2025-05-08 21:14:38 - 运行开始时间: 20250508_211438
2025-05-08 21:14:38 - 日志文件: logs/train_log_yelp_seed64_20250508_211438.txt
2025-05-08 21:14:38 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:14:38 - 无标签数据数量: 18379
2025-05-08 21:14:38 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-08 21:14:38 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:14:38 - 伪标签策略：
2025-05-08 21:14:38 -   使用模型输出和聚类结果的融合
2025-05-08 21:14:39 - Epoch 0 伪标签: 正样本: 9473 (51.5%), 负样本: 8906 (48.5%)
2025-05-08 21:14:40 - 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: 1.1404
2025-05-08 21:14:40 - Epoch 0, 测试集 AUC: 0.6800, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:14:40 - 更新最佳测试结果 (Epoch 0): AUC 0.6800, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:14:40 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:14:40 - Epoch 1 伪标签: 正样本: 9377 (51.0%), 负样本: 9002 (49.0%)
2025-05-08 21:14:41 - Epoch 1, 测试集 AUC: 0.6754, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:14:41 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:14:41 - Epoch 2 伪标签: 正样本: 9403 (51.2%), 负样本: 8976 (48.8%)
2025-05-08 21:14:42 - Epoch 2, 测试集 AUC: 0.6726, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:14:42 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:14:42 - Epoch 3 伪标签: 正样本: 9469 (51.5%), 负样本: 8910 (48.5%)
2025-05-08 21:14:42 - Epoch 3, 测试集 AUC: 0.6702, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:14:42 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:14:43 - Epoch 4 伪标签: 正样本: 9345 (50.8%), 负样本: 9034 (49.2%)
2025-05-08 21:14:43 - Epoch 4, 测试集 AUC: 0.6671, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:14:43 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:14:43 - Epoch 5 伪标签: 正样本: 9465 (51.5%), 负样本: 8914 (48.5%)
2025-05-08 21:14:44 - Epoch 5, 测试集 AUC: 0.6636, PRE: 0.2697, REC: 0.0153, MF1: 0.4741, ACC1: 0.0153, ACC0: 0.9930, Gmean: 0.1232
2025-05-08 21:14:44 - Epoch 5, val mf1: 0.4701, val ACC1: 0.0113, val ACC0: 0.9925, val Gmean: 0.1061 (best 0.4701)
2025-05-08 21:14:44 - Epoch 6 伪标签: 正样本: 9459 (51.5%), 负样本: 8920 (48.5%)
2025-05-08 21:14:45 - Epoch 6, 测试集 AUC: 0.6600, PRE: 0.2243, REC: 0.0481, MF1: 0.4950, ACC1: 0.0481, ACC0: 0.9718, Gmean: 0.2161
2025-05-08 21:14:45 - Epoch 6, val mf1: 0.5079, val ACC1: 0.0635, val ACC0: 0.9721, val Gmean: 0.2485 (best 0.5079)
2025-05-08 21:14:45 - Epoch 7 伪标签: 正样本: 9377 (51.0%), 负样本: 9002 (49.0%)
2025-05-08 21:14:46 - Epoch 7, 测试集 AUC: 0.6560, PRE: 0.2263, REC: 0.1006, MF1: 0.5192, ACC1: 0.1006, ACC0: 0.9415, Gmean: 0.3078
2025-05-08 21:14:46 - Epoch 7, val mf1: 0.5393, val ACC1: 0.1256, val ACC0: 0.9472, val Gmean: 0.3449 (best 0.5393)
2025-05-08 21:14:46 - Epoch 8 伪标签: 正样本: 9343 (50.8%), 负样本: 9036 (49.2%)
2025-05-08 21:14:46 - Epoch 8, 测试集 AUC: 0.6520, PRE: 0.2266, REC: 0.1528, MF1: 0.5347, ACC1: 0.1528, ACC0: 0.9114, Gmean: 0.3731
2025-05-08 21:14:46 - Epoch 8, val mf1: 0.5550, val ACC1: 0.1868, val ACC0: 0.9128, val Gmean: 0.4130 (best 0.5550)
2025-05-08 21:14:47 - Epoch 9 伪标签: 正样本: 9293 (50.6%), 负样本: 9086 (49.4%)
2025-05-08 21:14:47 - Epoch 9, 测试集 AUC: 0.6482, PRE: 0.2228, REC: 0.2064, MF1: 0.5432, ACC1: 0.2064, ACC0: 0.8776, Gmean: 0.4256
2025-05-08 21:14:47 - Epoch 9, val mf1: 0.5619, val ACC1: 0.2360, val ACC0: 0.8839, val Gmean: 0.4567 (best 0.5619)
2025-05-08 21:14:47 - Epoch 10 伪标签: 正样本: 9228 (50.2%), 负样本: 9151 (49.8%)
2025-05-08 21:14:48 - Epoch 10, 有标签损失: 0.0684, 一致性损失: 0.0146, 伪标签损失: 0.7111, LPL损失: 5.8899, 聚类损失: 2.0383, 总损失: 0.0829
2025-05-08 21:14:48 - Epoch 10, 测试集 AUC: 0.6440, PRE: 0.2189, REC: 0.2522, MF1: 0.5462, ACC1: 0.2522, ACC0: 0.8470, Gmean: 0.4622
2025-05-08 21:14:48 - Epoch 10, val mf1: 0.5607, val ACC1: 0.2753, val ACC0: 0.8537, val Gmean: 0.4848 (best 0.5619)
2025-05-08 21:14:48 - Epoch 11 伪标签: 正样本: 9212 (50.1%), 负样本: 9167 (49.9%)
2025-05-08 21:14:49 - Epoch 11, 测试集 AUC: 0.6394, PRE: 0.2188, REC: 0.2928, MF1: 0.5486, ACC1: 0.2928, ACC0: 0.8223, Gmean: 0.4907
2025-05-08 21:14:49 - Epoch 11, val mf1: 0.5643, val ACC1: 0.3169, val ACC0: 0.8316, val Gmean: 0.5134 (best 0.5643)
2025-05-08 21:14:49 - Epoch 12 伪标签: 正样本: 9219 (50.2%), 负样本: 9160 (49.8%)
2025-05-08 21:14:50 - Epoch 12, 测试集 AUC: 0.6340, PRE: 0.2179, REC: 0.3186, MF1: 0.5487, ACC1: 0.3186, ACC0: 0.8057, Gmean: 0.5066
2025-05-08 21:14:50 - Epoch 12, val mf1: 0.5600, val ACC1: 0.3359, val ACC0: 0.8130, val Gmean: 0.5226 (best 0.5643)
2025-05-08 21:14:50 - Epoch 13 伪标签: 正样本: 8990 (48.9%), 负样本: 9389 (51.1%)
2025-05-08 21:14:51 - Epoch 13, 测试集 AUC: 0.6274, PRE: 0.2166, REC: 0.3331, MF1: 0.5479, ACC1: 0.3331, ACC0: 0.7952, Gmean: 0.5147
2025-05-08 21:14:51 - Epoch 13, val mf1: 0.5587, val ACC1: 0.3495, val ACC0: 0.8026, val Gmean: 0.5296 (best 0.5643)
2025-05-08 21:14:51 - Epoch 14 伪标签: 正样本: 9043 (49.2%), 负样本: 9336 (50.8%)
2025-05-08 21:14:51 - Epoch 14, 测试集 AUC: 0.6193, PRE: 0.2117, REC: 0.3353, MF1: 0.5442, ACC1: 0.3353, ACC0: 0.7878, Gmean: 0.5140
2025-05-08 21:14:51 - Epoch 14, val mf1: 0.5521, val ACC1: 0.3480, val ACC0: 0.7930, val Gmean: 0.5253 (best 0.5643)
2025-05-08 21:14:52 - Epoch 15 伪标签: 正样本: 8929 (48.6%), 负样本: 9450 (51.4%)
2025-05-08 21:14:52 - Epoch 15, 测试集 AUC: 0.6096, PRE: 0.2048, REC: 0.3268, MF1: 0.5390, ACC1: 0.3268, ACC0: 0.7844, Gmean: 0.5063
2025-05-08 21:14:52 - Epoch 15, val mf1: 0.5481, val ACC1: 0.3381, val ACC0: 0.7925, val Gmean: 0.5176 (best 0.5643)
2025-05-08 21:14:52 - Epoch 16 伪标签: 正样本: 8957 (48.7%), 负样本: 9422 (51.3%)
2025-05-08 21:14:53 - Epoch 16, 测试集 AUC: 0.5985, PRE: 0.2058, REC: 0.1196, MF1: 0.5206, ACC1: 0.1196, ACC0: 0.9215, Gmean: 0.3320
2025-05-08 21:14:53 - Epoch 16, val mf1: 0.5428, val ACC1: 0.1513, val ACC0: 0.9263, val Gmean: 0.3744 (best 0.5643)
2025-05-08 21:14:53 - Epoch 17 伪标签: 正样本: 8929 (48.6%), 负样本: 9450 (51.4%)
2025-05-08 21:14:54 - Epoch 17, 测试集 AUC: 0.5863, PRE: 0.2004, REC: 0.1166, MF1: 0.5184, ACC1: 0.1166, ACC0: 0.9209, Gmean: 0.3277
2025-05-08 21:14:54 - Epoch 17, val mf1: 0.5413, val ACC1: 0.1498, val ACC0: 0.9253, val Gmean: 0.3723 (best 0.5643)
2025-05-08 21:14:54 - Epoch 18 伪标签: 正样本: 8785 (47.8%), 负样本: 9594 (52.2%)
2025-05-08 21:14:55 - Epoch 18, 测试集 AUC: 0.5731, PRE: 0.1823, REC: 0.2705, MF1: 0.5228, ACC1: 0.2705, ACC0: 0.7938, Gmean: 0.4634
2025-05-08 21:14:55 - Epoch 18, val mf1: 0.5392, val ACC1: 0.2920, val ACC0: 0.8074, val Gmean: 0.4855 (best 0.5643)
2025-05-08 21:14:55 - Epoch 19 伪标签: 正样本: 8660 (47.1%), 负样本: 9719 (52.9%)
2025-05-08 21:14:55 - Epoch 19, 测试集 AUC: 0.5596, PRE: 0.1759, REC: 0.2474, MF1: 0.5187, ACC1: 0.2474, ACC0: 0.8030, Gmean: 0.4457
2025-05-08 21:14:55 - Epoch 19, val mf1: 0.5370, val ACC1: 0.2731, val ACC0: 0.8166, val Gmean: 0.4722 (best 0.5643)
2025-05-08 21:14:56 - Epoch 20 伪标签: 正样本: 8497 (46.2%), 负样本: 9882 (53.8%)
2025-05-08 21:14:56 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0361, 伪标签损失: 1.1683, LPL损失: 26.3791, 聚类损失: 4.6592, 总损失: 0.0361
2025-05-08 21:14:56 - Epoch 20, 测试集 AUC: 0.5460, PRE: 0.1712, REC: 0.2235, MF1: 0.5158, ACC1: 0.2235, ACC0: 0.8160, Gmean: 0.4271
2025-05-08 21:14:56 - Epoch 20, val mf1: 0.5337, val ACC1: 0.2489, val ACC0: 0.8283, val Gmean: 0.4540 (best 0.5643)
2025-05-08 21:14:56 - Epoch 21 伪标签: 正样本: 8122 (44.2%), 负样本: 10257 (55.8%)
2025-05-08 21:14:57 - Epoch 21, 测试集 AUC: 0.5327, PRE: 0.1614, REC: 0.1934, MF1: 0.5097, ACC1: 0.1934, ACC0: 0.8292, Gmean: 0.4004
2025-05-08 21:14:57 - Epoch 21, val mf1: 0.5281, val ACC1: 0.2239, val ACC0: 0.8377, val Gmean: 0.4331 (best 0.5643)
2025-05-08 21:14:57 - Epoch 22 伪标签: 正样本: 7865 (42.8%), 负样本: 10514 (57.2%)
2025-05-08 21:14:58 - Epoch 22, 测试集 AUC: 0.5198, PRE: 0.1512, REC: 0.1677, MF1: 0.5034, ACC1: 0.1677, ACC0: 0.8400, Gmean: 0.3753
2025-05-08 21:14:58 - Epoch 22, val mf1: 0.5229, val ACC1: 0.1982, val ACC0: 0.8496, val Gmean: 0.4103 (best 0.5643)
2025-05-08 21:14:58 - Epoch 23 伪标签: 正样本: 7747 (42.2%), 负样本: 10632 (57.8%)
2025-05-08 21:14:59 - Epoch 23, 测试集 AUC: 0.5075, PRE: 0.1449, REC: 0.1487, MF1: 0.4997, ACC1: 0.1487, ACC0: 0.8509, Gmean: 0.3557
2025-05-08 21:14:59 - Epoch 23, val mf1: 0.5222, val ACC1: 0.1846, val ACC0: 0.8600, val Gmean: 0.3984 (best 0.5643)
2025-05-08 21:14:59 - Epoch 24 伪标签: 正样本: 7455 (40.6%), 负样本: 10924 (59.4%)
2025-05-08 21:14:59 - Epoch 24, 测试集 AUC: 0.4960, PRE: 0.1387, REC: 0.1319, MF1: 0.4962, ACC1: 0.1319, ACC0: 0.8607, Gmean: 0.3369
2025-05-08 21:14:59 - Epoch 24, val mf1: 0.5135, val ACC1: 0.1558, val ACC0: 0.8705, val Gmean: 0.3683 (best 0.5643)
2025-05-08 21:14:59 - Epoch 25 伪标签: 正样本: 7331 (39.9%), 负样本: 11048 (60.1%)
2025-05-08 21:15:00 - Epoch 25, 测试集 AUC: 0.4852, PRE: 0.1371, REC: 0.1207, MF1: 0.4952, ACC1: 0.1207, ACC0: 0.8709, Gmean: 0.3242
2025-05-08 21:15:00 - Epoch 25, val mf1: 0.5098, val ACC1: 0.1392, val ACC0: 0.8802, val Gmean: 0.3500 (best 0.5643)
2025-05-08 21:15:00 - Epoch 26 伪标签: 正样本: 7182 (39.1%), 负样本: 11197 (60.9%)
2025-05-08 21:15:01 - Epoch 26, 测试集 AUC: 0.4755, PRE: 0.1277, REC: 0.1047, MF1: 0.4901, ACC1: 0.1047, ACC0: 0.8785, Gmean: 0.3033
2025-05-08 21:15:01 - Epoch 26, val mf1: 0.5057, val ACC1: 0.1248, val ACC0: 0.8875, val Gmean: 0.3328 (best 0.5643)
2025-05-08 21:15:01 - Epoch 27 伪标签: 正样本: 7022 (38.2%), 负样本: 11357 (61.8%)
2025-05-08 21:15:02 - Epoch 27, 测试集 AUC: 0.4668, PRE: 0.1212, REC: 0.0931, MF1: 0.4867, ACC1: 0.0931, ACC0: 0.8852, Gmean: 0.2872
2025-05-08 21:15:02 - Epoch 27, val mf1: 0.4988, val ACC1: 0.1074, val ACC0: 0.8935, val Gmean: 0.3098 (best 0.5643)
2025-05-08 21:15:02 - Epoch 28 伪标签: 正样本: 6881 (37.4%), 负样本: 11498 (62.6%)
2025-05-08 21:15:02 - Epoch 28, 测试集 AUC: 0.4591, PRE: 0.1155, REC: 0.0835, MF1: 0.4838, ACC1: 0.0835, ACC0: 0.8913, Gmean: 0.2727
2025-05-08 21:15:02 - Epoch 28, val mf1: 0.4960, val ACC1: 0.0983, val ACC0: 0.8987, val Gmean: 0.2973 (best 0.5643)
2025-05-08 21:15:03 - Epoch 29 伪标签: 正样本: 6713 (36.5%), 负样本: 11666 (63.5%)
2025-05-08 21:15:03 - Epoch 29, 测试集 AUC: 0.4523, PRE: 0.1092, REC: 0.0753, MF1: 0.4809, ACC1: 0.0753, ACC0: 0.8957, Gmean: 0.2596
2025-05-08 21:15:03 - Epoch 29, val mf1: 0.4908, val ACC1: 0.0862, val ACC0: 0.9030, val Gmean: 0.2791 (best 0.5643)
2025-05-08 21:15:03 - Epoch 30 伪标签: 正样本: 6597 (35.9%), 负样本: 11782 (64.1%)
2025-05-08 21:15:04 - Epoch 30, 有标签损失: 0.0001, 一致性损失: 0.0106, 伪标签损失: 1.1107, LPL损失: 19.4460, 聚类损失: 3.0350, 总损失: 0.0107
2025-05-08 21:15:04 - Epoch 30, 测试集 AUC: 0.4463, PRE: 0.1062, REC: 0.0704, MF1: 0.4795, ACC1: 0.0704, ACC0: 0.8993, Gmean: 0.2516
2025-05-08 21:15:04 - Epoch 30, val mf1: 0.4887, val ACC1: 0.0802, val ACC0: 0.9066, val Gmean: 0.2696 (best 0.5643)
2025-05-08 21:15:04 - Epoch 31 伪标签: 正样本: 6776 (36.9%), 负样本: 11603 (63.1%)
2025-05-08 21:15:05 - Epoch 31, 测试集 AUC: 0.4411, PRE: 0.1019, REC: 0.0652, MF1: 0.4775, ACC1: 0.0652, ACC0: 0.9023, Gmean: 0.2426
2025-05-08 21:15:05 - Epoch 31, val mf1: 0.4852, val ACC1: 0.0734, val ACC0: 0.9084, val Gmean: 0.2582 (best 0.5643)
2025-05-08 21:15:05 - Epoch 32 伪标签: 正样本: 6597 (35.9%), 负样本: 11782 (64.1%)
2025-05-08 21:15:06 - Epoch 32, 测试集 AUC: 0.4365, PRE: 0.0985, REC: 0.0618, MF1: 0.4760, ACC1: 0.0618, ACC0: 0.9037, Gmean: 0.2364
2025-05-08 21:15:06 - Epoch 32, val mf1: 0.4839, val ACC1: 0.0703, val ACC0: 0.9097, val Gmean: 0.2530 (best 0.5643)
2025-05-08 21:15:06 - Epoch 33 伪标签: 正样本: 6634 (36.1%), 负样本: 11745 (63.9%)
2025-05-08 21:15:06 - Epoch 33, 测试集 AUC: 0.4326, PRE: 0.0964, REC: 0.0607, MF1: 0.4751, ACC1: 0.0607, ACC0: 0.9032, Gmean: 0.2342
2025-05-08 21:15:06 - Epoch 33, val mf1: 0.4816, val ACC1: 0.0666, val ACC0: 0.9100, val Gmean: 0.2461 (best 0.5643)
2025-05-08 21:15:06 - Epoch 34 伪标签: 正样本: 6702 (36.5%), 负样本: 11677 (63.5%)
2025-05-08 21:15:07 - Epoch 34, 测试集 AUC: 0.4295, PRE: 0.0922, REC: 0.0585, MF1: 0.4733, ACC1: 0.0585, ACC0: 0.9022, Gmean: 0.2297
2025-05-08 21:15:07 - Epoch 34, val mf1: 0.4805, val ACC1: 0.0658, val ACC0: 0.9086, val Gmean: 0.2445 (best 0.5643)
2025-05-08 21:15:07 - Epoch 35 伪标签: 正样本: 6790 (36.9%), 负样本: 11589 (63.1%)
2025-05-08 21:15:08 - Epoch 35, 测试集 AUC: 0.4271, PRE: 0.0918, REC: 0.0592, MF1: 0.4730, ACC1: 0.0592, ACC0: 0.9004, Gmean: 0.2310
2025-05-08 21:15:08 - Epoch 35, val mf1: 0.4792, val ACC1: 0.0651, val ACC0: 0.9065, val Gmean: 0.2428 (best 0.5643)
2025-05-08 21:15:08 - Epoch 36 伪标签: 正样本: 6911 (37.6%), 负样本: 11468 (62.4%)
2025-05-08 21:15:09 - Epoch 36, 测试集 AUC: 0.4253, PRE: 0.0920, REC: 0.0607, MF1: 0.4730, ACC1: 0.0607, ACC0: 0.8981, Gmean: 0.2335
2025-05-08 21:15:09 - Epoch 36, val mf1: 0.4780, val ACC1: 0.0658, val ACC0: 0.9025, val Gmean: 0.2437 (best 0.5643)
2025-05-08 21:15:09 - Epoch 37 伪标签: 正样本: 6907 (37.6%), 负样本: 11472 (62.4%)
2025-05-08 21:15:09 - Epoch 37, 测试集 AUC: 0.4243, PRE: 0.0922, REC: 0.0622, MF1: 0.4730, ACC1: 0.0622, ACC0: 0.8959, Gmean: 0.2361
2025-05-08 21:15:09 - Epoch 37, val mf1: 0.4790, val ACC1: 0.0681, val ACC0: 0.9015, val Gmean: 0.2477 (best 0.5643)
2025-05-08 21:15:09 - Epoch 38 伪标签: 正样本: 7137 (38.8%), 负样本: 11242 (61.2%)
2025-05-08 21:15:10 - Epoch 38, 测试集 AUC: 0.4239, PRE: 0.0906, REC: 0.0626, MF1: 0.4722, ACC1: 0.0626, ACC0: 0.8932, Gmean: 0.2365
2025-05-08 21:15:10 - Epoch 38, val mf1: 0.4792, val ACC1: 0.0696, val ACC0: 0.8998, val Gmean: 0.2502 (best 0.5643)
2025-05-08 21:15:10 - Epoch 39 伪标签: 正样本: 7268 (39.5%), 负样本: 11111 (60.5%)
2025-05-08 21:15:11 - Epoch 39, 测试集 AUC: 0.4241, PRE: 0.0911, REC: 0.0641, MF1: 0.4723, ACC1: 0.0641, ACC0: 0.8913, Gmean: 0.2390
2025-05-08 21:15:11 - Epoch 39, val mf1: 0.4796, val ACC1: 0.0711, val ACC0: 0.8985, val Gmean: 0.2528 (best 0.5643)
2025-05-08 21:15:11 - Epoch 40 伪标签: 正样本: 7340 (39.9%), 负样本: 11039 (60.1%)
2025-05-08 21:15:11 - Epoch 40, 有标签损失: 0.0013, 一致性损失: 0.0029, 伪标签损失: 0.9569, LPL损失: 21.7124, 聚类损失: 1.9766, 总损失: 0.0043
2025-05-08 21:15:12 - Epoch 40, 测试集 AUC: 0.4248, PRE: 0.0916, REC: 0.0656, MF1: 0.4724, ACC1: 0.0656, ACC0: 0.8894, Gmean: 0.2415
2025-05-08 21:15:12 - Epoch 40, val mf1: 0.4799, val ACC1: 0.0726, val ACC0: 0.8971, val Gmean: 0.2552 (best 0.5643)
2025-05-08 21:15:12 - Epoch 41 伪标签: 正样本: 7358 (40.0%), 负样本: 11021 (60.0%)
2025-05-08 21:15:12 - Epoch 41, 测试集 AUC: 0.4258, PRE: 0.0941, REC: 0.0678, MF1: 0.4736, ACC1: 0.0678, ACC0: 0.8890, Gmean: 0.2455
2025-05-08 21:15:12 - Epoch 41, val mf1: 0.4801, val ACC1: 0.0741, val ACC0: 0.8956, val Gmean: 0.2577 (best 0.5643)
2025-05-08 21:15:13 - Epoch 42 伪标签: 正样本: 7457 (40.6%), 负样本: 10922 (59.4%)
2025-05-08 21:15:13 - Epoch 42, 测试集 AUC: 0.4272, PRE: 0.0950, REC: 0.0686, MF1: 0.4741, ACC1: 0.0686, ACC0: 0.8890, Gmean: 0.2469
2025-05-08 21:15:13 - Epoch 42, val mf1: 0.4805, val ACC1: 0.0749, val ACC0: 0.8955, val Gmean: 0.2590 (best 0.5643)
2025-05-08 21:15:13 - Epoch 43 伪标签: 正样本: 7475 (40.7%), 负样本: 10904 (59.3%)
2025-05-08 21:15:14 - Epoch 43, 测试集 AUC: 0.4288, PRE: 0.0968, REC: 0.0697, MF1: 0.4749, ACC1: 0.0697, ACC0: 0.8896, Gmean: 0.2490
2025-05-08 21:15:14 - Epoch 43, val mf1: 0.4819, val ACC1: 0.0772, val ACC0: 0.8955, val Gmean: 0.2628 (best 0.5643)
2025-05-08 21:15:14 - Epoch 44 伪标签: 正样本: 7598 (41.3%), 负样本: 10781 (58.7%)
2025-05-08 21:15:15 - Epoch 44, 测试集 AUC: 0.4306, PRE: 0.0992, REC: 0.0708, MF1: 0.4761, ACC1: 0.0708, ACC0: 0.8907, Gmean: 0.2511
2025-05-08 21:15:15 - Epoch 44, val mf1: 0.4834, val ACC1: 0.0787, val ACC0: 0.8969, val Gmean: 0.2656 (best 0.5643)
2025-05-08 21:15:15 - Epoch 45 伪标签: 正样本: 7585 (41.3%), 负样本: 10794 (58.7%)
2025-05-08 21:15:15 - Epoch 45, 测试集 AUC: 0.4324, PRE: 0.1013, REC: 0.0715, MF1: 0.4771, ACC1: 0.0715, ACC0: 0.8921, Gmean: 0.2526
2025-05-08 21:15:15 - Epoch 45, val mf1: 0.4841, val ACC1: 0.0787, val ACC0: 0.8984, val Gmean: 0.2659 (best 0.5643)
2025-05-08 21:15:16 - Epoch 46 伪标签: 正样本: 7564 (41.2%), 负样本: 10815 (58.8%)
2025-05-08 21:15:16 - Epoch 46, 测试集 AUC: 0.4342, PRE: 0.1023, REC: 0.0712, MF1: 0.4776, ACC1: 0.0712, ACC0: 0.8939, Gmean: 0.2522
2025-05-08 21:15:16 - Epoch 46, val mf1: 0.4851, val ACC1: 0.0794, val ACC0: 0.8997, val Gmean: 0.2673 (best 0.5643)
2025-05-08 21:15:16 - Epoch 47 伪标签: 正样本: 7565 (41.2%), 负样本: 10814 (58.8%)
2025-05-08 21:15:17 - Epoch 47, 测试集 AUC: 0.4360, PRE: 0.1037, REC: 0.0708, MF1: 0.4783, ACC1: 0.0708, ACC0: 0.8960, Gmean: 0.2519
2025-05-08 21:15:17 - Epoch 47, val mf1: 0.4863, val ACC1: 0.0794, val ACC0: 0.9023, val Gmean: 0.2677 (best 0.5643)
2025-05-08 21:15:17 - Epoch 48 伪标签: 正样本: 7679 (41.8%), 负样本: 10700 (58.2%)
2025-05-08 21:15:18 - Epoch 48, 测试集 AUC: 0.4377, PRE: 0.1054, REC: 0.0708, MF1: 0.4791, ACC1: 0.0708, ACC0: 0.8979, Gmean: 0.2521
2025-05-08 21:15:18 - Epoch 48, val mf1: 0.4860, val ACC1: 0.0779, val ACC0: 0.9037, val Gmean: 0.2653 (best 0.5643)
2025-05-08 21:15:18 - Epoch 49 伪标签: 正样本: 7536 (41.0%), 负样本: 10843 (59.0%)
2025-05-08 21:15:19 - Epoch 49, 测试集 AUC: 0.4393, PRE: 0.1055, REC: 0.0697, MF1: 0.4792, ACC1: 0.0697, ACC0: 0.8996, Gmean: 0.2504
2025-05-08 21:15:19 - Epoch 49, val mf1: 0.4870, val ACC1: 0.0779, val ACC0: 0.9060, val Gmean: 0.2657 (best 0.5643)
2025-05-08 21:15:19 - Epoch 50 伪标签: 正样本: 8568 (46.6%), 负样本: 9811 (53.4%)
2025-05-08 21:15:19 - Epoch 50, 有标签损失: 0.0007, 一致性损失: 0.0018, 伪标签损失: 1.0286, LPL损失: 27.2252, 聚类损失: 1.8699, 总损失: 0.0025
2025-05-08 21:15:19 - Epoch 50, 测试集 AUC: 0.4407, PRE: 0.1079, REC: 0.0700, MF1: 0.4802, ACC1: 0.0700, ACC0: 0.9015, Gmean: 0.2513
2025-05-08 21:15:19 - Epoch 50, val mf1: 0.4862, val ACC1: 0.0756, val ACC0: 0.9073, val Gmean: 0.2620 (best 0.5643)
2025-05-08 21:15:20 - Epoch 51 伪标签: 正样本: 8611 (46.9%), 负样本: 9768 (53.1%)
2025-05-08 21:15:20 - Epoch 51, 测试集 AUC: 0.4420, PRE: 0.1090, REC: 0.0697, MF1: 0.4807, ACC1: 0.0697, ACC0: 0.9032, Gmean: 0.2508
2025-05-08 21:15:20 - Epoch 51, val mf1: 0.4861, val ACC1: 0.0741, val ACC0: 0.9093, val Gmean: 0.2596 (best 0.5643)
2025-05-08 21:15:20 - Epoch 52 伪标签: 正样本: 8650 (47.1%), 负样本: 9729 (52.9%)
2025-05-08 21:15:21 - Epoch 52, 测试集 AUC: 0.4432, PRE: 0.1105, REC: 0.0697, MF1: 0.4813, ACC1: 0.0697, ACC0: 0.9047, Gmean: 0.2511
2025-05-08 21:15:21 - Epoch 52, val mf1: 0.4860, val ACC1: 0.0734, val ACC0: 0.9102, val Gmean: 0.2584 (best 0.5643)
2025-05-08 21:15:21 - Epoch 53 伪标签: 正样本: 8538 (46.5%), 负样本: 9841 (53.5%)
2025-05-08 21:15:22 - Epoch 53, 测试集 AUC: 0.4443, PRE: 0.1096, REC: 0.0682, MF1: 0.4809, ACC1: 0.0682, ACC0: 0.9059, Gmean: 0.2485
2025-05-08 21:15:22 - Epoch 53, val mf1: 0.4873, val ACC1: 0.0741, val ACC0: 0.9120, val Gmean: 0.2600 (best 0.5643)
2025-05-08 21:15:22 - Epoch 54 伪标签: 正样本: 8600 (46.8%), 负样本: 9779 (53.2%)
2025-05-08 21:15:23 - Epoch 54, 测试集 AUC: 0.4452, PRE: 0.1101, REC: 0.0678, MF1: 0.4810, ACC1: 0.0678, ACC0: 0.9068, Gmean: 0.2480
2025-05-08 21:15:23 - Epoch 54, val mf1: 0.4875, val ACC1: 0.0741, val ACC0: 0.9126, val Gmean: 0.2601 (best 0.5643)
2025-05-08 21:15:23 - Epoch 55 伪标签: 正样本: 8570 (46.6%), 负样本: 9809 (53.4%)
2025-05-08 21:15:23 - Epoch 55, 测试集 AUC: 0.4460, PRE: 0.1106, REC: 0.0678, MF1: 0.4813, ACC1: 0.0678, ACC0: 0.9073, Gmean: 0.2480
2025-05-08 21:15:23 - Epoch 55, val mf1: 0.4880, val ACC1: 0.0741, val ACC0: 0.9137, val Gmean: 0.2603 (best 0.5643)
2025-05-08 21:15:24 - Epoch 56 伪标签: 正样本: 8521 (46.4%), 负样本: 9858 (53.6%)
2025-05-08 21:15:24 - Epoch 56, 测试集 AUC: 0.4466, PRE: 0.1115, REC: 0.0678, MF1: 0.4816, ACC1: 0.0678, ACC0: 0.9082, Gmean: 0.2482
2025-05-08 21:15:24 - Epoch 56, val mf1: 0.4884, val ACC1: 0.0741, val ACC0: 0.9145, val Gmean: 0.2604 (best 0.5643)
2025-05-08 21:15:24 - Epoch 57 伪标签: 正样本: 8548 (46.5%), 负样本: 9831 (53.5%)
2025-05-08 21:15:25 - Epoch 57, 测试集 AUC: 0.4472, PRE: 0.1119, REC: 0.0674, MF1: 0.4818, ACC1: 0.0674, ACC0: 0.9091, Gmean: 0.2476
2025-05-08 21:15:25 - Epoch 57, val mf1: 0.4885, val ACC1: 0.0741, val ACC0: 0.9147, val Gmean: 0.2604 (best 0.5643)
2025-05-08 21:15:25 - Epoch 58 伪标签: 正样本: 8506 (46.3%), 负样本: 9873 (53.7%)
2025-05-08 21:15:26 - Epoch 58, 测试集 AUC: 0.4476, PRE: 0.1130, REC: 0.0678, MF1: 0.4822, ACC1: 0.0678, ACC0: 0.9095, Gmean: 0.2483
2025-05-08 21:15:26 - Epoch 58, val mf1: 0.4891, val ACC1: 0.0741, val ACC0: 0.9160, val Gmean: 0.2606 (best 0.5643)
2025-05-08 21:15:26 - Epoch 59 伪标签: 正样本: 8448 (46.0%), 负样本: 9931 (54.0%)
2025-05-08 21:15:26 - Epoch 59, 测试集 AUC: 0.4479, PRE: 0.1135, REC: 0.0678, MF1: 0.4824, ACC1: 0.0678, ACC0: 0.9099, Gmean: 0.2484
2025-05-08 21:15:26 - Epoch 59, val mf1: 0.4893, val ACC1: 0.0741, val ACC0: 0.9165, val Gmean: 0.2607 (best 0.5643)
2025-05-08 21:15:27 - Epoch 60 伪标签: 正样本: 8550 (46.5%), 负样本: 9829 (53.5%)
2025-05-08 21:15:27 - Epoch 60, 有标签损失: 0.0003, 一致性损失: 0.0016, 伪标签损失: 1.0432, LPL损失: 25.2065, 聚类损失: 1.9891, 总损失: 0.0019
2025-05-08 21:15:27 - Epoch 60, 测试集 AUC: 0.4481, PRE: 0.1136, REC: 0.0678, MF1: 0.4824, ACC1: 0.0678, ACC0: 0.9101, Gmean: 0.2484
2025-05-08 21:15:27 - Epoch 60, val mf1: 0.4900, val ACC1: 0.0749, val ACC0: 0.9169, val Gmean: 0.2620 (best 0.5643)
2025-05-08 21:15:27 - Epoch 61 伪标签: 正样本: 8547 (46.5%), 负样本: 9832 (53.5%)
2025-05-08 21:15:28 - Epoch 61, 测试集 AUC: 0.4482, PRE: 0.1138, REC: 0.0678, MF1: 0.4825, ACC1: 0.0678, ACC0: 0.9102, Gmean: 0.2484
2025-05-08 21:15:28 - Epoch 61, val mf1: 0.4900, val ACC1: 0.0749, val ACC0: 0.9169, val Gmean: 0.2620 (best 0.5643)
2025-05-08 21:15:28 - Epoch 62 伪标签: 正样本: 8504 (46.3%), 负样本: 9875 (53.7%)
2025-05-08 21:15:29 - Epoch 62, 测试集 AUC: 0.4483, PRE: 0.1138, REC: 0.0678, MF1: 0.4825, ACC1: 0.0678, ACC0: 0.9102, Gmean: 0.2484
2025-05-08 21:15:29 - Epoch 62, val mf1: 0.4900, val ACC1: 0.0749, val ACC0: 0.9169, val Gmean: 0.2620 (best 0.5643)
2025-05-08 21:15:29 - Epoch 63 伪标签: 正样本: 8554 (46.5%), 负样本: 9825 (53.5%)
2025-05-08 21:15:30 - Epoch 63, 测试集 AUC: 0.4483, PRE: 0.1142, REC: 0.0678, MF1: 0.4826, ACC1: 0.0678, ACC0: 0.9106, Gmean: 0.2485
2025-05-08 21:15:30 - Epoch 63, val mf1: 0.4902, val ACC1: 0.0749, val ACC0: 0.9174, val Gmean: 0.2621 (best 0.5643)
2025-05-08 21:15:30 - Epoch 64 伪标签: 正样本: 8520 (46.4%), 负样本: 9859 (53.6%)
2025-05-08 21:15:30 - Epoch 64, 测试集 AUC: 0.4483, PRE: 0.1141, REC: 0.0678, MF1: 0.4826, ACC1: 0.0678, ACC0: 0.9105, Gmean: 0.2485
2025-05-08 21:15:30 - Epoch 64, val mf1: 0.4901, val ACC1: 0.0749, val ACC0: 0.9173, val Gmean: 0.2621 (best 0.5643)
2025-05-08 21:15:30 - Epoch 65 伪标签: 正样本: 8592 (46.7%), 负样本: 9787 (53.3%)
2025-05-08 21:15:31 - Epoch 65, 测试集 AUC: 0.4483, PRE: 0.1150, REC: 0.0682, MF1: 0.4830, ACC1: 0.0682, ACC0: 0.9108, Gmean: 0.2492
2025-05-08 21:15:31 - Epoch 65, val mf1: 0.4903, val ACC1: 0.0749, val ACC0: 0.9176, val Gmean: 0.2621 (best 0.5643)
2025-05-08 21:15:31 - Epoch 66 伪标签: 正样本: 8538 (46.5%), 负样本: 9841 (53.5%)
2025-05-08 21:15:32 - Epoch 66, 测试集 AUC: 0.4483, PRE: 0.1153, REC: 0.0682, MF1: 0.4831, ACC1: 0.0682, ACC0: 0.9111, Gmean: 0.2492
2025-05-08 21:15:32 - Epoch 66, val mf1: 0.4903, val ACC1: 0.0749, val ACC0: 0.9177, val Gmean: 0.2622 (best 0.5643)
2025-05-08 21:15:32 - Epoch 67 伪标签: 正样本: 8507 (46.3%), 负样本: 9872 (53.7%)
2025-05-08 21:15:33 - Epoch 67, 测试集 AUC: 0.4482, PRE: 0.1162, REC: 0.0686, MF1: 0.4834, ACC1: 0.0686, ACC0: 0.9113, Gmean: 0.2500
2025-05-08 21:15:33 - Epoch 67, val mf1: 0.4904, val ACC1: 0.0749, val ACC0: 0.9178, val Gmean: 0.2622 (best 0.5643)
2025-05-08 21:15:33 - Epoch 68 伪标签: 正样本: 8458 (46.0%), 负样本: 9921 (54.0%)
2025-05-08 21:15:33 - Epoch 68, 测试集 AUC: 0.4482, PRE: 0.1171, REC: 0.0689, MF1: 0.4838, ACC1: 0.0689, ACC0: 0.9117, Gmean: 0.2507
2025-05-08 21:15:33 - Epoch 68, val mf1: 0.4904, val ACC1: 0.0749, val ACC0: 0.9180, val Gmean: 0.2622 (best 0.5643)
2025-05-08 21:15:34 - Epoch 69 伪标签: 正样本: 8483 (46.2%), 负样本: 9896 (53.8%)
2025-05-08 21:15:34 - Epoch 69, 测试集 AUC: 0.4482, PRE: 0.1182, REC: 0.0697, MF1: 0.4843, ACC1: 0.0697, ACC0: 0.9117, Gmean: 0.2520
2025-05-08 21:15:34 - Epoch 69, val mf1: 0.4911, val ACC1: 0.0756, val ACC0: 0.9185, val Gmean: 0.2636 (best 0.5643)
2025-05-08 21:15:34 - Epoch 70 伪标签: 正样本: 8490 (46.2%), 负样本: 9889 (53.8%)
2025-05-08 21:15:35 - Epoch 70, 有标签损失: 0.0002, 一致性损失: 0.0013, 伪标签损失: 1.0387, LPL损失: 24.4236, 聚类损失: 1.9396, 总损失: 0.0014
2025-05-08 21:15:35 - Epoch 70, 测试集 AUC: 0.4482, PRE: 0.1179, REC: 0.0693, MF1: 0.4841, ACC1: 0.0693, ACC0: 0.9118, Gmean: 0.2514
2025-05-08 21:15:35 - Epoch 70, val mf1: 0.4911, val ACC1: 0.0756, val ACC0: 0.9185, val Gmean: 0.2636 (best 0.5643)
2025-05-08 21:15:35 - Epoch 71 伪标签: 正样本: 8536 (46.4%), 负样本: 9843 (53.6%)
2025-05-08 21:15:36 - Epoch 71, 测试集 AUC: 0.4482, PRE: 0.1182, REC: 0.0693, MF1: 0.4843, ACC1: 0.0693, ACC0: 0.9122, Gmean: 0.2514
2025-05-08 21:15:36 - Epoch 71, val mf1: 0.4907, val ACC1: 0.0749, val ACC0: 0.9185, val Gmean: 0.2623 (best 0.5643)
2025-05-08 21:15:36 - Epoch 72 伪标签: 正样本: 8559 (46.6%), 负样本: 9820 (53.4%)
2025-05-08 21:15:37 - Epoch 72, 测试集 AUC: 0.4482, PRE: 0.1188, REC: 0.0697, MF1: 0.4845, ACC1: 0.0697, ACC0: 0.9122, Gmean: 0.2521
2025-05-08 21:15:37 - Epoch 72, val mf1: 0.4912, val ACC1: 0.0756, val ACC0: 0.9186, val Gmean: 0.2636 (best 0.5643)
2025-05-08 21:15:37 - Epoch 73 伪标签: 正样本: 8531 (46.4%), 负样本: 9848 (53.6%)
2025-05-08 21:15:37 - Epoch 73, 测试集 AUC: 0.4482, PRE: 0.1188, REC: 0.0697, MF1: 0.4845, ACC1: 0.0697, ACC0: 0.9122, Gmean: 0.2521
2025-05-08 21:15:37 - Epoch 73, val mf1: 0.4913, val ACC1: 0.0756, val ACC0: 0.9189, val Gmean: 0.2636 (best 0.5643)
2025-05-08 21:15:38 - Epoch 74 伪标签: 正样本: 8584 (46.7%), 负样本: 9795 (53.3%)
2025-05-08 21:15:38 - Epoch 74, 测试集 AUC: 0.4482, PRE: 0.1179, REC: 0.0693, MF1: 0.4841, ACC1: 0.0693, ACC0: 0.9118, Gmean: 0.2514
2025-05-08 21:15:38 - Epoch 74, val mf1: 0.4919, val ACC1: 0.0764, val ACC0: 0.9190, val Gmean: 0.2650 (best 0.5643)
2025-05-08 21:15:38 - Epoch 75 伪标签: 正样本: 8559 (46.6%), 负样本: 9820 (53.4%)
2025-05-08 21:15:39 - Epoch 75, 测试集 AUC: 0.4483, PRE: 0.1184, REC: 0.0697, MF1: 0.4843, ACC1: 0.0697, ACC0: 0.9118, Gmean: 0.2520
2025-05-08 21:15:39 - Epoch 75, val mf1: 0.4919, val ACC1: 0.0764, val ACC0: 0.9191, val Gmean: 0.2650 (best 0.5643)
2025-05-08 21:15:39 - Epoch 76 伪标签: 正样本: 8501 (46.3%), 负样本: 9878 (53.7%)
2025-05-08 21:15:40 - Epoch 76, 测试集 AUC: 0.4483, PRE: 0.1183, REC: 0.0697, MF1: 0.4843, ACC1: 0.0697, ACC0: 0.9117, Gmean: 0.2520
2025-05-08 21:15:40 - Epoch 76, val mf1: 0.4915, val ACC1: 0.0756, val ACC0: 0.9192, val Gmean: 0.2637 (best 0.5643)
2025-05-08 21:15:40 - Epoch 77 伪标签: 正样本: 8540 (46.5%), 负样本: 9839 (53.5%)
2025-05-08 21:15:40 - Epoch 77, 测试集 AUC: 0.4483, PRE: 0.1182, REC: 0.0697, MF1: 0.4843, ACC1: 0.0697, ACC0: 0.9117, Gmean: 0.2520
2025-05-08 21:15:40 - Epoch 77, val mf1: 0.4914, val ACC1: 0.0756, val ACC0: 0.9190, val Gmean: 0.2637 (best 0.5643)
2025-05-08 21:15:41 - Epoch 78 伪标签: 正样本: 8534 (46.4%), 负样本: 9845 (53.6%)
2025-05-08 21:15:41 - Epoch 78, 测试集 AUC: 0.4483, PRE: 0.1180, REC: 0.0697, MF1: 0.4842, ACC1: 0.0697, ACC0: 0.9115, Gmean: 0.2520
2025-05-08 21:15:41 - Epoch 78, val mf1: 0.4914, val ACC1: 0.0756, val ACC0: 0.9191, val Gmean: 0.2637 (best 0.5643)
2025-05-08 21:15:41 - Epoch 79 伪标签: 正样本: 8466 (46.1%), 负样本: 9913 (53.9%)
2025-05-08 21:15:42 - Epoch 79, 测试集 AUC: 0.4483, PRE: 0.1173, REC: 0.0693, MF1: 0.4839, ACC1: 0.0693, ACC0: 0.9113, Gmean: 0.2513
2025-05-08 21:15:42 - Epoch 79, val mf1: 0.4913, val ACC1: 0.0756, val ACC0: 0.9189, val Gmean: 0.2636 (best 0.5643)
2025-05-08 21:15:42 - Epoch 80 伪标签: 正样本: 8501 (46.3%), 负样本: 9878 (53.7%)
2025-05-08 21:15:43 - Epoch 80, 有标签损失: 0.0002, 一致性损失: 0.0010, 伪标签损失: 1.0202, LPL损失: 24.3816, 聚类损失: 1.8384, 总损失: 0.0011
2025-05-08 21:15:43 - Epoch 80, 测试集 AUC: 0.4484, PRE: 0.1170, REC: 0.0693, MF1: 0.4838, ACC1: 0.0693, ACC0: 0.9111, Gmean: 0.2513
2025-05-08 21:15:43 - Epoch 80, val mf1: 0.4925, val ACC1: 0.0772, val ACC0: 0.9194, val Gmean: 0.2663 (best 0.5643)
2025-05-08 21:15:43 - Epoch 81 伪标签: 正样本: 8556 (46.6%), 负样本: 9823 (53.4%)
2025-05-08 21:15:44 - Epoch 81, 测试集 AUC: 0.4484, PRE: 0.1180, REC: 0.0700, MF1: 0.4843, ACC1: 0.0700, ACC0: 0.9110, Gmean: 0.2526
2025-05-08 21:15:44 - Epoch 81, val mf1: 0.4924, val ACC1: 0.0772, val ACC0: 0.9191, val Gmean: 0.2663 (best 0.5643)
2025-05-08 21:15:44 - Epoch 82 伪标签: 正样本: 8473 (46.1%), 负样本: 9906 (53.9%)
2025-05-08 21:15:44 - Epoch 82, 测试集 AUC: 0.4484, PRE: 0.1182, REC: 0.0704, MF1: 0.4844, ACC1: 0.0704, ACC0: 0.9107, Gmean: 0.2532
2025-05-08 21:15:44 - Epoch 82, val mf1: 0.4933, val ACC1: 0.0787, val ACC0: 0.9189, val Gmean: 0.2689 (best 0.5643)
2025-05-08 21:15:45 - Epoch 83 伪标签: 正样本: 8538 (46.5%), 负样本: 9841 (53.5%)
2025-05-08 21:15:45 - Epoch 83, 测试集 AUC: 0.4485, PRE: 0.1181, REC: 0.0704, MF1: 0.4843, ACC1: 0.0704, ACC0: 0.9106, Gmean: 0.2532
2025-05-08 21:15:45 - Epoch 83, val mf1: 0.4937, val ACC1: 0.0794, val ACC0: 0.9187, val Gmean: 0.2701 (best 0.5643)
2025-05-08 21:15:45 - Epoch 84 伪标签: 正样本: 8544 (46.5%), 负样本: 9835 (53.5%)
2025-05-08 21:15:46 - Epoch 84, 测试集 AUC: 0.4485, PRE: 0.1181, REC: 0.0704, MF1: 0.4843, ACC1: 0.0704, ACC0: 0.9106, Gmean: 0.2532
2025-05-08 21:15:46 - Epoch 84, val mf1: 0.4947, val ACC1: 0.0809, val ACC0: 0.9189, val Gmean: 0.2727 (best 0.5643)
2025-05-08 21:15:46 - Epoch 85 伪标签: 正样本: 8618 (46.9%), 负样本: 9761 (53.1%)
2025-05-08 21:15:47 - Epoch 85, 测试集 AUC: 0.4486, PRE: 0.1186, REC: 0.0712, MF1: 0.4846, ACC1: 0.0712, ACC0: 0.9101, Gmean: 0.2545
2025-05-08 21:15:47 - Epoch 85, val mf1: 0.4957, val ACC1: 0.0825, val ACC0: 0.9187, val Gmean: 0.2752 (best 0.5643)
2025-05-08 21:15:47 - Epoch 86 伪标签: 正样本: 8607 (46.8%), 负样本: 9772 (53.2%)
2025-05-08 21:15:47 - Epoch 86, 测试集 AUC: 0.4486, PRE: 0.1186, REC: 0.0712, MF1: 0.4846, ACC1: 0.0712, ACC0: 0.9101, Gmean: 0.2545
2025-05-08 21:15:47 - Epoch 86, val mf1: 0.4957, val ACC1: 0.0825, val ACC0: 0.9187, val Gmean: 0.2752 (best 0.5643)
2025-05-08 21:15:48 - Epoch 87 伪标签: 正样本: 8611 (46.9%), 负样本: 9768 (53.1%)
2025-05-08 21:15:48 - Epoch 87, 测试集 AUC: 0.4487, PRE: 0.1186, REC: 0.0712, MF1: 0.4846, ACC1: 0.0712, ACC0: 0.9101, Gmean: 0.2545
2025-05-08 21:15:48 - Epoch 87, val mf1: 0.4962, val ACC1: 0.0832, val ACC0: 0.9189, val Gmean: 0.2765 (best 0.5643)
2025-05-08 21:15:49 - Epoch 88 伪标签: 正样本: 8663 (47.1%), 负样本: 9716 (52.9%)
2025-05-08 21:15:49 - Epoch 88, 测试集 AUC: 0.4487, PRE: 0.1191, REC: 0.0712, MF1: 0.4847, ACC1: 0.0712, ACC0: 0.9105, Gmean: 0.2545
2025-05-08 21:15:49 - Epoch 88, val mf1: 0.4969, val ACC1: 0.0840, val ACC0: 0.9192, val Gmean: 0.2778 (best 0.5643)
2025-05-08 21:15:49 - Epoch 89 伪标签: 正样本: 8541 (46.5%), 负样本: 9838 (53.5%)
2025-05-08 21:15:50 - Epoch 89, 测试集 AUC: 0.4488, PRE: 0.1196, REC: 0.0715, MF1: 0.4850, ACC1: 0.0715, ACC0: 0.9104, Gmean: 0.2552
2025-05-08 21:15:50 - Epoch 89, val mf1: 0.4969, val ACC1: 0.0840, val ACC0: 0.9194, val Gmean: 0.2778 (best 0.5643)
2025-05-08 21:15:50 - Epoch 90 伪标签: 正样本: 8589 (46.7%), 负样本: 9790 (53.3%)
2025-05-08 21:15:51 - Epoch 90, 有标签损失: 0.0002, 一致性损失: 0.0008, 伪标签损失: 1.0099, LPL损失: 25.2824, 聚类损失: 1.7563, 总损失: 0.0010
2025-05-08 21:15:51 - Epoch 90, 测试集 AUC: 0.4488, PRE: 0.1196, REC: 0.0715, MF1: 0.4850, ACC1: 0.0715, ACC0: 0.9104, Gmean: 0.2552
2025-05-08 21:15:51 - Epoch 90, val mf1: 0.4969, val ACC1: 0.0840, val ACC0: 0.9194, val Gmean: 0.2778 (best 0.5643)
2025-05-08 21:15:51 - Epoch 91 伪标签: 正样本: 8592 (46.7%), 负样本: 9787 (53.3%)
2025-05-08 21:15:51 - Epoch 91, 测试集 AUC: 0.4489, PRE: 0.1195, REC: 0.0715, MF1: 0.4849, ACC1: 0.0715, ACC0: 0.9104, Gmean: 0.2552
2025-05-08 21:15:51 - Epoch 91, val mf1: 0.4970, val ACC1: 0.0840, val ACC0: 0.9195, val Gmean: 0.2779 (best 0.5643)
2025-05-08 21:15:52 - Epoch 92 伪标签: 正样本: 8628 (46.9%), 负样本: 9751 (53.1%)
2025-05-08 21:15:52 - Epoch 92, 测试集 AUC: 0.4490, PRE: 0.1196, REC: 0.0715, MF1: 0.4850, ACC1: 0.0715, ACC0: 0.9104, Gmean: 0.2552
2025-05-08 21:15:52 - Epoch 92, val mf1: 0.4972, val ACC1: 0.0840, val ACC0: 0.9200, val Gmean: 0.2779 (best 0.5643)
2025-05-08 21:15:52 - Epoch 93 伪标签: 正样本: 8530 (46.4%), 负样本: 9849 (53.6%)
2025-05-08 21:15:53 - Epoch 93, 测试集 AUC: 0.4491, PRE: 0.1199, REC: 0.0715, MF1: 0.4851, ACC1: 0.0715, ACC0: 0.9108, Gmean: 0.2552
2025-05-08 21:15:53 - Epoch 93, val mf1: 0.4972, val ACC1: 0.0840, val ACC0: 0.9200, val Gmean: 0.2779 (best 0.5643)
2025-05-08 21:15:53 - Epoch 94 伪标签: 正样本: 8591 (46.7%), 负样本: 9788 (53.3%)
2025-05-08 21:15:54 - Epoch 94, 测试集 AUC: 0.4492, PRE: 0.1202, REC: 0.0715, MF1: 0.4852, ACC1: 0.0715, ACC0: 0.9110, Gmean: 0.2553
2025-05-08 21:15:54 - Epoch 94, val mf1: 0.4968, val ACC1: 0.0832, val ACC0: 0.9201, val Gmean: 0.2767 (best 0.5643)
2025-05-08 21:15:54 - Epoch 95 伪标签: 正样本: 8611 (46.9%), 负样本: 9768 (53.1%)
2025-05-08 21:15:55 - Epoch 95, 测试集 AUC: 0.4493, PRE: 0.1199, REC: 0.0712, MF1: 0.4850, ACC1: 0.0712, ACC0: 0.9112, Gmean: 0.2546
2025-05-08 21:15:55 - Epoch 95, val mf1: 0.4969, val ACC1: 0.0832, val ACC0: 0.9204, val Gmean: 0.2767 (best 0.5643)
2025-05-08 21:15:55 - Epoch 96 伪标签: 正样本: 8607 (46.8%), 负样本: 9772 (53.2%)
2025-05-08 21:15:55 - Epoch 96, 测试集 AUC: 0.4494, PRE: 0.1204, REC: 0.0712, MF1: 0.4852, ACC1: 0.0712, ACC0: 0.9117, Gmean: 0.2547
2025-05-08 21:15:55 - Epoch 96, val mf1: 0.4961, val ACC1: 0.0817, val ACC0: 0.9207, val Gmean: 0.2742 (best 0.5643)
2025-05-08 21:15:55 - Epoch 97 伪标签: 正样本: 8592 (46.7%), 负样本: 9787 (53.3%)
2025-05-08 21:15:56 - Epoch 97, 测试集 AUC: 0.4495, PRE: 0.1210, REC: 0.0712, MF1: 0.4855, ACC1: 0.0712, ACC0: 0.9122, Gmean: 0.2548
2025-05-08 21:15:56 - Epoch 97, val mf1: 0.4963, val ACC1: 0.0817, val ACC0: 0.9210, val Gmean: 0.2743 (best 0.5643)
2025-05-08 21:15:56 - Epoch 98 伪标签: 正样本: 8610 (46.8%), 负样本: 9769 (53.2%)
2025-05-08 21:15:57 - Epoch 98, 测试集 AUC: 0.4496, PRE: 0.1209, REC: 0.0708, MF1: 0.4854, ACC1: 0.0708, ACC0: 0.9125, Gmean: 0.2542
2025-05-08 21:15:57 - Epoch 98, val mf1: 0.4964, val ACC1: 0.0817, val ACC0: 0.9213, val Gmean: 0.2743 (best 0.5643)
2025-05-08 21:15:57 - Epoch 99 伪标签: 正样本: 8587 (46.7%), 负样本: 9792 (53.3%)
2025-05-08 21:15:58 - Epoch 99, 测试集 AUC: 0.4497, PRE: 0.1211, REC: 0.0708, MF1: 0.4854, ACC1: 0.0708, ACC0: 0.9127, Gmean: 0.2542
2025-05-08 21:15:58 - Epoch 99, val mf1: 0.4959, val ACC1: 0.0809, val ACC0: 0.9214, val Gmean: 0.2731 (best 0.5643)
2025-05-08 21:15:58 - time cost: 79.10 s
2025-05-08 21:15:58 - 基于验证集最佳模型的测试结果: REC 29.28 PRE 21.88 MF1 54.86 AUC 63.94 ACC1 29.28 ACC0 82.23 Gmean 49.07
2025-05-08 21:15:58 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.00 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
