2025-05-09 20:38:34 - 运行开始时间: 20250509_203834
2025-05-09 20:38:34 - 日志文件: logs/train_log_yelp_seed64_20250509_203834.txt
2025-05-09 20:38:34 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:38:34 - 无标签数据数量: 18379
2025-05-09 20:38:34 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-09 20:38:34 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:38:34 - 伪标签策略：
2025-05-09 20:38:34 -   使用模型输出和聚类结果的融合
2025-05-09 20:38:35 - Epoch 0 伪标签: 正样本: 9824 (53.5%), 负样本: 8555 (46.5%)
2025-05-09 20:38:35 - 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: 0.8596
2025-05-09 20:38:35 - Epoch 0, 测试集 AUC: 0.3044, PRE: 0.1076, REC: 0.0063, MF1: 0.4648, ACC1: 0.0063, ACC0: 0.9911, Gmean: 0.0792
2025-05-09 20:38:35 - 更新最佳测试结果 (Epoch 0): AUC 0.3044, PRE 0.1076, REC 0.0063, MF1 0.4648, ACC1 0.0063, ACC0 0.9911, Gmean 0.0792
2025-05-09 20:38:35 - Epoch 0, val mf1: 0.4634, val ACC1: 0.0053, val ACC0: 0.9895, val Gmean: 0.0724 (best 0.4634)
2025-05-09 20:38:36 - Epoch 1 伪标签: 正样本: 9281 (50.5%), 负样本: 9098 (49.5%)
2025-05-09 20:38:36 - Epoch 1, 测试集 AUC: 0.6464, PRE: 0.2167, REC: 0.4065, MF1: 0.5466, ACC1: 0.4065, ACC0: 0.7502, Gmean: 0.5522
2025-05-09 20:38:36 - 更新最佳测试结果 (Epoch 1): AUC 0.6464, PRE 0.2167, REC 0.4065, MF1 0.5466, ACC1 0.4065, ACC0 0.7502, Gmean 0.5522
2025-05-09 20:38:36 - Epoch 1, val mf1: 0.5595, val ACC1: 0.4289, val ACC0: 0.7589, val Gmean: 0.5705 (best 0.5595)
2025-05-09 20:38:37 - Epoch 2 伪标签: 正样本: 8306 (45.2%), 负样本: 10073 (54.8%)
2025-05-09 20:38:37 - Epoch 2, 测试集 AUC: 0.5099, PRE: 0.1660, REC: 0.0645, MF1: 0.4956, ACC1: 0.0645, ACC0: 0.9450, Gmean: 0.2468
2025-05-09 20:38:37 - Epoch 2, val mf1: 0.5005, val ACC1: 0.0681, val ACC0: 0.9500, val Gmean: 0.2543 (best 0.5595)
2025-05-09 20:38:37 - Epoch 3 伪标签: 正样本: 8447 (46.0%), 负样本: 9932 (54.0%)
2025-05-09 20:38:38 - Epoch 3, 测试集 AUC: 0.5812, PRE: 0.1930, REC: 0.4128, MF1: 0.5227, ACC1: 0.4128, ACC0: 0.7066, Gmean: 0.5401
2025-05-09 20:38:38 - Epoch 3, val mf1: 0.5355, val ACC1: 0.4281, val ACC0: 0.7201, val Gmean: 0.5552 (best 0.5595)
2025-05-09 20:38:38 - Epoch 4 伪标签: 正样本: 8515 (46.3%), 负样本: 9864 (53.7%)
2025-05-09 20:38:39 - Epoch 4, 测试集 AUC: 0.6068, PRE: 0.2022, REC: 0.2701, MF1: 0.5371, ACC1: 0.2701, ACC0: 0.8189, Gmean: 0.4703
2025-05-09 20:38:39 - Epoch 4, val mf1: 0.5398, val ACC1: 0.2663, val ACC0: 0.8262, val Gmean: 0.4690 (best 0.5595)
2025-05-09 20:38:39 - Epoch 5 伪标签: 正样本: 8580 (46.7%), 负样本: 9799 (53.3%)
2025-05-09 20:38:40 - Epoch 5, 测试集 AUC: 0.6287, PRE: 0.2074, REC: 0.4117, MF1: 0.5377, ACC1: 0.4117, ACC0: 0.7326, Gmean: 0.5492
2025-05-09 20:38:40 - Epoch 5, val mf1: 0.5485, val ACC1: 0.4327, val ACC0: 0.7392, val Gmean: 0.5656 (best 0.5595)
2025-05-09 20:38:40 - Epoch 6 伪标签: 正样本: 8978 (48.8%), 负样本: 9401 (51.2%)
2025-05-09 20:38:41 - Epoch 6, 测试集 AUC: 0.6495, PRE: 0.2064, REC: 0.3338, MF1: 0.5401, ACC1: 0.3338, ACC0: 0.7818, Gmean: 0.5109
2025-05-09 20:38:41 - 更新最佳测试结果 (Epoch 6): AUC 0.6495, PRE 0.2064, REC 0.3338, MF1 0.5401, ACC1 0.3338, ACC0 0.7818, Gmean 0.5109
2025-05-09 20:38:41 - Epoch 6, val mf1: 0.5472, val ACC1: 0.3381, val ACC0: 0.7909, val Gmean: 0.5171 (best 0.5595)
2025-05-09 20:38:41 - Epoch 7 伪标签: 正样本: 9623 (52.4%), 负样本: 8756 (47.6%)
2025-05-09 20:38:42 - Epoch 7, 测试集 AUC: 0.6618, PRE: 0.2199, REC: 0.5294, MF1: 0.5420, ACC1: 0.5294, ACC0: 0.6807, Gmean: 0.6003
2025-05-09 20:38:42 - 更新最佳测试结果 (Epoch 7): AUC 0.6618, PRE 0.2199, REC 0.5294, MF1 0.5420, ACC1 0.5294, ACC0 0.6807, Gmean 0.6003
2025-05-09 20:38:42 - Epoch 7, val mf1: 0.5541, val ACC1: 0.5530, val ACC0: 0.6895, val Gmean: 0.6174 (best 0.5595)
2025-05-09 20:38:42 - Epoch 8 伪标签: 正样本: 9993 (54.4%), 负样本: 8386 (45.6%)
2025-05-09 20:38:43 - Epoch 8, 测试集 AUC: 0.6642, PRE: 0.2151, REC: 0.4717, MF1: 0.5413, ACC1: 0.4717, ACC0: 0.7073, Gmean: 0.5776
2025-05-09 20:38:43 - 更新最佳测试结果 (Epoch 8): AUC 0.6642, PRE 0.2151, REC 0.4717, MF1 0.5413, ACC1 0.4717, ACC0 0.7073, Gmean 0.5776
2025-05-09 20:38:43 - Epoch 8, val mf1: 0.5496, val ACC1: 0.4841, val ACC0: 0.7147, val Gmean: 0.5882 (best 0.5595)
2025-05-09 20:38:43 - Epoch 9 伪标签: 正样本: 9733 (53.0%), 负样本: 8646 (47.0%)
2025-05-09 20:38:44 - Epoch 9, 测试集 AUC: 0.6655, PRE: 0.2474, REC: 0.8122, MF1: 0.5495, ACC1: 0.8122, ACC0: 0.5801, Gmean: 0.6864
2025-05-09 20:38:44 - 更新最佳测试结果 (Epoch 9): AUC 0.6655, PRE 0.2474, REC 0.8122, MF1 0.5495, ACC1 0.8122, ACC0 0.5801, Gmean 0.6864
2025-05-09 20:38:44 - Epoch 9, val mf1: 0.5542, val ACC1: 0.8328, val ACC0: 0.5802, val Gmean: 0.6951 (best 0.5595)
2025-05-09 20:38:44 - Epoch 10 伪标签: 正样本: 10435 (56.8%), 负样本: 7944 (43.2%)
2025-05-09 20:38:44 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.2481, LPL损失: 29.6982, 聚类损失: 9.6935, 总损失: 0.1669
2025-05-09 20:38:44 - Epoch 10, 测试集 AUC: 0.6734, PRE: 0.2476, REC: 0.8126, MF1: 0.5497, ACC1: 0.8126, ACC0: 0.5803, Gmean: 0.6867
2025-05-09 20:38:44 - 更新最佳测试结果 (Epoch 10): AUC 0.6734, PRE 0.2476, REC 0.8126, MF1 0.5497, ACC1 0.8126, ACC0 0.5803, Gmean 0.6867
2025-05-09 20:38:44 - Epoch 10, val mf1: 0.5542, val ACC1: 0.8328, val ACC0: 0.5802, val Gmean: 0.6951 (best 0.5595)
2025-05-09 20:38:45 - Epoch 11 伪标签: 正样本: 10555 (57.4%), 负样本: 7824 (42.6%)
2025-05-09 20:38:45 - Epoch 11, 测试集 AUC: 0.6768, PRE: 0.2096, REC: 0.3253, MF1: 0.5427, ACC1: 0.3253, ACC0: 0.7915, Gmean: 0.5074
2025-05-09 20:38:45 - 更新最佳测试结果 (Epoch 11): AUC 0.6768, PRE 0.2096, REC 0.3253, MF1 0.5427, ACC1 0.3253, ACC0 0.7915, Gmean 0.5074
2025-05-09 20:38:45 - Epoch 11, val mf1: 0.5565, val ACC1: 0.3548, val ACC0: 0.7959, val Gmean: 0.5314 (best 0.5595)
2025-05-09 20:38:46 - Epoch 12 伪标签: 正样本: 9990 (54.4%), 负样本: 8389 (45.6%)
2025-05-09 20:38:46 - Epoch 12, 测试集 AUC: 0.6860, PRE: 0.2392, REC: 0.6673, MF1: 0.5531, ACC1: 0.6673, ACC0: 0.6393, Gmean: 0.6532
2025-05-09 20:38:46 - 更新最佳测试结果 (Epoch 12): AUC 0.6860, PRE 0.2392, REC 0.6673, MF1 0.5531, ACC1 0.6673, ACC0 0.6393, Gmean 0.6532
2025-05-09 20:38:46 - Epoch 12, val mf1: 0.5599, val ACC1: 0.6891, val ACC0: 0.6412, val Gmean: 0.6647 (best 0.5599)
2025-05-09 20:38:47 - Epoch 13 伪标签: 正样本: 9315 (50.7%), 负样本: 9064 (49.3%)
2025-05-09 20:38:47 - Epoch 13, 测试集 AUC: 0.7021, PRE: 0.2476, REC: 0.8126, MF1: 0.5497, ACC1: 0.8126, ACC0: 0.5803, Gmean: 0.6867
2025-05-09 20:38:47 - 更新最佳测试结果 (Epoch 13): AUC 0.7021, PRE 0.2476, REC 0.8126, MF1 0.5497, ACC1 0.8126, ACC0 0.5803, Gmean 0.6867
2025-05-09 20:38:47 - Epoch 13, val mf1: 0.5542, val ACC1: 0.8328, val ACC0: 0.5802, val Gmean: 0.6951 (best 0.5599)
2025-05-09 20:38:48 - Epoch 14 伪标签: 正样本: 8879 (48.3%), 负样本: 9500 (51.7%)
2025-05-09 20:38:48 - Epoch 14, 测试集 AUC: 0.7157, PRE: 0.2476, REC: 0.8126, MF1: 0.5498, ACC1: 0.8126, ACC0: 0.5804, Gmean: 0.6867
2025-05-09 20:38:48 - 更新最佳测试结果 (Epoch 14): AUC 0.7157, PRE 0.2476, REC 0.8126, MF1 0.5498, ACC1 0.8126, ACC0 0.5804, Gmean 0.6867
2025-05-09 20:38:48 - Epoch 14, val mf1: 0.5542, val ACC1: 0.8328, val ACC0: 0.5802, val Gmean: 0.6951 (best 0.5599)
2025-05-09 20:38:49 - Epoch 15 伪标签: 正样本: 8846 (48.1%), 负样本: 9533 (51.9%)
2025-05-09 20:38:49 - Epoch 15, 测试集 AUC: 0.7239, PRE: 0.2499, REC: 0.8029, MF1: 0.5541, ACC1: 0.8029, ACC0: 0.5904, Gmean: 0.6885
2025-05-09 20:38:49 - 更新最佳测试结果 (Epoch 15): AUC 0.7239, PRE 0.2499, REC 0.8029, MF1 0.5541, ACC1 0.8029, ACC0 0.5904, Gmean 0.6885
2025-05-09 20:38:49 - Epoch 15, val mf1: 0.5571, val ACC1: 0.8192, val ACC0: 0.5892, val Gmean: 0.6947 (best 0.5599)
2025-05-09 20:38:50 - Epoch 16 伪标签: 正样本: 8896 (48.4%), 负样本: 9483 (51.6%)
2025-05-09 20:38:50 - Epoch 16, 测试集 AUC: 0.7268, PRE: 0.2506, REC: 0.7996, MF1: 0.5554, ACC1: 0.7996, ACC0: 0.5935, Gmean: 0.6889
2025-05-09 20:38:50 - 更新最佳测试结果 (Epoch 16): AUC 0.7268, PRE 0.2506, REC 0.7996, MF1 0.5554, ACC1 0.7996, ACC0 0.5935, Gmean 0.6889
2025-05-09 20:38:50 - Epoch 16, val mf1: 0.5571, val ACC1: 0.8094, val ACC0: 0.5925, val Gmean: 0.6925 (best 0.5599)
2025-05-09 20:38:51 - Epoch 17 伪标签: 正样本: 8705 (47.4%), 负样本: 9674 (52.6%)
2025-05-09 20:38:51 - Epoch 17, 测试集 AUC: 0.7256, PRE: 0.2484, REC: 0.8066, MF1: 0.5515, ACC1: 0.8066, ACC0: 0.5851, Gmean: 0.6870
2025-05-09 20:38:51 - Epoch 17, val mf1: 0.5554, val ACC1: 0.8253, val ACC0: 0.5845, val Gmean: 0.6946 (best 0.5599)
2025-05-09 20:38:51 - Epoch 18 伪标签: 正样本: 8793 (47.8%), 负样本: 9586 (52.2%)
2025-05-09 20:38:52 - Epoch 18, 测试集 AUC: 0.7150, PRE: 0.2481, REC: 0.8051, MF1: 0.5513, ACC1: 0.8051, ACC0: 0.5853, Gmean: 0.6865
2025-05-09 20:38:52 - Epoch 18, val mf1: 0.5560, val ACC1: 0.8260, val ACC0: 0.5852, val Gmean: 0.6953 (best 0.5599)
2025-05-09 20:38:52 - Epoch 19 伪标签: 正样本: 8748 (47.6%), 负样本: 9631 (52.4%)
2025-05-09 20:38:53 - Epoch 19, 测试集 AUC: 0.7018, PRE: 0.2459, REC: 0.7280, MF1: 0.5561, ACC1: 0.7280, ACC0: 0.6205, Gmean: 0.6721
2025-05-09 20:38:53 - Epoch 19, val mf1: 0.5582, val ACC1: 0.7398, val ACC0: 0.6194, val Gmean: 0.6769 (best 0.5599)
2025-05-09 20:38:53 - Epoch 20 伪标签: 正样本: 8728 (47.5%), 负样本: 9651 (52.5%)
2025-05-09 20:38:54 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.7183, LPL损失: 6.5628, 聚类损失: 2.4324, 总损失: 0.0484
2025-05-09 20:38:54 - Epoch 20, 测试集 AUC: 0.6945, PRE: 0.2358, REC: 0.3521, MF1: 0.5619, ACC1: 0.3521, ACC0: 0.8061, Gmean: 0.5327
2025-05-09 20:38:54 - Epoch 20, val mf1: 0.5684, val ACC1: 0.3714, val ACC0: 0.8048, val Gmean: 0.5467 (best 0.5684)
2025-05-09 20:38:54 - Epoch 21 伪标签: 正样本: 8727 (47.5%), 负样本: 9652 (52.5%)
2025-05-09 20:38:54 - Epoch 21, 测试集 AUC: 0.6957, PRE: 0.2469, REC: 0.8130, MF1: 0.5486, ACC1: 0.8130, ACC0: 0.5784, Gmean: 0.6857
2025-05-09 20:38:54 - Epoch 21, val mf1: 0.5530, val ACC1: 0.8328, val ACC0: 0.5782, val Gmean: 0.6940 (best 0.5684)
2025-05-09 20:38:55 - Epoch 22 伪标签: 正样本: 8570 (46.6%), 负样本: 9809 (53.4%)
2025-05-09 20:38:55 - Epoch 22, 测试集 AUC: 0.6998, PRE: 0.2471, REC: 0.8130, MF1: 0.5489, ACC1: 0.8130, ACC0: 0.5789, Gmean: 0.6860
2025-05-09 20:38:55 - Epoch 22, val mf1: 0.5535, val ACC1: 0.8328, val ACC0: 0.5790, val Gmean: 0.6944 (best 0.5684)
2025-05-09 20:38:55 - Epoch 23 伪标签: 正样本: 8429 (45.9%), 负样本: 9950 (54.1%)
2025-05-09 20:38:56 - Epoch 23, 测试集 AUC: 0.7049, PRE: 0.2474, REC: 0.8126, MF1: 0.5495, ACC1: 0.8126, ACC0: 0.5799, Gmean: 0.6865
2025-05-09 20:38:56 - Epoch 23, val mf1: 0.5537, val ACC1: 0.8328, val ACC0: 0.5794, val Gmean: 0.6947 (best 0.5684)
2025-05-09 20:38:56 - Epoch 24 伪标签: 正样本: 8479 (46.1%), 负样本: 9900 (53.9%)
2025-05-09 20:38:57 - Epoch 24, 测试集 AUC: 0.7086, PRE: 0.2476, REC: 0.8118, MF1: 0.5498, ACC1: 0.8118, ACC0: 0.5807, Gmean: 0.6866
2025-05-09 20:38:57 - Epoch 24, val mf1: 0.5538, val ACC1: 0.8313, val ACC0: 0.5800, val Gmean: 0.6944 (best 0.5684)
2025-05-09 20:38:57 - Epoch 25 伪标签: 正样本: 9041 (49.2%), 负样本: 9338 (50.8%)
2025-05-09 20:38:58 - Epoch 25, 测试集 AUC: 0.7062, PRE: 0.2492, REC: 0.7921, MF1: 0.5543, ACC1: 0.7921, ACC0: 0.5944, Gmean: 0.6862
2025-05-09 20:38:58 - Epoch 25, val mf1: 0.5589, val ACC1: 0.8124, val ACC0: 0.5943, val Gmean: 0.6949 (best 0.5684)
2025-05-09 20:38:58 - Epoch 26 伪标签: 正样本: 8972 (48.8%), 负样本: 9407 (51.2%)
2025-05-09 20:38:59 - Epoch 26, 测试集 AUC: 0.7050, PRE: 0.2550, REC: 0.6624, MF1: 0.5723, ACC1: 0.6624, ACC0: 0.6710, Gmean: 0.6667
2025-05-09 20:38:59 - Epoch 26, val mf1: 0.5754, val ACC1: 0.6793, val ACC0: 0.6689, val Gmean: 0.6741 (best 0.5754)
2025-05-09 20:38:59 - Epoch 27 伪标签: 正样本: 8894 (48.4%), 负样本: 9485 (51.6%)
2025-05-09 20:38:59 - Epoch 27, 测试集 AUC: 0.7058, PRE: 0.2558, REC: 0.4583, MF1: 0.5788, ACC1: 0.4583, ACC0: 0.7734, Gmean: 0.5953
2025-05-09 20:38:59 - Epoch 27, val mf1: 0.5723, val ACC1: 0.4516, val ACC0: 0.7670, val Gmean: 0.5885 (best 0.5754)
2025-05-09 20:39:00 - Epoch 28 伪标签: 正样本: 8857 (48.2%), 负样本: 9522 (51.8%)
2025-05-09 20:39:00 - Epoch 28, 测试集 AUC: 0.7088, PRE: 0.2698, REC: 0.3186, MF1: 0.5795, ACC1: 0.3186, ACC0: 0.8535, Gmean: 0.5214
2025-05-09 20:39:00 - Epoch 28, val mf1: 0.5692, val ACC1: 0.3056, val ACC0: 0.8465, val Gmean: 0.5086 (best 0.5754)
2025-05-09 20:39:01 - Epoch 29 伪标签: 正样本: 8930 (48.6%), 负样本: 9449 (51.4%)
2025-05-09 20:39:01 - Epoch 29, 测试集 AUC: 0.7132, PRE: 0.2744, REC: 0.2366, MF1: 0.5687, ACC1: 0.2366, ACC0: 0.8937, Gmean: 0.4598
2025-05-09 20:39:01 - Epoch 29, val mf1: 0.5594, val ACC1: 0.2231, val ACC0: 0.8899, val Gmean: 0.4456 (best 0.5754)
2025-05-09 20:39:01 - Epoch 30 伪标签: 正样本: 8918 (48.5%), 负样本: 9461 (51.5%)
2025-05-09 20:39:02 - Epoch 30, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4899, LPL损失: 28.1078, 聚类损失: 0.6966, 总损失: 0.1767
2025-05-09 20:39:02 - Epoch 30, 测试集 AUC: 0.7175, PRE: 0.2795, REC: 0.1997, MF1: 0.5619, ACC1: 0.1997, ACC0: 0.9125, Gmean: 0.4269
2025-05-09 20:39:02 - Epoch 30, val mf1: 0.5562, val ACC1: 0.1936, val ACC0: 0.9088, val Gmean: 0.4195 (best 0.5754)
2025-05-09 20:39:02 - Epoch 31 伪标签: 正样本: 8898 (48.4%), 负样本: 9481 (51.6%)
2025-05-09 20:39:03 - Epoch 31, 测试集 AUC: 0.7175, PRE: 0.2861, REC: 0.1736, MF1: 0.5562, ACC1: 0.1736, ACC0: 0.9263, Gmean: 0.4010
2025-05-09 20:39:03 - Epoch 31, val mf1: 0.5513, val ACC1: 0.1672, val ACC0: 0.9246, val Gmean: 0.3932 (best 0.5754)
2025-05-09 20:39:03 - Epoch 32 伪标签: 正样本: 8889 (48.4%), 负样本: 9490 (51.6%)
2025-05-09 20:39:04 - Epoch 32, 测试集 AUC: 0.7131, PRE: 0.2707, REC: 0.1159, MF1: 0.5327, ACC1: 0.1159, ACC0: 0.9469, Gmean: 0.3312
2025-05-09 20:39:04 - Epoch 32, val mf1: 0.5318, val ACC1: 0.1165, val ACC0: 0.9448, val Gmean: 0.3318 (best 0.5754)
2025-05-09 20:39:04 - Epoch 33 伪标签: 正样本: 8906 (48.5%), 负样本: 9473 (51.5%)
2025-05-09 20:39:04 - Epoch 33, 测试集 AUC: 0.7103, PRE: 0.2604, REC: 0.0909, MF1: 0.5204, ACC1: 0.0909, ACC0: 0.9561, Gmean: 0.2948
2025-05-09 20:39:04 - Epoch 33, val mf1: 0.5197, val ACC1: 0.0908, val ACC0: 0.9551, val Gmean: 0.2944 (best 0.5754)
2025-05-09 20:39:05 - Epoch 34 伪标签: 正样本: 8927 (48.6%), 负样本: 9452 (51.4%)
2025-05-09 20:39:05 - Epoch 34, 测试集 AUC: 0.7108, PRE: 0.2531, REC: 0.0976, MF1: 0.5224, ACC1: 0.0976, ACC0: 0.9510, Gmean: 0.3047
2025-05-09 20:39:05 - Epoch 34, val mf1: 0.5231, val ACC1: 0.1006, val ACC0: 0.9486, val Gmean: 0.3089 (best 0.5754)
2025-05-09 20:39:06 - Epoch 35 伪标签: 正样本: 8962 (48.8%), 负样本: 9417 (51.2%)
2025-05-09 20:39:06 - Epoch 35, 测试集 AUC: 0.7125, PRE: 0.2684, REC: 0.1505, MF1: 0.5448, ACC1: 0.1505, ACC0: 0.9303, Gmean: 0.3742
2025-05-09 20:39:06 - Epoch 35, val mf1: 0.5386, val ACC1: 0.1475, val ACC0: 0.9231, val Gmean: 0.3690 (best 0.5754)
2025-05-09 20:39:06 - Epoch 36 伪标签: 正样本: 8958 (48.7%), 负样本: 9421 (51.3%)
2025-05-09 20:39:07 - Epoch 36, 测试集 AUC: 0.7133, PRE: 0.2675, REC: 0.2563, MF1: 0.5697, ACC1: 0.2563, ACC0: 0.8807, Gmean: 0.4751
2025-05-09 20:39:07 - Epoch 36, val mf1: 0.5609, val ACC1: 0.2496, val ACC0: 0.8722, val Gmean: 0.4666 (best 0.5754)
2025-05-09 20:39:07 - Epoch 37 伪标签: 正样本: 8864 (48.2%), 负样本: 9515 (51.8%)
2025-05-09 20:39:08 - Epoch 37, 测试集 AUC: 0.7165, PRE: 0.2714, REC: 0.4598, MF1: 0.5906, ACC1: 0.4598, ACC0: 0.7902, Gmean: 0.6028
2025-05-09 20:39:08 - Epoch 37, val mf1: 0.5845, val ACC1: 0.4637, val ACC0: 0.7793, val Gmean: 0.6011 (best 0.5845)
2025-05-09 20:39:08 - Epoch 38 伪标签: 正样本: 8963 (48.8%), 负样本: 9416 (51.2%)
2025-05-09 20:39:09 - Epoch 38, 测试集 AUC: 0.7215, PRE: 0.2727, REC: 0.6315, MF1: 0.5922, ACC1: 0.6315, ACC0: 0.7137, Gmean: 0.6713
2025-05-09 20:39:09 - Epoch 38, val mf1: 0.5829, val ACC1: 0.6157, val ACC0: 0.7064, val Gmean: 0.6595 (best 0.5845)
2025-05-09 20:39:09 - Epoch 39 伪标签: 正样本: 8976 (48.8%), 负样本: 9403 (51.2%)
2025-05-09 20:39:10 - Epoch 39, 测试集 AUC: 0.7252, PRE: 0.2704, REC: 0.7023, MF1: 0.5875, ACC1: 0.7023, ACC0: 0.6780, Gmean: 0.6900
2025-05-09 20:39:10 - Epoch 39, val mf1: 0.5778, val ACC1: 0.6831, val ACC0: 0.6710, val Gmean: 0.6770 (best 0.5845)
2025-05-09 20:39:10 - Epoch 40 伪标签: 正样本: 8937 (48.6%), 负样本: 9442 (51.4%)
2025-05-09 20:39:10 - Epoch 40, 有标签损失: 0.0004, 一致性损失: 0.0000, 伪标签损失: 0.4710, LPL损失: 28.7988, 聚类损失: 0.2946, 总损失: 0.2151
2025-05-09 20:39:11 - Epoch 40, 测试集 AUC: 0.7264, PRE: 0.2672, REC: 0.7306, MF1: 0.5824, ACC1: 0.7306, ACC0: 0.6595, Gmean: 0.6941
2025-05-09 20:39:11 - Epoch 40, val mf1: 0.5775, val ACC1: 0.7322, val ACC0: 0.6515, val Gmean: 0.6907 (best 0.5845)
2025-05-09 20:39:11 - Epoch 41 伪标签: 正样本: 8956 (48.7%), 负样本: 9423 (51.3%)
2025-05-09 20:39:11 - Epoch 41, 测试集 AUC: 0.7255, PRE: 0.2635, REC: 0.7470, MF1: 0.5769, ACC1: 0.7470, ACC0: 0.6450, Gmean: 0.6942
2025-05-09 20:39:11 - Epoch 41, val mf1: 0.5740, val ACC1: 0.7511, val ACC0: 0.6391, val Gmean: 0.6928 (best 0.5845)
2025-05-09 20:39:12 - Epoch 42 伪标签: 正样本: 9011 (49.0%), 负样本: 9368 (51.0%)
2025-05-09 20:39:12 - Epoch 42, 测试集 AUC: 0.7242, PRE: 0.2614, REC: 0.7608, MF1: 0.5733, ACC1: 0.7608, ACC0: 0.6346, Gmean: 0.6948
2025-05-09 20:39:12 - Epoch 42, val mf1: 0.5696, val ACC1: 0.7663, val ACC0: 0.6270, val Gmean: 0.6931 (best 0.5845)
2025-05-09 20:39:13 - Epoch 43 伪标签: 正样本: 9056 (49.3%), 负样本: 9323 (50.7%)
2025-05-09 20:39:13 - Epoch 43, 测试集 AUC: 0.7233, PRE: 0.2596, REC: 0.7724, MF1: 0.5701, ACC1: 0.7724, ACC0: 0.6255, Gmean: 0.6951
2025-05-09 20:39:13 - Epoch 43, val mf1: 0.5665, val ACC1: 0.7746, val ACC0: 0.6193, val Gmean: 0.6926 (best 0.5845)
2025-05-09 20:39:13 - Epoch 44 伪标签: 正样本: 9032 (49.1%), 负样本: 9347 (50.9%)
2025-05-09 20:39:14 - Epoch 44, 测试集 AUC: 0.7230, PRE: 0.2574, REC: 0.7787, MF1: 0.5667, ACC1: 0.7787, ACC0: 0.6180, Gmean: 0.6937
2025-05-09 20:39:14 - Epoch 44, val mf1: 0.5626, val ACC1: 0.7784, val ACC0: 0.6119, val Gmean: 0.6902 (best 0.5845)
2025-05-09 20:39:14 - Epoch 45 伪标签: 正样本: 9035 (49.2%), 负样本: 9344 (50.8%)
2025-05-09 20:39:15 - Epoch 45, 测试集 AUC: 0.7233, PRE: 0.2558, REC: 0.7850, MF1: 0.5640, ACC1: 0.7850, ACC0: 0.6117, Gmean: 0.6930
2025-05-09 20:39:15 - Epoch 45, val mf1: 0.5597, val ACC1: 0.7859, val ACC0: 0.6049, val Gmean: 0.6895 (best 0.5845)
2025-05-09 20:39:15 - Epoch 46 伪标签: 正样本: 9076 (49.4%), 负样本: 9303 (50.6%)
2025-05-09 20:39:16 - Epoch 46, 测试集 AUC: 0.7237, PRE: 0.2525, REC: 0.7873, MF1: 0.5594, ACC1: 0.7873, ACC0: 0.6039, Gmean: 0.6895
2025-05-09 20:39:16 - Epoch 46, val mf1: 0.5559, val ACC1: 0.7920, val ACC0: 0.5969, val Gmean: 0.6875 (best 0.5845)
2025-05-09 20:39:16 - Epoch 47 伪标签: 正样本: 9056 (49.3%), 负样本: 9323 (50.7%)
2025-05-09 20:39:17 - Epoch 47, 测试集 AUC: 0.7236, PRE: 0.2487, REC: 0.7902, MF1: 0.5537, ACC1: 0.7902, ACC0: 0.5941, Gmean: 0.6852
2025-05-09 20:39:17 - Epoch 47, val mf1: 0.5486, val ACC1: 0.7920, val ACC0: 0.5857, val Gmean: 0.6811 (best 0.5845)
2025-05-09 20:39:17 - Epoch 48 伪标签: 正样本: 9064 (49.3%), 负样本: 9315 (50.7%)
2025-05-09 20:39:17 - Epoch 48, 测试集 AUC: 0.7222, PRE: 0.2426, REC: 0.7973, MF1: 0.5440, ACC1: 0.7973, ACC0: 0.5769, Gmean: 0.6782
2025-05-09 20:39:17 - Epoch 48, val mf1: 0.5376, val ACC1: 0.7995, val ACC0: 0.5663, val Gmean: 0.6729 (best 0.5845)
2025-05-09 20:39:18 - Epoch 49 伪标签: 正样本: 9114 (49.6%), 负样本: 9265 (50.4%)
2025-05-09 20:39:18 - Epoch 49, 测试集 AUC: 0.7192, PRE: 0.2337, REC: 0.8070, MF1: 0.5288, ACC1: 0.8070, ACC0: 0.5502, Gmean: 0.6663
2025-05-09 20:39:18 - Epoch 49, val mf1: 0.5213, val ACC1: 0.8124, val ACC0: 0.5368, val Gmean: 0.6604 (best 0.5845)
2025-05-09 20:39:18 - Epoch 50 伪标签: 正样本: 9076 (49.4%), 负样本: 9303 (50.6%)
2025-05-09 20:39:19 - Epoch 50, 有标签损失: 0.0002, 一致性损失: 0.0000, 伪标签损失: 0.4677, LPL损失: 29.3306, 聚类损失: 0.1975, 总损失: 0.2615
2025-05-09 20:39:19 - Epoch 50, 测试集 AUC: 0.7138, PRE: 0.2200, REC: 0.8256, MF1: 0.5017, ACC1: 0.8256, ACC0: 0.5025, Gmean: 0.6441
2025-05-09 20:39:19 - Epoch 50, val mf1: 0.4973, val ACC1: 0.8298, val ACC0: 0.4944, val Gmean: 0.6405 (best 0.5845)
2025-05-09 20:39:19 - Epoch 51 伪标签: 正样本: 9140 (49.7%), 负样本: 9239 (50.3%)
2025-05-09 20:39:20 - Epoch 51, 测试集 AUC: 0.7054, PRE: 0.2074, REC: 0.8413, MF1: 0.4727, ACC1: 0.8413, ACC0: 0.4535, Gmean: 0.6176
2025-05-09 20:39:20 - Epoch 51, val mf1: 0.4717, val ACC1: 0.8457, val ACC0: 0.4507, val Gmean: 0.6174 (best 0.5845)
2025-05-09 20:39:20 - Epoch 52 伪标签: 正样本: 9184 (50.0%), 负样本: 9195 (50.0%)
2025-05-09 20:39:21 - Epoch 52, 测试集 AUC: 0.6928, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:21 - Epoch 52, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:21 - Epoch 53 伪标签: 正样本: 9157 (49.8%), 负样本: 9222 (50.2%)
2025-05-09 20:39:22 - Epoch 53, 测试集 AUC: 0.6765, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:22 - Epoch 53, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:22 - Epoch 54 伪标签: 正样本: 9159 (49.8%), 负样本: 9220 (50.2%)
2025-05-09 20:39:23 - Epoch 54, 测试集 AUC: 0.6576, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:23 - Epoch 54, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:23 - Epoch 55 伪标签: 正样本: 9146 (49.8%), 负样本: 9233 (50.2%)
2025-05-09 20:39:23 - Epoch 55, 测试集 AUC: 0.6394, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:23 - Epoch 55, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:24 - Epoch 56 伪标签: 正样本: 9157 (49.8%), 负样本: 9222 (50.2%)
2025-05-09 20:39:24 - Epoch 56, 测试集 AUC: 0.6232, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:24 - Epoch 56, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:25 - Epoch 57 伪标签: 正样本: 9184 (50.0%), 负样本: 9195 (50.0%)
2025-05-09 20:39:25 - Epoch 57, 测试集 AUC: 0.6090, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:25 - Epoch 57, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:25 - Epoch 58 伪标签: 正样本: 9202 (50.1%), 负样本: 9177 (49.9%)
2025-05-09 20:39:26 - Epoch 58, 测试集 AUC: 0.5987, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:26 - Epoch 58, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:26 - Epoch 59 伪标签: 正样本: 9126 (49.7%), 负样本: 9253 (50.3%)
2025-05-09 20:39:27 - Epoch 59, 测试集 AUC: 0.5923, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:27 - Epoch 59, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:27 - Epoch 60 伪标签: 正样本: 9139 (49.7%), 负样本: 9240 (50.3%)
2025-05-09 20:39:28 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4646, LPL损失: 5.8082, 聚类损失: 0.1481, 总损失: 0.0669
2025-05-09 20:39:28 - Epoch 60, 测试集 AUC: 0.5857, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:28 - Epoch 60, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:28 - Epoch 61 伪标签: 正样本: 9107 (49.6%), 负样本: 9272 (50.4%)
2025-05-09 20:39:28 - Epoch 61, 测试集 AUC: 0.5759, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:28 - Epoch 61, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:29 - Epoch 62 伪标签: 正样本: 9196 (50.0%), 负样本: 9183 (50.0%)
2025-05-09 20:39:29 - Epoch 62, 测试集 AUC: 0.5662, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:29 - Epoch 62, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:30 - Epoch 63 伪标签: 正样本: 9168 (49.9%), 负样本: 9211 (50.1%)
2025-05-09 20:39:30 - Epoch 63, 测试集 AUC: 0.5592, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:30 - Epoch 63, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:30 - Epoch 64 伪标签: 正样本: 9107 (49.6%), 负样本: 9272 (50.4%)
2025-05-09 20:39:31 - Epoch 64, 测试集 AUC: 0.5537, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:31 - Epoch 64, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:31 - Epoch 65 伪标签: 正样本: 9171 (49.9%), 负样本: 9208 (50.1%)
2025-05-09 20:39:32 - Epoch 65, 测试集 AUC: 0.5484, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:32 - Epoch 65, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:32 - Epoch 66 伪标签: 正样本: 9048 (49.2%), 负样本: 9331 (50.8%)
2025-05-09 20:39:33 - Epoch 66, 测试集 AUC: 0.5464, PRE: 0.1568, REC: 0.4382, MF1: 0.4691, ACC1: 0.4382, ACC0: 0.5994, Gmean: 0.5125
2025-05-09 20:39:33 - Epoch 66, val mf1: 0.4642, val ACC1: 0.4168, val ACC0: 0.6009, val Gmean: 0.5004 (best 0.5845)
2025-05-09 20:39:33 - Epoch 67 伪标签: 正样本: 9136 (49.7%), 负样本: 9243 (50.3%)
2025-05-09 20:39:34 - Epoch 67, 测试集 AUC: 0.5507, PRE: 0.1599, REC: 0.4080, MF1: 0.4809, ACC1: 0.4080, ACC0: 0.6356, Gmean: 0.5092
2025-05-09 20:39:34 - Epoch 67, val mf1: 0.4754, val ACC1: 0.3918, val ACC0: 0.6339, val Gmean: 0.4984 (best 0.5845)
2025-05-09 20:39:34 - Epoch 68 伪标签: 正样本: 9117 (49.6%), 负样本: 9262 (50.4%)
2025-05-09 20:39:35 - Epoch 68, 测试集 AUC: 0.5590, PRE: 0.1634, REC: 0.4307, MF1: 0.4815, ACC1: 0.4307, ACC0: 0.6252, Gmean: 0.5189
2025-05-09 20:39:35 - Epoch 68, val mf1: 0.4766, val ACC1: 0.4160, val ACC0: 0.6236, val Gmean: 0.5094 (best 0.5845)
2025-05-09 20:39:35 - Epoch 69 伪标签: 正样本: 9165 (49.9%), 负样本: 9214 (50.1%)
2025-05-09 20:39:35 - Epoch 69, 测试集 AUC: 0.5665, PRE: 0.1682, REC: 0.5063, MF1: 0.4726, ACC1: 0.5063, ACC0: 0.5744, Gmean: 0.5393
2025-05-09 20:39:35 - Epoch 69, val mf1: 0.4655, val ACC1: 0.4811, val ACC0: 0.5732, val Gmean: 0.5251 (best 0.5845)
2025-05-09 20:39:36 - Epoch 70 伪标签: 正样本: 9169 (49.9%), 负样本: 9210 (50.1%)
2025-05-09 20:39:36 - Epoch 70, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4643, LPL损失: 5.7769, 聚类损失: 0.1289, 总损失: 0.0790
2025-05-09 20:39:36 - Epoch 70, 测试集 AUC: 0.5715, PRE: 0.1706, REC: 0.5250, MF1: 0.4725, ACC1: 0.5250, ACC0: 0.5661, Gmean: 0.5451
2025-05-09 20:39:36 - Epoch 70, val mf1: 0.4674, val ACC1: 0.5045, val ACC0: 0.5662, val Gmean: 0.5345 (best 0.5845)
2025-05-09 20:39:36 - Epoch 71 伪标签: 正样本: 9072 (49.4%), 负样本: 9307 (50.6%)
2025-05-09 20:39:37 - Epoch 71, 测试集 AUC: 0.5763, PRE: 0.1747, REC: 0.4948, MF1: 0.4860, ACC1: 0.4948, ACC0: 0.6027, Gmean: 0.5461
2025-05-09 20:39:37 - Epoch 71, val mf1: 0.4811, val ACC1: 0.4788, val ACC0: 0.6014, val Gmean: 0.5366 (best 0.5845)
2025-05-09 20:39:37 - Epoch 72 伪标签: 正样本: 9189 (50.0%), 负样本: 9190 (50.0%)
2025-05-09 20:39:38 - Epoch 72, 测试集 AUC: 0.5805, PRE: 0.1762, REC: 0.5168, MF1: 0.4840, ACC1: 0.5168, ACC0: 0.5894, Gmean: 0.5519
2025-05-09 20:39:38 - Epoch 72, val mf1: 0.4795, val ACC1: 0.5000, val ACC0: 0.5890, val Gmean: 0.5427 (best 0.5845)
2025-05-09 20:39:38 - Epoch 73 伪标签: 正样本: 9007 (49.0%), 负样本: 9372 (51.0%)
2025-05-09 20:39:39 - Epoch 73, 测试集 AUC: 0.5829, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:39 - Epoch 73, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:39 - Epoch 74 伪标签: 正样本: 9166 (49.9%), 负样本: 9213 (50.1%)
2025-05-09 20:39:39 - Epoch 74, 测试集 AUC: 0.5840, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:39 - Epoch 74, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:40 - Epoch 75 伪标签: 正样本: 9146 (49.8%), 负样本: 9233 (50.2%)
2025-05-09 20:39:40 - Epoch 75, 测试集 AUC: 0.5837, PRE: 0.1782, REC: 0.5548, MF1: 0.4792, ACC1: 0.5548, ACC0: 0.5650, Gmean: 0.5599
2025-05-09 20:39:40 - Epoch 75, val mf1: 0.4685, val ACC1: 0.5250, val ACC0: 0.5592, val Gmean: 0.5418 (best 0.5845)
2025-05-09 20:39:41 - Epoch 76 伪标签: 正样本: 9157 (49.8%), 负样本: 9222 (50.2%)
2025-05-09 20:39:41 - Epoch 76, 测试集 AUC: 0.5817, PRE: 0.1774, REC: 0.5708, MF1: 0.4743, ACC1: 0.5708, ACC0: 0.5502, Gmean: 0.5604
2025-05-09 20:39:41 - Epoch 76, val mf1: 0.4619, val ACC1: 0.5424, val ACC0: 0.5408, val Gmean: 0.5416 (best 0.5845)
2025-05-09 20:39:42 - Epoch 77 伪标签: 正样本: 9041 (49.2%), 负样本: 9338 (50.8%)
2025-05-09 20:39:42 - Epoch 77, 测试集 AUC: 0.5792, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:42 - Epoch 77, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:42 - Epoch 78 伪标签: 正样本: 9143 (49.7%), 负样本: 9236 (50.3%)
2025-05-09 20:39:43 - Epoch 78, 测试集 AUC: 0.5749, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:43 - Epoch 78, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:43 - Epoch 79 伪标签: 正样本: 9198 (50.0%), 负样本: 9181 (50.0%)
2025-05-09 20:39:44 - Epoch 79, 测试集 AUC: 0.5678, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:44 - Epoch 79, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:44 - Epoch 80 伪标签: 正样本: 9105 (49.5%), 负样本: 9274 (50.5%)
2025-05-09 20:39:45 - Epoch 80, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4644, LPL损失: 29.5221, 聚类损失: 0.1214, 总损失: 0.4421
2025-05-09 20:39:45 - Epoch 80, 测试集 AUC: 0.5613, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:45 - Epoch 80, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:45 - Epoch 81 伪标签: 正样本: 9057 (49.3%), 负样本: 9322 (50.7%)
2025-05-09 20:39:45 - Epoch 81, 测试集 AUC: 0.5557, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:45 - Epoch 81, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:46 - Epoch 82 伪标签: 正样本: 9086 (49.4%), 负样本: 9293 (50.6%)
2025-05-09 20:39:46 - Epoch 82, 测试集 AUC: 0.5518, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:46 - Epoch 82, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:46 - Epoch 83 伪标签: 正样本: 9138 (49.7%), 负样本: 9241 (50.3%)
2025-05-09 20:39:47 - Epoch 83, 测试集 AUC: 0.5444, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:47 - Epoch 83, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:47 - Epoch 84 伪标签: 正样本: 9131 (49.7%), 负样本: 9248 (50.3%)
2025-05-09 20:39:48 - Epoch 84, 测试集 AUC: 0.5366, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:48 - Epoch 84, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:48 - Epoch 85 伪标签: 正样本: 9164 (49.9%), 负样本: 9215 (50.1%)
2025-05-09 20:39:49 - Epoch 85, 测试集 AUC: 0.5348, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:49 - Epoch 85, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:49 - Epoch 86 伪标签: 正样本: 9140 (49.7%), 负样本: 9239 (50.3%)
2025-05-09 20:39:50 - Epoch 86, 测试集 AUC: 0.5376, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:50 - Epoch 86, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:50 - Epoch 87 伪标签: 正样本: 9192 (50.0%), 负样本: 9187 (50.0%)
2025-05-09 20:39:51 - Epoch 87, 测试集 AUC: 0.5349, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:51 - Epoch 87, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:51 - Epoch 88 伪标签: 正样本: 9085 (49.4%), 负样本: 9294 (50.6%)
2025-05-09 20:39:51 - Epoch 88, 测试集 AUC: 0.5334, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:51 - Epoch 88, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:52 - Epoch 89 伪标签: 正样本: 9189 (50.0%), 负样本: 9190 (50.0%)
2025-05-09 20:39:52 - Epoch 89, 测试集 AUC: 0.5444, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:52 - Epoch 89, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:53 - Epoch 90 伪标签: 正样本: 9117 (49.6%), 负样本: 9262 (50.4%)
2025-05-09 20:39:53 - Epoch 90, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4645, LPL损失: 29.5240, 聚类损失: 0.1151, 总损失: 0.5218
2025-05-09 20:39:53 - Epoch 90, 测试集 AUC: 0.5749, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:39:53 - Epoch 90, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5845)
2025-05-09 20:39:53 - Epoch 91 伪标签: 正样本: 9157 (49.8%), 负样本: 9222 (50.2%)
2025-05-09 20:39:54 - Epoch 91, 测试集 AUC: 0.5876, PRE: 0.1855, REC: 0.4560, MF1: 0.5083, ACC1: 0.4560, ACC0: 0.6595, Gmean: 0.5484
2025-05-09 20:39:54 - Epoch 91, val mf1: 0.5015, val ACC1: 0.4440, val ACC0: 0.6537, val Gmean: 0.5388 (best 0.5845)
2025-05-09 20:39:54 - Epoch 92 伪标签: 正样本: 9163 (49.9%), 负样本: 9216 (50.1%)
2025-05-09 20:39:55 - Epoch 92, 测试集 AUC: 0.5989, PRE: 0.2087, REC: 0.2783, MF1: 0.5415, ACC1: 0.2783, ACC0: 0.8206, Gmean: 0.4779
2025-05-09 20:39:55 - Epoch 92, val mf1: 0.5276, val ACC1: 0.2572, val ACC0: 0.8118, val Gmean: 0.4569 (best 0.5845)
2025-05-09 20:39:55 - Epoch 93 伪标签: 正样本: 9133 (49.7%), 负样本: 9246 (50.3%)
2025-05-09 20:39:56 - Epoch 93, 测试集 AUC: 0.6158, PRE: 0.2314, REC: 0.2336, MF1: 0.5506, ACC1: 0.2336, ACC0: 0.8681, Gmean: 0.4503
2025-05-09 20:39:56 - Epoch 93, val mf1: 0.5372, val ACC1: 0.2186, val ACC0: 0.8577, val Gmean: 0.4330 (best 0.5845)
2025-05-09 20:39:56 - Epoch 94 伪标签: 正样本: 9154 (49.8%), 负样本: 9225 (50.2%)
2025-05-09 20:39:57 - Epoch 94, 测试集 AUC: 0.6171, PRE: 0.2408, REC: 0.1434, MF1: 0.5361, ACC1: 0.1434, ACC0: 0.9231, Gmean: 0.3639
2025-05-09 20:39:57 - Epoch 94, val mf1: 0.5288, val ACC1: 0.1369, val ACC0: 0.9173, val Gmean: 0.3544 (best 0.5845)
2025-05-09 20:39:57 - Epoch 95 伪标签: 正样本: 9083 (49.4%), 负样本: 9296 (50.6%)
2025-05-09 20:39:57 - Epoch 95, 测试集 AUC: 0.6002, PRE: 0.2246, REC: 0.1565, MF1: 0.5349, ACC1: 0.1565, ACC0: 0.9082, Gmean: 0.3770
2025-05-09 20:39:57 - Epoch 95, val mf1: 0.5226, val ACC1: 0.1437, val ACC0: 0.8993, val Gmean: 0.3595 (best 0.5845)
2025-05-09 20:39:58 - Epoch 96 伪标签: 正样本: 9136 (49.7%), 负样本: 9243 (50.3%)
2025-05-09 20:39:58 - Epoch 96, 测试集 AUC: 0.5867, PRE: 0.1716, REC: 0.0436, MF1: 0.4881, ACC1: 0.0436, ACC0: 0.9642, Gmean: 0.2050
2025-05-09 20:39:58 - Epoch 96, val mf1: 0.4902, val ACC1: 0.0461, val ACC0: 0.9643, val Gmean: 0.2109 (best 0.5845)
2025-05-09 20:39:59 - Epoch 97 伪标签: 正样本: 9126 (49.7%), 负样本: 9253 (50.3%)
2025-05-09 20:39:59 - Epoch 97, 测试集 AUC: 0.5936, PRE: 0.2117, REC: 0.0864, MF1: 0.5114, ACC1: 0.0864, ACC0: 0.9453, Gmean: 0.2858
2025-05-09 20:39:59 - Epoch 97, val mf1: 0.5067, val ACC1: 0.0825, val ACC0: 0.9416, val Gmean: 0.2786 (best 0.5845)
2025-05-09 20:39:59 - Epoch 98 伪标签: 正样本: 9118 (49.6%), 负样本: 9261 (50.4%)
2025-05-09 20:40:00 - Epoch 98, 测试集 AUC: 0.5904, PRE: 0.1758, REC: 0.0168, MF1: 0.4734, ACC1: 0.0168, ACC0: 0.9866, Gmean: 0.1286
2025-05-09 20:40:00 - Epoch 98, val mf1: 0.4778, val ACC1: 0.0212, val ACC0: 0.9875, val Gmean: 0.1446 (best 0.5845)
2025-05-09 20:40:00 - Epoch 99 伪标签: 正样本: 9118 (49.6%), 负样本: 9261 (50.4%)
2025-05-09 20:40:01 - Epoch 99, 测试集 AUC: 0.5864, PRE: 0.1750, REC: 0.0209, MF1: 0.4760, ACC1: 0.0209, ACC0: 0.9833, Gmean: 0.1432
2025-05-09 20:40:01 - Epoch 99, val mf1: 0.4806, val ACC1: 0.0250, val ACC0: 0.9855, val Gmean: 0.1568 (best 0.5845)
2025-05-09 20:40:01 - time cost: 86.57 s
2025-05-09 20:40:01 - 基于验证集最佳模型的测试结果: REC 45.98 PRE 27.14 MF1 59.06 AUC 71.65 ACC1 45.98 ACC0 79.02 Gmean 60.28
2025-05-09 20:40:01 - 测试集上观察到的最佳结果 (Epoch 16): AUC 72.68 PRE 25.06 REC 79.96 MF1 55.54 ACC1 79.96 ACC0 59.35 Gmean 68.89
