1: 0.3171, ACC0: 0.8138, Gmean: 0.5080
2025-05-09 21:46:24 - Epoch 136, val mf1: 0.5664, val ACC1: 0.3343, val ACC0: 0.8238, val Gmean: 0.5248 (best 0.6229)
2025-05-09 21:46:24 - Epoch 137 伪标签: 正样本: 9422 (51.3%), 负样本: 8957 (48.7%)
2025-05-09 21:46:25 - Epoch 137, 测试集 AUC: 0.6406, PRE: 0.2309, REC: 0.3115, MF1: 0.5570, ACC1: 0.3115, ACC0: 0.8236, Gmean: 0.5065
2025-05-09 21:46:25 - Epoch 137, val mf1: 0.5685, val ACC1: 0.3253, val ACC0: 0.8328, val Gmean: 0.5205 (best 0.6229)
2025-05-09 21:46:25 - Epoch 138 伪标签: 正样本: 9382 (51.0%), 负样本: 8997 (49.0%)
2025-05-09 21:46:26 - Epoch 138, 测试集 AUC: 0.6454, PRE: 0.2344, REC: 0.3055, MF1: 0.5588, ACC1: 0.3055, ACC0: 0.8303, Gmean: 0.5037
2025-05-09 21:46:26 - Epoch 138, val mf1: 0.5728, val ACC1: 0.3245, val ACC0: 0.8398, val Gmean: 0.5220 (best 0.6229)
2025-05-09 21:46:26 - Epoch 139 伪标签: 正样本: 9357 (50.9%), 负样本: 9022 (49.1%)
2025-05-09 21:46:27 - Epoch 139, 测试集 AUC: 0.6488, PRE: 0.2372, REC: 0.3048, MF1: 0.5604, ACC1: 0.3048, ACC0: 0.8334, Gmean: 0.5040
2025-05-09 21:46:27 - Epoch 139, val mf1: 0.5740, val ACC1: 0.3222, val ACC0: 0.8430, val Gmean: 0.5212 (best 0.6229)
2025-05-09 21:46:27 - Epoch 140 伪标签: 正样本: 9377 (51.0%), 负样本: 9002 (49.0%)
2025-05-09 21:46:28 - Epoch 140, 有标签损失: 0.0239, 一致性损失: 0.0000, 伪标签损失: 1.0940, LPL损失: 7.0202, 聚类损失: 3.1254, 总损失: 0.8235
2025-05-09 21:46:28 - Epoch 140, 测试集 AUC: 0.6502, PRE: 0.2377, REC: 0.3122, MF1: 0.5612, ACC1: 0.3122, ACC0: 0.8298, Gmean: 0.5090
2025-05-09 21:46:28 - Epoch 140, val mf1: 0.5754, val ACC1: 0.3298, val ACC0: 0.8404, val Gmean: 0.5265 (best 0.6229)
2025-05-09 21:46:28 - Epoch 141 伪标签: 正样本: 9352 (50.9%), 负样本: 9027 (49.1%)
2025-05-09 21:46:29 - Epoch 141, 测试集 AUC: 0.6521, PRE: 0.2419, REC: 0.3234, MF1: 0.5644, ACC1: 0.3234, ACC0: 0.8277, Gmean: 0.5174
2025-05-09 21:46:29 - Epoch 141, val mf1: 0.5761, val ACC1: 0.3381, val ACC0: 0.8363, val Gmean: 0.5318 (best 0.6229)
2025-05-09 21:46:29 - Epoch 142 伪标签: 正样本: 9375 (51.0%), 负样本: 9004 (49.0%)
2025-05-09 21:46:29 - Epoch 142, 测试集 AUC: 0.6540, PRE: 0.2432, REC: 0.3275, MF1: 0.5655, ACC1: 0.3275, ACC0: 0.8268, Gmean: 0.5204
2025-05-09 21:46:29 - Epoch 142, val mf1: 0.5779, val ACC1: 0.3427, val ACC0: 0.8363, val Gmean: 0.5353 (best 0.6229)
2025-05-09 21:46:30 - Epoch 143 伪标签: 正样本: 9348 (50.9%), 负样本: 9031 (49.1%)
2025-05-09 21:46:30 - Epoch 143, 测试集 AUC: 0.6555, PRE: 0.2438, REC: 0.3308, MF1: 0.5660, ACC1: 0.3308, ACC0: 0.8255, Gmean: 0.5226
2025-05-09 21:46:30 - Epoch 143, val mf1: 0.5806, val ACC1: 0.3487, val ACC0: 0.8367, val Gmean: 0.5402 (best 0.6229)
2025-05-09 21:46:30 - Epoch 144 伪标签: 正样本: 9374 (51.0%), 负样本: 9005 (49.0%)
2025-05-09 21:46:31 - Epoch 144, 测试集 AUC: 0.6573, PRE: 0.2456, REC: 0.3275, MF1: 0.5669, ACC1: 0.3275, ACC0: 0.8290, Gmean: 0.5211
2025-05-09 21:46:31 - Epoch 144, val mf1: 0.5816, val ACC1: 0.3464, val ACC0: 0.8395, val Gmean: 0.5393 (best 0.6229)
2025-05-09 21:46:31 - Epoch 145 伪标签: 正样本: 9435 (51.3%), 负样本: 8944 (48.7%)
2025-05-09 21:46:32 - Epoch 145, 测试集 AUC: 0.6579, PRE: 0.2480, REC: 0.3286, MF1: 0.5684, ACC1: 0.3286, ACC0: 0.8306, Gmean: 0.5224
2025-05-09 21:46:32 - Epoch 145, val mf1: 0.5825, val ACC1: 0.3487, val ACC0: 0.8394, val Gmean: 0.5410 (best 0.6229)
2025-05-09 21:46:32 - Epoch 146 伪标签: 正样本: 9319 (50.7%), 负样本: 9060 (49.3%)
2025-05-09 21:46:33 - Epoch 146, 测试集 AUC: 0.6608, PRE: 0.2541, REC: 0.3271, MF1: 0.5719, ACC1: 0.3271, ACC0: 0.8368, Gmean: 0.5232
2025-05-09 21:46:33 - Epoch 146, val mf1: 0.5844, val ACC1: 0.3427, val ACC0: 0.8458, val Gmean: 0.5384 (best 0.6229)
2025-05-09 21:46:33 - Epoch 147 伪标签: 正样本: 9363 (50.9%), 负样本: 9016 (49.1%)
2025-05-09 21:46:34 - Epoch 147, 测试集 AUC: 0.6628, PRE: 0.2578, REC: 0.3294, MF1: 0.5742, ACC1: 0.3294, ACC0: 0.8388, Gmean: 0.5256
2025-05-09 21:46:34 - Epoch 147, val mf1: 0.5872, val ACC1: 0.3480, val ACC0: 0.8467, val Gmean: 0.5428 (best 0.6229)
2025-05-09 21:46:34 - Epoch 148 伪标签: 正样本: 9430 (51.3%), 负样本: 8949 (48.7%)
2025-05-09 21:46:35 - Epoch 148, 测试集 AUC: 0.6652, PRE: 0.2632, REC: 0.3271, MF1: 0.5769, ACC1: 0.3271, ACC0: 0.8443, Gmean: 0.5255
2025-05-09 21:46:35 - Epoch 148, val mf1: 0.5881, val ACC1: 0.3419, val ACC0: 0.8516, val Gmean: 0.5396 (best 0.6229)
2025-05-09 21:46:35 - Epoch 149 伪标签: 正样本: 9390 (51.1%), 负样本: 8989 (48.9%)
2025-05-09 21:46:35 - Epoch 149, 测试集 AUC: 0.6697, PRE: 0.2672, REC: 0.3208, MF1: 0.5784, ACC1: 0.3208, ACC0: 0.8505, Gmean: 0.5223
2025-05-09 21:46:35 - Epoch 149, val mf1: 0.5913, val ACC1: 0.3396, val ACC0: 0.8575, val Gmean: 0.5397 (best 0.6229)
2025-05-09 21:46:36 - Epoch 150 伪标签: 正样本: 9302 (50.6%), 负样本: 9077 (49.4%)
2025-05-09 21:46:36 - Epoch 150, 有标签损失: 0.0620, 一致性损失: 0.0000, 伪标签损失: 1.0993, LPL损失: 6.6835, 聚类损失: 3.6931, 总损失: 0.9413
2025-05-09 21:46:36 - Epoch 150, 测试集 AUC: 0.6734, PRE: 0.2751, REC: 0.3189, MF1: 0.5821, ACC1: 0.3189, ACC0: 0.8571, Gmean: 0.5228
2025-05-09 21:46:36 - Epoch 150, val mf1: 0.5947, val ACC1: 0.3343, val ACC0: 0.8655, val Gmean: 0.5379 (best 0.6229)
2025-05-09 21:46:37 - Epoch 151 伪标签: 正样本: 9351 (50.9%), 负样本: 9028 (49.1%)
2025-05-09 21:46:37 - Epoch 151, 测试集 AUC: 0.6800, PRE: 0.2834, REC: 0.3182, MF1: 0.5861, ACC1: 0.3182, ACC0: 0.8633, Gmean: 0.5241
2025-05-09 21:46:37 - Epoch 151, val mf1: 0.6001, val ACC1: 0.3374, val ACC0: 0.8710, val Gmean: 0.5421 (best 0.6229)
2025-05-09 21:46:37 - Epoch 152 伪标签: 正样本: 9391 (51.1%), 负样本: 8988 (48.9%)
2025-05-09 21:46:38 - Epoch 152, 测试集 AUC: 0.6844, PRE: 0.2897, REC: 0.3141, MF1: 0.5884, ACC1: 0.3141, ACC0: 0.8691, Gmean: 0.5225
2025-05-09 21:46:38 - Epoch 152, val mf1: 0.6035, val ACC1: 0.3366, val ACC0: 0.8762, val Gmean: 0.5431 (best 0.6229)
2025-05-09 21:46:38 - Epoch 153 伪标签: 正样本: 9377 (51.0%), 负样本: 9002 (49.0%)
2025-05-09 21:46:39 - Epoch 153, 测试集 AUC: 0.6875, PRE: 0.2955, REC: 0.3133, MF1: 0.5908, ACC1: 0.3133, ACC0: 0.8730, Gmean: 0.5230
2025-05-09 21:46:39 - Epoch 153, val mf1: 0.6061, val ACC1: 0.3336, val ACC0: 0.8814, val Gmean: 0.5423 (best 0.6229)
2025-05-09 21:46:39 - Epoch 154 伪标签: 正样本: 9397 (51.1%), 负样本: 8982 (48.9%)
2025-05-09 21:46:40 - Epoch 154, 测试集 AUC: 0.6917, PRE: 0.3016, REC: 0.3159, MF1: 0.5939, ACC1: 0.3159, ACC0: 0.8756, Gmean: 0.5260
2025-05-09 21:46:40 - Epoch 154, val mf1: 0.6097, val ACC1: 0.3374, val ACC0: 0.8839, val Gmean: 0.5461 (best 0.6229)
2025-05-09 21:46:40 - Epoch 155 伪标签: 正样本: 9283 (50.5%), 负样本: 9096 (49.5%)
2025-05-09 21:46:41 - Epoch 155, 测试集 AUC: 0.6944, PRE: 0.3055, REC: 0.3148, MF1: 0.5954, ACC1: 0.3148, ACC0: 0.8783, Gmean: 0.5259
2025-05-09 21:46:41 - Epoch 155, val mf1: 0.6093, val ACC1: 0.3336, val ACC0: 0.8856, val Gmean: 0.5435 (best 0.6229)
2025-05-09 21:46:41 - Epoch 156 伪标签: 正样本: 9332 (50.8%), 负样本: 9047 (49.2%)
2025-05-09 21:46:42 - Epoch 156, 测试集 AUC: 0.6953, PRE: 0.3068, REC: 0.3193, MF1: 0.5967, ACC1: 0.3193, ACC0: 0.8774, Gmean: 0.5293
2025-05-09 21:46:42 - Epoch 156, val mf1: 0.6093, val ACC1: 0.3351, val ACC0: 0.8847, val Gmean: 0.5445 (best 0.6229)
2025-05-09 21:46:42 - Epoch 157 伪标签: 正样本: 9298 (50.6%), 负样本: 9081 (49.4%)
2025-05-09 21:46:42 - Epoch 157, 测试集 AUC: 0.6960, PRE: 0.3066, REC: 0.3219, MF1: 0.5970, ACC1: 0.3219, ACC0: 0.8763, Gmean: 0.5311
2025-05-09 21:46:42 - Epoch 157, val mf1: 0.6094, val ACC1: 0.3389, val ACC0: 0.8826, val Gmean: 0.5469 (best 0.6229)
2025-05-09 21:46:43 - Epoch 158 伪标签: 正样本: 9239 (50.3%), 负样本: 9140 (49.7%)
2025-05-09 21:46:43 - Epoch 158, 测试集 AUC: 0.6958, PRE: 0.3062, REC: 0.3275, MF1: 0.5978, ACC1: 0.3275, ACC0: 0.8738, Gmean: 0.5350
2025-05-09 21:46:43 - Epoch 158, val mf1: 0.6094, val ACC1: 0.3442, val ACC0: 0.8795, val Gmean: 0.5502 (best 0.6229)
2025-05-09 21:46:44 - Epoch 159 伪标签: 正样本: 9332 (50.8%), 负样本: 9047 (49.2%)
2025-05-09 21:46:44 - Epoch 159, 测试集 AUC: 0.6969, PRE: 0.3089, REC: 0.3387, MF1: 0.6007, ACC1: 0.3387, ACC0: 0.8712, Gmean: 0.5432
2025-05-09 21:46:44 - Epoch 159, val mf1: 0.6102, val ACC1: 0.3502, val ACC0: 0.8771, val Gmean: 0.5542 (best 0.6229)
2025-05-09 21:46:44 - Epoch 160 伪标签: 正样本: 9354 (50.9%), 负样本: 9025 (49.1%)
2025-05-09 21:46:45 - Epoch 160, 有标签损失: 0.0527, 一致性损失: 0.0000, 伪标签损失: 1.0232, LPL损失: 8.0640, 聚类损失: 3.7747, 总损失: 2.1567
2025-05-09 21:46:45 - Epoch 160, 测试集 AUC: 0.6978, PRE: 0.3085, REC: 0.3446, MF1: 0.6015, ACC1: 0.3446, ACC0: 0.8687, Gmean: 0.5472
2025-05-09 21:46:45 - Epoch 160, val mf1: 0.6105, val ACC1: 0.3548, val ACC0: 0.8749, val Gmean: 0.5571 (best 0.6229)
2025-05-09 21:46:45 - Epoch 161 伪标签: 正样本: 9301 (50.6%), 负样本: 9078 (49.4%)
2025-05-09 21:46:46 - Epoch 161, 测试集 AUC: 0.6977, PRE: 0.3076, REC: 0.3566, MF1: 0.6029, ACC1: 0.3566, ACC0: 0.8636, Gmean: 0.5549
2025-05-09 21:46:46 - Epoch 161, val mf1: 0.6116, val ACC1: 0.3654, val ACC0: 0.8703, val Gmean: 0.5639 (best 0.6229)
2025-05-09 21:46:46 - Epoch 162 伪标签: 正样本: 9321 (50.7%), 负样本: 9058 (49.3%)
2025-05-09 21:46:47 - Epoch 162, 测试集 AUC: 0.6973, PRE: 0.3034, REC: 0.3692, MF1: 0.6026, ACC1: 0.3692, ACC0: 0.8559, Gmean: 0.5622
2025-05-09 21:46:47 - Epoch 162, val mf1: 0.6101, val ACC1: 0.3775, val ACC0: 0.8615, val Gmean: 0.5703 (best 0.6229)
2025-05-09 21:46:47 - Epoch 163 伪标签: 正样本: 9423 (51.3%), 负样本: 8956 (48.7%)
2025-05-09 21:46:47 - Epoch 163, 测试集 AUC: 0.6963, PRE: 0.3006, REC: 0.3823, MF1: 0.6027, ACC1: 0.3823, ACC0: 0.8488, Gmean: 0.5696
2025-05-09 21:46:47 - Epoch 163, val mf1: 0.6093, val ACC1: 0.3880, val ACC0: 0.8546, val Gmean: 0.5759 (best 0.6229)
2025-05-09 21:46:48 - Epoch 164 伪标签: 正样本: 9429 (51.3%), 负样本: 8950 (48.7%)
2025-05-09 21:46:48 - Epoch 164, 测试集 AUC: 0.6943, PRE: 0.2961, REC: 0.3864, MF1: 0.6008, ACC1: 0.3864, ACC0: 0.8439, Gmean: 0.5710
2025-05-09 21:46:48 - Epoch 164, val mf1: 0.6084, val ACC1: 0.3949, val ACC0: 0.8497, val Gmean: 0.5792 (best 0.6229)
2025-05-09 21:46:48 - Epoch 165 伪标签: 正样本: 9417 (51.2%), 负样本: 8962 (48.8%)
2025-05-09 21:46:49 - Epoch 165, 测试集 AUC: 0.6919, PRE: 0.2904, REC: 0.3920, MF1: 0.5982, ACC1: 0.3920, ACC0: 0.8372, Gmean: 0.5728
2025-05-09 21:46:49 - Epoch 165, val mf1: 0.6079, val ACC1: 0.4039, val ACC0: 0.8440, val Gmean: 0.5839 (best 0.6229)
2025-05-09 21:46:49 - Epoch 166 伪标签: 正样本: 9427 (51.3%), 负样本: 8952 (48.7%)
2025-05-09 21:46:50 - Epoch 166, 测试集 AUC: 0.6892, PRE: 0.2852, REC: 0.3990, MF1: 0.5959, ACC1: 0.3990, ACC0: 0.8300, Gmean: 0.5755
2025-05-09 21:46:50 - Epoch 166, val mf1: 0.6051, val ACC1: 0.4100, val ACC0: 0.8370, val Gmean: 0.5858 (best 0.6229)
2025-05-09 21:46:50 - Epoch 167 伪标签: 正样本: 9510 (51.7%), 负样本: 8869 (48.3%)
2025-05-09 21:46:51 - Epoch 167, 测试集 AUC: 0.6872, PRE: 0.2810, REC: 0.4095, MF1: 0.5942, ACC1: 0.4095, ACC0: 0.8219, Gmean: 0.5801
2025-05-09 21:46:51 - Epoch 167, val mf1: 0.6042, val ACC1: 0.4213, val ACC0: 0.8298, val Gmean: 0.5913 (best 0.6229)
2025-05-09 21:46:51 - Epoch 168 伪标签: 正样本: 9367 (51.0%), 负样本: 9012 (49.0%)
2025-05-09 21:46:52 - Epoch 168, 测试集 AUC: 0.6845, PRE: 0.2796, REC: 0.4110, MF1: 0.5934, ACC1: 0.4110, ACC0: 0.8200, Gmean: 0.5805
2025-05-09 21:46:52 - Epoch 168, val mf1: 0.6023, val ACC1: 0.4206, val ACC0: 0.8274, val Gmean: 0.5899 (best 0.6229)
2025-05-09 21:46:52 - Epoch 169 伪标签: 正样本: 9414 (51.2%), 负样本: 8965 (48.8%)
2025-05-09 21:46:53 - Epoch 169, 测试集 AUC: 0.6833, PRE: 0.2781, REC: 0.4132, MF1: 0.5927, ACC1: 0.4132, ACC0: 0.8177, Gmean: 0.5813
2025-05-09 21:46:53 - Epoch 169, val mf1: 0.6011, val ACC1: 0.4236, val ACC0: 0.8241, val Gmean: 0.5908 (best 0.6229)
2025-05-09 21:46:53 - Epoch 170 伪标签: 正样本: 9425 (51.3%), 负样本: 8954 (48.7%)
2025-05-09 21:46:53 - Epoch 170, 有标签损失: 0.0541, 一致性损失: 0.0000, 伪标签损失: 0.9319, LPL损失: 8.0190, 聚类损失: 2.8860, 总损失: 0.8486
2025-05-09 21:46:54 - Epoch 170, 测试集 AUC: 0.6812, PRE: 0.2769, REC: 0.4139, MF1: 0.5919, ACC1: 0.4139, ACC0: 0.8162, Gmean: 0.5813
2025-05-09 21:46:54 - Epoch 170, val mf1: 0.5995, val ACC1: 0.4228, val ACC0: 0.8223, val Gmean: 0.5897 (best 0.6229)
2025-05-09 21:46:54 - Epoch 171 伪标签: 正样本: 9577 (52.1%), 负样本: 8802 (47.9%)
2025-05-09 21:46:54 - Epoch 171, 测试集 AUC: 0.6791, PRE: 0.2745, REC: 0.4136, MF1: 0.5904, ACC1: 0.4136, ACC0: 0.8142, Gmean: 0.5803
2025-05-09 21:46:54 - Epoch 171, val mf1: 0.5985, val ACC1: 0.4228, val ACC0: 0.8209, val Gmean: 0.5892 (best 0.6229)
2025-05-09 21:46:55 - Epoch 172 伪标签: 正样本: 9496 (51.7%), 负样本: 8883 (48.3%)
2025-05-09 21:46:55 - Epoch 172, 测试集 AUC: 0.6769, PRE: 0.2737, REC: 0.4214, MF1: 0.5904, ACC1: 0.4214, ACC0: 0.8099, Gmean: 0.5842
2025-05-09 21:46:55 - Epoch 172, val mf1: 0.5961, val ACC1: 0.4281, val ACC0: 0.8146, val Gmean: 0.5906 (best 0.6229)
2025-05-09 21:46:55 - Epoch 173 伪标签: 正样本: 9543 (51.9%), 负样本: 8836 (48.1%)
2025-05-09 21:46:56 - Epoch 173, 测试集 AUC: 0.6751, PRE: 0.2720, REC: 0.4232, MF1: 0.5893, ACC1: 0.4232, ACC0: 0.8074, Gmean: 0.5846
2025-05-09 21:46:56 - Epoch 173, val mf1: 0.5944, val ACC1: 0.4274, val ACC0: 0.8127, val Gmean: 0.5893 (best 0.6229)
2025-05-09 21:46:56 - Epoch 174 伪标签: 正样本: 9506 (51.7%), 负样本: 8873 (48.3%)
2025-05-09 21:46:57 - Epoch 174, 测试集 AUC: 0.6731, PRE: 0.2713, REC: 0.4236, MF1: 0.5889, ACC1: 0.4236, ACC0: 0.8066, Gmean: 0.5845
2025-05-09 21:46:57 - Epoch 174, val mf1: 0.5920, val ACC1: 0.4221, val ACC0: 0.8120, val Gmean: 0.5854 (best 0.6229)
2025-05-09 21:46:57 - Epoch 175 伪标签: 正样本: 9544 (51.9%), 负样本: 8835 (48.1%)
2025-05-09 21:46:58 - Epoch 175, 测试集 AUC: 0.6702, PRE: 0.2688, REC: 0.4192, MF1: 0.5870, ACC1: 0.4192, ACC0: 0.8061, Gmean: 0.5813
2025-05-09 21:46:58 - Epoch 175, val mf1: 0.5904, val ACC1: 0.4198, val ACC0: 0.8109, val Gmean: 0.5834 (best 0.6229)
2025-05-09 21:46:58 - Epoch 176 伪标签: 正样本: 9522 (51.8%), 负样本: 8857 (48.2%)
2025-05-09 21:46:59 - Epoch 176, 测试集 AUC: 0.6688, PRE: 0.2687, REC: 0.4177, MF1: 0.5868, ACC1: 0.4177, ACC0: 0.8068, Gmean: 0.5805
2025-05-09 21:46:59 - Epoch 176, val mf1: 0.5900, val ACC1: 0.4160, val ACC0: 0.8123, val Gmean: 0.5813 (best 0.6229)
2025-05-09 21:46:59 - Epoch 177 伪标签: 正样本: 9548 (52.0%), 负样本: 8831 (48.0%)
2025-05-09 21:46:59 - Epoch 177, 测试集 AUC: 0.6653, PRE: 0.2662, REC: 0.4259, MF1: 0.5856, ACC1: 0.4259, ACC0: 0.8005, Gmean: 0.5839
2025-05-09 21:46:59 - Epoch 177, val mf1: 0.5886, val ACC1: 0.4221, val ACC0: 0.8070, val Gmean: 0.5836 (best 0.6229)
2025-05-09 21:47:00 - Epoch 178 伪标签: 正样本: 9552 (52.0%), 负样本: 8827 (48.0%)
2025-05-09 21:47:00 - Epoch 178, 测试集 AUC: 0.6617, PRE: 0.2645, REC: 0.4218, MF1: 0.5842, ACC1: 0.4218, ACC0: 0.8006, Gmean: 0.5811
2025-05-09 21:47:00 - Epoch 178, val mf1: 0.5867, val ACC1: 0.4153, val ACC0: 0.8079, val Gmean: 0.5792 (best 0.6229)
2025-05-09 21:47:00 - Epoch 179 伪标签: 正样本: 9466 (51.5%), 负样本: 8913 (48.5%)
2025-05-09 21:47:01 - Epoch 179, 测试集 AUC: 0.6617, PRE: 0.2669, REC: 0.4165, MF1: 0.5856, ACC1: 0.4165, ACC0: 0.8055, Gmean: 0.5792
2025-05-09 21:47:01 - Epoch 179, val mf1: 0.5894, val ACC1: 0.4160, val ACC0: 0.8114, val Gmean: 0.5810 (best 0.6229)
2025-05-09 21:47:01 - Epoch 180 伪标签: 正样本: 9573 (52.1%), 负样本: 8806 (47.9%)
2025-05-09 21:47:02 - Epoch 180, 有标签损失: 0.0319, 一致性损失: 0.0000, 伪标签损失: 0.9584, LPL损失: 8.7689, 聚类损失: 2.3953, 总损失: 0.9565
2025-05-09 21:47:02 - Epoch 180, 测试集 AUC: 0.6603, PRE: 0.2654, REC: 0.4154, MF1: 0.5845, ACC1: 0.4154, ACC0: 0.8046, Gmean: 0.5781
2025-05-09 21:47:02 - Epoch 180, val mf1: 0.5883, val ACC1: 0.4160, val ACC0: 0.8098, val Gmean: 0.5804 (best 0.6229)
2025-05-09 21:47:02 - Epoch 181 伪标签: 正样本: 9546 (51.9%), 负样本: 8833 (48.1%)
2025-05-09 21:47:03 - Epoch 181, 测试集 AUC: 0.6623, PRE: 0.2688, REC: 0.4080, MF1: 0.5864, ACC1: 0.4080, ACC0: 0.8113, Gmean: 0.5753
2025-05-09 21:47:03 - Epoch 181, val mf1: 0.5924, val ACC1: 0.4145, val ACC0: 0.8166, val Gmean: 0.5818 (best 0.6229)
2025-05-09 21:47:03 - Epoch 182 伪标签: 正样本: 9550 (52.0%), 负样本: 8829 (48.0%)
2025-05-09 21:47:04 - Epoch 182, 测试集 AUC: 0.6712, PRE: 0.2779, REC: 0.3942, MF1: 0.5912, ACC1: 0.3942, ACC0: 0.8259, Gmean: 0.5706
2025-05-09 21:47:04 - Epoch 182, val mf1: 0.5993, val ACC1: 0.4047, val ACC0: 0.8317, val Gmean: 0.5801 (best 0.6229)
2025-05-09 21:47:04 - Epoch 183 伪标签: 正样本: 9462 (51.5%), 负样本: 8917 (48.5%)
2025-05-09 21:47:04 - Epoch 183, 测试集 AUC: 0.6768, PRE: 0.2851, REC: 0.3826, MF1: 0.5944, ACC1: 0.3826, ACC0: 0.8369, Gmean: 0.5659
2025-05-09 21:47:04 - Epoch 183, val mf1: 0.6049, val ACC1: 0.3956, val ACC0: 0.8444, val Gmean: 0.5780 (best 0.6229)
2025-05-09 21:47:05 - Epoch 184 伪标签: 正样本: 9505 (51.7%), 负样本: 8874 (48.3%)
2025-05-09 21:47:05 - Epoch 184, 测试集 AUC: 0.6805, PRE: 0.2898, REC: 0.3785, MF1: 0.5965, ACC1: 0.3785, ACC0: 0.8423, Gmean: 0.5647
2025-05-09 21:47:05 - Epoch 184, val mf1: 0.6075, val ACC1: 0.3941, val ACC0: 0.8488, val Gmean: 0.5784 (best 0.6229)
2025-05-09 21:47:05 - Epoch 185 伪标签: 正样本: 9513 (51.8%), 负样本: 8866 (48.2%)
2025-05-09 21:47:06 - Epoch 185, 测试集 AUC: 0.6823, PRE: 0.2924, REC: 0.3830, MF1: 0.5984, ACC1: 0.3830, ACC0: 0.8424, Gmean: 0.5680
2025-05-09 21:47:06 - Epoch 185, val mf1: 0.6071, val ACC1: 0.3933, val ACC0: 0.8488, val Gmean: 0.5778 (best 0.6229)
2025-05-09 21:47:06 - Epoch 186 伪标签: 正样本: 9494 (51.7%), 负样本: 8885 (48.3%)
2025-05-09 21:47:07 - Epoch 186, 测试集 AUC: 0.6784, PRE: 0.2847, REC: 0.4001, MF1: 0.5957, ACC1: 0.4001, ACC0: 0.8291, Gmean: 0.5760
2025-05-09 21:47:07 - Epoch 186, val mf1: 0.6070, val ACC1: 0.4168, val ACC0: 0.8359, val Gmean: 0.5903 (best 0.6229)
2025-05-09 21:47:07 - Epoch 187 伪标签: 正样本: 9494 (51.7%), 负样本: 8885 (48.3%)
2025-05-09 21:47:08 - Epoch 187, 测试集 AUC: 0.6830, PRE: 0.2864, REC: 0.4151, MF1: 0.5979, ACC1: 0.4151, ACC0: 0.8242, Gmean: 0.5849
2025-05-09 21:47:08 - Epoch 187, val mf1: 0.6065, val ACC1: 0.4281, val ACC0: 0.8294, val Gmean: 0.5959 (best 0.6229)
2025-05-09 21:47:08 - Epoch 188 伪标签: 正样本: 9408 (51.2%), 负样本: 8971 (48.8%)
2025-05-09 21:47:09 - Epoch 188, 测试集 AUC: 0.6854, PRE: 0.2799, REC: 0.4478, MF1: 0.5959, ACC1: 0.4478, ACC0: 0.8042, Gmean: 0.6001
2025-05-09 21:47:09 - Epoch 188, val mf1: 0.6010, val ACC1: 0.4554, val ACC0: 0.8076, val Gmean: 0.6064 (best 0.6229)
2025-05-09 21:47:09 - Epoch 189 伪标签: 正样本: 9509 (51.7%), 负样本: 8870 (48.3%)
2025-05-09 21:47:09 - Epoch 189, 测试集 AUC: 0.6834, PRE: 0.2682, REC: 0.4952, MF1: 0.5890, ACC1: 0.4952, ACC0: 0.7703, Gmean: 0.6176
2025-05-09 21:47:09 - Epoch 189, val mf1: 0.5952, val ACC1: 0.5030, val ACC0: 0.7756, val Gmean: 0.6246 (best 0.6229)
2025-05-09 21:47:10 - Epoch 190 伪标签: 正样本: 9566 (52.0%), 负样本: 8813 (48.0%)
2025-05-09 21:47:10 - Epoch 190, 有标签损失: 0.0418, 一致性损失: 0.0000, 伪标签损失: 0.9129, LPL损失: 8.8768, 聚类损失: 2.1838, 总损失: 1.9693
2025-05-09 21:47:10 - Epoch 190, 测试集 AUC: 0.6837, PRE: 0.2590, REC: 0.5346, MF1: 0.5813, ACC1: 0.5346, ACC0: 0.7400, Gmean: 0.6290
2025-05-09 21:47:10 - Epoch 190, val mf1: 0.5892, val ACC1: 0.5477, val ACC0: 0.7459, val Gmean: 0.6391 (best 0.6229)
2025-05-09 21:47:11 - Epoch 191 伪标签: 正样本: 9663 (52.6%), 负样本: 8716 (47.4%)
2025-05-09 21:47:11 - Epoch 191, 测试集 AUC: 0.6768, PRE: 0.3409, REC: 0.1967, MF1: 0.5762, ACC1: 0.1967, ACC0: 0.9353, Gmean: 0.4290
2025-05-09 21:47:11 - Epoch 191, val mf1: 0.5942, val ACC1: 0.2194, val ACC0: 0.9415, val Gmean: 0.4545 (best 0.6229)
2025-05-09 21:47:11 - Epoch 192 伪标签: 正样本: 9716 (52.9%), 负样本: 8663 (47.1%)
2025-05-09 21:47:12 - Epoch 192, 测试集 AUC: 0.6709, PRE: 0.3312, REC: 0.2131, MF1: 0.5795, ACC1: 0.2131, ACC0: 0.9269, Gmean: 0.4444
2025-05-09 21:47:12 - Epoch 192, val mf1: 0.5946, val ACC1: 0.2307, val ACC0: 0.9337, val Gmean: 0.4641 (best 0.6229)
2025-05-09 21:47:12 - Epoch 193 伪标签: 正样本: 9725 (52.9%), 负样本: 8654 (47.1%)
2025-05-09 21:47:13 - Epoch 193, 测试集 AUC: 0.6669, PRE: 0.3173, REC: 0.2254, MF1: 0.5795, ACC1: 0.2254, ACC0: 0.9175, Gmean: 0.4548
2025-05-09 21:47:13 - Epoch 193, val mf1: 0.5941, val ACC1: 0.2443, val ACC0: 0.9232, val Gmean: 0.4749 (best 0.6229)
2025-05-09 21:47:13 - Epoch 194 伪标签: 正样本: 9767 (53.1%), 负样本: 8612 (46.9%)
2025-05-09 21:47:14 - Epoch 194, 测试集 AUC: 0.6626, PRE: 0.3073, REC: 0.2332, MF1: 0.5788, ACC1: 0.2332, ACC0: 0.9106, Gmean: 0.4609
2025-05-09 21:47:14 - Epoch 194, val mf1: 0.5949, val ACC1: 0.2549, val ACC0: 0.9169, val Gmean: 0.4835 (best 0.6229)
2025-05-09 21:47:14 - Epoch 195 伪标签: 正样本: 9944 (54.1%), 负样本: 8435 (45.9%)
2025-05-09 21:47:14 - Epoch 195, 测试集 AUC: 0.6610, PRE: 0.3041, REC: 0.2321, MF1: 0.5775, ACC1: 0.2321, ACC0: 0.9097, Gmean: 0.4595
2025-05-09 21:47:14 - Epoch 195, val mf1: 0.5930, val ACC1: 0.2534, val ACC0: 0.9155, val Gmean: 0.4817 (best 0.6229)
2025-05-09 21:47:15 - Epoch 196 伪标签: 正样本: 9922 (54.0%), 负样本: 8457 (46.0%)
2025-05-09 21:47:15 - Epoch 196, 测试集 AUC: 0.6609, PRE: 0.3091, REC: 0.2213, MF1: 0.5761, ACC1: 0.2213, ACC0: 0.9159, Gmean: 0.4502
2025-05-09 21:47:15 - Epoch 196, val mf1: 0.5897, val ACC1: 0.2383, val ACC0: 0.9218, val Gmean: 0.4687 (best 0.6229)
2025-05-09 21:47:16 - Epoch 197 伪标签: 正样本: 9928 (54.0%), 负样本: 8451 (46.0%)
2025-05-09 21:47:16 - Epoch 197, 测试集 AUC: 0.6621, PRE: 0.3142, REC: 0.1975, MF1: 0.5704, ACC1: 0.1975, ACC0: 0.9267, Gmean: 0.4278
2025-05-09 21:47:16 - Epoch 197, val mf1: 0.5886, val ACC1: 0.2194, val ACC0: 0.9343, val Gmean: 0.4527 (best 0.6229)
2025-05-09 21:47:16 - Epoch 198 伪标签: 正样本: 9900 (53.9%), 负样本: 8479 (46.1%)
2025-05-09 21:47:17 - Epoch 198, 测试集 AUC: 0.6647, PRE: 0.3311, REC: 0.1669, MF1: 0.5633, ACC1: 0.1669, ACC0: 0.9427, Gmean: 0.3967
2025-05-09 21:47:17 - Epoch 198, val mf1: 0.5775, val ACC1: 0.1861, val ACC0: 0.9459, val Gmean: 0.4195 (best 0.6229)
2025-05-09 21:47:17 - Epoch 199 伪标签: 正样本: 9740 (53.0%), 负样本: 8639 (47.0%)
2025-05-09 21:47:18 - Epoch 199, 测试集 AUC: 0.6663, PRE: 0.2419, REC: 0.5369, MF1: 0.5650, ACC1: 0.5369, ACC0: 0.7139, Gmean: 0.6191
2025-05-09 21:47:18 - Epoch 199, val mf1: 0.5702, val ACC1: 0.5393, val ACC0: 0.7208, val Gmean: 0.6235 (best 0.6229)
2025-05-09 21:47:18 - Epoch 200 伪标签: 正样本: 9660 (52.6%), 负样本: 8719 (47.4%)
2025-05-09 21:47:19 - Epoch 200, 有标签损失: 0.0993, 一致性损失: 0.0000, 伪标签损失: 0.9014, LPL损失: 6.9299, 聚类损失: 2.2419, 总损失: 1.3174
2025-05-09 21:47:19 - Epoch 200, 测试集 AUC: 0.6673, PRE: 0.2518, REC: 0.4851, MF1: 0.5756, ACC1: 0.4851, ACC0: 0.7550, Gmean: 0.6052
2025-05-09 21:47:19 - Epoch 200, val mf1: 0.5816, val ACC1: 0.4902, val ACC0: 0.7617, val Gmean: 0.6110 (best 0.6229)
2025-05-09 21:47:19 - Epoch 201 伪标签: 正样本: 9594 (52.2%), 负样本: 8785 (47.8%)
2025-05-09 21:47:19 - Epoch 201, 测试集 AUC: 0.6678, PRE: 0.2605, REC: 0.4452, MF1: 0.5821, ACC1: 0.4452, ACC0: 0.7852, Gmean: 0.5913
2025-05-09 21:47:19 - Epoch 201, val mf1: 0.5927, val ACC1: 0.4531, val ACC0: 0.7968, val Gmean: 0.6009 (best 0.6229)
2025-05-09 21:47:20 - Epoch 202 伪标签: 正样本: 9598 (52.2%), 负样本: 8781 (47.8%)
2025-05-09 21:47:20 - Epoch 202, 测试集 AUC: 0.6725, PRE: 0.2670, REC: 0.4143, MF1: 0.5855, ACC1: 0.4143, ACC0: 0.8066, Gmean: 0.5781
2025-05-09 21:47:20 - Epoch 202, val mf1: 0.5989, val ACC1: 0.4281, val ACC0: 0.8187, val Gmean: 0.5920 (best 0.6229)
2025-05-09 21:47:21 - Epoch 203 伪标签: 正样本: 9567 (52.1%), 负样本: 8812 (47.9%)
2025-05-09 21:47:21 - Epoch 203, 测试集 AUC: 0.6739, PRE: 0.2732, REC: 0.3931, MF1: 0.5882, ACC1: 0.3931, ACC0: 0.8222, Gmean: 0.5685
2025-05-09 21:47:21 - Epoch 203, val mf1: 0.6029, val ACC1: 0.4107, val ACC0: 0.8335, val Gmean: 0.5851 (best 0.6229)
2025-05-09 21:47:21 - Epoch 204 伪标签: 正样本: 9503 (51.7%), 负样本: 8876 (48.3%)
2025-05-09 21:47:22 - Epoch 204, 测试集 AUC: 0.6758, PRE: 0.2786, REC: 0.3733, MF1: 0.5898, ACC1: 0.3733, ACC0: 0.8357, Gmean: 0.5586
2025-05-09 21:47:22 - Epoch 204, val mf1: 0.6029, val ACC1: 0.3888, val ACC0: 0.8454, val Gmean: 0.5733 (best 0.6229)
2025-05-09 21:47:22 - Epoch 205 伪标签: 正样本: 9433 (51.3%), 负样本: 8946 (48.7%)
2025-05-09 21:47:23 - Epoch 205, 测试集 AUC: 0.6762, PRE: 0.2800, REC: 0.3689, MF1: 0.5902, ACC1: 0.3689, ACC0: 0.8388, Gmean: 0.5562
2025-05-09 21:47:23 - Epoch 205, val mf1: 0.6035, val ACC1: 0.3858, val ACC0: 0.8479, val Gmean: 0.5719 (best 0.6229)
2025-05-09 21:47:23 - Epoch 206 伪标签: 正样本: 9393 (51.1%), 负样本: 8986 (48.9%)
2025-05-09 21:47:24 - Epoch 206, 测试集 AUC: 0.6744, PRE: 0.2787, REC: 0.3756, MF1: 0.5901, ACC1: 0.3756, ACC0: 0.8348, Gmean: 0.5599
2025-05-09 21:47:24 - Epoch 206, val mf1: 0.6026, val ACC1: 0.3896, val ACC0: 0.8447, val Gmean: 0.5736 (best 0.6229)
2025-05-09 21:47:24 - Epoch 207 伪标签: 正样本: 9425 (51.3%), 负样本: 8954 (48.7%)
2025-05-09 21:47:25 - Epoch 207, 测试集 AUC: 0.6705, PRE: 0.2730, REC: 0.3875, MF1: 0.5877, ACC1: 0.3875, ACC0: 0.8246, Gmean: 0.5652
2025-05-09 21:47:25 - Epoch 207, val mf1: 0.6011, val ACC1: 0.4024, val ACC0: 0.8355, val Gmean: 0.5799 (best 0.6229)
2025-05-09 21:47:25 - Epoch 208 伪标签: 正样本: 9446 (51.4%), 负样本: 8933 (48.6%)
2025-05-09 21:47:25 - Epoch 208, 测试集 AUC: 0.6650, PRE: 0.2662, REC: 0.4083, MF1: 0.5847, ACC1: 0.4083, ACC0: 0.8087, Gmean: 0.5746
2025-05-09 21:47:25 - Epoch 208, val mf1: 0.5946, val ACC1: 0.4168, val ACC0: 0.8186, val Gmean: 0.5841 (best 0.6229)
2025-05-09 21:47:26 - Epoch 209 伪标签: 正样本: 9443 (51.4%), 负样本: 8936 (48.6%)
2025-05-09 21:47:26 - Epoch 209, 测试集 AUC: 0.6585, PRE: 0.2547, REC: 0.4329, MF1: 0.5775, ACC1: 0.4329, ACC0: 0.7847, Gmean: 0.5828
2025-05-09 21:47:26 - Epoch 209, val mf1: 0.5897, val ACC1: 0.4486, val ACC0: 0.7948, val Gmean: 0.5971 (best 0.6229)
2025-05-09 21:47:26 - Epoch 210 伪标签: 正样本: 9516 (51.8%), 负样本: 8863 (48.2%)
2025-05-09 21:47:27 - Epoch 210, 有标签损失: 0.0636, 一致性损失: 0.0000, 伪标签损失: 0.7921, LPL损失: 8.3421, 聚类损失: 1.7403, 总损失: 1.9053
2025-05-09 21:47:27 - Epoch 210, 测试集 AUC: 0.6514, PRE: 0.2411, REC: 0.4586, MF1: 0.5667, ACC1: 0.4586, ACC0: 0.7547, Gmean: 0.5883
2025-05-09 21:47:27 - Epoch 210, val mf1: 0.5807, val ACC1: 0.4773, val ACC0: 0.7667, val Gmean: 0.6050 (best 0.6229)
2025-05-09 21:47:27 - Epoch 211 伪标签: 正样本: 9579 (52.1%), 负样本: 8800 (47.9%)
2025-05-09 21:47:28 - Epoch 211, 测试集 AUC: 0.6509, PRE: 0.3212, REC: 0.1483, MF1: 0.5541, ACC1: 0.1483, ACC0: 0.9467, Gmean: 0.3747
2025-05-09 21:47:28 - Epoch 211, val mf1: 0.5705, val ACC1: 0.1717, val ACC0: 0.9486, val Gmean: 0.4036 (best 0.6229)
2025-05-09 21:47:28 - Epoch 212 伪标签: 正样本: 9680 (52.7%), 负样本: 8699 (47.3%)
2025-05-09 21:47:29 - Epoch 212, 测试集 AUC: 0.6548, PRE: 0.3193, REC: 0.1721, MF1: 0.5630, ACC1: 0.1721, ACC0: 0.9376, Gmean: 0.4017
2025-05-09 21:47:29 - Epoch 212, val mf1: 0.5805, val ACC1: 0.1974, val ACC0: 0.9406, val Gmean: 0.4309 (best 0.6229)
2025-05-09 21:47:29 - Epoch 213 伪标签: 正样本: 9653 (52.5%), 负样本: 8726 (47.5%)
2025-05-09 21:47:30 - Epoch 213, 测试集 AUC: 0.6602, PRE: 0.3154, REC: 0.1986, MF1: 0.5711, ACC1: 0.1986, ACC0: 0.9267, Gmean: 0.4290
2025-05-09 21:47:30 - Epoch 213, val mf1: 0.5847, val ACC1: 0.2194, val ACC0: 0.9292, val Gmean: 0.4515 (best 0.6229)
2025-05-09 21:47:30 - Epoch 214 伪标签: 正样本: 9754 (53.1%), 负样本: 8625 (46.9%)
2025-05-09 21:47:30 - Epoch 214, 测试集 AUC: 0.6642, PRE: 0.3079, REC: 0.2161, MF1: 0.5743, ACC1: 0.2161, ACC0: 0.9174, Gmean: 0.4453
2025-05-09 21:47:30 - Epoch 214, val mf1: 0.5918, val ACC1: 0.2436, val ACC0: 0.9208, val Gmean: 0.4736 (best 0.6229)
2025-05-09 21:47:31 - Epoch 215 伪标签: 正样本: 9676 (52.6%), 负样本: 8703 (47.4%)
2025-05-09 21:47:31 - Epoch 215, 测试集 AUC: 0.6659, PRE: 0.3022, REC: 0.2396, MF1: 0.5788, ACC1: 0.2396, ACC0: 0.9060, Gmean: 0.4659
2025-05-09 21:47:31 - Epoch 215, val mf1: 0.5947, val ACC1: 0.2648, val ACC0: 0.9100, val Gmean: 0.4908 (best 0.6229)
2025-05-09 21:47:32 - Epoch 216 伪标签: 正样本: 9843 (53.6%), 负样本: 8536 (46.4%)
2025-05-09 21:47:32 - Epoch 216, 测试集 AUC: 0.6657, PRE: 0.3042, REC: 0.2619, MF1: 0.5846, ACC1: 0.2619, ACC0: 0.8982, Gmean: 0.4850
2025-05-09 21:47:32 - Epoch 216, val mf1: 0.5962, val ACC1: 0.2806, val ACC0: 0.9014, val Gmean: 0.5029 (best 0.6229)
2025-05-09 21:47:32 - Epoch 217 伪标签: 正样本: 9870 (53.7%), 负样本: 8509 (46.3%)
2025-05-09 21:47:33 - Epoch 217, 测试集 AUC: 0.6655, PRE: 0.3036, REC: 0.2712, MF1: 0.5864, ACC1: 0.2712, ACC0: 0.8942, Gmean: 0.4925
2025-05-09 21:47:33 - Epoch 217, val mf1: 0.5974, val ACC1: 0.2897, val ACC0: 0.8970, val Gmean: 0.5098 (best 0.6229)
2025-05-09 21:47:33 - Epoch 218 伪标签: 正样本: 9840 (53.5%), 负样本: 8539 (46.5%)
2025-05-09 21:47:34 - Epoch 218, 测试集 AUC: 0.6686, PRE: 0.3059, REC: 0.2779, MF1: 0.5886, ACC1: 0.2779, ACC0: 0.8928, Gmean: 0.4981
2025-05-09 21:47:34 - Epoch 218, val mf1: 0.5997, val ACC1: 0.2965, val ACC0: 0.8957, val Gmean: 0.5154 (best 0.6229)
2025-05-09 21:47:34 - Epoch 219 伪标签: 正样本: 9929 (54.0%), 负样本: 8450 (46.0%)
2025-05-09 21:47:35 - Epoch 219, 测试集 AUC: 0.6707, PRE: 0.3064, REC: 0.2779, MF1: 0.5888, ACC1: 0.2779, ACC0: 0.8930, Gmean: 0.4982
2025-05-09 21:47:35 - Epoch 219, val mf1: 0.6008, val ACC1: 0.2988, val ACC0: 0.8957, val Gmean: 0.5173 (best 0.6229)
2025-05-09 21:47:35 - Epoch 220 伪标签: 正样本: 9906 (53.9%), 负样本: 8473 (46.1%)
2025-05-09 21:47:35 - Epoch 220, 有标签损失: 0.1390, 一致性损失: 0.0000, 伪标签损失: 0.7793, LPL损失: 7.1113, 聚类损失: 1.6226, 总损失: 1.5564
2025-05-09 21:47:35 - Epoch 220, 测试集 AUC: 0.6722, PRE: 0.3096, REC: 0.2742, MF1: 0.5891, ACC1: 0.2742, ACC0: 0.8961, Gmean: 0.4957
2025-05-09 21:47:35 - Epoch 220, val mf1: 0.6036, val ACC1: 0.2995, val ACC0: 0.8989, val Gmean: 0.5189 (best 0.6229)
2025-05-09 21:47:36 - Epoch 221 伪标签: 正样本: 9908 (53.9%), 负样本: 8471 (46.1%)
2025-05-09 21:47:36 - Epoch 221, 测试集 AUC: 0.6745, PRE: 0.3173, REC: 0.2697, MF1: 0.5908, ACC1: 0.2697, ACC0: 0.9013, Gmean: 0.4931
2025-05-09 21:47:36 - Epoch 221, val mf1: 0.6025, val ACC1: 0.2927, val ACC0: 0.9018, val Gmean: 0.5138 (best 0.6229)
2025-05-09 21:47:37 - Epoch 222 伪标签: 正样本: 9842 (53.6%), 负样本: 8537 (46.4%)
2025-05-09 21:47:37 - Epoch 222, 测试集 AUC: 0.6752, PRE: 0.3189, REC: 0.2630, MF1: 0.5898, ACC1: 0.2630, ACC0: 0.9045, Gmean: 0.4878
2025-05-09 21:47:37 - Epoch 222, val mf1: 0.6039, val ACC1: 0.2882, val ACC0: 0.9065, val Gmean: 0.5111 (best 0.6229)
2025-05-09 21:47:37 - Epoch 223 伪标签: 正样本: 9886 (53.8%), 负样本: 8493 (46.2%)
2025-05-09 21:47:38 - Epoch 223, 测试集 AUC: 0.6763, PRE: 0.3219, REC: 0.2627, MF1: 0.5906, ACC1: 0.2627, ACC0: 0.9060, Gmean: 0.4878
2025-05-09 21:47:38 - Epoch 223, val mf1: 0.6035, val ACC1: 0.2859, val ACC0: 0.9074, val Gmean: 0.5094 (best 0.6229)
2025-05-09 21:47:38 - Epoch 224 伪标签: 正样本: 9763 (53.1%), 负样本: 8616 (46.9%)
2025-05-09 21:47:39 - Epoch 224, 测试集 AUC: 0.6777, PRE: 0.3243, REC: 0.2601, MF1: 0.5908, ACC1: 0.2601, ACC0: 0.9079, Gmean: 0.4859
2025-05-09 21:47:39 - Epoch 224, val mf1: 0.6052, val ACC1: 0.2859, val ACC0: 0.9096, val Gmean: 0.5100 (best 0.6229)
2025-05-09 21:47:39 - Epoch 225 伪标签: 正样本: 9859 (53.6%), 负样本: 8520 (46.4%)
2025-05-09 21:47:40 - Epoch 225, 测试集 AUC: 0.6780, PRE: 0.3253, REC: 0.2560, MF1: 0.5900, ACC1: 0.2560, ACC0: 0.9098, Gmean: 0.4826
2025-05-09 21:47:40 - Epoch 225, val mf1: 0.6046, val ACC1: 0.2821, val ACC0: 0.9113, val Gmean: 0.5071 (best 0.6229)
2025-05-09 21:47:40 - Epoch 226 伪标签: 正样本: 9805 (53.3%), 负样本: 8574 (46.7%)
2025-05-09 21:47:40 - Epoch 226, 测试集 AUC: 0.6761, PRE: 0.3243, REC: 0.2534, MF1: 0.5891, ACC1: 0.2534, ACC0: 0.9103, Gmean: 0.4802
2025-05-09 21:47:40 - Epoch 226, val mf1: 0.6038, val ACC1: 0.2799, val ACC0: 0.9118, val Gmean: 0.5052 (best 0.6229)
2025-05-09 21:47:41 - Epoch 227 伪标签: 正样本: 9841 (53.5%), 负样本: 8538 (46.5%)
2025-05-09 21:47:41 - Epoch 227, 测试集 AUC: 0.6717, PRE: 0.3191, REC: 0.2511, MF1: 0.5869, ACC1: 0.2511, ACC0: 0.9089, Gmean: 0.4778
2025-05-09 21:47:41 - Epoch 227, val mf1: 0.6019, val ACC1: 0.2776, val ACC0: 0.9108, val Gmean: 0.5028 (best 0.6229)
2025-05-09 21:47:41 - Epoch 228 伪标签: 正样本: 9851 (53.6%), 负样本: 8528 (46.4%)
2025-05-09 21:47:42 - Epoch 228, 测试集 AUC: 0.6704, PRE: 0.3162, REC: 0.2571, MF1: 0.5875, ACC1: 0.2571, ACC0: 0.9055, Gmean: 0.4825
2025-05-09 21:47:42 - Epoch 228, val mf1: 0.6011, val ACC1: 0.2799, val ACC0: 0.9083, val Gmean: 0.5042 (best 0.6229)
2025-05-09 21:47:42 - Epoch 229 伪标签: 正样本: 9862 (53.7%), 负样本: 8517 (46.3%)
2025-05-09 21:47:43 - Epoch 229, 测试集 AUC: 0.6654, PRE: 0.3105, REC: 0.2683, MF1: 0.5881, ACC1: 0.2683, ACC0: 0.8987, Gmean: 0.4910
2025-05-09 21:47:43 - Epoch 229, val mf1: 0.6001, val ACC1: 0.2905, val ACC0: 0.9001, val Gmean: 0.5113 (best 0.6229)
2025-05-09 21:47:43 - Epoch 230 伪标签: 正样本: 9896 (53.8%), 负样本: 8483 (46.2%)
2025-05-09 21:47:44 - Epoch 230, 有标签损失: 0.1135, 一致性损失: 0.0000, 伪标签损失: 0.7885, LPL损失: 7.2274, 聚类损失: 1.4832, 总损失: 1.7280
2025-05-09 21:47:44 - Epoch 230, 测试集 AUC: 0.6599, PRE: 0.3039, REC: 0.2671, MF1: 0.5856, ACC1: 0.2671, ACC0: 0.8960, Gmean: 0.4892
2025-05-09 21:47:44 - Epoch 230, val mf1: 0.5977, val ACC1: 0.2897, val ACC0: 0.8974, val Gmean: 0.5099 (best 0.6229)
2025-05-09 21:47:44 - Epoch 231 伪标签: 正样本: 9897 (53.8%), 负样本: 8482 (46.2%)
2025-05-09 21:47:45 - Epoch 231, 测试集 AUC: 0.6528, PRE: 0.2929, REC: 0.2653, MF1: 0.5812, ACC1: 0.2653, ACC0: 0.8911, Gmean: 0.4862
2025-05-09 21:47:45 - Epoch 231, val mf1: 0.5925, val ACC1: 0.2859, val ACC0: 0.8929, val Gmean: 0.5053 (best 0.6229)
2025-05-09 21:47:45 - Epoch 232 伪标签: 正样本: 9940 (54.1%), 负样本: 8439 (45.9%)
2025-05-09 21:47:45 - Epoch 232, 测试集 AUC: 0.6473, PRE: 0.2876, REC: 0.2619, MF1: 0.5786, ACC1: 0.2619, ACC0: 0.8897, Gmean: 0.4827
2025-05-09 21:47:45 - Epoch 232, val mf1: 0.5885, val ACC1: 0.2814, val ACC0: 0.8903, val Gmean: 0.5005 (best 0.6229)
2025-05-09 21:47:46 - Epoch 233 伪标签: 正样本: 9941 (54.1%), 负样本: 8438 (45.9%)
2025-05-09 21:47:46 - Epoch 233, 测试集 AUC: 0.6403, PRE: 0.2842, REC: 0.2537, MF1: 0.5757, ACC1: 0.2537, ACC0: 0.8914, Gmean: 0.4756
2025-05-09 21:47:46 - Epoch 233, val mf1: 0.5842, val ACC1: 0.2731, val ACC0: 0.8899, val Gmean: 0.4930 (best 0.6229)
2025-05-09 21:47:46 - Epoch 234 伪标签: 正样本: 10027 (54.6%), 负样本: 8352 (45.4%)
2025-05-09 21:47:47 - Epoch 234, 测试集 AUC: 0.6402, PRE: 0.2828, REC: 0.2627, MF1: 0.5769, ACC1: 0.2627, ACC0: 0.8868, Gmean: 0.4826
2025-05-09 21:47:47 - Epoch 234, val mf1: 0.5843, val ACC1: 0.2776, val ACC0: 0.8871, val Gmean: 0.4963 (best 0.6229)
2025-05-09 21:47:47 - Epoch 235 伪标签: 正样本: 9943 (54.1%), 负样本: 8436 (45.9%)
2025-05-09 21:47:48 - Epoch 235, 测试集 AUC: 0.6401, PRE: 0.2781, REC: 0.2697, MF1: 0.5763, ACC1: 0.2697, ACC0: 0.8810, Gmean: 0.4875
2025-05-09 21:47:48 - Epoch 235, val mf1: 0.5841, val ACC1: 0.2844, val ACC0: 0.8822, val Gmean: 0.5009 (best 0.6229)
2025-05-09 21:47:48 - Epoch 236 伪标签: 正样本: 10049 (54.7%), 负样本: 8330 (45.3%)
2025-05-09 21:47:49 - Epoch 236, 测试集 AUC: 0.6372, PRE: 0.2765, REC: 0.2727, MF1: 0.5762, ACC1: 0.2727, ACC0: 0.8787, Gmean: 0.4895
2025-05-09 21:47:49 - Epoch 236, val mf1: 0.5830, val ACC1: 0.2874, val ACC0: 0.8786, val Gmean: 0.5025 (best 0.6229)
2025-05-09 21:47:49 - Epoch 237 伪标签: 正样本: 10086 (54.9%), 负样本: 8293 (45.1%)
2025-05-09 21:47:49 - Epoch 237, 测试集 AUC: 0.6392, PRE: 0.2840, REC: 0.2567, MF1: 0.5762, ACC1: 0.2567, ACC0: 0.8900, Gmean: 0.4780
2025-05-09 21:47:49 - Epoch 237, val mf1: 0.5852, val ACC1: 0.2761, val ACC0: 0.8893, val Gmean: 0.4955 (best 0.6229)
2025-05-09 21:47:50 - Epoch 238 伪标签: 正样本: 10014 (54.5%), 负样本: 8365 (45.5%)
2025-05-09 21:47:50 - Epoch 238, 测试集 AUC: 0.6457, PRE: 0.3019, REC: 0.2269, MF1: 0.5755, ACC1: 0.2269, ACC0: 0.9108, Gmean: 0.4546
2025-05-09 21:47:50 - Epoch 238, val mf1: 0.5852, val ACC1: 0.2458, val ACC0: 0.9104, val Gmean: 0.4731 (best 0.6229)
2025-05-09 21:47:50 - Epoch 239 伪标签: 正样本: 9987 (54.3%), 负样本: 8392 (45.7%)
2025-05-09 21:47:51 - Epoch 239, 测试集 AUC: 0.6492, PRE: 0.3215, REC: 0.2023, MF1: 0.5737, ACC1: 0.2023, ACC0: 0.9274, Gmean: 0.4332
2025-05-09 21:47:51 - Epoch 239, val mf1: 0.5803, val ACC1: 0.2156, val ACC0: 0.9261, val Gmean: 0.4468 (best 0.6229)
2025-05-09 21:47:51 - Epoch 240 伪标签: 正样本: 9920 (54.0%), 负样本: 8459 (46.0%)
2025-05-09 21:47:52 - Epoch 240, 有标签损失: 0.1365, 一致性损失: 0.0000, 伪标签损失: 0.7005, LPL损失: 6.7613, 聚类损失: 1.3151, 总损失: 1.9678
2025-05-09 21:47:52 - Epoch 240, 测试集 AUC: 0.6492, PRE: 0.3290, REC: 0.1800, MF1: 0.5678, ACC1: 0.1800, ACC0: 0.9376, Gmean: 0.4108
2025-05-09 21:47:52 - Epoch 240, val mf1: 0.5723, val ACC1: 0.1884, val ACC0: 0.9369, val Gmean: 0.4201 (best 0.6229)
2025-05-09 21:47:52 - Epoch 241 伪标签: 正样本: 9755 (53.1%), 负样本: 8624 (46.9%)
2025-05-09 21:47:53 - Epoch 241, 测试集 AUC: 0.6512, PRE: 0.3430, REC: 0.1669, MF1: 0.5653, ACC1: 0.1669, ACC0: 0.9457, Gmean: 0.3973
2025-05-09 21:47:53 - Epoch 241, val mf1: 0.5681, val ACC1: 0.1725, val ACC0: 0.9446, val Gmean: 0.4036 (best 0.6229)
2025-05-09 21:47:53 - Epoch 242 伪标签: 正样本: 9818 (53.4%), 负样本: 8561 (46.6%)
2025-05-09 21:47:53 - Epoch 242, 测试集 AUC: 0.6534, PRE: 0.3428, REC: 0.1624, MF1: 0.5635, ACC1: 0.1624, ACC0: 0.9471, Gmean: 0.3922
2025-05-09 21:47:53 - Epoch 242, val mf1: 0.5688, val ACC1: 0.1717, val ACC0: 0.9463, val Gmean: 0.4031 (best 0.6229)
2025-05-09 21:47:54 - Epoch 243 伪标签: 正样本: 9828 (53.5%), 负样本: 8551 (46.5%)
2025-05-09 21:47:54 - Epoch 243, 测试集 AUC: 0.6499, PRE: 0.3364, REC: 0.1643, MF1: 0.5632, ACC1: 0.1643, ACC0: 0.9449, Gmean: 0.3940
2025-05-09 21:47:54 - Epoch 243, val mf1: 0.5684, val ACC1: 0.1732, val ACC0: 0.9443, val Gmean: 0.4044 (best 0.6229)
2025-05-09 21:47:54 - Epoch 244 伪标签: 正样本: 9885 (53.8%), 负样本: 8494 (46.2%)
2025-05-09 21:47:55 - Epoch 244, 测试集 AUC: 0.6419, PRE: 0.3238, REC: 0.1721, MF1: 0.5639, ACC1: 0.1721, ACC0: 0.9389, Gmean: 0.4020
2025-05-09 21:47:55 - Epoch 244, val mf1: 0.5708, val ACC1: 0.1838, val ACC0: 0.9385, val Gmean: 0.4153 (best 0.6229)
2025-05-09 21:47:55 - Epoch 245 伪标签: 正样本: 9804 (53.3%), 负样本: 8575 (46.7%)
2025-05-09 21:47:56 - Epoch 245, 测试集 AUC: 0.6302, PRE: 0.3057, REC: 0.1773, MF1: 0.5620, ACC1: 0.1773, ACC0: 0.9315, Gmean: 0.4065
2025-05-09 21:47:56 - Epoch 245, val mf1: 0.5655, val ACC1: 0.1861, val ACC0: 0.9292, val Gmean: 0.4158 (best 0.6229)
2025-05-09 21:47:56 - Epoch 246 伪标签: 正样本: 9885 (53.8%), 负样本: 8494 (46.2%)
2025-05-09 21:47:57 - Epoch 246, 测试集 AUC: 0.6157, PRE: 0.2835, REC: 0.1852, MF1: 0.5591, ACC1: 0.1852, ACC0: 0.9205, Gmean: 0.4128
2025-05-09 21:47:57 - Epoch 246, val mf1: 0.5637, val ACC1: 0.1944, val ACC0: 0.9195, val Gmean: 0.4228 (best 0.6229)
2025-05-09 21:47:57 - Epoch 247 伪标签: 正样本: 9887 (53.8%), 负样本: 8492 (46.2%)
2025-05-09 21:47:57 - Epoch 247, 测试集 AUC: 0.6074, PRE: 0.2662, REC: 0.1990, MF1: 0.5577, ACC1: 0.1990, ACC0: 0.9068, Gmean: 0.4247
2025-05-09 21:47:57 - Epoch 247, val mf1: 0.5612, val ACC1: 0.2073, val ACC0: 0.9052, val Gmean: 0.4332 (best 0.6229)
2025-05-09 21:47:58 - Epoch 248 伪标签: 正样本: 9942 (54.1%), 负样本: 8437 (45.9%)
2025-05-09 21:47:58 - Epoch 248, 测试集 AUC: 0.6079, PRE: 0.2680, REC: 0.2094, MF1: 0.5607, ACC1: 0.2094, ACC0: 0.9028, Gmean: 0.4348
2025-05-09 21:47:58 - Epoch 248, val mf1: 0.5619, val ACC1: 0.2126, val ACC0: 0.9020, val Gmean: 0.4379 (best 0.6229)
2025-05-09 21:47:59 - Epoch 249 伪标签: 正样本: 9907 (53.9%), 负样本: 8472 (46.1%)
2025-05-09 21:47:59 - Epoch 249, 测试集 AUC: 0.6055, PRE: 0.2613, REC: 0.2157, MF1: 0.5598, ACC1: 0.2157, ACC0: 0.8963, Gmean: 0.4397
2025-05-09 21:47:59 - Epoch 249, val mf1: 0.5618, val ACC1: 0.2224, val ACC0: 0.8942, val Gmean: 0.4459 (best 0.6229)
2025-05-09 21:47:59 - Epoch 250 伪标签: 正样本: 9992 (54.4%), 负样本: 8387 (45.6%)
2025-05-09 21:48:00 - Epoch 250, 有标签损失: 0.0917, 一致性损失: 0.0000, 伪标签损失: 0.7680, LPL损失: 7.2739, 聚类损失: 1.2059, 总损失: 2.2331
2025-05-09 21:48:00 - Epoch 250, 测试集 AUC: 0.5933, PRE: 0.2445, REC: 0.2276, MF1: 0.5555, ACC1: 0.2276, ACC0: 0.8804, Gmean: 0.4477
2025-05-09 21:48:00 - Epoch 250, val mf1: 0.5565, val ACC1: 0.2337, val ACC0: 0.8773, val Gmean: 0.4528 (best 0.6229)
2025-05-09 21:48:00 - Epoch 251 伪标签: 正样本: 10050 (54.7%), 负样本: 8329 (45.3%)
2025-05-09 21:48:01 - Epoch 251, 测试集 AUC: 0.5760, PRE: 0.2189, REC: 0.2433, MF1: 0.5455, ACC1: 0.2433, ACC0: 0.8524, Gmean: 0.4554
2025-05-09 21:48:01 - Epoch 251, val mf1: 0.5485, val ACC1: 0.2504, val ACC0: 0.8520, val Gmean: 0.4619 (best 0.6229)
2025-05-09 21:48:01 - Epoch 252 伪标签: 正样本: 10124 (55.1%), 负样本: 8255 (44.9%)
2025-05-09 21:48:02 - Epoch 252, 测试集 AUC: 0.5582, PRE: 0.1980, REC: 0.2604, MF1: 0.5341, ACC1: 0.2604, ACC0: 0.8206, Gmean: 0.4623
2025-05-09 21:48:02 - Epoch 252, val mf1: 0.5380, val ACC1: 0.2746, val ACC0: 0.8173, val Gmean: 0.4737 (best 0.6229)
2025-05-09 21:48:02 - Epoch 253 伪标签: 正样本: 10167 (55.3%), 负样本: 8212 (44.7%)
2025-05-09 21:48:03 - Epoch 253, 测试集 AUC: 0.5423, PRE: 0.1806, REC: 0.2768, MF1: 0.5212, ACC1: 0.2768, ACC0: 0.7865, Gmean: 0.4666
2025-05-09 21:48:03 - Epoch 253, val mf1: 0.5251, val ACC1: 0.2927, val ACC0: 0.7826, val Gmean: 0.4786 (best 0.6229)
2025-05-09 21:48:03 - Epoch 254 伪标签: 正样本: 10175 (55.4%), 负样本: 8204 (44.6%)
2025-05-09 21:48:03 - Epoch 254, 测试集 AUC: 0.5290, PRE: 0.1671, REC: 0.2846, MF1: 0.5088, ACC1: 0.2846, ACC0: 0.7588, Gmean: 0.4647
2025-05-09 21:48:03 - Epoch 254, val mf1: 0.5143, val ACC1: 0.3041, val ACC0: 0.7559, val Gmean: 0.4794 (best 0.6229)
2025-05-09 21:48:04 - Epoch 255 伪标签: 正样本: 10347 (56.3%), 负样本: 8032 (43.7%)
2025-05-09 21:48:04 - Epoch 255, 测试集 AUC: 0.5015, PRE: 0.1469, REC: 0.3037, MF1: 0.4840, ACC1: 0.3037, ACC0: 0.7002, Gmean: 0.4611
2025-05-09 21:48:04 - Epoch 255, val mf1: 0.4890, val ACC1: 0.3139, val ACC0: 0.7032, val Gmean: 0.4698 (best 0.6229)
2025-05-09 21:48:05 - Epoch 256 伪标签: 正样本: 10340 (56.3%), 负样本: 8039 (43.7%)
2025-05-09 21:48:05 - Epoch 256, 测试集 AUC: 0.4957, PRE: 0.1441, REC: 0.3104, MF1: 0.4791, ACC1: 0.3104, ACC0: 0.6868, Gmean: 0.4617
2025-05-09 21:48:05 - Epoch 256, val mf1: 0.4861, val ACC1: 0.3268, val ACC0: 0.6900, val Gmean: 0.4748 (best 0.6229)
2025-05-09 21:48:05 - Epoch 257 伪标签: 正样本: 10397 (56.6%), 负样本: 7982 (43.4%)
2025-05-09 21:48:06 - Epoch 257, 测试集 AUC: 0.4934, PRE: 0.1421, REC: 0.3048, MF1: 0.4776, ACC1: 0.3048, ACC0: 0.6873, Gmean: 0.4577
2025-05-09 21:48:06 - Epoch 257, val mf1: 0.4857, val ACC1: 0.3245, val ACC0: 0.6906, val Gmean: 0.4734 (best 0.6229)
2025-05-09 21:48:06 - Epoch 258 伪标签: 正样本: 10325 (56.2%), 负样本: 8054 (43.8%)
2025-05-09 21:48:07 - Epoch 258, 测试集 AUC: 0.4969, PRE: 0.1459, REC: 0.2914, MF1: 0.4852, ACC1: 0.2914, ACC0: 0.7102, Gmean: 0.4549
2025-05-09 21:48:07 - Epoch 258, val mf1: 0.4904, val ACC1: 0.3071, val ACC0: 0.7100, val Gmean: 0.4670 (best 0.6229)
2025-05-09 21:48:07 - Epoch 259 伪标签: 正样本: 10200 (55.5%), 负样本: 8179 (44.5%)
2025-05-09 21:48:08 - Epoch 259, 测试集 AUC: 0.5038, PRE: 0.1535, REC: 0.2701, MF1: 0.4970, ACC1: 0.2701, ACC0: 0.7467, Gmean: 0.4491
2025-05-09 21:48:08 - Epoch 259, val mf1: 0.5024, val ACC1: 0.2844, val ACC0: 0.7471, val Gmean: 0.4610 (best 0.6229)
2025-05-09 21:48:08 - Epoch 260 伪标签: 正样本: 10273 (55.9%), 负样本: 8106 (44.1%)
2025-05-09 21:48:08 - Epoch 260, 有标签损失: 0.0872, 一致性损失: 0.0000, 伪标签损失: 0.8909, LPL损失: 27.7877, 聚类损失: 1.2793, 总损失: 6.2491
2025-05-09 21:48:09 - Epoch 260, 测试集 AUC: 0.5148, PRE: 0.1682, REC: 0.2373, MF1: 0.5132, ACC1: 0.2373, ACC0: 0.8005, Gmean: 0.4359
2025-05-09 21:48:09 - Epoch 260, val mf1: 0.5141, val ACC1: 0.2436, val ACC0: 0.7975, val Gmean: 0.4407 (best 0.6229)
2025-05-09 21:48:09 - Epoch 261 伪标签: 正样本: 10174 (55.4%), 负样本: 8205 (44.6%)
2025-05-09 21:48:09 - Epoch 261, 测试集 AUC: 0.5255, PRE: 0.1804, REC: 0.2127, MF1: 0.5219, ACC1: 0.2127, ACC0: 0.8357, Gmean: 0.4217
2025-05-09 21:48:09 - Epoch 261, val mf1: 0.5264, val ACC1: 0.2247, val ACC0: 0.8341, val Gmean: 0.4329 (best 0.6229)
2025-05-09 21:48:10 - Epoch 262 伪标签: 正样本: 10026 (54.6%), 负样本: 8353 (45.4%)
2025-05-09 21:48:10 - Epoch 262, 测试集 AUC: 0.5357, PRE: 0.1933, REC: 0.1919, MF1: 0.5280, ACC1: 0.1919, ACC0: 0.8639, Gmean: 0.4071
2025-05-09 21:48:10 - Epoch 262, val mf1: 0.5336, val ACC1: 0.2050, val ACC0: 0.8625, val Gmean: 0.4205 (best 0.6229)
2025-05-09 21:48:10 - Epoch 263 伪标签: 正样本: 10115 (55.0%), 负样本: 8264 (45.0%)
2025-05-09 21:48:11 - Epoch 263, 测试集 AUC: 0.5448, PRE: 0.2061, REC: 0.1628, MF1: 0.5298, ACC1: 0.1628, ACC0: 0.8934, Gmean: 0.3814
2025-05-09 21:48:11 - Epoch 263, val mf1: 0.5353, val ACC1: 0.1740, val ACC0: 0.8925, val Gmean: 0.3941 (best 0.6229)
2025-05-09 21:48:11 - Epoch 264 伪标签: 正样本: 9981 (54.3%), 负样本: 8398 (45.7%)
2025-05-09 21:48:12 - Epoch 264, 测试集 AUC: 0.5514, PRE: 0.2118, REC: 0.1431, MF1: 0.5279, ACC1: 0.1431, ACC0: 0.9095, Gmean: 0.3607
2025-05-09 21:48:12 - Epoch 264, val mf1: 0.5375, val ACC1: 0.1581, val ACC0: 0.9110, val Gmean: 0.3795 (best 0.6229)
2025-05-09 21:48:12 - Epoch 265 伪标签: 正样本: 9965 (54.2%), 负样本: 8414 (45.8%)
2025-05-09 21:48:13 - Epoch 265, 测试集 AUC: 0.5480, PRE: 0.2106, REC: 0.1248, MF1: 0.5232, ACC1: 0.1248, ACC0: 0.9205, Gmean: 0.3389
2025-05-09 21:48:13 - Epoch 265, val mf1: 0.5317, val ACC1: 0.1384, val ACC0: 0.9208, val Gmean: 0.3570 (best 0.6229)
2025-05-09 21:48:13 - Epoch 266 伪标签: 正样本: 9909 (53.9%), 负样本: 8470 (46.1%)
2025-05-09 21:48:14 - Epoch 266, 测试集 AUC: 0.5387, PRE: 0.2037, REC: 0.0972, MF1: 0.5136, ACC1: 0.0972, ACC0: 0.9354, Gmean: 0.3016
2025-05-09 21:48:14 - Epoch 266, val mf1: 0.5134, val ACC1: 0.1006, val ACC0: 0.9307, val Gmean: 0.3060 (best 0.6229)
2025-05-09 21:48:14 - Epoch 267 伪标签: 正样本: 9958 (54.2%), 负样本: 8421 (45.8%)
2025-05-09 21:48:14 - Epoch 267, 测试集 AUC: 0.5376, PRE: 0.2076, REC: 0.0715, MF1: 0.5048, ACC1: 0.0715, ACC0: 0.9536, Gmean: 0.2612
2025-05-09 21:48:14 - Epoch 267, val mf1: 0.5055, val ACC1: 0.0749, val ACC0: 0.9499, val Gmean: 0.2667 (best 0.6229)
2025-05-09 21:48:15 - Epoch 268 伪标签: 正样本: 9882 (53.8%), 负样本: 8497 (46.2%)
2025-05-09 21:48:15 - Epoch 268, 测试集 AUC: 0.5389, PRE: 0.2171, REC: 0.0529, MF1: 0.4971, ACC1: 0.0529, ACC0: 0.9676, Gmean: 0.2263
2025-05-09 21:48:15 - Epoch 268, val mf1: 0.4993, val ACC1: 0.0552, val ACC0: 0.9682, val Gmean: 0.2312 (best 0.6229)
2025-05-09 21:48:15 - Epoch 269 伪标签: 正样本: 9758 (53.1%), 负样本: 8621 (46.9%)
2025-05-09 21:48:16 - Epoch 269, 测试集 AUC: 0.5431, PRE: 0.1721, REC: 0.4102, MF1: 0.4979, ACC1: 0.4102, ACC0: 0.6647, Gmean: 0.5222
2025-05-09 21:48:16 - Epoch 269, val mf1: 0.5077, val ACC1: 0.4259, val ACC0: 0.6738, val Gmean: 0.5357 (best 0.6229)
2025-05-09 21:48:16 - Epoch 270 伪标签: 正样本: 9770 (53.2%), 负样本: 8609 (46.8%)
2025-05-09 21:48:17 - Epoch 270, 有标签损失: 0.1423, 一致性损失: 0.0000, 伪标签损失: 0.6476, LPL损失: 6.8760, 聚类损失: 1.3855, 总损失: 2.7055
2025-05-09 21:48:17 - Epoch 270, 测试集 AUC: 0.5424, PRE: 0.1776, REC: 0.3506, MF1: 0.5126, ACC1: 0.3506, ACC0: 0.7241, Gmean: 0.5039
2025-05-09 21:48:17 - Epoch 270, val mf1: 0.5204, val ACC1: 0.3669, val ACC0: 0.7283, val Gmean: 0.5169 (best 0.6229)
2025-05-09 21:48:17 - Epoch 271 伪标签: 正样本: 9711 (52.8%), 负样本: 8668 (47.2%)
2025-05-09 21:48:18 - Epoch 271, 测试集 AUC: 0.5402, PRE: 0.1798, REC: 0.3260, MF1: 0.5172, ACC1: 0.3260, ACC0: 0.7472, Gmean: 0.4935
2025-05-09 21:48:18 - Epoch 271, val mf1: 0.5249, val ACC1: 0.3434, val ACC0: 0.7499, val Gmean: 0.5075 (best 0.6229)
2025-05-09 21:48:18 - Epoch 272 伪标签: 正样本: 9574 (52.1%), 负样本: 8805 (47.9%)
2025-05-09 21:48:19 - Epoch 272, 测试集 AUC: 0.5375, PRE: 0.1795, REC: 0.3096, MF1: 0.5183, ACC1: 0.3096, ACC0: 0.7595, Gmean: 0.4849
2025-05-09 21:48:19 - Epoch 272, val mf1: 0.5292, val ACC1: 0.3306, val ACC0: 0.7653, val Gmean: 0.5030 (best 0.6229)
2025-05-09 21:48:19 - Epoch 273 伪标签: 正样本: 9612 (52.3%), 负样本: 8767 (47.7%)
2025-05-09 21:48:19 - Epoch 273, 测试集 AUC: 0.5313, PRE: 0.1741, REC: 0.3007, MF1: 0.5140, ACC1: 0.3007, ACC0: 0.7576, Gmean: 0.4773
2025-05-09 21:48:19 - Epoch 273, val mf1: 0.5260, val ACC1: 0.3260, val ACC0: 0.7626, val Gmean: 0.4986 (best 0.6229)
2025-05-09 21:48:20 - Epoch 274 伪标签: 正样本: 9636 (52.4%), 负样本: 8743 (47.6%)
2025-05-09 21:48:20 - Epoch 274, 测试集 AUC: 0.5316, PRE: 0.1752, REC: 0.3141, MF1: 0.5138, ACC1: 0.3141, ACC0: 0.7486, Gmean: 0.4849
2025-05-09 21:48:20 - Epoch 274, val mf1: 0.5258, val ACC1: 0.3366, val ACC0: 0.7557, val Gmean: 0.5044 (best 0.6229)
2025-05-09 21:48:20 - Epoch 275 伪标签: 正样本: 9621 (52.3%), 负样本: 8758 (47.7%)
2025-05-09 21:48:21 - Epoch 275, 测试集 AUC: 0.5332, PRE: 0.1724, REC: 0.3256, MF1: 0.5099, ACC1: 0.3256, ACC0: 0.7343, Gmean: 0.4890
2025-05-09 21:48:21 - Epoch 275, val mf1: 0.5208, val ACC1: 0.3457, val ACC0: 0.7415, val Gmean: 0.5063 (best 0.6229)
2025-05-09 21:48:21 - Epoch 276 伪标签: 正样本: 9614 (52.3%), 负样本: 8765 (47.7%)
2025-05-09 21:48:22 - Epoch 276, 测试集 AUC: 0.5328, PRE: 0.1704, REC: 0.3461, MF1: 0.5053, ACC1: 0.3461, ACC0: 0.7136, Gmean: 0.4970
2025-05-09 21:48:22 - Epoch 276, val mf1: 0.5189, val ACC1: 0.3729, val ACC0: 0.7223, val Gmean: 0.5190 (best 0.6229)
2025-05-09 21:48:22 - Epoch 277 伪标签: 正样本: 9620 (52.3%), 负样本: 8759 (47.7%)
2025-05-09 21:48:23 - Epoch 277, 测试集 AUC: 0.5239, PRE: 0.1639, REC: 0.3756, MF1: 0.4929, ACC1: 0.3756, ACC0: 0.6744, Gmean: 0.5033
2025-05-09 21:48:23 - Epoch 277, val mf1: 0.5027, val ACC1: 0.3850, val ACC0: 0.6868, val Gmean: 0.5142 (best 0.6229)
2025-05-09 21:48:23 - Epoch 278 伪标签: 正样本: 9683 (52.7%), 负样本: 8696 (47.3%)
2025-05-09 21:48:24 - Epoch 278, 测试集 AUC: 0.5059, PRE: 0.1751, REC: 0.0451, MF1: 0.4892, ACC1: 0.0451, ACC0: 0.9639, Gmean: 0.2085
2025-05-09 21:48:24 - Epoch 278, val mf1: 0.4879, val ACC1: 0.0446, val ACC0: 0.9618, val Gmean: 0.2072 (best 0.6229)
2025-05-09 21:48:24 - Epoch 279 伪标签: 正样本: 9792 (53.3%), 负样本: 8587 (46.7%)
2025-05-09 21:48:24 - Epoch 279, 测试集 AUC: 0.4966, PRE: 0.1640, REC: 0.0503, MF1: 0.4901, ACC1: 0.0503, ACC0: 0.9564, Gmean: 0.2193
2025-05-09 21:48:24 - Epoch 279, val mf1: 0.4861, val ACC1: 0.0461, val ACC0: 0.9546, val Gmean: 0.2099 (best 0.6229)
2025-05-09 21:48:25 - Epoch 280 伪标签: 正样本: 9817 (53.4%), 负样本: 8562 (46.6%)
2025-05-09 21:48:25 - Epoch 280, 有标签损失: 0.1293, 一致性损失: 0.0000, 伪标签损失: 0.7145, LPL损失: 31.0886, 聚类损失: 1.0281, 总损失: 6.9058
2025-05-09 21:48:25 - Epoch 280, 测试集 AUC: 0.4898, PRE: 0.1491, REC: 0.0455, MF1: 0.4861, ACC1: 0.0455, ACC0: 0.9559, Gmean: 0.2084
2025-05-09 21:48:25 - Epoch 280, val mf1: 0.4848, val ACC1: 0.0446, val ACC0: 0.9542, val Gmean: 0.2064 (best 0.6229)
2025-05-09 21:48:25 - Epoch 281 伪标签: 正样本: 9764 (53.1%), 负样本: 8615 (46.9%)
2025-05-09 21:48:26 - Epoch 281, 测试集 AUC: 0.5029, PRE: 0.1570, REC: 0.0462, MF1: 0.4875, ACC1: 0.0462, ACC0: 0.9578, Gmean: 0.2104
2025-05-09 21:48:26 - Epoch 281, val mf1: 0.4861, val ACC1: 0.0454, val ACC0: 0.9559, val Gmean: 0.2083 (best 0.6229)
2025-05-09 21:48:26 - Epoch 282 伪标签: 正样本: 9718 (52.9%), 负样本: 8661 (47.1%)
2025-05-09 21:48:27 - Epoch 282, 测试集 AUC: 0.5241, PRE: 0.1551, REC: 0.3875, MF1: 0.4782, ACC1: 0.3875, ACC0: 0.6412, Gmean: 0.4985
2025-05-09 21:48:27 - Epoch 282, val mf1: 0.4921, val ACC1: 0.4070, val ACC0: 0.6562, val Gmean: 0.5168 (best 0.6229)
2025-05-09 21:48:27 - Epoch 283 伪标签: 正样本: 9689 (52.7%), 负样本: 8690 (47.3%)
2025-05-09 21:48:28 - Epoch 283, 测试集 AUC: 0.5551, PRE: 0.1767, REC: 0.3700, MF1: 0.5093, ACC1: 0.3700, ACC0: 0.7070, Gmean: 0.5114
2025-05-09 21:48:28 - Epoch 283, val mf1: 0.5237, val ACC1: 0.3926, val ACC0: 0.7194, val Gmean: 0.5314 (best 0.6229)
2025-05-09 21:48:28 - Epoch 284 伪标签: 正样本: 9690 (52.7%), 负样本: 8689 (47.3%)
2025-05-09 21:48:29 - Epoch 284, 测试集 AUC: 0.5864, PRE: 0.2080, REC: 0.3506, MF1: 0.5410, ACC1: 0.3506, ACC0: 0.7730, Gmean: 0.5206
2025-05-09 21:48:29 - Epoch 284, val mf1: 0.5460, val ACC1: 0.3608, val ACC0: 0.7752, val Gmean: 0.5289 (best 0.6229)
2025-05-09 21:48:29 - Epoch 285 伪标签: 正样本: 9626 (52.4%), 负样本: 8753 (47.6%)
2025-05-09 21:48:29 - Epoch 285, 测试集 AUC: 0.6127, PRE: 0.2329, REC: 0.3167, MF1: 0.5586, ACC1: 0.3167, ACC0: 0.8227, Gmean: 0.5104
2025-05-09 21:48:29 - Epoch 285, val mf1: 0.5697, val ACC1: 0.3359, val ACC0: 0.8281, val Gmean: 0.5274 (best 0.6229)
2025-05-09 21:48:30 - Epoch 286 伪标签: 正样本: 9445 (51.4%), 负样本: 8934 (48.6%)
2025-05-09 21:48:30 - Epoch 286, 测试集 AUC: 0.6347, PRE: 0.2543, REC: 0.2955, MF1: 0.5690, ACC1: 0.2955, ACC0: 0.8528, Gmean: 0.5019
2025-05-09 21:48:30 - Epoch 286, val mf1: 0.5830, val ACC1: 0.3200, val ACC0: 0.8578, val Gmean: 0.5239 (best 0.6229)
2025-05-09 21:48:30 - Epoch 287 伪标签: 正样本: 9442 (51.4%), 负样本: 8937 (48.6%)
2025-05-09 21:48:31 - Epoch 287, 测试集 AUC: 0.6513, PRE: 0.2737, REC: 0.2820, MF1: 0.5764, ACC1: 0.2820, ACC0: 0.8728, Gmean: 0.4961
2025-05-09 21:48:31 - Epoch 287, val mf1: 0.5910, val ACC1: 0.3079, val ACC0: 0.8767, val Gmean: 0.5195 (best 0.6229)
2025-05-09 21:48:31 - Epoch 288 伪标签: 正样本: 9342 (50.8%), 负样本: 9037 (49.2%)
2025-05-09 21:48:32 - Epoch 288, 测试集 AUC: 0.6631, PRE: 0.2885, REC: 0.2772, MF1: 0.5818, ACC1: 0.2772, ACC0: 0.8838, Gmean: 0.4950
2025-05-09 21:48:32 - Epoch 288, val mf1: 0.5976, val ACC1: 0.3056, val ACC0: 0.8871, val Gmean: 0.5207 (best 0.6229)
2025-05-09 21:48:32 - Epoch 289 伪标签: 正样本: 9405 (51.2%), 负样本: 8974 (48.8%)
2025-05-09 21:48:33 - Epoch 289, 测试集 AUC: 0.6668, PRE: 0.2929, REC: 0.2914, MF1: 0.5861, ACC1: 0.2914, ACC0: 0.8804, Gmean: 0.5065
2025-05-09 21:48:33 - Epoch 289, val mf1: 0.6016, val ACC1: 0.3192, val ACC0: 0.8840, val Gmean: 0.5312 (best 0.6229)
2025-05-09 21:48:33 - Epoch 290 伪标签: 正样本: 9445 (51.4%), 负样本: 8934 (48.6%)
2025-05-09 21:48:33 - Epoch 290, 有标签损失: 0.1069, 一致性损失: 0.0000, 伪标签损失: 0.7202, LPL损失: 7.4383, 聚类损失: 1.1033, 总损失: 3.0896
2025-05-09 21:48:34 - Epoch 290, 测试集 AUC: 0.6648, PRE: 0.2844, REC: 0.3338, MF1: 0.5886, ACC1: 0.3338, ACC0: 0.8572, Gmean: 0.5349
2025-05-09 21:48:34 - Epoch 290, val mf1: 0.6011, val ACC1: 0.3555, val ACC0: 0.8618, val Gmean: 0.5535 (best 0.6229)
2025-05-09 21:48:34 - Epoch 291 伪标签: 正样本: 9497 (51.7%), 负样本: 8882 (48.3%)
2025-05-09 21:48:34 - Epoch 291, 测试集 AUC: 0.6581, PRE: 0.2696, REC: 0.3774, MF1: 0.5849, ACC1: 0.3774, ACC0: 0.8262, Gmean: 0.5584
2025-05-09 21:48:34 - Epoch 291, val mf1: 0.5964, val ACC1: 0.3971, val ACC0: 0.8318, val Gmean: 0.5747 (best 0.6229)
2025-05-09 21:48:35 - Epoch 292 伪标签: 正样本: 9545 (51.9%), 负样本: 8834 (48.1%)
2025-05-09 21:48:35 - Epoch 292, 测试集 AUC: 0.6483, PRE: 0.2545, REC: 0.4192, MF1: 0.5770, ACC1: 0.4192, ACC0: 0.7913, Gmean: 0.5759
2025-05-09 21:48:35 - Epoch 292, val mf1: 0.5870, val ACC1: 0.4395, val ACC0: 0.7954, val Gmean: 0.5913 (best 0.6229)
2025-05-09 21:48:35 - Epoch 293 伪标签: 正样本: 9577 (52.1%), 负样本: 8802 (47.9%)
2025-05-09 21:48:36 - Epoch 293, 测试集 AUC: 0.6403, PRE: 0.2366, REC: 0.4568, MF1: 0.5628, ACC1: 0.4568, ACC0: 0.7495, Gmean: 0.5851
2025-05-09 21:48:36 - Epoch 293, val mf1: 0.5738, val ACC1: 0.4826, val ACC0: 0.7536, val Gmean: 0.6031 (best 0.6229)
2025-05-09 21:48:36 - Epoch 294 伪标签: 正样本: 9674 (52.6%), 负样本: 8705 (47.4%)
2025-05-09 21:48:37 - Epoch 294, 测试集 AUC: 0.6248, PRE: 0.2175, REC: 0.4717, MF1: 0.5438, ACC1: 0.4717, ACC0: 0.7115, Gmean: 0.5793
2025-05-09 21:48:37 - Epoch 294, val mf1: 0.5552, val ACC1: 0.5015, val ACC0: 0.7152, val Gmean: 0.5989 (best 0.6229)
2025-05-09 21:48:37 - Epoch 295 伪标签: 正样本: 9705 (52.8%), 负样本: 8674 (47.2%)
2025-05-09 21:48:38 - Epoch 295, 测试集 AUC: 0.6104, PRE: 0.2065, REC: 0.4691, MF1: 0.5322, ACC1: 0.4691, ACC0: 0.6937, Gmean: 0.5704
2025-05-09 21:48:38 - Epoch 295, val mf1: 0.5450, val ACC1: 0.4977, val ACC0: 0.7005, val Gmean: 0.5905 (best 0.6229)
2025-05-09 21:48:38 - Epoch 296 伪标签: 正样本: 9753 (53.1%), 负样本: 8626 (46.9%)
2025-05-09 21:48:38 - Epoch 296, 测试集 AUC: 0.5982, PRE: 0.2004, REC: 0.4553, MF1: 0.5266, ACC1: 0.4553, ACC0: 0.6912, Gmean: 0.5610
2025-05-09 21:48:38 - Epoch 296, val mf1: 0.5394, val ACC1: 0.4803, val ACC0: 0.6999, val Gmean: 0.5798 (best 0.6229)
2025-05-09 21:48:39 - Epoch 297 伪标签: 正样本: 9737 (53.0%), 负样本: 8642 (47.0%)
2025-05-09 21:48:39 - Epoch 297, 测试集 AUC: 0.5896, PRE: 0.2000, REC: 0.4281, MF1: 0.5288, ACC1: 0.4281, ACC0: 0.7089, Gmean: 0.5509
2025-05-09 21:48:39 - Epoch 297, val mf1: 0.5389, val ACC1: 0.4501, val ACC0: 0.7143, val Gmean: 0.5670 (best 0.6229)
2025-05-09 21:48:39 - Epoch 298 伪标签: 正样本: 9702 (52.8%), 负样本: 8677 (47.2%)
2025-05-09 21:48:40 - Epoch 298, 测试集 AUC: 0.5807, PRE: 0.1958, REC: 0.3987, MF1: 0.5270, ACC1: 0.3987, ACC0: 0.7217, Gmean: 0.5364
2025-05-09 21:48:40 - Epoch 298, val mf1: 0.5384, val ACC1: 0.4236, val ACC0: 0.7274, val Gmean: 0.5551 (best 0.6229)
2025-05-09 21:48:40 - Epoch 299 伪标签: 正样本: 9686 (52.7%), 负样本: 8693 (47.3%)
2025-05-09 21:48:41 - Epoch 299, 测试集 AUC: 0.5772, PRE: 0.1970, REC: 0.3852, MF1: 0.5293, ACC1: 0.3852, ACC0: 0.7331, Gmean: 0.5314
2025-05-09 21:48:41 - Epoch 299, val mf1: 0.5407, val ACC1: 0.4145, val ACC0: 0.7360, val Gmean: 0.5524 (best 0.6229)
2025-05-09 21:48:41 - time cost: 252.67 s
2025-05-09 21:48:41 - 基于验证集最佳模型的测试结果: REC 41.02 PRE 31.18 MF1 61.19 AUC 72.51 ACC1 41.02 ACC0 84.61 Gmean 58.91
2025-05-09 21:48:41 - 测试集上观察到的最佳结果 (Epoch 112): AUC 72.56 PRE 31.41 REC 39.46 MF1 61.11 ACC1 39.46 ACC0 85.35 Gmean 58.03
