2025-05-08 21:13:08 - 运行开始时间: 20250508_211308
2025-05-08 21:13:08 - 日志文件: logs/train_log_yelp_seed64_20250508_211308.txt
2025-05-08 21:13:08 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:13:08 - 无标签数据数量: 18379
2025-05-08 21:13:08 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-08 21:13:08 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:13:08 - 伪标签策略：
2025-05-08 21:13:08 -   使用模型输出和聚类结果的融合
2025-05-08 21:13:09 - Epoch 0 伪标签: 正样本: 9473 (51.5%), 负样本: 8906 (48.5%)
2025-05-08 21:13:10 - Epoch 0, 有标签损失: 0.6755, 一致性损失: 0.0016, 伪标签损失: 0.4180, LPL损失: 43.5099, 聚类损失: 0.8506, 总损失: 1.2912
2025-05-08 21:13:10 - Epoch 0, 测试集 AUC: 0.6802, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:13:10 - 更新最佳测试结果 (Epoch 0): AUC 0.6802, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:13:10 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:13:10 - Epoch 1 伪标签: 正样本: 9377 (51.0%), 负样本: 9002 (49.0%)
2025-05-08 21:13:11 - Epoch 1, 测试集 AUC: 0.6755, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:13:11 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:13:11 - Epoch 2 伪标签: 正样本: 9400 (51.1%), 负样本: 8979 (48.9%)
2025-05-08 21:13:11 - Epoch 2, 测试集 AUC: 0.6728, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:13:11 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:13:12 - Epoch 3 伪标签: 正样本: 9467 (51.5%), 负样本: 8912 (48.5%)
2025-05-08 21:13:12 - Epoch 3, 测试集 AUC: 0.6705, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:13:12 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:13:12 - Epoch 4 伪标签: 正样本: 9341 (50.8%), 负样本: 9038 (49.2%)
2025-05-08 21:13:13 - Epoch 4, 测试集 AUC: 0.6676, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:13:13 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:13:13 - Epoch 5 伪标签: 正样本: 9461 (51.5%), 负样本: 8918 (48.5%)
2025-05-08 21:13:14 - Epoch 5, 测试集 AUC: 0.6643, PRE: 0.2667, REC: 0.0134, MF1: 0.4725, ACC1: 0.0134, ACC0: 0.9937, Gmean: 0.1155
2025-05-08 21:13:14 - Epoch 5, val mf1: 0.4689, val ACC1: 0.0098, val ACC0: 0.9932, val Gmean: 0.0988 (best 0.4689)
2025-05-08 21:13:14 - Epoch 6 伪标签: 正样本: 9456 (51.5%), 负样本: 8923 (48.5%)
2025-05-08 21:13:15 - Epoch 6, 测试集 AUC: 0.6610, PRE: 0.2284, REC: 0.0462, MF1: 0.4943, ACC1: 0.0462, ACC0: 0.9735, Gmean: 0.2121
2025-05-08 21:13:15 - Epoch 6, val mf1: 0.5049, val ACC1: 0.0590, val ACC0: 0.9736, val Gmean: 0.2397 (best 0.5049)
2025-05-08 21:13:15 - Epoch 7 伪标签: 正样本: 9362 (50.9%), 负样本: 9017 (49.1%)
2025-05-08 21:13:16 - Epoch 7, 测试集 AUC: 0.6569, PRE: 0.2242, REC: 0.0961, MF1: 0.5172, ACC1: 0.0961, ACC0: 0.9434, Gmean: 0.3011
2025-05-08 21:13:16 - Epoch 7, val mf1: 0.5343, val ACC1: 0.1172, val ACC0: 0.9481, val Gmean: 0.3334 (best 0.5343)
2025-05-08 21:13:16 - Epoch 8 伪标签: 正样本: 9331 (50.8%), 负样本: 9048 (49.2%)
2025-05-08 21:13:16 - Epoch 8, 测试集 AUC: 0.6526, PRE: 0.2260, REC: 0.1479, MF1: 0.5333, ACC1: 0.1479, ACC0: 0.9139, Gmean: 0.3677
2025-05-08 21:13:16 - Epoch 8, val mf1: 0.5538, val ACC1: 0.1808, val ACC0: 0.9163, val Gmean: 0.4070 (best 0.5538)
2025-05-08 21:13:17 - Epoch 9 伪标签: 正样本: 9293 (50.6%), 负样本: 9086 (49.4%)
2025-05-08 21:13:17 - Epoch 9, 测试集 AUC: 0.6486, PRE: 0.2246, REC: 0.2008, MF1: 0.5432, ACC1: 0.2008, ACC0: 0.8821, Gmean: 0.4209
2025-05-08 21:13:17 - Epoch 9, val mf1: 0.5619, val ACC1: 0.2300, val ACC0: 0.8885, val Gmean: 0.4520 (best 0.5619)
2025-05-08 21:13:17 - Epoch 10 伪标签: 正样本: 9204 (50.1%), 负样本: 9175 (49.9%)
2025-05-08 21:13:18 - Epoch 10, 有标签损失: 0.0697, 一致性损失: 0.0141, 伪标签损失: 0.7073, LPL损失: 5.9165, 聚类损失: 1.9924, 总损失: 0.1191
2025-05-08 21:13:18 - Epoch 10, 测试集 AUC: 0.6441, PRE: 0.2191, REC: 0.2459, MF1: 0.5458, ACC1: 0.2459, ACC0: 0.8510, Gmean: 0.4574
2025-05-08 21:13:18 - Epoch 10, val mf1: 0.5620, val ACC1: 0.2716, val ACC0: 0.8583, val Gmean: 0.4828 (best 0.5620)
2025-05-08 21:13:18 - Epoch 11 伪标签: 正样本: 9219 (50.2%), 负样本: 9160 (49.8%)
2025-05-08 21:13:19 - Epoch 11, 测试集 AUC: 0.6393, PRE: 0.2202, REC: 0.2865, MF1: 0.5491, ACC1: 0.2865, ACC0: 0.8275, Gmean: 0.4869
2025-05-08 21:13:19 - Epoch 11, val mf1: 0.5648, val ACC1: 0.3109, val ACC0: 0.8363, val Gmean: 0.5099 (best 0.5648)
2025-05-08 21:13:19 - Epoch 12 伪标签: 正样本: 9196 (50.0%), 负样本: 9183 (50.0%)
2025-05-08 21:13:19 - Epoch 12, 测试集 AUC: 0.6336, PRE: 0.2181, REC: 0.3126, MF1: 0.5487, ACC1: 0.3126, ACC0: 0.8095, Gmean: 0.5030
2025-05-08 21:13:19 - Epoch 12, val mf1: 0.5604, val ACC1: 0.3313, val ACC0: 0.8164, val Gmean: 0.5201 (best 0.5648)
2025-05-08 21:13:20 - Epoch 13 伪标签: 正样本: 9009 (49.0%), 负样本: 9370 (51.0%)
2025-05-08 21:13:20 - Epoch 13, 测试集 AUC: 0.6265, PRE: 0.2158, REC: 0.3271, MF1: 0.5473, ACC1: 0.3271, ACC0: 0.7979, Gmean: 0.5109
2025-05-08 21:13:20 - Epoch 13, val mf1: 0.5575, val ACC1: 0.3419, val ACC0: 0.8053, val Gmean: 0.5247 (best 0.5648)
2025-05-08 21:13:20 - Epoch 14 伪标签: 正样本: 9064 (49.3%), 负样本: 9315 (50.7%)
2025-05-08 21:13:21 - Epoch 14, 测试集 AUC: 0.6179, PRE: 0.2105, REC: 0.3294, MF1: 0.5433, ACC1: 0.3294, ACC0: 0.7900, Gmean: 0.5101
2025-05-08 21:13:21 - Epoch 14, val mf1: 0.5520, val ACC1: 0.3427, val ACC0: 0.7959, val Gmean: 0.5222 (best 0.5648)
2025-05-08 21:13:21 - Epoch 15 伪标签: 正样本: 8952 (48.7%), 负样本: 9427 (51.3%)
2025-05-08 21:13:22 - Epoch 15, 测试集 AUC: 0.6078, PRE: 0.2031, REC: 0.3212, MF1: 0.5377, ACC1: 0.3212, ACC0: 0.7858, Gmean: 0.5024
2025-05-08 21:13:22 - Epoch 15, val mf1: 0.5475, val ACC1: 0.3351, val ACC0: 0.7932, val Gmean: 0.5156 (best 0.5648)
2025-05-08 21:13:22 - Epoch 16 伪标签: 正样本: 8966 (48.8%), 负样本: 9413 (51.2%)
2025-05-08 21:13:22 - Epoch 16, 测试集 AUC: 0.5963, PRE: 0.1966, REC: 0.3100, MF1: 0.5329, ACC1: 0.3100, ACC0: 0.7847, Gmean: 0.4932
2025-05-08 21:13:22 - Epoch 16, val mf1: 0.5419, val ACC1: 0.3207, val ACC0: 0.7931, val Gmean: 0.5044 (best 0.5648)
2025-05-08 21:13:23 - Epoch 17 伪标签: 正样本: 8978 (48.8%), 负样本: 9401 (51.2%)
2025-05-08 21:13:23 - Epoch 17, 测试集 AUC: 0.5836, PRE: 0.1887, REC: 0.2932, MF1: 0.5271, ACC1: 0.2932, ACC0: 0.7857, Gmean: 0.4800
2025-05-08 21:13:23 - Epoch 17, val mf1: 0.5394, val ACC1: 0.3101, val ACC0: 0.7957, val Gmean: 0.4968 (best 0.5648)
2025-05-08 21:13:23 - Epoch 18 伪标签: 正样本: 8835 (48.1%), 负样本: 9544 (51.9%)
2025-05-08 21:13:24 - Epoch 18, 测试集 AUC: 0.5700, PRE: 0.1810, REC: 0.2742, MF1: 0.5216, ACC1: 0.2742, ACC0: 0.7891, Gmean: 0.4652
2025-05-08 21:13:24 - Epoch 18, val mf1: 0.5371, val ACC1: 0.2943, val ACC0: 0.8022, val Gmean: 0.4859 (best 0.5648)
2025-05-08 21:13:24 - Epoch 19 伪标签: 正样本: 8760 (47.7%), 负样本: 9619 (52.3%)
2025-05-08 21:13:25 - Epoch 19, 测试集 AUC: 0.5559, PRE: 0.1755, REC: 0.2552, MF1: 0.5181, ACC1: 0.2552, ACC0: 0.7962, Gmean: 0.4508
2025-05-08 21:13:25 - Epoch 19, val mf1: 0.5346, val ACC1: 0.2776, val ACC0: 0.8094, val Gmean: 0.4740 (best 0.5648)
2025-05-08 21:13:25 - Epoch 20 伪标签: 正样本: 8627 (46.9%), 负样本: 9752 (53.1%)
2025-05-08 21:13:26 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0303, 伪标签损失: 1.1584, LPL损失: 26.7525, 聚类损失: 4.0624, 总损失: 0.1897
2025-05-08 21:13:26 - Epoch 20, 测试集 AUC: 0.5417, PRE: 0.1688, REC: 0.2340, MF1: 0.5138, ACC1: 0.2340, ACC0: 0.8041, Gmean: 0.4338
2025-05-08 21:13:26 - Epoch 20, val mf1: 0.5323, val ACC1: 0.2587, val ACC0: 0.8188, val Gmean: 0.4602 (best 0.5648)
2025-05-08 21:13:26 - Epoch 21 伪标签: 正样本: 8312 (45.2%), 负样本: 10067 (54.8%)
2025-05-08 21:13:26 - Epoch 21, 测试集 AUC: 0.5276, PRE: 0.1598, REC: 0.2068, MF1: 0.5082, ACC1: 0.2068, ACC0: 0.8152, Gmean: 0.4106
2025-05-08 21:13:26 - Epoch 21, val mf1: 0.5278, val ACC1: 0.2398, val ACC0: 0.8249, val Gmean: 0.4447 (best 0.5648)
2025-05-08 21:13:27 - Epoch 22 伪标签: 正样本: 8116 (44.2%), 负样本: 10263 (55.8%)
2025-05-08 21:13:27 - Epoch 22, 测试集 AUC: 0.5139, PRE: 0.1510, REC: 0.1848, MF1: 0.5028, ACC1: 0.1848, ACC0: 0.8234, Gmean: 0.3901
2025-05-08 21:13:27 - Epoch 22, val mf1: 0.5220, val ACC1: 0.2179, val ACC0: 0.8317, val Gmean: 0.4257 (best 0.5648)
2025-05-08 21:13:27 - Epoch 23 伪标签: 正样本: 8072 (43.9%), 负样本: 10307 (56.1%)
2025-05-08 21:13:28 - Epoch 23, 测试集 AUC: 0.5007, PRE: 0.1444, REC: 0.1669, MF1: 0.4990, ACC1: 0.1669, ACC0: 0.8319, Gmean: 0.3726
2025-05-08 21:13:28 - Epoch 23, val mf1: 0.5202, val ACC1: 0.2020, val ACC0: 0.8415, val Gmean: 0.4122 (best 0.5648)
2025-05-08 21:13:28 - Epoch 24 伪标签: 正样本: 7843 (42.7%), 负样本: 10536 (57.3%)
2025-05-08 21:13:29 - Epoch 24, 测试集 AUC: 0.4880, PRE: 0.1376, REC: 0.1505, MF1: 0.4951, ACC1: 0.1505, ACC0: 0.8396, Gmean: 0.3555
2025-05-08 21:13:29 - Epoch 24, val mf1: 0.5165, val ACC1: 0.1861, val ACC0: 0.8483, val Gmean: 0.3973 (best 0.5648)
2025-05-08 21:13:29 - Epoch 25 伪标签: 正样本: 7816 (42.5%), 负样本: 10563 (57.5%)
2025-05-08 21:13:30 - Epoch 25, 测试集 AUC: 0.4761, PRE: 0.1320, REC: 0.1390, MF1: 0.4920, ACC1: 0.1390, ACC0: 0.8447, Gmean: 0.3426
2025-05-08 21:13:30 - Epoch 25, val mf1: 0.5100, val ACC1: 0.1657, val ACC0: 0.8546, val Gmean: 0.3763 (best 0.5648)
2025-05-08 21:13:30 - Epoch 26 伪标签: 正样本: 7771 (42.3%), 负样本: 10608 (57.7%)
2025-05-08 21:13:31 - Epoch 26, 测试集 AUC: 0.4649, PRE: 0.1271, REC: 0.1297, MF1: 0.4892, ACC1: 0.1297, ACC0: 0.8486, Gmean: 0.3317
2025-05-08 21:13:31 - Epoch 26, val mf1: 0.5055, val ACC1: 0.1520, val ACC0: 0.8589, val Gmean: 0.3614 (best 0.5648)
2025-05-08 21:13:31 - Epoch 27 伪标签: 正样本: 7685 (41.8%), 负样本: 10694 (58.2%)
2025-05-08 21:13:31 - Epoch 27, 测试集 AUC: 0.4542, PRE: 0.1209, REC: 0.1203, MF1: 0.4858, ACC1: 0.1203, ACC0: 0.8513, Gmean: 0.3201
2025-05-08 21:13:31 - Epoch 27, val mf1: 0.5020, val ACC1: 0.1430, val ACC0: 0.8611, val Gmean: 0.3509 (best 0.5648)
2025-05-08 21:13:32 - Epoch 28 伪标签: 正样本: 7657 (41.7%), 负样本: 10722 (58.3%)
2025-05-08 21:13:32 - Epoch 28, 测试集 AUC: 0.4443, PRE: 0.1125, REC: 0.1103, MF1: 0.4811, ACC1: 0.1103, ACC0: 0.8522, Gmean: 0.3066
2025-05-08 21:13:32 - Epoch 28, val mf1: 0.4953, val ACC1: 0.1293, val ACC0: 0.8615, val Gmean: 0.3338 (best 0.5648)
2025-05-08 21:13:32 - Epoch 29 伪标签: 正样本: 7627 (41.5%), 负样本: 10752 (58.5%)
2025-05-08 21:13:33 - Epoch 29, 测试集 AUC: 0.4355, PRE: 0.1050, REC: 0.0991, MF1: 0.4772, ACC1: 0.0991, ACC0: 0.8564, Gmean: 0.2913
2025-05-08 21:13:33 - Epoch 29, val mf1: 0.4907, val ACC1: 0.1195, val ACC0: 0.8627, val Gmean: 0.3211 (best 0.5648)
2025-05-08 21:13:33 - Epoch 30 伪标签: 正样本: 7548 (41.1%), 负样本: 10831 (58.9%)
2025-05-08 21:13:34 - Epoch 30, 有标签损失: 0.0012, 一致性损失: 0.0069, 伪标签损失: 1.0241, LPL损失: 6.0461, 聚类损失: 2.2054, 总损失: 0.0640
2025-05-08 21:13:34 - Epoch 30, 测试集 AUC: 0.4280, PRE: 0.0983, REC: 0.0883, MF1: 0.4740, ACC1: 0.0883, ACC0: 0.8623, Gmean: 0.2759
2025-05-08 21:13:34 - Epoch 30, val mf1: 0.4862, val ACC1: 0.1059, val ACC0: 0.8685, val Gmean: 0.3033 (best 0.5648)
2025-05-08 21:13:34 - Epoch 31 伪标签: 正样本: 7681 (41.8%), 负样本: 10698 (58.2%)
2025-05-08 21:13:34 - Epoch 31, 测试集 AUC: 0.4214, PRE: 0.0939, REC: 0.0816, MF1: 0.4720, ACC1: 0.0816, ACC0: 0.8661, Gmean: 0.2658
2025-05-08 21:13:34 - Epoch 31, val mf1: 0.4829, val ACC1: 0.0968, val ACC0: 0.8721, val Gmean: 0.2906 (best 0.5648)
2025-05-08 21:13:35 - Epoch 32 伪标签: 正样本: 7588 (41.3%), 负样本: 10791 (58.7%)
2025-05-08 21:13:35 - Epoch 32, 测试集 AUC: 0.4157, PRE: 0.0888, REC: 0.0753, MF1: 0.4695, ACC1: 0.0753, ACC0: 0.8687, Gmean: 0.2557
2025-05-08 21:13:35 - Epoch 32, val mf1: 0.4774, val ACC1: 0.0855, val ACC0: 0.8740, val Gmean: 0.2733 (best 0.5648)
2025-05-08 21:13:35 - Epoch 33 伪标签: 正样本: 7636 (41.5%), 负样本: 10743 (58.5%)
2025-05-08 21:13:36 - Epoch 33, 测试集 AUC: 0.4109, PRE: 0.0853, REC: 0.0715, MF1: 0.4678, ACC1: 0.0715, ACC0: 0.8696, Gmean: 0.2494
2025-05-08 21:13:36 - Epoch 33, val mf1: 0.4764, val ACC1: 0.0840, val ACC0: 0.8735, val Gmean: 0.2708 (best 0.5648)
2025-05-08 21:13:36 - Epoch 34 伪标签: 正样本: 7733 (42.1%), 负样本: 10646 (57.9%)
2025-05-08 21:13:37 - Epoch 34, 测试集 AUC: 0.4070, PRE: 0.0845, REC: 0.0708, MF1: 0.4674, ACC1: 0.0708, ACC0: 0.8697, Gmean: 0.2481
2025-05-08 21:13:37 - Epoch 34, val mf1: 0.4760, val ACC1: 0.0832, val ACC0: 0.8735, val Gmean: 0.2696 (best 0.5648)
2025-05-08 21:13:37 - Epoch 35 伪标签: 正样本: 7801 (42.4%), 负样本: 10578 (57.6%)
2025-05-08 21:13:38 - Epoch 35, 测试集 AUC: 0.4041, PRE: 0.0838, REC: 0.0715, MF1: 0.4668, ACC1: 0.0715, ACC0: 0.8671, Gmean: 0.2490
2025-05-08 21:13:38 - Epoch 35, val mf1: 0.4759, val ACC1: 0.0840, val ACC0: 0.8724, val Gmean: 0.2707 (best 0.5648)
2025-05-08 21:13:38 - Epoch 36 伪标签: 正样本: 7948 (43.2%), 负样本: 10431 (56.8%)
2025-05-08 21:13:38 - Epoch 36, 测试集 AUC: 0.4019, PRE: 0.0835, REC: 0.0727, MF1: 0.4664, ACC1: 0.0727, ACC0: 0.8645, Gmean: 0.2506
2025-05-08 21:13:38 - Epoch 36, val mf1: 0.4741, val ACC1: 0.0840, val ACC0: 0.8681, val Gmean: 0.2700 (best 0.5648)
2025-05-08 21:13:39 - Epoch 37 伪标签: 正样本: 7936 (43.2%), 负样本: 10443 (56.8%)
2025-05-08 21:13:39 - Epoch 37, 测试集 AUC: 0.4006, PRE: 0.0831, REC: 0.0741, MF1: 0.4657, ACC1: 0.0741, ACC0: 0.8609, Gmean: 0.2526
2025-05-08 21:13:39 - Epoch 37, val mf1: 0.4721, val ACC1: 0.0832, val ACC0: 0.8645, val Gmean: 0.2682 (best 0.5648)
2025-05-08 21:13:39 - Epoch 38 伪标签: 正样本: 8139 (44.3%), 负样本: 10240 (55.7%)
2025-05-08 21:13:40 - Epoch 38, 测试集 AUC: 0.4000, PRE: 0.0828, REC: 0.0760, MF1: 0.4651, ACC1: 0.0760, ACC0: 0.8569, Gmean: 0.2552
2025-05-08 21:13:40 - Epoch 38, val mf1: 0.4717, val ACC1: 0.0855, val ACC0: 0.8606, val Gmean: 0.2712 (best 0.5648)
2025-05-08 21:13:40 - Epoch 39 伪标签: 正样本: 8259 (44.9%), 负样本: 10120 (55.1%)
2025-05-08 21:13:41 - Epoch 39, 测试集 AUC: 0.3999, PRE: 0.0831, REC: 0.0790, MF1: 0.4646, ACC1: 0.0790, ACC0: 0.8519, Gmean: 0.2594
2025-05-08 21:13:41 - Epoch 39, val mf1: 0.4723, val ACC1: 0.0908, val ACC0: 0.8552, val Gmean: 0.2786 (best 0.5648)
2025-05-08 21:13:41 - Epoch 40 伪标签: 正样本: 8402 (45.7%), 负样本: 9977 (54.3%)
2025-05-08 21:13:42 - Epoch 40, 有标签损失: 0.0042, 一致性损失: 0.0023, 伪标签损失: 0.8375, LPL损失: 26.3055, 聚类损失: 1.4423, 总损失: 0.2140
2025-05-08 21:13:42 - Epoch 40, 测试集 AUC: 0.3999, PRE: 0.0854, REC: 0.0842, MF1: 0.4653, ACC1: 0.0842, ACC0: 0.8467, Gmean: 0.2670
2025-05-08 21:13:42 - Epoch 40, val mf1: 0.4745, val ACC1: 0.0998, val ACC0: 0.8494, val Gmean: 0.2912 (best 0.5648)
2025-05-08 21:13:42 - Epoch 41 伪标签: 正样本: 8399 (45.7%), 负样本: 9980 (54.3%)
2025-05-08 21:13:43 - Epoch 41, 测试集 AUC: 0.3999, PRE: 0.0858, REC: 0.0879, MF1: 0.4647, ACC1: 0.0879, ACC0: 0.8407, Gmean: 0.2719
2025-05-08 21:13:43 - Epoch 41, val mf1: 0.4749, val ACC1: 0.1059, val ACC0: 0.8433, val Gmean: 0.2988 (best 0.5648)
2025-05-08 21:13:43 - Epoch 42 伪标签: 正样本: 8507 (46.3%), 负样本: 9872 (53.7%)
2025-05-08 21:13:43 - Epoch 42, 测试集 AUC: 0.4006, PRE: 0.0848, REC: 0.0879, MF1: 0.4638, ACC1: 0.0879, ACC0: 0.8386, Gmean: 0.2716
2025-05-08 21:13:43 - Epoch 42, val mf1: 0.4751, val ACC1: 0.1082, val ACC0: 0.8413, val Gmean: 0.3017 (best 0.5648)
2025-05-08 21:13:44 - Epoch 43 伪标签: 正样本: 8525 (46.4%), 负样本: 9854 (53.6%)
2025-05-08 21:13:44 - Epoch 43, 测试集 AUC: 0.4024, PRE: 0.0856, REC: 0.0849, MF1: 0.4652, ACC1: 0.0849, ACC0: 0.8457, Gmean: 0.2680
2025-05-08 21:13:44 - Epoch 43, val mf1: 0.4782, val ACC1: 0.1074, val ACC0: 0.8490, val Gmean: 0.3020 (best 0.5648)
2025-05-08 21:13:44 - Epoch 44 伪标签: 正样本: 8552 (46.5%), 负样本: 9827 (53.5%)
2025-05-08 21:13:45 - Epoch 44, 测试集 AUC: 0.4035, PRE: 0.0867, REC: 0.0846, MF1: 0.4662, ACC1: 0.0846, ACC0: 0.8485, Gmean: 0.2679
2025-05-08 21:13:45 - Epoch 44, val mf1: 0.4807, val ACC1: 0.1089, val ACC0: 0.8529, val Gmean: 0.3048 (best 0.5648)
2025-05-08 21:13:45 - Epoch 45 伪标签: 正样本: 8577 (46.7%), 负样本: 9802 (53.3%)
2025-05-08 21:13:46 - Epoch 45, 测试集 AUC: 0.4039, PRE: 0.0879, REC: 0.0864, MF1: 0.4668, ACC1: 0.0864, ACC0: 0.8476, Gmean: 0.2707
2025-05-08 21:13:46 - Epoch 45, val mf1: 0.4816, val ACC1: 0.1112, val ACC0: 0.8524, val Gmean: 0.3079 (best 0.5648)
2025-05-08 21:13:46 - Epoch 46 伪标签: 正样本: 8626 (46.9%), 负样本: 9753 (53.1%)
2025-05-08 21:13:46 - Epoch 46, 测试集 AUC: 0.4036, PRE: 0.0889, REC: 0.0902, MF1: 0.4667, ACC1: 0.0902, ACC0: 0.8429, Gmean: 0.2757
2025-05-08 21:13:46 - Epoch 46, val mf1: 0.4817, val ACC1: 0.1157, val ACC0: 0.8475, val Gmean: 0.3132 (best 0.5648)
2025-05-08 21:13:47 - Epoch 47 伪标签: 正样本: 8696 (47.3%), 负样本: 9683 (52.7%)
2025-05-08 21:13:47 - Epoch 47, 测试集 AUC: 0.4026, PRE: 0.0920, REC: 0.0987, MF1: 0.4674, ACC1: 0.0987, ACC0: 0.8344, Gmean: 0.2870
2025-05-08 21:13:47 - Epoch 47, val mf1: 0.4809, val ACC1: 0.1218, val ACC0: 0.8391, val Gmean: 0.3197 (best 0.5648)
2025-05-08 21:13:47 - Epoch 48 伪标签: 正样本: 8877 (48.3%), 负样本: 9502 (51.7%)
2025-05-08 21:13:48 - Epoch 48, 测试集 AUC: 0.4020, PRE: 0.0916, REC: 0.1021, MF1: 0.4663, ACC1: 0.1021, ACC0: 0.8280, Gmean: 0.2907
2025-05-08 21:13:48 - Epoch 48, val mf1: 0.4826, val ACC1: 0.1301, val ACC0: 0.8341, val Gmean: 0.3294 (best 0.5648)
2025-05-08 21:13:48 - Epoch 49 伪标签: 正样本: 8939 (48.6%), 负样本: 9440 (51.4%)
2025-05-08 21:13:49 - Epoch 49, 测试集 AUC: 0.4028, PRE: 0.0937, REC: 0.1017, MF1: 0.4682, ACC1: 0.1017, ACC0: 0.8327, Gmean: 0.2910
2025-05-08 21:13:49 - Epoch 49, val mf1: 0.4851, val ACC1: 0.1293, val ACC0: 0.8402, val Gmean: 0.3297 (best 0.5648)
2025-05-08 21:13:49 - Epoch 50 伪标签: 正样本: 9091 (49.5%), 负样本: 9288 (50.5%)
2025-05-08 21:13:50 - Epoch 50, 有标签损失: 0.0013, 一致性损失: 0.0014, 伪标签损失: 0.8651, LPL损失: 5.8246, 聚类损失: 1.1345, 总损失: 0.0709
2025-05-08 21:13:50 - Epoch 50, 测试集 AUC: 0.4045, PRE: 0.0966, REC: 0.0950, MF1: 0.4718, ACC1: 0.0950, ACC0: 0.8490, Gmean: 0.2840
2025-05-08 21:13:50 - Epoch 50, val mf1: 0.4870, val ACC1: 0.1195, val ACC0: 0.8548, val Gmean: 0.3196 (best 0.5648)
2025-05-08 21:13:50 - Epoch 51 伪标签: 正样本: 9139 (49.7%), 负样本: 9240 (50.3%)
2025-05-08 21:13:51 - Epoch 51, 测试集 AUC: 0.4050, PRE: 0.0988, REC: 0.0928, MF1: 0.4737, ACC1: 0.0928, ACC0: 0.8561, Gmean: 0.2818
2025-05-08 21:13:51 - Epoch 51, val mf1: 0.4896, val ACC1: 0.1157, val ACC0: 0.8646, val Gmean: 0.3163 (best 0.5648)
2025-05-08 21:13:51 - Epoch 52 伪标签: 正样本: 9207 (50.1%), 负样本: 9172 (49.9%)
2025-05-08 21:13:51 - Epoch 52, 测试集 AUC: 0.4044, PRE: 0.1012, REC: 0.0946, MF1: 0.4751, ACC1: 0.0946, ACC0: 0.8571, Gmean: 0.2848
2025-05-08 21:13:51 - Epoch 52, val mf1: 0.4902, val ACC1: 0.1157, val ACC0: 0.8658, val Gmean: 0.3165 (best 0.5648)
2025-05-08 21:13:52 - Epoch 53 伪标签: 正样本: 9111 (49.6%), 负样本: 9268 (50.4%)
2025-05-08 21:13:52 - Epoch 53, 测试集 AUC: 0.4028, PRE: 0.1023, REC: 0.0991, MF1: 0.4753, ACC1: 0.0991, ACC0: 0.8522, Gmean: 0.2906
2025-05-08 21:13:52 - Epoch 53, val mf1: 0.4901, val ACC1: 0.1210, val ACC0: 0.8597, val Gmean: 0.3226 (best 0.5648)
2025-05-08 21:13:52 - Epoch 54 伪标签: 正样本: 9253 (50.3%), 负样本: 9126 (49.7%)
2025-05-08 21:13:53 - Epoch 54, 测试集 AUC: 0.4005, PRE: 0.1025, REC: 0.1073, MF1: 0.4742, ACC1: 0.1073, ACC0: 0.8402, Gmean: 0.3003
2025-05-08 21:13:53 - Epoch 54, val mf1: 0.4887, val ACC1: 0.1301, val ACC0: 0.8470, val Gmean: 0.3320 (best 0.5648)
2025-05-08 21:13:53 - Epoch 55 伪标签: 正样本: 9280 (50.5%), 负样本: 9099 (49.5%)
2025-05-08 21:13:54 - Epoch 55, 测试集 AUC: 0.3998, PRE: 0.1043, REC: 0.1073, MF1: 0.4756, ACC1: 0.1073, ACC0: 0.8434, Gmean: 0.3008
2025-05-08 21:13:54 - Epoch 55, val mf1: 0.4894, val ACC1: 0.1286, val ACC0: 0.8502, val Gmean: 0.3307 (best 0.5648)
2025-05-08 21:13:54 - Epoch 56 伪标签: 正样本: 9280 (50.5%), 负样本: 9099 (49.5%)
2025-05-08 21:13:55 - Epoch 56, 测试集 AUC: 0.4008, PRE: 0.1064, REC: 0.0991, MF1: 0.4781, ACC1: 0.0991, ACC0: 0.8586, Gmean: 0.2917
2025-05-08 21:13:55 - Epoch 56, val mf1: 0.4925, val ACC1: 0.1195, val ACC0: 0.8664, val Gmean: 0.3218 (best 0.5648)
2025-05-08 21:13:55 - Epoch 57 伪标签: 正样本: 9246 (50.3%), 负样本: 9133 (49.7%)
2025-05-08 21:13:56 - Epoch 57, 测试集 AUC: 0.4032, PRE: 0.1135, REC: 0.0868, MF1: 0.4829, ACC1: 0.0868, ACC0: 0.8847, Gmean: 0.2771
2025-05-08 21:13:56 - Epoch 57, val mf1: 0.4949, val ACC1: 0.1029, val ACC0: 0.8907, val Gmean: 0.3027 (best 0.5648)
2025-05-08 21:13:56 - Epoch 58 伪标签: 正样本: 9192 (50.0%), 负样本: 9187 (50.0%)
2025-05-08 21:13:56 - Epoch 58, 测试集 AUC: 0.4040, PRE: 0.1212, REC: 0.0816, MF1: 0.4863, ACC1: 0.0816, ACC0: 0.8994, Gmean: 0.2709
2025-05-08 21:13:56 - Epoch 58, val mf1: 0.4941, val ACC1: 0.0900, val ACC0: 0.9052, val Gmean: 0.2855 (best 0.5648)
2025-05-08 21:13:57 - Epoch 59 伪标签: 正样本: 9131 (49.7%), 负样本: 9248 (50.3%)
2025-05-08 21:13:57 - Epoch 59, 测试集 AUC: 0.4027, PRE: 0.1257, REC: 0.0808, MF1: 0.4881, ACC1: 0.0808, ACC0: 0.9044, Gmean: 0.2704
2025-05-08 21:13:57 - Epoch 59, val mf1: 0.4951, val ACC1: 0.0877, val ACC0: 0.9104, val Gmean: 0.2826 (best 0.5648)
2025-05-08 21:13:57 - Epoch 60 伪标签: 正样本: 9256 (50.4%), 负样本: 9123 (49.6%)
2025-05-08 21:13:58 - Epoch 60, 有标签损失: 0.0023, 一致性损失: 0.0011, 伪标签损失: 0.6991, LPL损失: 30.6201, 聚类损失: 0.7317, 总损失: 0.3370
2025-05-08 21:13:58 - Epoch 60, 测试集 AUC: 0.3995, PRE: 0.1237, REC: 0.0820, MF1: 0.4874, ACC1: 0.0820, ACC0: 0.9013, Gmean: 0.2718
2025-05-08 21:13:58 - Epoch 60, val mf1: 0.4933, val ACC1: 0.0870, val ACC0: 0.9075, val Gmean: 0.2810 (best 0.5648)
2025-05-08 21:13:58 - Epoch 61 伪标签: 正样本: 9269 (50.4%), 负样本: 9110 (49.6%)
2025-05-08 21:13:59 - Epoch 61, 测试集 AUC: 0.3950, PRE: 0.1220, REC: 0.0890, MF1: 0.4870, ACC1: 0.0890, ACC0: 0.8911, Gmean: 0.2817
2025-05-08 21:13:59 - Epoch 61, val mf1: 0.4923, val ACC1: 0.0930, val ACC0: 0.8974, val Gmean: 0.2890 (best 0.5648)
2025-05-08 21:13:59 - Epoch 62 伪标签: 正样本: 9291 (50.6%), 负样本: 9088 (49.4%)
2025-05-08 21:14:00 - Epoch 62, 测试集 AUC: 0.3924, PRE: 0.1232, REC: 0.0887, MF1: 0.4875, ACC1: 0.0887, ACC0: 0.8927, Gmean: 0.2814
2025-05-08 21:14:00 - Epoch 62, val mf1: 0.4919, val ACC1: 0.0908, val ACC0: 0.8996, val Gmean: 0.2858 (best 0.5648)
2025-05-08 21:14:00 - Epoch 63 伪标签: 正样本: 9318 (50.7%), 负样本: 9061 (49.3%)
2025-05-08 21:14:01 - Epoch 63, 测试集 AUC: 0.3913, PRE: 0.1290, REC: 0.0820, MF1: 0.4895, ACC1: 0.0820, ACC0: 0.9059, Gmean: 0.2725
2025-05-08 21:14:01 - Epoch 63, val mf1: 0.4926, val ACC1: 0.0832, val ACC0: 0.9110, val Gmean: 0.2753 (best 0.5648)
2025-05-08 21:14:01 - Epoch 64 伪标签: 正样本: 9333 (50.8%), 负样本: 9046 (49.2%)
2025-05-08 21:14:01 - Epoch 64, 测试集 AUC: 0.3913, PRE: 0.1384, REC: 0.0719, MF1: 0.4911, ACC1: 0.0719, ACC0: 0.9239, Gmean: 0.2577
2025-05-08 21:14:01 - Epoch 64, val mf1: 0.4949, val ACC1: 0.0756, val ACC0: 0.9267, val Gmean: 0.2648 (best 0.5648)
2025-05-08 21:14:02 - Epoch 65 伪标签: 正样本: 9274 (50.5%), 负样本: 9105 (49.5%)
2025-05-08 21:14:02 - Epoch 65, 测试集 AUC: 0.3891, PRE: 0.1410, REC: 0.0659, MF1: 0.4906, ACC1: 0.0659, ACC0: 0.9317, Gmean: 0.2479
2025-05-08 21:14:02 - Epoch 65, val mf1: 0.4935, val ACC1: 0.0688, val ACC0: 0.9338, val Gmean: 0.2535 (best 0.5648)
2025-05-08 21:14:02 - Epoch 66 伪标签: 正样本: 9259 (50.4%), 负样本: 9120 (49.6%)
2025-05-08 21:14:03 - Epoch 66, 测试集 AUC: 0.3848, PRE: 0.1392, REC: 0.0645, MF1: 0.4898, ACC1: 0.0645, ACC0: 0.9322, Gmean: 0.2451
2025-05-08 21:14:03 - Epoch 66, val mf1: 0.4930, val ACC1: 0.0673, val ACC0: 0.9348, val Gmean: 0.2509 (best 0.5648)
2025-05-08 21:14:03 - Epoch 67 伪标签: 正样本: 9279 (50.5%), 负样本: 9100 (49.5%)
2025-05-08 21:14:04 - Epoch 67, 测试集 AUC: 0.3788, PRE: 0.1336, REC: 0.0659, MF1: 0.4887, ACC1: 0.0659, ACC0: 0.9273, Gmean: 0.2473
2025-05-08 21:14:04 - Epoch 67, val mf1: 0.4936, val ACC1: 0.0711, val ACC0: 0.9304, val Gmean: 0.2572 (best 0.5648)
2025-05-08 21:14:04 - Epoch 68 伪标签: 正样本: 9313 (50.7%), 负样本: 9066 (49.3%)
2025-05-08 21:14:05 - Epoch 68, 测试集 AUC: 0.3744, PRE: 0.1326, REC: 0.0633, MF1: 0.4879, ACC1: 0.0633, ACC0: 0.9296, Gmean: 0.2426
2025-05-08 21:14:05 - Epoch 68, val mf1: 0.4919, val ACC1: 0.0681, val ACC0: 0.9313, val Gmean: 0.2518 (best 0.5648)
2025-05-08 21:14:05 - Epoch 69 伪标签: 正样本: 9267 (50.4%), 负样本: 9112 (49.6%)
2025-05-08 21:14:05 - Epoch 69, 测试集 AUC: 0.3719, PRE: 0.1412, REC: 0.0596, MF1: 0.4891, ACC1: 0.0596, ACC0: 0.9384, Gmean: 0.2365
2025-05-08 21:14:05 - Epoch 69, val mf1: 0.4901, val ACC1: 0.0598, val ACC0: 0.9403, val Gmean: 0.2370 (best 0.5648)
2025-05-08 21:14:06 - Epoch 70 伪标签: 正样本: 9253 (50.3%), 负样本: 9126 (49.7%)
2025-05-08 21:14:06 - Epoch 70, 有标签损失: 0.0015, 一致性损失: 0.0008, 伪标签损失: 0.6004, LPL损失: 30.1203, 聚类损失: 0.5272, 总损失: 0.3893
2025-05-08 21:14:06 - Epoch 70, 测试集 AUC: 0.3709, PRE: 0.1534, REC: 0.0525, MF1: 0.4893, ACC1: 0.0525, ACC0: 0.9507, Gmean: 0.2235
2025-05-08 21:14:06 - Epoch 70, val mf1: 0.4911, val ACC1: 0.0545, val ACC0: 0.9515, val Gmean: 0.2276 (best 0.5648)
2025-05-08 21:14:06 - Epoch 71 伪标签: 正样本: 9245 (50.3%), 负样本: 9134 (49.7%)
2025-05-08 21:14:07 - Epoch 71, 测试集 AUC: 0.3679, PRE: 0.1590, REC: 0.0499, MF1: 0.4892, ACC1: 0.0499, ACC0: 0.9551, Gmean: 0.2184
2025-05-08 21:14:07 - Epoch 71, val mf1: 0.4916, val ACC1: 0.0530, val ACC0: 0.9551, val Gmean: 0.2249 (best 0.5648)
2025-05-08 21:14:07 - Epoch 72 伪标签: 正样本: 9260 (50.4%), 负样本: 9119 (49.6%)
2025-05-08 21:14:08 - Epoch 72, 测试集 AUC: 0.3632, PRE: 0.1582, REC: 0.0488, MF1: 0.4887, ACC1: 0.0488, ACC0: 0.9559, Gmean: 0.2160
2025-05-08 21:14:08 - Epoch 72, val mf1: 0.4911, val ACC1: 0.0514, val ACC0: 0.9567, val Gmean: 0.2218 (best 0.5648)
2025-05-08 21:14:08 - Epoch 73 伪标签: 正样本: 9233 (50.2%), 负样本: 9146 (49.8%)
2025-05-08 21:14:09 - Epoch 73, 测试集 AUC: 0.3573, PRE: 0.1528, REC: 0.0499, MF1: 0.4883, ACC1: 0.0499, ACC0: 0.9529, Gmean: 0.2181
2025-05-08 21:14:09 - Epoch 73, val mf1: 0.4904, val ACC1: 0.0522, val ACC0: 0.9537, val Gmean: 0.2231 (best 0.5648)
2025-05-08 21:14:09 - Epoch 74 伪标签: 正样本: 9281 (50.5%), 负样本: 9098 (49.5%)
2025-05-08 21:14:10 - Epoch 74, 测试集 AUC: 0.3533, PRE: 0.1553, REC: 0.0484, MF1: 0.4881, ACC1: 0.0484, ACC0: 0.9552, Gmean: 0.2151
2025-05-08 21:14:10 - Epoch 74, val mf1: 0.4901, val ACC1: 0.0499, val ACC0: 0.9571, val Gmean: 0.2186 (best 0.5648)
2025-05-08 21:14:10 - Epoch 75 伪标签: 正样本: 9299 (50.6%), 负样本: 9080 (49.4%)
2025-05-08 21:14:10 - Epoch 75, 测试集 AUC: 0.3509, PRE: 0.1618, REC: 0.0432, MF1: 0.4869, ACC1: 0.0432, ACC0: 0.9619, Gmean: 0.2039
2025-05-08 21:14:10 - Epoch 75, val mf1: 0.4870, val ACC1: 0.0431, val ACC0: 0.9625, val Gmean: 0.2037 (best 0.5648)
2025-05-08 21:14:11 - Epoch 76 伪标签: 正样本: 9244 (50.3%), 负样本: 9135 (49.7%)
2025-05-08 21:14:11 - Epoch 76, 测试集 AUC: 0.3501, PRE: 0.1652, REC: 0.0354, MF1: 0.4836, ACC1: 0.0354, ACC0: 0.9696, Gmean: 0.1853
2025-05-08 21:14:11 - Epoch 76, val mf1: 0.4887, val ACC1: 0.0401, val ACC0: 0.9724, val Gmean: 0.1974 (best 0.5648)
2025-05-08 21:14:11 - Epoch 77 伪标签: 正样本: 9266 (50.4%), 负样本: 9113 (49.6%)
2025-05-08 21:14:12 - Epoch 77, 测试集 AUC: 0.3484, PRE: 0.1736, REC: 0.0343, MF1: 0.4837, ACC1: 0.0343, ACC0: 0.9723, Gmean: 0.1826
2025-05-08 21:14:12 - Epoch 77, val mf1: 0.4847, val ACC1: 0.0340, val ACC0: 0.9753, val Gmean: 0.1822 (best 0.5648)
2025-05-08 21:14:12 - Epoch 78 伪标签: 正样本: 9218 (50.2%), 负样本: 9161 (49.8%)
2025-05-08 21:14:13 - Epoch 78, 测试集 AUC: 0.3452, PRE: 0.1698, REC: 0.0335, MF1: 0.4830, ACC1: 0.0335, ACC0: 0.9721, Gmean: 0.1805
2025-05-08 21:14:13 - Epoch 78, val mf1: 0.4853, val ACC1: 0.0348, val ACC0: 0.9751, val Gmean: 0.1842 (best 0.5648)
2025-05-08 21:14:13 - Epoch 79 伪标签: 正样本: 9231 (50.2%), 负样本: 9148 (49.8%)
2025-05-08 21:14:14 - Epoch 79, 测试集 AUC: 0.3414, PRE: 0.1618, REC: 0.0350, MF1: 0.4831, ACC1: 0.0350, ACC0: 0.9692, Gmean: 0.1842
2025-05-08 21:14:14 - Epoch 79, val mf1: 0.4868, val ACC1: 0.0378, val ACC0: 0.9725, val Gmean: 0.1918 (best 0.5648)
2025-05-08 21:14:14 - Epoch 80 伪标签: 正样本: 9234 (50.2%), 负样本: 9145 (49.8%)
2025-05-08 21:14:14 - Epoch 80, 有标签损失: 0.0012, 一致性损失: 0.0005, 伪标签损失: 0.5238, LPL损失: 30.1342, 聚类损失: 0.3569, 总损失: 0.4572
2025-05-08 21:14:14 - Epoch 80, 测试集 AUC: 0.3390, PRE: 0.1621, REC: 0.0354, MF1: 0.4833, ACC1: 0.0354, ACC0: 0.9689, Gmean: 0.1852
2025-05-08 21:14:14 - Epoch 80, val mf1: 0.4865, val ACC1: 0.0378, val ACC0: 0.9718, val Gmean: 0.1917 (best 0.5648)
2025-05-08 21:14:15 - Epoch 81 伪标签: 正样本: 9305 (50.6%), 负样本: 9074 (49.4%)
2025-05-08 21:14:15 - Epoch 81, 测试集 AUC: 0.3380, PRE: 0.1636, REC: 0.0332, MF1: 0.4823, ACC1: 0.0332, ACC0: 0.9712, Gmean: 0.1795
2025-05-08 21:14:15 - Epoch 81, val mf1: 0.4849, val ACC1: 0.0348, val ACC0: 0.9740, val Gmean: 0.1841 (best 0.5648)
2025-05-08 21:14:15 - Epoch 82 伪标签: 正样本: 9219 (50.2%), 负样本: 9160 (49.8%)
2025-05-08 21:14:16 - Epoch 82, 测试集 AUC: 0.3380, PRE: 0.1737, REC: 0.0306, MF1: 0.4817, ACC1: 0.0306, ACC0: 0.9753, Gmean: 0.1726
2025-05-08 21:14:16 - Epoch 82, val mf1: 0.4839, val ACC1: 0.0318, val ACC0: 0.9781, val Gmean: 0.1763 (best 0.5648)
2025-05-08 21:14:16 - Epoch 83 伪标签: 正样本: 9280 (50.5%), 负样本: 9099 (49.5%)
2025-05-08 21:14:17 - Epoch 83, 测试集 AUC: 0.3386, PRE: 0.1873, REC: 0.0265, MF1: 0.4801, ACC1: 0.0265, ACC0: 0.9805, Gmean: 0.1610
2025-05-08 21:14:17 - Epoch 83, val mf1: 0.4808, val ACC1: 0.0265, val ACC0: 0.9824, val Gmean: 0.1613 (best 0.5648)
2025-05-08 21:14:17 - Epoch 84 伪标签: 正样本: 9249 (50.3%), 负样本: 9130 (49.7%)
2025-05-08 21:14:18 - Epoch 84, 测试集 AUC: 0.3382, PRE: 0.1894, REC: 0.0253, MF1: 0.4795, ACC1: 0.0253, ACC0: 0.9816, Gmean: 0.1577
2025-05-08 21:14:18 - Epoch 84, val mf1: 0.4812, val ACC1: 0.0265, val ACC0: 0.9835, val Gmean: 0.1614 (best 0.5648)
2025-05-08 21:14:18 - Epoch 85 伪标签: 正样本: 9231 (50.2%), 负样本: 9148 (49.8%)
2025-05-08 21:14:18 - Epoch 85, 测试集 AUC: 0.3371, PRE: 0.1850, REC: 0.0257, MF1: 0.4795, ACC1: 0.0257, ACC0: 0.9807, Gmean: 0.1588
2025-05-08 21:14:18 - Epoch 85, val mf1: 0.4817, val ACC1: 0.0272, val ACC0: 0.9829, val Gmean: 0.1636 (best 0.5648)
2025-05-08 21:14:19 - Epoch 86 伪标签: 正样本: 9206 (50.1%), 负样本: 9173 (49.9%)
2025-05-08 21:14:19 - Epoch 86, 测试集 AUC: 0.3363, PRE: 0.1870, REC: 0.0257, MF1: 0.4796, ACC1: 0.0257, ACC0: 0.9810, Gmean: 0.1588
2025-05-08 21:14:19 - Epoch 86, val mf1: 0.4818, val ACC1: 0.0272, val ACC0: 0.9832, val Gmean: 0.1636 (best 0.5648)
2025-05-08 21:14:19 - Epoch 87 伪标签: 正样本: 9291 (50.6%), 负样本: 9088 (49.4%)
2025-05-08 21:14:20 - Epoch 87, 测试集 AUC: 0.3358, PRE: 0.1948, REC: 0.0250, MF1: 0.4795, ACC1: 0.0250, ACC0: 0.9825, Gmean: 0.1566
2025-05-08 21:14:20 - Epoch 87, val mf1: 0.4800, val ACC1: 0.0250, val ACC0: 0.9838, val Gmean: 0.1567 (best 0.5648)
2025-05-08 21:14:20 - Epoch 88 伪标签: 正样本: 9313 (50.7%), 负样本: 9066 (49.3%)
2025-05-08 21:14:21 - Epoch 88, 测试集 AUC: 0.3354, PRE: 0.1881, REC: 0.0212, MF1: 0.4768, ACC1: 0.0212, ACC0: 0.9844, Gmean: 0.1446
2025-05-08 21:14:21 - Epoch 88, val mf1: 0.4799, val ACC1: 0.0242, val ACC0: 0.9855, val Gmean: 0.1544 (best 0.5648)
2025-05-08 21:14:21 - Epoch 89 伪标签: 正样本: 9207 (50.1%), 负样本: 9172 (49.9%)
2025-05-08 21:14:22 - Epoch 89, 测试集 AUC: 0.3352, PRE: 0.1889, REC: 0.0190, MF1: 0.4753, ACC1: 0.0190, ACC0: 0.9861, Gmean: 0.1369
2025-05-08 21:14:22 - Epoch 89, val mf1: 0.4790, val ACC1: 0.0227, val ACC0: 0.9868, val Gmean: 0.1496 (best 0.5648)
2025-05-08 21:14:22 - Epoch 90 伪标签: 正样本: 9210 (50.1%), 负样本: 9169 (49.9%)
2025-05-08 21:14:22 - Epoch 90, 有标签损失: 0.0007, 一致性损失: 0.0004, 伪标签损失: 0.5004, LPL损失: 5.8123, 聚类损失: 0.2671, 总损失: 0.1151
2025-05-08 21:14:22 - Epoch 90, 测试集 AUC: 0.3342, PRE: 0.1899, REC: 0.0183, MF1: 0.4748, ACC1: 0.0183, ACC0: 0.9868, Gmean: 0.1342
2025-05-08 21:14:22 - Epoch 90, val mf1: 0.4791, val ACC1: 0.0227, val ACC0: 0.9870, val Gmean: 0.1497 (best 0.5648)
2025-05-08 21:14:23 - Epoch 91 伪标签: 正样本: 9235 (50.2%), 负样本: 9144 (49.8%)
2025-05-08 21:14:23 - Epoch 91, 测试集 AUC: 0.3328, PRE: 0.1873, REC: 0.0186, MF1: 0.4750, ACC1: 0.0186, ACC0: 0.9863, Gmean: 0.1355
2025-05-08 21:14:23 - Epoch 91, val mf1: 0.4796, val ACC1: 0.0234, val ACC0: 0.9866, val Gmean: 0.1521 (best 0.5648)
2025-05-08 21:14:23 - Epoch 92 伪标签: 正样本: 9306 (50.6%), 负样本: 9073 (49.4%)
2025-05-08 21:14:24 - Epoch 92, 测试集 AUC: 0.3317, PRE: 0.1923, REC: 0.0186, MF1: 0.4752, ACC1: 0.0186, ACC0: 0.9867, Gmean: 0.1356
2025-05-08 21:14:24 - Epoch 92, val mf1: 0.4790, val ACC1: 0.0227, val ACC0: 0.9868, val Gmean: 0.1496 (best 0.5648)
2025-05-08 21:14:24 - Epoch 93 伪标签: 正样本: 9259 (50.4%), 负样本: 9120 (49.6%)
2025-05-08 21:14:25 - Epoch 93, 测试集 AUC: 0.3312, PRE: 0.1727, REC: 0.0160, MF1: 0.4728, ACC1: 0.0160, ACC0: 0.9870, Gmean: 0.1257
2025-05-08 21:14:25 - Epoch 93, val mf1: 0.4778, val ACC1: 0.0212, val ACC0: 0.9875, val Gmean: 0.1446 (best 0.5648)
2025-05-08 21:14:25 - Epoch 94 伪标签: 正样本: 9263 (50.4%), 负样本: 9116 (49.6%)
2025-05-08 21:14:26 - Epoch 94, 测试集 AUC: 0.3309, PRE: 0.1749, REC: 0.0145, MF1: 0.4719, ACC1: 0.0145, ACC0: 0.9883, Gmean: 0.1198
2025-05-08 21:14:26 - Epoch 94, val mf1: 0.4762, val ACC1: 0.0189, val ACC0: 0.9889, val Gmean: 0.1368 (best 0.5648)
2025-05-08 21:14:26 - Epoch 95 伪标签: 正样本: 9250 (50.3%), 负样本: 9129 (49.7%)
2025-05-08 21:14:27 - Epoch 95, 测试集 AUC: 0.3310, PRE: 0.1881, REC: 0.0142, MF1: 0.4719, ACC1: 0.0142, ACC0: 0.9896, Gmean: 0.1184
2025-05-08 21:14:27 - Epoch 95, val mf1: 0.4756, val ACC1: 0.0174, val ACC0: 0.9913, val Gmean: 0.1313 (best 0.5648)
2025-05-08 21:14:27 - Epoch 96 伪标签: 正样本: 9220 (50.2%), 负样本: 9159 (49.8%)
2025-05-08 21:14:27 - Epoch 96, 测试集 AUC: 0.3315, PRE: 0.2022, REC: 0.0134, MF1: 0.4717, ACC1: 0.0134, ACC0: 0.9910, Gmean: 0.1153
2025-05-08 21:14:27 - Epoch 96, val mf1: 0.4738, val ACC1: 0.0151, val ACC0: 0.9925, val Gmean: 0.1225 (best 0.5648)
2025-05-08 21:14:28 - Epoch 97 伪标签: 正样本: 9231 (50.2%), 负样本: 9148 (49.8%)
2025-05-08 21:14:28 - Epoch 97, 测试集 AUC: 0.3319, PRE: 0.2012, REC: 0.0123, MF1: 0.4708, ACC1: 0.0123, ACC0: 0.9917, Gmean: 0.1104
2025-05-08 21:14:28 - Epoch 97, val mf1: 0.4712, val ACC1: 0.0121, val ACC0: 0.9934, val Gmean: 0.1097 (best 0.5648)
2025-05-08 21:14:28 - Epoch 98 伪标签: 正样本: 9178 (49.9%), 负样本: 9201 (50.1%)
2025-05-08 21:14:29 - Epoch 98, 测试集 AUC: 0.3322, PRE: 0.1988, REC: 0.0119, MF1: 0.4705, ACC1: 0.0119, ACC0: 0.9918, Gmean: 0.1087
2025-05-08 21:14:29 - Epoch 98, val mf1: 0.4711, val ACC1: 0.0121, val ACC0: 0.9933, val Gmean: 0.1096 (best 0.5648)
2025-05-08 21:14:29 - Epoch 99 伪标签: 正样本: 9167 (49.9%), 负样本: 9212 (50.1%)
2025-05-08 21:14:30 - Epoch 99, 测试集 AUC: 0.3326, PRE: 0.1948, REC: 0.0112, MF1: 0.4698, ACC1: 0.0112, ACC0: 0.9921, Gmean: 0.1053
2025-05-08 21:14:30 - Epoch 99, val mf1: 0.4714, val ACC1: 0.0121, val ACC0: 0.9943, val Gmean: 0.1097 (best 0.5648)
2025-05-08 21:14:30 - time cost: 81.36 s
2025-05-08 21:14:30 - 基于验证集最佳模型的测试结果: REC 28.65 PRE 22.02 MF1 54.91 AUC 63.93 ACC1 28.65 ACC0 82.75 Gmean 48.69
2025-05-08 21:14:30 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.02 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
