2025-05-08 21:55:40 - 运行开始时间: 20250508_215540
2025-05-08 21:55:40 - 日志文件: logs/train_log_yelp_seed64_20250508_215540.txt
2025-05-08 21:55:40 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:55:40 - 无标签数据数量: 18379
2025-05-08 21:55:40 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-08 21:55:40 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:55:40 - 伪标签策略：
2025-05-08 21:55:40 -   使用模型输出和聚类结果的融合
2025-05-08 21:55:41 - Epoch 0 伪标签: 正样本: 9473 (51.5%), 负样本: 8906 (48.5%)
2025-05-08 21:55:41 - Epoch 0, 有标签损失: 0.6918, 一致性损失: 0.0000, 伪标签损失: 0.4292, LPL损失: 44.8312, 聚类损失: 0.6147, 总损失: 1.9857
2025-05-08 21:55:41 - Epoch 0, 测试集 AUC: 0.6307, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:55:41 - 更新最佳测试结果 (Epoch 0): AUC 0.6307, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:55:41 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:55:42 - Epoch 1 伪标签: 正样本: 9151 (49.8%), 负样本: 9228 (50.2%)
2025-05-08 21:55:42 - Epoch 1, 测试集 AUC: 0.6541, PRE: 0.2100, REC: 0.2653, MF1: 0.5419, ACC1: 0.2653, ACC0: 0.8303, Gmean: 0.4693
2025-05-08 21:55:42 - 更新最佳测试结果 (Epoch 1): AUC 0.6541, PRE 0.2100, REC 0.2653, MF1 0.5419, ACC1 0.2653, ACC0 0.8303, Gmean 0.4693
2025-05-08 21:55:42 - Epoch 1, val mf1: 0.5495, val ACC1: 0.2723, val ACC0: 0.8379, val Gmean: 0.4777 (best 0.5495)
2025-05-08 21:55:42 - Epoch 2 伪标签: 正样本: 8598 (46.8%), 负样本: 9781 (53.2%)
2025-05-08 21:55:43 - Epoch 2, 测试集 AUC: 0.6797, PRE: 0.2310, REC: 0.7299, MF1: 0.5350, ACC1: 0.7299, ACC0: 0.5871, Gmean: 0.6546
2025-05-08 21:55:43 - 更新最佳测试结果 (Epoch 2): AUC 0.6797, PRE 0.2310, REC 0.7299, MF1 0.5350, ACC1 0.7299, ACC0 0.5871, Gmean 0.6546
2025-05-08 21:55:43 - Epoch 2, val mf1: 0.5412, val ACC1: 0.7564, val ACC0: 0.5870, val Gmean: 0.6663 (best 0.5495)
2025-05-08 21:55:43 - Epoch 3 伪标签: 正样本: 8132 (44.2%), 负样本: 10247 (55.8%)
2025-05-08 21:55:43 - Epoch 3, 测试集 AUC: 0.6785, PRE: 0.2298, REC: 0.4937, MF1: 0.5550, ACC1: 0.4937, ACC0: 0.7187, Gmean: 0.5956
2025-05-08 21:55:43 - Epoch 3, val mf1: 0.5650, val ACC1: 0.5083, val ACC0: 0.7274, val Gmean: 0.6081 (best 0.5650)
2025-05-08 21:55:44 - Epoch 4 伪标签: 正样本: 7554 (41.1%), 负样本: 10825 (58.9%)
2025-05-08 21:55:44 - Epoch 4, 测试集 AUC: 0.6707, PRE: 0.2212, REC: 0.5447, MF1: 0.5421, ACC1: 0.5447, ACC0: 0.6740, Gmean: 0.6059
2025-05-08 21:55:44 - Epoch 4, val mf1: 0.5583, val ACC1: 0.5787, val ACC0: 0.6846, val Gmean: 0.6294 (best 0.5650)
2025-05-08 21:55:44 - Epoch 5 伪标签: 正样本: 6764 (36.8%), 负样本: 11615 (63.2%)
2025-05-08 21:55:45 - Epoch 5, 测试集 AUC: 0.6541, PRE: 0.2104, REC: 0.4434, MF1: 0.5385, ACC1: 0.4434, ACC0: 0.7171, Gmean: 0.5639
2025-05-08 21:55:45 - Epoch 5, val mf1: 0.5481, val ACC1: 0.4516, val ACC0: 0.7287, val Gmean: 0.5736 (best 0.5650)
2025-05-08 21:55:45 - Epoch 6 伪标签: 正样本: 6970 (37.9%), 负样本: 11409 (62.1%)
2025-05-08 21:55:46 - Epoch 6, 测试集 AUC: 0.6284, PRE: 0.1869, REC: 0.3361, MF1: 0.5232, ACC1: 0.3361, ACC0: 0.7515, Gmean: 0.5025
2025-05-08 21:55:46 - Epoch 6, val mf1: 0.5294, val ACC1: 0.3389, val ACC0: 0.7604, val Gmean: 0.5076 (best 0.5650)
2025-05-08 21:55:46 - Epoch 7 伪标签: 正样本: 7086 (38.6%), 负样本: 11293 (61.4%)
2025-05-08 21:55:46 - Epoch 7, 测试集 AUC: 0.6103, PRE: 0.1738, REC: 0.3245, MF1: 0.5114, ACC1: 0.3245, ACC0: 0.7377, Gmean: 0.4893
2025-05-08 21:55:46 - Epoch 7, val mf1: 0.5183, val ACC1: 0.3359, val ACC0: 0.7430, val Gmean: 0.4995 (best 0.5650)
2025-05-08 21:55:47 - Epoch 8 伪标签: 正样本: 6671 (36.3%), 负样本: 11708 (63.7%)
2025-05-08 21:55:47 - Epoch 8, 测试集 AUC: 0.6140, PRE: 0.1704, REC: 0.2955, MF1: 0.5109, ACC1: 0.2955, ACC0: 0.7555, Gmean: 0.4725
2025-05-08 21:55:47 - Epoch 8, val mf1: 0.5192, val ACC1: 0.3056, val ACC0: 0.7637, val Gmean: 0.4831 (best 0.5650)
2025-05-08 21:55:47 - Epoch 9 伪标签: 正样本: 7340 (39.9%), 负样本: 11039 (60.1%)
2025-05-08 21:55:48 - Epoch 9, 测试集 AUC: 0.5960, PRE: 0.1732, REC: 0.3782, MF1: 0.5041, ACC1: 0.3782, ACC0: 0.6931, Gmean: 0.5120
2025-05-08 21:55:48 - Epoch 9, val mf1: 0.5151, val ACC1: 0.3986, val ACC0: 0.7012, val Gmean: 0.5287 (best 0.5650)
2025-05-08 21:55:48 - Epoch 10 伪标签: 正样本: 6293 (34.2%), 负样本: 12086 (65.8%)
2025-05-08 21:55:48 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.5537, LPL损失: 19.2731, 聚类损失: 3.1086, 总损失: 0.5652
2025-05-08 21:55:49 - Epoch 10, 测试集 AUC: 0.5560, PRE: 0.1730, REC: 0.5417, MF1: 0.4729, ACC1: 0.5417, ACC0: 0.5597, Gmean: 0.5507
2025-05-08 21:55:49 - Epoch 10, val mf1: 0.4833, val ACC1: 0.5582, val ACC0: 0.5704, val Gmean: 0.5643 (best 0.5650)
2025-05-08 21:55:49 - Epoch 11 伪标签: 正样本: 6514 (35.4%), 负样本: 11865 (64.6%)
2025-05-08 21:55:49 - Epoch 11, 测试集 AUC: 0.4893, PRE: 0.0563, REC: 0.0224, MF1: 0.4613, ACC1: 0.0224, ACC0: 0.9363, Gmean: 0.1447
2025-05-08 21:55:49 - Epoch 11, val mf1: 0.4574, val ACC1: 0.0166, val ACC0: 0.9373, val Gmean: 0.1249 (best 0.5650)
2025-05-08 21:55:49 - Epoch 12 伪标签: 正样本: 7901 (43.0%), 负样本: 10478 (57.0%)
2025-05-08 21:55:50 - Epoch 12, 测试集 AUC: 0.4115, PRE: 0.0469, REC: 0.0395, MF1: 0.4475, ACC1: 0.0395, ACC0: 0.8636, Gmean: 0.1847
2025-05-08 21:55:50 - Epoch 12, val mf1: 0.4445, val ACC1: 0.0325, val ACC0: 0.8663, val Gmean: 0.1679 (best 0.5650)
2025-05-08 21:55:50 - Epoch 13 伪标签: 正样本: 9806 (53.4%), 负样本: 8573 (46.6%)
2025-05-08 21:55:51 - Epoch 13, 测试集 AUC: 0.3878, PRE: 0.0491, REC: 0.0376, MF1: 0.4508, ACC1: 0.0376, ACC0: 0.8760, Gmean: 0.1816
2025-05-08 21:55:51 - Epoch 13, val mf1: 0.4470, val ACC1: 0.0295, val ACC0: 0.8791, val Gmean: 0.1610 (best 0.5650)
2025-05-08 21:55:51 - Epoch 14 伪标签: 正样本: 10201 (55.5%), 负样本: 8178 (44.5%)
2025-05-08 21:55:52 - Epoch 14, 测试集 AUC: 0.4118, PRE: 0.0720, REC: 0.0171, MF1: 0.4658, ACC1: 0.0171, ACC0: 0.9624, Gmean: 0.1284
2025-05-08 21:55:52 - Epoch 14, val mf1: 0.4596, val ACC1: 0.0091, val ACC0: 0.9645, val Gmean: 0.0936 (best 0.5650)
2025-05-08 21:55:52 - Epoch 15 伪标签: 正样本: 9748 (53.0%), 负样本: 8631 (47.0%)
2025-05-08 21:55:52 - Epoch 15, 测试集 AUC: 0.4768, PRE: 0.1118, REC: 0.0067, MF1: 0.4651, ACC1: 0.0067, ACC0: 0.9909, Gmean: 0.0815
2025-05-08 21:55:52 - Epoch 15, val mf1: 0.4621, val ACC1: 0.0030, val ACC0: 0.9931, val Gmean: 0.0548 (best 0.5650)
2025-05-08 21:55:53 - Epoch 16 伪标签: 正样本: 8712 (47.4%), 负样本: 9667 (52.6%)
2025-05-08 21:55:53 - Epoch 16, 测试集 AUC: 0.5149, PRE: 0.0885, REC: 0.0037, MF1: 0.4629, ACC1: 0.0037, ACC0: 0.9935, Gmean: 0.0608
2025-05-08 21:55:53 - Epoch 16, val mf1: 0.4618, val ACC1: 0.0023, val ACC0: 0.9947, val Gmean: 0.0475 (best 0.5650)
2025-05-08 21:55:53 - Epoch 17 伪标签: 正样本: 7964 (43.3%), 负样本: 10415 (56.7%)
2025-05-08 21:55:54 - Epoch 17, 测试集 AUC: 0.5237, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9998, Gmean: 0.0000
2025-05-08 21:55:54 - Epoch 17, val mf1: 0.4616, val ACC1: 0.0008, val ACC0: 0.9997, val Gmean: 0.0275 (best 0.5650)
2025-05-08 21:55:54 - Epoch 18 伪标签: 正样本: 8003 (43.5%), 负样本: 10376 (56.5%)
2025-05-08 21:55:55 - Epoch 18, 测试集 AUC: 0.5267, PRE: 0.1068, REC: 0.0369, MF1: 0.4762, ACC1: 0.0369, ACC0: 0.9476, Gmean: 0.1870
2025-05-08 21:55:55 - Epoch 18, val mf1: 0.4743, val ACC1: 0.0318, val ACC0: 0.9528, val Gmean: 0.1740 (best 0.5650)
2025-05-08 21:55:55 - Epoch 19 伪标签: 正样本: 8363 (45.5%), 负样本: 10016 (54.5%)
2025-05-08 21:55:55 - Epoch 19, 测试集 AUC: 0.5210, PRE: 0.1269, REC: 0.0883, MF1: 0.4892, ACC1: 0.0883, ACC0: 0.8968, Gmean: 0.2814
2025-05-08 21:55:55 - Epoch 19, val mf1: 0.4950, val ACC1: 0.0946, val ACC0: 0.9012, val Gmean: 0.2919 (best 0.5650)
2025-05-08 21:55:55 - Epoch 20 伪标签: 正样本: 8646 (47.0%), 负样本: 9733 (53.0%)
2025-05-08 21:55:56 - Epoch 20, 有标签损失: 0.0015, 一致性损失: 0.0000, 伪标签损失: 0.4722, LPL损失: 27.1280, 聚类损失: 1.0781, 总损失: 0.8594
2025-05-08 21:55:56 - Epoch 20, 测试集 AUC: 0.4933, PRE: 0.1302, REC: 0.1449, MF1: 0.4903, ACC1: 0.1449, ACC0: 0.8354, Gmean: 0.3480
2025-05-08 21:55:56 - Epoch 20, val mf1: 0.4940, val ACC1: 0.1520, val ACC0: 0.8359, val Gmean: 0.3565 (best 0.5650)
2025-05-08 21:55:56 - Epoch 21 伪标签: 正样本: 8901 (48.4%), 负样本: 9478 (51.6%)
2025-05-08 21:55:57 - Epoch 21, 测试集 AUC: 0.4666, PRE: 0.1161, REC: 0.1837, MF1: 0.4721, ACC1: 0.1837, ACC0: 0.7622, Gmean: 0.3742
2025-05-08 21:55:57 - Epoch 21, val mf1: 0.4789, val ACC1: 0.1929, val ACC0: 0.7688, val Gmean: 0.3851 (best 0.5650)
2025-05-08 21:55:57 - Epoch 22 伪标签: 正样本: 8981 (48.9%), 负样本: 9398 (51.1%)
2025-05-08 21:55:57 - Epoch 22, 测试集 AUC: 0.4641, PRE: 0.1104, REC: 0.1885, MF1: 0.4643, ACC1: 0.1885, ACC0: 0.7419, Gmean: 0.3740
2025-05-08 21:55:57 - Epoch 22, val mf1: 0.4701, val ACC1: 0.1974, val ACC0: 0.7469, val Gmean: 0.3840 (best 0.5650)
2025-05-08 21:55:58 - Epoch 23 伪标签: 正样本: 8798 (47.9%), 负样本: 9581 (52.1%)
2025-05-08 21:55:58 - Epoch 23, 测试集 AUC: 0.4664, PRE: 0.1151, REC: 0.2150, MF1: 0.4631, ACC1: 0.2150, ACC0: 0.7191, Gmean: 0.3932
2025-05-08 21:55:58 - Epoch 23, val mf1: 0.4696, val ACC1: 0.2254, val ACC0: 0.7247, val Gmean: 0.4042 (best 0.5650)
2025-05-08 21:55:58 - Epoch 24 伪标签: 正样本: 8793 (47.8%), 负样本: 9586 (52.2%)
2025-05-08 21:55:59 - Epoch 24, 测试集 AUC: 0.4705, PRE: 0.1242, REC: 0.2608, MF1: 0.4632, ACC1: 0.2608, ACC0: 0.6873, Gmean: 0.4234
2025-05-08 21:55:59 - Epoch 24, val mf1: 0.4701, val ACC1: 0.2678, val ACC0: 0.6964, val Gmean: 0.4318 (best 0.5650)
2025-05-08 21:55:59 - Epoch 25 伪标签: 正样本: 9162 (49.9%), 负样本: 9217 (50.1%)
2025-05-08 21:56:00 - Epoch 25, 测试集 AUC: 0.4698, PRE: 0.1270, REC: 0.2686, MF1: 0.4652, ACC1: 0.2686, ACC0: 0.6860, Gmean: 0.4293
2025-05-08 21:56:00 - Epoch 25, val mf1: 0.4714, val ACC1: 0.2738, val ACC0: 0.6949, val Gmean: 0.4362 (best 0.5650)
2025-05-08 21:56:00 - Epoch 26 伪标签: 正样本: 9232 (50.2%), 负样本: 9147 (49.8%)
2025-05-08 21:56:00 - Epoch 26, 测试集 AUC: 0.4626, PRE: 0.1236, REC: 0.2485, MF1: 0.4657, ACC1: 0.2485, ACC0: 0.7005, Gmean: 0.4172
2025-05-08 21:56:00 - Epoch 26, val mf1: 0.4740, val ACC1: 0.2572, val ACC0: 0.7111, val Gmean: 0.4276 (best 0.5650)
2025-05-08 21:56:00 - Epoch 27 伪标签: 正样本: 9081 (49.4%), 负样本: 9298 (50.6%)
2025-05-08 21:56:01 - Epoch 27, 测试集 AUC: 0.4534, PRE: 0.1189, REC: 0.2023, MF1: 0.4711, ACC1: 0.2023, ACC0: 0.7452, Gmean: 0.3883
2025-05-08 21:56:01 - Epoch 27, val mf1: 0.4752, val ACC1: 0.2088, val ACC0: 0.7486, val Gmean: 0.3953 (best 0.5650)
2025-05-08 21:56:01 - Epoch 28 伪标签: 正样本: 8900 (48.4%), 负样本: 9479 (51.6%)
2025-05-08 21:56:02 - Epoch 28, 测试集 AUC: 0.4494, PRE: 0.1169, REC: 0.1993, MF1: 0.4695, ACC1: 0.1993, ACC0: 0.7441, Gmean: 0.3851
2025-05-08 21:56:02 - Epoch 28, val mf1: 0.4746, val ACC1: 0.2073, val ACC0: 0.7485, val Gmean: 0.3939 (best 0.5650)
2025-05-08 21:56:02 - Epoch 29 伪标签: 正样本: 8851 (48.2%), 负样本: 9528 (51.8%)
2025-05-08 21:56:02 - Epoch 29, 测试集 AUC: 0.4506, PRE: 0.1199, REC: 0.2392, MF1: 0.4631, ACC1: 0.2392, ACC0: 0.7016, Gmean: 0.4097
2025-05-08 21:56:02 - Epoch 29, val mf1: 0.4690, val ACC1: 0.2466, val ACC0: 0.7084, val Gmean: 0.4179 (best 0.5650)
2025-05-08 21:56:02 - Epoch 30 伪标签: 正样本: 9086 (49.4%), 负样本: 9293 (50.6%)
2025-05-08 21:56:03 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4564, LPL损失: 5.7118, 聚类损失: 1.0730, 总损失: 0.2620
2025-05-08 21:56:03 - Epoch 30, 测试集 AUC: 0.4468, PRE: 0.1168, REC: 0.2336, MF1: 0.4603, ACC1: 0.2336, ACC0: 0.6999, Gmean: 0.4043
2025-05-08 21:56:03 - Epoch 30, val mf1: 0.4672, val ACC1: 0.2458, val ACC0: 0.7054, val Gmean: 0.4164 (best 0.5650)
2025-05-08 21:56:03 - Epoch 31 伪标签: 正样本: 9295 (50.6%), 负样本: 9084 (49.4%)
2025-05-08 21:56:04 - Epoch 31, 测试集 AUC: 0.4367, PRE: 0.1114, REC: 0.1941, MF1: 0.4640, ACC1: 0.1941, ACC0: 0.7368, Gmean: 0.3782
2025-05-08 21:56:04 - Epoch 31, val mf1: 0.4663, val ACC1: 0.1974, val ACC0: 0.7390, val Gmean: 0.3820 (best 0.5650)
2025-05-08 21:56:04 - Epoch 32 伪标签: 正样本: 8909 (48.5%), 负样本: 9470 (51.5%)
2025-05-08 21:56:04 - Epoch 32, 测试集 AUC: 0.4330, PRE: 0.1094, REC: 0.1982, MF1: 0.4602, ACC1: 0.1982, ACC0: 0.7257, Gmean: 0.3793
2025-05-08 21:56:04 - Epoch 32, val mf1: 0.4639, val ACC1: 0.2065, val ACC0: 0.7270, val Gmean: 0.3875 (best 0.5650)
2025-05-08 21:56:05 - Epoch 33 伪标签: 正样本: 8965 (48.8%), 负样本: 9414 (51.2%)
2025-05-08 21:56:05 - Epoch 33, 测试集 AUC: 0.4369, PRE: 0.0000, REC: 0.0000, MF1: 0.4606, ACC1: 0.0000, ACC0: 0.9989, Gmean: 0.0000
2025-05-08 21:56:05 - Epoch 33, val mf1: 0.4615, val ACC1: 0.0008, val ACC0: 0.9994, val Gmean: 0.0275 (best 0.5650)
2025-05-08 21:56:05 - Epoch 34 伪标签: 正样本: 9260 (50.4%), 负样本: 9119 (49.6%)
2025-05-08 21:56:06 - Epoch 34, 测试集 AUC: 0.4349, PRE: 0.0556, REC: 0.0004, MF1: 0.4609, ACC1: 0.0004, ACC0: 0.9989, Gmean: 0.0193
2025-05-08 21:56:06 - Epoch 34, val mf1: 0.4615, val ACC1: 0.0008, val ACC0: 0.9994, val Gmean: 0.0275 (best 0.5650)
2025-05-08 21:56:06 - Epoch 35 伪标签: 正样本: 9223 (50.2%), 负样本: 9156 (49.8%)
2025-05-08 21:56:06 - Epoch 35, 测试集 AUC: 0.4286, PRE: 0.0500, REC: 0.0004, MF1: 0.4609, ACC1: 0.0004, ACC0: 0.9988, Gmean: 0.0193
2025-05-08 21:56:06 - Epoch 35, val mf1: 0.4614, val ACC1: 0.0008, val ACC0: 0.9992, val Gmean: 0.0275 (best 0.5650)
2025-05-08 21:56:07 - Epoch 36 伪标签: 正样本: 8975 (48.8%), 负样本: 9404 (51.2%)
2025-05-08 21:56:07 - Epoch 36, 测试集 AUC: 0.4190, PRE: 0.1001, REC: 0.1516, MF1: 0.4620, ACC1: 0.1516, ACC0: 0.7683, Gmean: 0.3413
2025-05-08 21:56:07 - Epoch 36, val mf1: 0.4643, val ACC1: 0.1536, val ACC0: 0.7715, val Gmean: 0.3442 (best 0.5650)
2025-05-08 21:56:07 - Epoch 37 伪标签: 正样本: 8334 (45.3%), 负样本: 10045 (54.7%)
2025-05-08 21:56:08 - Epoch 37, 测试集 AUC: 0.4262, PRE: 0.1165, REC: 0.2057, MF1: 0.4674, ACC1: 0.2057, ACC0: 0.7350, Gmean: 0.3888
2025-05-08 21:56:08 - Epoch 37, val mf1: 0.4720, val ACC1: 0.2133, val ACC0: 0.7386, val Gmean: 0.3969 (best 0.5650)
2025-05-08 21:56:08 - Epoch 38 伪标签: 正样本: 8516 (46.3%), 负样本: 9863 (53.7%)
2025-05-08 21:56:08 - Epoch 38, 测试集 AUC: 0.4756, PRE: 0.1489, REC: 0.3972, MF1: 0.4661, ACC1: 0.3972, ACC0: 0.6142, Gmean: 0.4939
2025-05-08 21:56:08 - Epoch 38, val mf1: 0.4707, val ACC1: 0.3964, val ACC0: 0.6230, val Gmean: 0.4969 (best 0.5650)
2025-05-08 21:56:09 - Epoch 39 伪标签: 正样本: 8973 (48.8%), 负样本: 9406 (51.2%)
2025-05-08 21:56:09 - Epoch 39, 测试集 AUC: 0.5372, PRE: 0.1340, REC: 0.1017, MF1: 0.4930, ACC1: 0.1017, ACC0: 0.8882, Gmean: 0.3006
2025-05-08 21:56:09 - Epoch 39, val mf1: 0.4955, val ACC1: 0.1059, val ACC0: 0.8884, val Gmean: 0.3067 (best 0.5650)
2025-05-08 21:56:09 - Epoch 40 伪标签: 正样本: 9818 (53.4%), 负样本: 8561 (46.6%)
2025-05-08 21:56:10 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4495, LPL损失: 5.4943, 聚类损失: 1.0756, 总损失: 0.3059
2025-05-08 21:56:10 - Epoch 40, 测试集 AUC: 0.5266, PRE: 0.1055, REC: 0.0600, MF1: 0.4789, ACC1: 0.0600, ACC0: 0.9136, Gmean: 0.2341
2025-05-08 21:56:10 - Epoch 40, val mf1: 0.4860, val ACC1: 0.0696, val ACC0: 0.9156, val Gmean: 0.2524 (best 0.5650)
2025-05-08 21:56:10 - Epoch 41 伪标签: 正样本: 9793 (53.3%), 负样本: 8586 (46.7%)
2025-05-08 21:56:11 - Epoch 41, 测试集 AUC: 0.4835, PRE: 0.0800, REC: 0.0007, MF1: 0.4612, ACC1: 0.0007, ACC0: 0.9985, Gmean: 0.0273
2025-05-08 21:56:11 - Epoch 41, val mf1: 0.4613, val ACC1: 0.0008, val ACC0: 0.9988, val Gmean: 0.0275 (best 0.5650)
2025-05-08 21:56:11 - Epoch 42 伪标签: 正样本: 9550 (52.0%), 负样本: 8829 (48.0%)
2025-05-08 21:56:11 - Epoch 42, 测试集 AUC: 0.4696, PRE: 0.1346, REC: 0.3398, MF1: 0.4574, ACC1: 0.3398, ACC0: 0.6285, Gmean: 0.4621
2025-05-08 21:56:11 - Epoch 42, val mf1: 0.4639, val ACC1: 0.3449, val ACC0: 0.6379, val Gmean: 0.4691 (best 0.5650)
2025-05-08 21:56:11 - Epoch 43 伪标签: 正样本: 9356 (50.9%), 负样本: 9023 (49.1%)
2025-05-08 21:56:12 - Epoch 43, 测试集 AUC: 0.4742, PRE: 0.1328, REC: 0.2914, MF1: 0.4677, ACC1: 0.2914, ACC0: 0.6765, Gmean: 0.4440
2025-05-08 21:56:12 - Epoch 43, val mf1: 0.4739, val ACC1: 0.2965, val ACC0: 0.6854, val Gmean: 0.4508 (best 0.5650)
2025-05-08 21:56:12 - Epoch 44 伪标签: 正样本: 9238 (50.3%), 负样本: 9141 (49.7%)
2025-05-08 21:56:13 - Epoch 44, 测试集 AUC: 0.4770, PRE: 0.1277, REC: 0.2265, MF1: 0.4761, ACC1: 0.2265, ACC0: 0.7370, Gmean: 0.4086
2025-05-08 21:56:13 - Epoch 44, val mf1: 0.4843, val ACC1: 0.2383, val ACC0: 0.7448, val Gmean: 0.4213 (best 0.5650)
2025-05-08 21:56:13 - Epoch 45 伪标签: 正样本: 8884 (48.3%), 负样本: 9495 (51.7%)
2025-05-08 21:56:13 - Epoch 45, 测试集 AUC: 0.4759, PRE: 0.1257, REC: 0.2034, MF1: 0.4785, ACC1: 0.2034, ACC0: 0.7595, Gmean: 0.3931
2025-05-08 21:56:13 - Epoch 45, val mf1: 0.4819, val ACC1: 0.2073, val ACC0: 0.7633, val Gmean: 0.3977 (best 0.5650)
2025-05-08 21:56:14 - Epoch 46 伪标签: 正样本: 8785 (47.8%), 负样本: 9594 (52.2%)
2025-05-08 21:56:14 - Epoch 46, 测试集 AUC: 0.4742, PRE: 0.1284, REC: 0.2124, MF1: 0.4798, ACC1: 0.2124, ACC0: 0.7550, Gmean: 0.4004
2025-05-08 21:56:14 - Epoch 46, val mf1: 0.4831, val ACC1: 0.2156, val ACC0: 0.7593, val Gmean: 0.4046 (best 0.5650)
2025-05-08 21:56:14 - Epoch 47 伪标签: 正样本: 8928 (48.6%), 负样本: 9451 (51.4%)
2025-05-08 21:56:15 - Epoch 47, 测试集 AUC: 0.4722, PRE: 0.1321, REC: 0.2526, MF1: 0.4759, ACC1: 0.2526, ACC0: 0.7180, Gmean: 0.4259
2025-05-08 21:56:15 - Epoch 47, val mf1: 0.4792, val ACC1: 0.2511, val ACC0: 0.7255, val Gmean: 0.4268 (best 0.5650)
2025-05-08 21:56:15 - Epoch 48 伪标签: 正样本: 9200 (50.1%), 负样本: 9179 (49.9%)
2025-05-08 21:56:16 - Epoch 48, 测试集 AUC: 0.4704, PRE: 0.1315, REC: 0.2608, MF1: 0.4733, ACC1: 0.2608, ACC0: 0.7072, Gmean: 0.4295
2025-05-08 21:56:16 - Epoch 48, val mf1: 0.4778, val ACC1: 0.2595, val ACC0: 0.7170, val Gmean: 0.4313 (best 0.5650)
2025-05-08 21:56:16 - Epoch 49 伪标签: 正样本: 9261 (50.4%), 负样本: 9118 (49.6%)
2025-05-08 21:56:16 - Epoch 49, 测试集 AUC: 0.4683, PRE: 0.1284, REC: 0.2351, MF1: 0.4751, ACC1: 0.2351, ACC0: 0.7288, Gmean: 0.4139
2025-05-08 21:56:16 - Epoch 49, val mf1: 0.4809, val ACC1: 0.2413, val ACC0: 0.7358, val Gmean: 0.4214 (best 0.5650)
2025-05-08 21:56:16 - time cost: 36.17 s
2025-05-08 21:56:16 - 基于验证集最佳模型的测试结果: REC 49.37 PRE 22.98 MF1 55.50 AUC 67.85 ACC1 49.37 ACC0 71.87 Gmean 59.56
2025-05-08 21:56:16 - 测试集上观察到的最佳结果 (Epoch 2): AUC 67.97 PRE 23.10 REC 72.99 MF1 53.50 ACC1 72.99 ACC0 58.71 Gmean 65.46
