2025-05-08 20:50:58 - 运行开始时间: 20250508_205058
2025-05-08 20:50:58 - 日志文件: logs/train_log_amazon_seed64_20250508_205058.txt
2025-05-08 20:50:58 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:50:58 - 无标签数据数量: 3453
2025-05-08 20:50:58 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:50:58 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:50:58 - 伪标签策略：
2025-05-08 20:50:58 -   使用模型输出和聚类结果的融合
2025-05-08 20:50:59 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:50:59 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9121, LPL损失: 380.0822, 聚类损失: 101.1132, 总损失: 6.2342
2025-05-08 20:50:59 - Epoch 0, 测试集 AUC: 0.7802, PRE: 0.2709, REC: 0.5606, MF1: 0.6285, ACC1: 0.5606, ACC0: 0.8416, Gmean: 0.6869
2025-05-08 20:50:59 - 更新最佳测试结果 (Epoch 0): AUC 0.7802, PRE 0.2709, REC 0.5606, MF1 0.6285, ACC1 0.5606, ACC0 0.8416, Gmean 0.6869
2025-05-08 20:50:59 - Epoch 0, val mf1: 0.6040, val ACC1: 0.5460, val ACC0: 0.8164, val Gmean: 0.6677 (best 0.6040)
2025-05-08 20:50:59 - Epoch 1 伪标签: 正样本: 496 (14.4%), 负样本: 2957 (85.6%)
2025-05-08 20:51:00 - Epoch 1, 测试集 AUC: 0.8208, PRE: 0.3710, REC: 0.4879, MF1: 0.6750, ACC1: 0.4879, ACC0: 0.9132, Gmean: 0.6675
2025-05-08 20:51:00 - 更新最佳测试结果 (Epoch 1): AUC 0.8208, PRE 0.3710, REC 0.4879, MF1 0.6750, ACC1 0.4879, ACC0 0.9132, Gmean 0.6675
2025-05-08 20:51:00 - Epoch 1, val mf1: 0.6524, val ACC1: 0.4724, val ACC0: 0.8972, val Gmean: 0.6510 (best 0.6524)
2025-05-08 20:51:00 - Epoch 2 伪标签: 正样本: 142 (4.1%), 负样本: 3311 (95.9%)
2025-05-08 20:51:00 - Epoch 2, 测试集 AUC: 0.8130, PRE: 0.3288, REC: 0.2939, MF1: 0.6211, ACC1: 0.2939, ACC0: 0.9370, Gmean: 0.5248
2025-05-08 20:51:00 - Epoch 2, val mf1: 0.6257, val ACC1: 0.3252, val ACC0: 0.9276, val Gmean: 0.5492 (best 0.6524)
2025-05-08 20:51:00 - Epoch 3 伪标签: 正样本: 108 (3.1%), 负样本: 3345 (96.9%)
2025-05-08 20:51:01 - Epoch 3, 测试集 AUC: 0.8089, PRE: 0.3194, REC: 0.2545, MF1: 0.6082, ACC1: 0.2545, ACC0: 0.9431, Gmean: 0.4900
2025-05-08 20:51:01 - Epoch 3, val mf1: 0.6255, val ACC1: 0.3067, val ACC0: 0.9354, val Gmean: 0.5356 (best 0.6524)
2025-05-08 20:51:01 - Epoch 4 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 20:51:01 - Epoch 4, 测试集 AUC: 0.8032, PRE: 0.2954, REC: 0.2515, MF1: 0.6007, ACC1: 0.2515, ACC0: 0.9370, Gmean: 0.4855
2025-05-08 20:51:01 - Epoch 4, val mf1: 0.6180, val ACC1: 0.3006, val ACC0: 0.9308, val Gmean: 0.5290 (best 0.6524)
2025-05-08 20:51:01 - Epoch 5 伪标签: 正样本: 123 (3.6%), 负样本: 3330 (96.4%)
2025-05-08 20:51:01 - Epoch 5, 测试集 AUC: 0.7970, PRE: 0.2584, REC: 0.2576, MF1: 0.5901, ACC1: 0.2576, ACC0: 0.9224, Gmean: 0.4874
2025-05-08 20:51:01 - Epoch 5, val mf1: 0.6123, val ACC1: 0.3252, val ACC0: 0.9140, val Gmean: 0.5452 (best 0.6524)
2025-05-08 20:51:01 - Epoch 6 伪标签: 正样本: 179 (5.2%), 负样本: 3274 (94.8%)
2025-05-08 20:51:02 - Epoch 6, 测试集 AUC: 0.7954, PRE: 0.2594, REC: 0.2939, MF1: 0.5969, ACC1: 0.2939, ACC0: 0.9119, Gmean: 0.5177
2025-05-08 20:51:02 - Epoch 6, val mf1: 0.6091, val ACC1: 0.3436, val ACC0: 0.9024, val Gmean: 0.5568 (best 0.6524)
2025-05-08 20:51:02 - Epoch 7 伪标签: 正样本: 212 (6.1%), 负样本: 3241 (93.9%)
2025-05-08 20:51:02 - Epoch 7, 测试集 AUC: 0.7989, PRE: 0.2782, REC: 0.3364, MF1: 0.6115, ACC1: 0.3364, ACC0: 0.9084, Gmean: 0.5528
2025-05-08 20:51:02 - Epoch 7, val mf1: 0.6128, val ACC1: 0.3620, val ACC0: 0.8985, val Gmean: 0.5703 (best 0.6524)
2025-05-08 20:51:02 - Epoch 8 伪标签: 正样本: 242 (7.0%), 负样本: 3211 (93.0%)
2025-05-08 20:51:03 - Epoch 8, 测试集 AUC: 0.8056, PRE: 0.3058, REC: 0.3818, MF1: 0.6303, ACC1: 0.3818, ACC0: 0.9090, Gmean: 0.5891
2025-05-08 20:51:03 - Epoch 8, val mf1: 0.6353, val ACC1: 0.4233, val ACC0: 0.8979, val Gmean: 0.6165 (best 0.6524)
2025-05-08 20:51:03 - Epoch 9 伪标签: 正样本: 280 (8.1%), 负样本: 3173 (91.9%)
2025-05-08 20:51:03 - Epoch 9, 测试集 AUC: 0.8135, PRE: 0.3249, REC: 0.4303, MF1: 0.6461, ACC1: 0.4303, ACC0: 0.9062, Gmean: 0.6244
2025-05-08 20:51:03 - Epoch 9, val mf1: 0.6483, val ACC1: 0.4663, val ACC0: 0.8953, val Gmean: 0.6461 (best 0.6524)
2025-05-08 20:51:03 - Epoch 10 伪标签: 正样本: 288 (8.3%), 负样本: 3165 (91.7%)
2025-05-08 20:51:03 - Epoch 10, 有标签损失: 0.3013, 一致性损失: 0.2683, 伪标签损失: 0.7949, LPL损失: 331.1854, 聚类损失: 62.6801, 总损失: 2.1909
2025-05-08 20:51:04 - Epoch 10, 测试集 AUC: 0.8191, PRE: 0.3573, REC: 0.5273, MF1: 0.6747, ACC1: 0.5273, ACC0: 0.9004, Gmean: 0.6890
2025-05-08 20:51:04 - Epoch 10, val mf1: 0.6662, val ACC1: 0.5521, val ACC0: 0.8843, val Gmean: 0.6988 (best 0.6662)
2025-05-08 20:51:04 - Epoch 11 伪标签: 正样本: 295 (8.5%), 负样本: 3158 (91.5%)
2025-05-08 20:51:04 - Epoch 11, 测试集 AUC: 0.8238, PRE: 0.3549, REC: 0.4818, MF1: 0.6671, ACC1: 0.4818, ACC0: 0.9081, Gmean: 0.6615
2025-05-08 20:51:04 - 更新最佳测试结果 (Epoch 11): AUC 0.8238, PRE 0.3549, REC 0.4818, MF1 0.6671, ACC1 0.4818, ACC0 0.9081, Gmean 0.6615
2025-05-08 20:51:04 - Epoch 11, val mf1: 0.6667, val ACC1: 0.5153, val ACC0: 0.8966, val Gmean: 0.6797 (best 0.6667)
2025-05-08 20:51:04 - Epoch 12 伪标签: 正样本: 332 (9.6%), 负样本: 3121 (90.4%)
2025-05-08 20:51:05 - Epoch 12, 测试集 AUC: 0.8275, PRE: 0.3626, REC: 0.5000, MF1: 0.6733, ACC1: 0.5000, ACC0: 0.9078, Gmean: 0.6737
2025-05-08 20:51:05 - 更新最佳测试结果 (Epoch 12): AUC 0.8275, PRE 0.3626, REC 0.5000, MF1 0.6733, ACC1 0.5000, ACC0 0.9078, Gmean 0.6737
2025-05-08 20:51:05 - Epoch 12, val mf1: 0.6771, val ACC1: 0.5460, val ACC0: 0.8966, val Gmean: 0.6997 (best 0.6771)
2025-05-08 20:51:05 - Epoch 13 伪标签: 正样本: 366 (10.6%), 负样本: 3087 (89.4%)
2025-05-08 20:51:05 - Epoch 13, 测试集 AUC: 0.8293, PRE: 0.3698, REC: 0.5424, MF1: 0.6827, ACC1: 0.5424, ACC0: 0.9030, Gmean: 0.6999
2025-05-08 20:51:05 - 更新最佳测试结果 (Epoch 13): AUC 0.8293, PRE 0.3698, REC 0.5424, MF1 0.6827, ACC1 0.5424, ACC0 0.9030, Gmean 0.6999
2025-05-08 20:51:05 - Epoch 13, val mf1: 0.6811, val ACC1: 0.5644, val ACC0: 0.8946, val Gmean: 0.7106 (best 0.6811)
2025-05-08 20:51:05 - Epoch 14 伪标签: 正样本: 418 (12.1%), 负样本: 3035 (87.9%)
2025-05-08 20:51:06 - Epoch 14, 测试集 AUC: 0.8296, PRE: 0.3509, REC: 0.4848, MF1: 0.6657, ACC1: 0.4848, ACC0: 0.9059, Gmean: 0.6627
2025-05-08 20:51:06 - 更新最佳测试结果 (Epoch 14): AUC 0.8296, PRE 0.3509, REC 0.4848, MF1 0.6657, ACC1 0.4848, ACC0 0.9059, Gmean 0.6627
2025-05-08 20:51:06 - Epoch 14, val mf1: 0.6829, val ACC1: 0.5399, val ACC0: 0.9037, val Gmean: 0.6985 (best 0.6829)
2025-05-08 20:51:06 - Epoch 15 伪标签: 正样本: 513 (14.9%), 负样本: 2940 (85.1%)
2025-05-08 20:51:06 - Epoch 15, 测试集 AUC: 0.8314, PRE: 0.3581, REC: 0.5121, MF1: 0.6730, ACC1: 0.5121, ACC0: 0.9036, Gmean: 0.6803
2025-05-08 20:51:06 - 更新最佳测试结果 (Epoch 15): AUC 0.8314, PRE 0.3581, REC 0.5121, MF1 0.6730, ACC1 0.5121, ACC0 0.9036, Gmean 0.6803
2025-05-08 20:51:06 - Epoch 15, val mf1: 0.6883, val ACC1: 0.5644, val ACC0: 0.9011, val Gmean: 0.7132 (best 0.6883)
2025-05-08 20:51:06 - Epoch 16 伪标签: 正样本: 559 (16.2%), 负样本: 2894 (83.8%)
2025-05-08 20:51:07 - Epoch 16, 测试集 AUC: 0.8335, PRE: 0.3598, REC: 0.5212, MF1: 0.6751, ACC1: 0.5212, ACC0: 0.9027, Gmean: 0.6859
2025-05-08 20:51:07 - 更新最佳测试结果 (Epoch 16): AUC 0.8335, PRE 0.3598, REC 0.5212, MF1 0.6751, ACC1 0.5212, ACC0 0.9027, Gmean 0.6859
2025-05-08 20:51:07 - Epoch 16, val mf1: 0.6898, val ACC1: 0.5644, val ACC0: 0.9024, val Gmean: 0.7137 (best 0.6898)
2025-05-08 20:51:07 - Epoch 17 伪标签: 正样本: 658 (19.1%), 负样本: 2795 (80.9%)
2025-05-08 20:51:07 - Epoch 17, 测试集 AUC: 0.8341, PRE: 0.3621, REC: 0.5333, MF1: 0.6779, ACC1: 0.5333, ACC0: 0.9014, Gmean: 0.6934
2025-05-08 20:51:07 - 更新最佳测试结果 (Epoch 17): AUC 0.8341, PRE 0.3621, REC 0.5333, MF1 0.6779, ACC1 0.5333, ACC0 0.9014, Gmean 0.6934
2025-05-08 20:51:07 - Epoch 17, val mf1: 0.6948, val ACC1: 0.5706, val ACC0: 0.9050, val Gmean: 0.7186 (best 0.6948)
2025-05-08 20:51:07 - Epoch 18 伪标签: 正样本: 726 (21.0%), 负样本: 2727 (79.0%)
2025-05-08 20:51:08 - Epoch 18, 测试集 AUC: 0.8347, PRE: 0.3743, REC: 0.6182, MF1: 0.6947, ACC1: 0.6182, ACC0: 0.8915, Gmean: 0.7424
2025-05-08 20:51:08 - 更新最佳测试结果 (Epoch 18): AUC 0.8347, PRE 0.3743, REC 0.6182, MF1 0.6947, ACC1 0.6182, ACC0 0.8915, Gmean 0.7424
2025-05-08 20:51:08 - Epoch 18, val mf1: 0.6941, val ACC1: 0.6135, val ACC0: 0.8920, val Gmean: 0.7398 (best 0.6948)
2025-05-08 20:51:08 - Epoch 19 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 20:51:08 - Epoch 19, 测试集 AUC: 0.8361, PRE: 0.3673, REC: 0.5788, MF1: 0.6863, ACC1: 0.5788, ACC0: 0.8954, Gmean: 0.7199
2025-05-08 20:51:08 - 更新最佳测试结果 (Epoch 19): AUC 0.8361, PRE 0.3673, REC 0.5788, MF1 0.6863, ACC1 0.5788, ACC0 0.8954, Gmean 0.7199
2025-05-08 20:51:08 - Epoch 19, val mf1: 0.7009, val ACC1: 0.6074, val ACC0: 0.8998, val Gmean: 0.7393 (best 0.7009)
2025-05-08 20:51:09 - Epoch 20 伪标签: 正样本: 893 (25.9%), 负样本: 2560 (74.1%)
2025-05-08 20:51:09 - Epoch 20, 有标签损失: 0.0488, 一致性损失: 0.0743, 伪标签损失: 0.7419, LPL损失: 1115.6492, 聚类损失: 28.7180, 总损失: 5.8324
2025-05-08 20:51:09 - Epoch 20, 测试集 AUC: 0.8399, PRE: 0.3857, REC: 0.6848, MF1: 0.7083, ACC1: 0.6848, ACC0: 0.8855, Gmean: 0.7787
2025-05-08 20:51:09 - 更新最佳测试结果 (Epoch 20): AUC 0.8399, PRE 0.3857, REC 0.6848, MF1 0.7083, ACC1 0.6848, ACC0 0.8855, Gmean 0.7787
2025-05-08 20:51:09 - Epoch 20, val mf1: 0.7086, val ACC1: 0.6748, val ACC0: 0.8882, val Gmean: 0.7742 (best 0.7086)
2025-05-08 20:51:09 - Epoch 21 伪标签: 正样本: 968 (28.0%), 负样本: 2485 (72.0%)
2025-05-08 20:51:10 - Epoch 21, 测试集 AUC: 0.8446, PRE: 0.4025, REC: 0.6818, MF1: 0.7169, ACC1: 0.6818, ACC0: 0.8938, Gmean: 0.7806
2025-05-08 20:51:10 - 更新最佳测试结果 (Epoch 21): AUC 0.8446, PRE 0.4025, REC 0.6818, MF1 0.7169, ACC1 0.6818, ACC0 0.8938, Gmean 0.7806
2025-05-08 20:51:10 - Epoch 21, val mf1: 0.7127, val ACC1: 0.6564, val ACC0: 0.8966, val Gmean: 0.7672 (best 0.7127)
2025-05-08 20:51:10 - Epoch 22 伪标签: 正样本: 1067 (30.9%), 负样本: 2386 (69.1%)
2025-05-08 20:51:10 - Epoch 22, 测试集 AUC: 0.8488, PRE: 0.4132, REC: 0.7000, MF1: 0.7246, ACC1: 0.7000, ACC0: 0.8957, Gmean: 0.7918
2025-05-08 20:51:10 - 更新最佳测试结果 (Epoch 22): AUC 0.8488, PRE 0.4132, REC 0.7000, MF1 0.7246, ACC1 0.7000, ACC0 0.8957, Gmean 0.7918
2025-05-08 20:51:10 - Epoch 22, val mf1: 0.7207, val ACC1: 0.6748, val ACC0: 0.8985, val Gmean: 0.7787 (best 0.7207)
2025-05-08 20:51:10 - Epoch 23 伪标签: 正样本: 1092 (31.6%), 负样本: 2361 (68.4%)
2025-05-08 20:51:11 - Epoch 23, 测试集 AUC: 0.8527, PRE: 0.4240, REC: 0.7273, MF1: 0.7335, ACC1: 0.7273, ACC0: 0.8963, Gmean: 0.8074
2025-05-08 20:51:11 - 更新最佳测试结果 (Epoch 23): AUC 0.8527, PRE 0.4240, REC 0.7273, MF1 0.7335, ACC1 0.7273, ACC0 0.8963, Gmean 0.8074
2025-05-08 20:51:11 - Epoch 23, val mf1: 0.7279, val ACC1: 0.6933, val ACC0: 0.8998, val Gmean: 0.7898 (best 0.7279)
2025-05-08 20:51:11 - Epoch 24 伪标签: 正样本: 1118 (32.4%), 负样本: 2335 (67.6%)
2025-05-08 20:51:11 - Epoch 24, 测试集 AUC: 0.8561, PRE: 0.4406, REC: 0.7424, MF1: 0.7439, ACC1: 0.7424, ACC0: 0.9011, Gmean: 0.8179
2025-05-08 20:51:11 - 更新最佳测试结果 (Epoch 24): AUC 0.8561, PRE 0.4406, REC 0.7424, MF1 0.7439, ACC1 0.7424, ACC0 0.9011, Gmean 0.8179
2025-05-08 20:51:11 - Epoch 24, val mf1: 0.7308, val ACC1: 0.6871, val ACC0: 0.9037, val Gmean: 0.7880 (best 0.7308)
2025-05-08 20:51:11 - Epoch 25 伪标签: 正样本: 1098 (31.8%), 负样本: 2355 (68.2%)
2025-05-08 20:51:12 - Epoch 25, 测试集 AUC: 0.8598, PRE: 0.4532, REC: 0.7485, MF1: 0.7509, ACC1: 0.7485, ACC0: 0.9052, Gmean: 0.8231
2025-05-08 20:51:12 - 更新最佳测试结果 (Epoch 25): AUC 0.8598, PRE 0.4532, REC 0.7485, MF1 0.7509, ACC1 0.7485, ACC0 0.9052, Gmean 0.8231
2025-05-08 20:51:12 - Epoch 25, val mf1: 0.7321, val ACC1: 0.6810, val ACC0: 0.9063, val Gmean: 0.7856 (best 0.7321)
2025-05-08 20:51:12 - Epoch 26 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 20:51:12 - Epoch 26, 测试集 AUC: 0.8630, PRE: 0.4719, REC: 0.6879, MF1: 0.7508, ACC1: 0.6879, ACC0: 0.9192, Gmean: 0.7952
2025-05-08 20:51:12 - 更新最佳测试结果 (Epoch 26): AUC 0.8630, PRE 0.4719, REC 0.6879, MF1 0.7508, ACC1 0.6879, ACC0 0.9192, Gmean 0.7952
2025-05-08 20:51:12 - Epoch 26, val mf1: 0.7322, val ACC1: 0.6503, val ACC0: 0.9140, val Gmean: 0.7710 (best 0.7322)
2025-05-08 20:51:13 - Epoch 27 伪标签: 正样本: 1083 (31.4%), 负样本: 2370 (68.6%)
2025-05-08 20:51:13 - Epoch 27, 测试集 AUC: 0.8655, PRE: 0.4654, REC: 0.7333, MF1: 0.7547, ACC1: 0.7333, ACC0: 0.9116, Gmean: 0.8176
2025-05-08 20:51:13 - 更新最佳测试结果 (Epoch 27): AUC 0.8655, PRE 0.4654, REC 0.7333, MF1 0.7547, ACC1 0.7333, ACC0 0.9116, Gmean 0.8176
2025-05-08 20:51:13 - Epoch 27, val mf1: 0.7370, val ACC1: 0.6810, val ACC0: 0.9101, val Gmean: 0.7873 (best 0.7370)
2025-05-08 20:51:13 - Epoch 28 伪标签: 正样本: 1042 (30.2%), 负样本: 2411 (69.8%)
2025-05-08 20:51:14 - Epoch 28, 测试集 AUC: 0.8686, PRE: 0.4731, REC: 0.7182, MF1: 0.7560, ACC1: 0.7182, ACC0: 0.9160, Gmean: 0.8111
2025-05-08 20:51:14 - 更新最佳测试结果 (Epoch 28): AUC 0.8686, PRE 0.4731, REC 0.7182, MF1 0.7560, ACC1 0.7182, ACC0 0.9160, Gmean 0.8111
2025-05-08 20:51:14 - Epoch 28, val mf1: 0.7395, val ACC1: 0.6810, val ACC0: 0.9121, val Gmean: 0.7881 (best 0.7395)
2025-05-08 20:51:14 - Epoch 29 伪标签: 正样本: 1038 (30.1%), 负样本: 2415 (69.9%)
2025-05-08 20:51:14 - Epoch 29, 测试集 AUC: 0.8717, PRE: 0.4825, REC: 0.7121, MF1: 0.7593, ACC1: 0.7121, ACC0: 0.9198, Gmean: 0.8093
2025-05-08 20:51:14 - 更新最佳测试结果 (Epoch 29): AUC 0.8717, PRE 0.4825, REC 0.7121, MF1 0.7593, ACC1 0.7121, ACC0 0.9198, Gmean 0.8093
2025-05-08 20:51:14 - Epoch 29, val mf1: 0.7407, val ACC1: 0.6687, val ACC0: 0.9160, val Gmean: 0.7826 (best 0.7407)
2025-05-08 20:51:14 - Epoch 30 伪标签: 正样本: 1074 (31.1%), 负样本: 2379 (68.9%)
2025-05-08 20:51:15 - Epoch 30, 有标签损失: 0.0294, 一致性损失: 0.0273, 伪标签损失: 0.7179, LPL损失: 1449.5317, 聚类损失: 10.4424, 总损失: 8.8634
2025-05-08 20:51:15 - Epoch 30, 测试集 AUC: 0.8744, PRE: 0.4915, REC: 0.6970, MF1: 0.7607, ACC1: 0.6970, ACC0: 0.9243, Gmean: 0.8026
2025-05-08 20:51:15 - 更新最佳测试结果 (Epoch 30): AUC 0.8744, PRE 0.4915, REC 0.6970, MF1 0.7607, ACC1 0.6970, ACC0 0.9243, Gmean 0.8026
2025-05-08 20:51:15 - Epoch 30, val mf1: 0.7393, val ACC1: 0.6564, val ACC0: 0.9179, val Gmean: 0.7762 (best 0.7407)
2025-05-08 20:51:15 - Epoch 31 伪标签: 正样本: 1065 (30.8%), 负样本: 2388 (69.2%)
2025-05-08 20:51:15 - Epoch 31, 测试集 AUC: 0.8719, PRE: 0.4863, REC: 0.6455, MF1: 0.7497, ACC1: 0.6455, ACC0: 0.9284, Gmean: 0.7741
2025-05-08 20:51:15 - Epoch 31, val mf1: 0.7330, val ACC1: 0.6196, val ACC0: 0.9224, val Gmean: 0.7560 (best 0.7407)
2025-05-08 20:51:15 - Epoch 32 伪标签: 正样本: 1046 (30.3%), 负样本: 2407 (69.7%)
2025-05-08 20:51:16 - Epoch 32, 测试集 AUC: 0.8659, PRE: 0.4571, REC: 0.6455, MF1: 0.7375, ACC1: 0.6455, ACC0: 0.9195, Gmean: 0.7704
2025-05-08 20:51:16 - Epoch 32, val mf1: 0.7283, val ACC1: 0.6258, val ACC0: 0.9173, val Gmean: 0.7576 (best 0.7407)
2025-05-08 20:51:16 - Epoch 33 伪标签: 正样本: 1092 (31.6%), 负样本: 2361 (68.4%)
2025-05-08 20:51:16 - Epoch 33, 测试集 AUC: 0.8605, PRE: 0.4357, REC: 0.6364, MF1: 0.7267, ACC1: 0.6364, ACC0: 0.9135, Gmean: 0.7624
2025-05-08 20:51:16 - Epoch 33, val mf1: 0.7234, val ACC1: 0.6258, val ACC0: 0.9134, val Gmean: 0.7560 (best 0.7407)
2025-05-08 20:51:17 - Epoch 34 伪标签: 正样本: 1145 (33.2%), 负样本: 2308 (66.8%)
2025-05-08 20:51:17 - Epoch 34, 测试集 AUC: 0.8560, PRE: 0.4168, REC: 0.6303, MF1: 0.7172, ACC1: 0.6303, ACC0: 0.9074, Gmean: 0.7563
2025-05-08 20:51:17 - Epoch 34, val mf1: 0.7173, val ACC1: 0.6196, val ACC0: 0.9101, val Gmean: 0.7510 (best 0.7407)
2025-05-08 20:51:17 - Epoch 35 伪标签: 正样本: 1117 (32.3%), 负样本: 2336 (67.7%)
2025-05-08 20:51:18 - Epoch 35, 测试集 AUC: 0.8524, PRE: 0.4058, REC: 0.6333, MF1: 0.7124, ACC1: 0.6333, ACC0: 0.9027, Gmean: 0.7561
2025-05-08 20:51:18 - Epoch 35, val mf1: 0.7173, val ACC1: 0.6196, val ACC0: 0.9101, val Gmean: 0.7510 (best 0.7407)
2025-05-08 20:51:18 - Epoch 36 伪标签: 正样本: 1141 (33.0%), 负样本: 2312 (67.0%)
2025-05-08 20:51:18 - Epoch 36, 测试集 AUC: 0.8499, PRE: 0.3966, REC: 0.6333, MF1: 0.7078, ACC1: 0.6333, ACC0: 0.8989, Gmean: 0.7545
2025-05-08 20:51:18 - Epoch 36, val mf1: 0.7118, val ACC1: 0.6196, val ACC0: 0.9056, val Gmean: 0.7491 (best 0.7407)
2025-05-08 20:51:18 - Epoch 37 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 20:51:19 - Epoch 37, 测试集 AUC: 0.8489, PRE: 0.3865, REC: 0.5727, MF1: 0.6948, ACC1: 0.5727, ACC0: 0.9046, Gmean: 0.7198
2025-05-08 20:51:19 - Epoch 37, val mf1: 0.7103, val ACC1: 0.5890, val ACC0: 0.9127, val Gmean: 0.7332 (best 0.7407)
2025-05-08 20:51:19 - Epoch 38 伪标签: 正样本: 1147 (33.2%), 负样本: 2306 (66.8%)
2025-05-08 20:51:19 - Epoch 38, 测试集 AUC: 0.8491, PRE: 0.3868, REC: 0.5697, MF1: 0.6945, ACC1: 0.5697, ACC0: 0.9052, Gmean: 0.7181
2025-05-08 20:51:19 - Epoch 38, val mf1: 0.7135, val ACC1: 0.5890, val ACC0: 0.9153, val Gmean: 0.7342 (best 0.7407)
2025-05-08 20:51:19 - Epoch 39 伪标签: 正样本: 1142 (33.1%), 负样本: 2311 (66.9%)
2025-05-08 20:51:20 - Epoch 39, 测试集 AUC: 0.8502, PRE: 0.3985, REC: 0.6242, MF1: 0.7076, ACC1: 0.6242, ACC0: 0.9011, Gmean: 0.7500
2025-05-08 20:51:20 - Epoch 39, val mf1: 0.7137, val ACC1: 0.6135, val ACC0: 0.9089, val Gmean: 0.7467 (best 0.7407)
2025-05-08 20:51:20 - Epoch 40 伪标签: 正样本: 1092 (31.6%), 负样本: 2361 (68.4%)
2025-05-08 20:51:20 - Epoch 40, 有标签损失: 0.0126, 一致性损失: 0.0169, 伪标签损失: 0.6699, LPL损失: 918.1973, 聚类损失: 7.0032, 总损失: 6.7529
2025-05-08 20:51:20 - Epoch 40, 测试集 AUC: 0.8519, PRE: 0.4040, REC: 0.6182, MF1: 0.7094, ACC1: 0.6182, ACC0: 0.9043, Gmean: 0.7477
2025-05-08 20:51:20 - Epoch 40, val mf1: 0.7185, val ACC1: 0.6135, val ACC0: 0.9127, val Gmean: 0.7483 (best 0.7407)
2025-05-08 20:51:20 - Epoch 41 伪标签: 正样本: 1097 (31.8%), 负样本: 2356 (68.2%)
2025-05-08 20:51:21 - Epoch 41, 测试集 AUC: 0.8539, PRE: 0.4122, REC: 0.6545, MF1: 0.7183, ACC1: 0.6545, ACC0: 0.9020, Gmean: 0.7684
2025-05-08 20:51:21 - Epoch 41, val mf1: 0.7197, val ACC1: 0.6319, val ACC0: 0.9089, val Gmean: 0.7578 (best 0.7407)
2025-05-08 20:51:21 - Epoch 42 伪标签: 正样本: 1101 (31.9%), 负样本: 2352 (68.1%)
2025-05-08 20:51:21 - Epoch 42, 测试集 AUC: 0.8561, PRE: 0.4447, REC: 0.5606, MF1: 0.7177, ACC1: 0.5606, ACC0: 0.9265, Gmean: 0.7207
2025-05-08 20:51:21 - Epoch 42, val mf1: 0.7217, val ACC1: 0.5767, val ACC0: 0.9250, val Gmean: 0.7304 (best 0.7407)
2025-05-08 20:51:22 - Epoch 43 伪标签: 正样本: 1104 (32.0%), 负样本: 2349 (68.0%)
2025-05-08 20:51:22 - Epoch 43, 测试集 AUC: 0.8587, PRE: 0.4573, REC: 0.6000, MF1: 0.7298, ACC1: 0.6000, ACC0: 0.9253, Gmean: 0.7451
2025-05-08 20:51:22 - Epoch 43, val mf1: 0.7281, val ACC1: 0.5951, val ACC0: 0.9250, val Gmean: 0.7419 (best 0.7407)
2025-05-08 20:51:22 - Epoch 44 伪标签: 正样本: 1083 (31.4%), 负样本: 2370 (68.6%)
2025-05-08 20:51:22 - Epoch 44, 测试集 AUC: 0.8614, PRE: 0.4772, REC: 0.6333, MF1: 0.7438, ACC1: 0.6333, ACC0: 0.9272, Gmean: 0.7663
2025-05-08 20:51:22 - Epoch 44, val mf1: 0.7323, val ACC1: 0.6074, val ACC0: 0.9250, val Gmean: 0.7495 (best 0.7407)
2025-05-08 20:51:22 - Epoch 45 伪标签: 正样本: 1073 (31.1%), 负样本: 2380 (68.9%)
2025-05-08 20:51:23 - Epoch 45, 测试集 AUC: 0.8643, PRE: 0.5345, REC: 0.5394, MF1: 0.7441, ACC1: 0.5394, ACC0: 0.9507, Gmean: 0.7161
2025-05-08 20:51:23 - Epoch 45, val mf1: 0.7420, val ACC1: 0.5583, val ACC0: 0.9444, val Gmean: 0.7261 (best 0.7420)
2025-05-08 20:51:23 - Epoch 46 伪标签: 正样本: 1077 (31.2%), 负样本: 2376 (68.8%)
2025-05-08 20:51:23 - Epoch 46, 测试集 AUC: 0.8675, PRE: 0.5484, REC: 0.5667, MF1: 0.7550, ACC1: 0.5667, ACC0: 0.9510, Gmean: 0.7341
2025-05-08 20:51:23 - Epoch 46, val mf1: 0.7518, val ACC1: 0.5767, val ACC0: 0.9463, val Gmean: 0.7387 (best 0.7518)
2025-05-08 20:51:23 - Epoch 47 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 20:51:24 - Epoch 47, 测试集 AUC: 0.8695, PRE: 0.5728, REC: 0.5606, MF1: 0.7608, ACC1: 0.5606, ACC0: 0.9561, Gmean: 0.7321
2025-05-08 20:51:24 - Epoch 47, val mf1: 0.7660, val ACC1: 0.5767, val ACC0: 0.9554, val Gmean: 0.7423 (best 0.7660)
2025-05-08 20:51:24 - Epoch 48 伪标签: 正样本: 1073 (31.1%), 负样本: 2380 (68.9%)
2025-05-08 20:51:24 - Epoch 48, 测试集 AUC: 0.8706, PRE: 0.6020, REC: 0.5455, MF1: 0.7649, ACC1: 0.5455, ACC0: 0.9622, Gmean: 0.7244
2025-05-08 20:51:24 - Epoch 48, val mf1: 0.7745, val ACC1: 0.5706, val ACC0: 0.9619, val Gmean: 0.7408 (best 0.7745)
2025-05-08 20:51:24 - Epoch 49 伪标签: 正样本: 1097 (31.8%), 负样本: 2356 (68.2%)
2025-05-08 20:51:25 - Epoch 49, 测试集 AUC: 0.8728, PRE: 0.6216, REC: 0.6273, MF1: 0.7924, ACC1: 0.6273, ACC0: 0.9599, Gmean: 0.7760
2025-05-08 20:51:25 - Epoch 49, val mf1: 0.7829, val ACC1: 0.6012, val ACC0: 0.9599, val Gmean: 0.7597 (best 0.7829)
2025-05-08 20:51:25 - Epoch 50 伪标签: 正样本: 187 (5.4%), 负样本: 3266 (94.6%)
2025-05-08 20:51:25 - Epoch 50, 有标签损失: 0.0164, 一致性损失: 0.0093, 伪标签损失: 0.6203, LPL损失: 517.2614, 聚类损失: 3.7606, 总损失: 4.5699
2025-05-08 20:51:25 - Epoch 50, 测试集 AUC: 0.8745, PRE: 0.6462, REC: 0.6364, MF1: 0.8019, ACC1: 0.6364, ACC0: 0.9634, Gmean: 0.7830
2025-05-08 20:51:25 - 更新最佳测试结果 (Epoch 50): AUC 0.8745, PRE 0.6462, REC 0.6364, MF1 0.8019, ACC1 0.6364, ACC0 0.9634, Gmean 0.7830
2025-05-08 20:51:25 - Epoch 50, val mf1: 0.7954, val ACC1: 0.6074, val ACC0: 0.9657, val Gmean: 0.7659 (best 0.7954)
2025-05-08 20:51:25 - Epoch 51 伪标签: 正样本: 938 (27.2%), 负样本: 2515 (72.8%)
2025-05-08 20:51:26 - Epoch 51, 测试集 AUC: 0.8764, PRE: 0.6902, REC: 0.6212, MF1: 0.8098, ACC1: 0.6212, ACC0: 0.9707, Gmean: 0.7766
2025-05-08 20:51:26 - 更新最佳测试结果 (Epoch 51): AUC 0.8764, PRE 0.6902, REC 0.6212, MF1 0.8098, ACC1 0.6212, ACC0 0.9707, Gmean 0.7766
2025-05-08 20:51:26 - Epoch 51, val mf1: 0.8002, val ACC1: 0.5890, val ACC0: 0.9722, val Gmean: 0.7567 (best 0.8002)
2025-05-08 20:51:26 - Epoch 52 伪标签: 正样本: 920 (26.6%), 负样本: 2533 (73.4%)
2025-05-08 20:51:26 - Epoch 52, 测试集 AUC: 0.8759, PRE: 0.7595, REC: 0.6030, MF1: 0.8209, ACC1: 0.6030, ACC0: 0.9800, Gmean: 0.7687
2025-05-08 20:51:26 - Epoch 52, val mf1: 0.8092, val ACC1: 0.5706, val ACC0: 0.9806, val Gmean: 0.7480 (best 0.8092)
2025-05-08 20:51:26 - Epoch 53 伪标签: 正样本: 880 (25.5%), 负样本: 2573 (74.5%)
2025-05-08 20:51:27 - Epoch 53, 测试集 AUC: 0.8742, PRE: 0.7791, REC: 0.6091, MF1: 0.8272, ACC1: 0.6091, ACC0: 0.9819, Gmean: 0.7733
2025-05-08 20:51:27 - Epoch 53, val mf1: 0.8148, val ACC1: 0.5583, val ACC0: 0.9858, val Gmean: 0.7419 (best 0.8148)
2025-05-08 20:51:27 - Epoch 54 伪标签: 正样本: 861 (24.9%), 负样本: 2592 (75.1%)
2025-05-08 20:51:28 - Epoch 54, 测试集 AUC: 0.8725, PRE: 0.8482, REC: 0.5758, MF1: 0.8294, ACC1: 0.5758, ACC0: 0.9892, Gmean: 0.7547
2025-05-08 20:51:28 - Epoch 54, val mf1: 0.8264, val ACC1: 0.5460, val ACC0: 0.9935, val Gmean: 0.7365 (best 0.8264)
2025-05-08 20:51:28 - Epoch 55 伪标签: 正样本: 883 (25.6%), 负样本: 2570 (74.4%)
2025-05-08 20:51:28 - Epoch 55, 测试集 AUC: 0.8716, PRE: 0.8379, REC: 0.6424, MF1: 0.8511, ACC1: 0.6424, ACC0: 0.9870, Gmean: 0.7963
2025-05-08 20:51:28 - Epoch 55, val mf1: 0.8283, val ACC1: 0.5706, val ACC0: 0.9897, val Gmean: 0.7514 (best 0.8283)
2025-05-08 20:51:28 - Epoch 56 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:51:29 - Epoch 56, 测试集 AUC: 0.8702, PRE: 0.8787, REC: 0.6364, MF1: 0.8574, ACC1: 0.6364, ACC0: 0.9908, Gmean: 0.7940
2025-05-08 20:51:29 - Epoch 56, val mf1: 0.8326, val ACC1: 0.5706, val ACC0: 0.9916, val Gmean: 0.7522 (best 0.8326)
2025-05-08 20:51:29 - Epoch 57 伪标签: 正样本: 866 (25.1%), 负样本: 2587 (74.9%)
2025-05-08 20:51:29 - Epoch 57, 测试集 AUC: 0.8690, PRE: 0.8957, REC: 0.6242, MF1: 0.8563, ACC1: 0.6242, ACC0: 0.9924, Gmean: 0.7871
2025-05-08 20:51:29 - Epoch 57, val mf1: 0.8355, val ACC1: 0.5706, val ACC0: 0.9929, val Gmean: 0.7527 (best 0.8355)
2025-05-08 20:51:29 - Epoch 58 伪标签: 正样本: 816 (23.6%), 负样本: 2637 (76.4%)
2025-05-08 20:51:30 - Epoch 58, 测试集 AUC: 0.8689, PRE: 0.9031, REC: 0.6212, MF1: 0.8565, ACC1: 0.6212, ACC0: 0.9930, Gmean: 0.7854
2025-05-08 20:51:30 - Epoch 58, val mf1: 0.8329, val ACC1: 0.5644, val ACC0: 0.9929, val Gmean: 0.7486 (best 0.8355)
2025-05-08 20:51:30 - Epoch 59 伪标签: 正样本: 814 (23.6%), 负样本: 2639 (76.4%)
2025-05-08 20:51:30 - Epoch 59, 测试集 AUC: 0.8681, PRE: 0.9381, REC: 0.5515, MF1: 0.8349, ACC1: 0.5515, ACC0: 0.9962, Gmean: 0.7412
2025-05-08 20:51:30 - Epoch 59, val mf1: 0.8311, val ACC1: 0.5399, val ACC0: 0.9968, val Gmean: 0.7336 (best 0.8355)
2025-05-08 20:51:30 - Epoch 60 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 20:51:30 - Epoch 60, 有标签损失: 0.0102, 一致性损失: 0.0070, 伪标签损失: 0.5271, LPL损失: 334.0188, 聚类损失: 3.6721, 总损失: 3.5375
2025-05-08 20:51:30 - Epoch 60, 测试集 AUC: 0.8676, PRE: 0.9479, REC: 0.5515, MF1: 0.8364, ACC1: 0.5515, ACC0: 0.9968, Gmean: 0.7415
2025-05-08 20:51:30 - Epoch 60, val mf1: 0.8326, val ACC1: 0.5399, val ACC0: 0.9974, val Gmean: 0.7338 (best 0.8355)
2025-05-08 20:51:30 - Epoch 61 伪标签: 正样本: 753 (21.8%), 负样本: 2700 (78.2%)
2025-05-08 20:51:31 - Epoch 61, 测试集 AUC: 0.8652, PRE: 0.9220, REC: 0.6091, MF1: 0.8554, ACC1: 0.6091, ACC0: 0.9946, Gmean: 0.7783
2025-05-08 20:51:31 - Epoch 61, val mf1: 0.8317, val ACC1: 0.5583, val ACC0: 0.9935, val Gmean: 0.7448 (best 0.8355)
2025-05-08 20:51:31 - Epoch 62 伪标签: 正样本: 714 (20.7%), 负样本: 2739 (79.3%)
2025-05-08 20:51:31 - Epoch 62, 测试集 AUC: 0.8654, PRE: 0.9282, REC: 0.5879, MF1: 0.8481, ACC1: 0.5879, ACC0: 0.9952, Gmean: 0.7649
2025-05-08 20:51:31 - Epoch 62, val mf1: 0.8320, val ACC1: 0.5521, val ACC0: 0.9948, val Gmean: 0.7411 (best 0.8355)
2025-05-08 20:51:31 - Epoch 63 伪标签: 正样本: 670 (19.4%), 负样本: 2783 (80.6%)
2025-05-08 20:51:32 - Epoch 63, 测试集 AUC: 0.8608, PRE: 0.9453, REC: 0.5758, MF1: 0.8460, ACC1: 0.5758, ACC0: 0.9965, Gmean: 0.7575
2025-05-08 20:51:32 - Epoch 63, val mf1: 0.8284, val ACC1: 0.5337, val ACC0: 0.9968, val Gmean: 0.7294 (best 0.8355)
2025-05-08 20:51:32 - Epoch 64 伪标签: 正样本: 617 (17.9%), 负样本: 2836 (82.1%)
2025-05-08 20:51:32 - Epoch 64, 测试集 AUC: 0.8550, PRE: 0.9476, REC: 0.5485, MF1: 0.8350, ACC1: 0.5485, ACC0: 0.9968, Gmean: 0.7394
2025-05-08 20:51:32 - Epoch 64, val mf1: 0.8299, val ACC1: 0.5337, val ACC0: 0.9974, val Gmean: 0.7296 (best 0.8355)
2025-05-08 20:51:32 - Epoch 65 伪标签: 正样本: 611 (17.7%), 负样本: 2842 (82.3%)
2025-05-08 20:51:33 - Epoch 65, 测试集 AUC: 0.8513, PRE: 0.9503, REC: 0.5212, MF1: 0.8236, ACC1: 0.5212, ACC0: 0.9971, Gmean: 0.7209
2025-05-08 20:51:33 - Epoch 65, val mf1: 0.8188, val ACC1: 0.5092, val ACC0: 0.9974, val Gmean: 0.7127 (best 0.8355)
2025-05-08 20:51:33 - Epoch 66 伪标签: 正样本: 562 (16.3%), 负样本: 2891 (83.7%)
2025-05-08 20:51:33 - Epoch 66, 测试集 AUC: 0.8438, PRE: 0.9532, REC: 0.4939, MF1: 0.8118, ACC1: 0.4939, ACC0: 0.9975, Gmean: 0.7019
2025-05-08 20:51:33 - Epoch 66, val mf1: 0.8044, val ACC1: 0.4785, val ACC0: 0.9974, val Gmean: 0.6909 (best 0.8355)
2025-05-08 20:51:34 - Epoch 67 伪标签: 正样本: 533 (15.4%), 负样本: 2920 (84.6%)
2025-05-08 20:51:34 - Epoch 67, 测试集 AUC: 0.8356, PRE: 0.9560, REC: 0.4606, MF1: 0.7965, ACC1: 0.4606, ACC0: 0.9978, Gmean: 0.6779
2025-05-08 20:51:34 - Epoch 67, val mf1: 0.7939, val ACC1: 0.4540, val ACC0: 0.9981, val Gmean: 0.6731 (best 0.8355)
2025-05-08 20:51:34 - Epoch 68 伪标签: 正样本: 511 (14.8%), 负样本: 2942 (85.2%)
2025-05-08 20:51:35 - Epoch 68, 测试集 AUC: 0.8267, PRE: 0.9504, REC: 0.4061, MF1: 0.7688, ACC1: 0.4061, ACC0: 0.9978, Gmean: 0.6365
2025-05-08 20:51:35 - Epoch 68, val mf1: 0.7669, val ACC1: 0.3988, val ACC0: 0.9987, val Gmean: 0.6311 (best 0.8355)
2025-05-08 20:51:35 - Epoch 69 伪标签: 正样本: 486 (14.1%), 负样本: 2967 (85.9%)
2025-05-08 20:51:35 - Epoch 69, 测试集 AUC: 0.8206, PRE: 0.9542, REC: 0.3788, MF1: 0.7549, ACC1: 0.3788, ACC0: 0.9981, Gmean: 0.6149
2025-05-08 20:51:35 - Epoch 69, val mf1: 0.7516, val ACC1: 0.3681, val ACC0: 0.9994, val Gmean: 0.6065 (best 0.8355)
2025-05-08 20:51:35 - Epoch 70 伪标签: 正样本: 469 (13.6%), 负样本: 2984 (86.4%)
2025-05-08 20:51:36 - Epoch 70, 有标签损失: 0.0123, 一致性损失: 0.0046, 伪标签损失: 0.5027, LPL损失: 594.3594, 聚类损失: 1.6380, 总损失: 7.4054
2025-05-08 20:51:36 - Epoch 70, 测试集 AUC: 0.8095, PRE: 0.9496, REC: 0.3424, MF1: 0.7345, ACC1: 0.3424, ACC0: 0.9981, Gmean: 0.5846
2025-05-08 20:51:36 - Epoch 70, val mf1: 0.7447, val ACC1: 0.3558, val ACC0: 0.9994, val Gmean: 0.5963 (best 0.8355)
2025-05-08 20:51:36 - Epoch 71 伪标签: 正样本: 446 (12.9%), 负样本: 3007 (87.1%)
2025-05-08 20:51:37 - Epoch 71, 测试集 AUC: 0.7972, PRE: 0.9474, REC: 0.3273, MF1: 0.7257, ACC1: 0.3273, ACC0: 0.9981, Gmean: 0.5715
2025-05-08 20:51:37 - Epoch 71, val mf1: 0.7341, val ACC1: 0.3374, val ACC0: 0.9994, val Gmean: 0.5807 (best 0.8355)
2025-05-08 20:51:37 - Epoch 72 伪标签: 正样本: 417 (12.1%), 负样本: 3036 (87.9%)
2025-05-08 20:51:37 - Epoch 72, 测试集 AUC: 0.7815, PRE: 0.9455, REC: 0.3152, MF1: 0.7185, ACC1: 0.3152, ACC0: 0.9981, Gmean: 0.5608
2025-05-08 20:51:37 - Epoch 72, val mf1: 0.7341, val ACC1: 0.3374, val ACC0: 0.9994, val Gmean: 0.5807 (best 0.8355)
2025-05-08 20:51:37 - Epoch 73 伪标签: 正样本: 380 (11.0%), 负样本: 3073 (89.0%)
2025-05-08 20:51:38 - Epoch 73, 测试集 AUC: 0.7716, PRE: 0.9528, REC: 0.3061, MF1: 0.7137, ACC1: 0.3061, ACC0: 0.9984, Gmean: 0.5528
2025-05-08 20:51:38 - Epoch 73, val mf1: 0.7233, val ACC1: 0.3190, val ACC0: 0.9994, val Gmean: 0.5646 (best 0.8355)
2025-05-08 20:51:38 - Epoch 74 伪标签: 正样本: 376 (10.9%), 负样本: 3077 (89.1%)
2025-05-08 20:51:38 - Epoch 74, 测试集 AUC: 0.7641, PRE: 0.9519, REC: 0.3000, MF1: 0.7100, ACC1: 0.3000, ACC0: 0.9984, Gmean: 0.5473
2025-05-08 20:51:38 - Epoch 74, val mf1: 0.7121, val ACC1: 0.3006, val ACC0: 0.9994, val Gmean: 0.5481 (best 0.8355)
2025-05-08 20:51:39 - Epoch 75 伪标签: 正样本: 369 (10.7%), 负样本: 3084 (89.3%)
2025-05-08 20:51:39 - Epoch 75, 测试集 AUC: 0.7548, PRE: 0.9505, REC: 0.2909, MF1: 0.7044, ACC1: 0.2909, ACC0: 0.9984, Gmean: 0.5389
2025-05-08 20:51:39 - Epoch 75, val mf1: 0.7083, val ACC1: 0.2945, val ACC0: 0.9994, val Gmean: 0.5425 (best 0.8355)
2025-05-08 20:51:39 - Epoch 76 伪标签: 正样本: 354 (10.3%), 负样本: 3099 (89.7%)
2025-05-08 20:51:40 - Epoch 76, 测试集 AUC: 0.7438, PRE: 0.9479, REC: 0.2758, MF1: 0.6949, ACC1: 0.2758, ACC0: 0.9984, Gmean: 0.5247
2025-05-08 20:51:40 - Epoch 76, val mf1: 0.7045, val ACC1: 0.2883, val ACC0: 0.9994, val Gmean: 0.5368 (best 0.8355)
2025-05-08 20:51:40 - Epoch 77 伪标签: 正样本: 354 (10.3%), 负样本: 3099 (89.7%)
2025-05-08 20:51:40 - Epoch 77, 测试集 AUC: 0.7307, PRE: 0.9451, REC: 0.2606, MF1: 0.6852, ACC1: 0.2606, ACC0: 0.9984, Gmean: 0.5101
2025-05-08 20:51:40 - Epoch 77, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8355)
2025-05-08 20:51:40 - Epoch 78 伪标签: 正样本: 341 (9.9%), 负样本: 3112 (90.1%)
2025-05-08 20:51:41 - Epoch 78, 测试集 AUC: 0.7193, PRE: 0.9432, REC: 0.2515, MF1: 0.6793, ACC1: 0.2515, ACC0: 0.9984, Gmean: 0.5011
2025-05-08 20:51:41 - Epoch 78, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8355)
2025-05-08 20:51:41 - Epoch 79 伪标签: 正样本: 321 (9.3%), 负样本: 3132 (90.7%)
2025-05-08 20:51:41 - Epoch 79, 测试集 AUC: 0.7134, PRE: 0.9412, REC: 0.2424, MF1: 0.6733, ACC1: 0.2424, ACC0: 0.9984, Gmean: 0.4920
2025-05-08 20:51:41 - Epoch 79, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8355)
2025-05-08 20:51:41 - Epoch 80 伪标签: 正样本: 298 (8.6%), 负样本: 3155 (91.4%)
2025-05-08 20:51:42 - Epoch 80, 有标签损失: 0.0100, 一致性损失: 0.0037, 伪标签损失: 0.4865, LPL损失: 451.4546, 聚类损失: 1.0433, 总损失: 6.6643
2025-05-08 20:51:42 - Epoch 80, 测试集 AUC: 0.7087, PRE: 0.9512, REC: 0.2364, MF1: 0.6697, ACC1: 0.2364, ACC0: 0.9987, Gmean: 0.4859
2025-05-08 20:51:42 - Epoch 80, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8355)
2025-05-08 20:51:42 - Epoch 81 伪标签: 正样本: 297 (8.6%), 负样本: 3156 (91.4%)
2025-05-08 20:51:42 - Epoch 81, 测试集 AUC: 0.7021, PRE: 0.9730, REC: 0.2182, MF1: 0.6584, ACC1: 0.2182, ACC0: 0.9994, Gmean: 0.4670
2025-05-08 20:51:42 - Epoch 81, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8355)
2025-05-08 20:51:43 - Epoch 82 伪标签: 正样本: 274 (7.9%), 负样本: 3179 (92.1%)
2025-05-08 20:51:43 - Epoch 82, 测试集 AUC: 0.6987, PRE: 0.9718, REC: 0.2091, MF1: 0.6520, ACC1: 0.2091, ACC0: 0.9994, Gmean: 0.4571
2025-05-08 20:51:43 - Epoch 82, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8355)
2025-05-08 20:51:43 - Epoch 83 伪标签: 正样本: 256 (7.4%), 负样本: 3197 (92.6%)
2025-05-08 20:51:43 - Epoch 83, 测试集 AUC: 0.6914, PRE: 0.9697, REC: 0.1939, MF1: 0.6412, ACC1: 0.1939, ACC0: 0.9994, Gmean: 0.4402
2025-05-08 20:51:43 - Epoch 83, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8355)
2025-05-08 20:51:43 - Epoch 84 伪标签: 正样本: 247 (7.2%), 负样本: 3206 (92.8%)
2025-05-08 20:51:44 - Epoch 84, 测试集 AUC: 0.6766, PRE: 0.9844, REC: 0.1909, MF1: 0.6395, ACC1: 0.1909, ACC0: 0.9997, Gmean: 0.4369
2025-05-08 20:51:44 - Epoch 84, val mf1: 0.6768, val ACC1: 0.2454, val ACC0: 0.9994, val Gmean: 0.4952 (best 0.8355)
2025-05-08 20:51:44 - Epoch 85 伪标签: 正样本: 236 (6.8%), 负样本: 3217 (93.2%)
2025-05-08 20:51:44 - Epoch 85, 测试集 AUC: 0.6666, PRE: 0.9833, REC: 0.1788, MF1: 0.6305, ACC1: 0.1788, ACC0: 0.9997, Gmean: 0.4228
2025-05-08 20:51:44 - Epoch 85, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8355)
2025-05-08 20:51:45 - Epoch 86 伪标签: 正样本: 233 (6.7%), 负样本: 3220 (93.3%)
2025-05-08 20:51:45 - Epoch 86, 测试集 AUC: 0.6585, PRE: 0.9831, REC: 0.1758, MF1: 0.6283, ACC1: 0.1758, ACC0: 0.9997, Gmean: 0.4192
2025-05-08 20:51:45 - Epoch 86, val mf1: 0.6644, val ACC1: 0.2270, val ACC0: 0.9994, val Gmean: 0.4763 (best 0.8355)
2025-05-08 20:51:45 - Epoch 87 伪标签: 正样本: 220 (6.4%), 负样本: 3233 (93.6%)
2025-05-08 20:51:46 - Epoch 87, 测试集 AUC: 0.6508, PRE: 0.9821, REC: 0.1667, MF1: 0.6215, ACC1: 0.1667, ACC0: 0.9997, Gmean: 0.4082
2025-05-08 20:51:46 - Epoch 87, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8355)
2025-05-08 20:51:46 - Epoch 88 伪标签: 正样本: 211 (6.1%), 负样本: 3242 (93.9%)
2025-05-08 20:51:46 - Epoch 88, 测试集 AUC: 0.6489, PRE: 0.9821, REC: 0.1667, MF1: 0.6215, ACC1: 0.1667, ACC0: 0.9997, Gmean: 0.4082
2025-05-08 20:51:46 - Epoch 88, val mf1: 0.6438, val ACC1: 0.1963, val ACC0: 1.0000, val Gmean: 0.4431 (best 0.8355)
2025-05-08 20:51:46 - Epoch 89 伪标签: 正样本: 207 (6.0%), 负样本: 3246 (94.0%)
2025-05-08 20:51:47 - Epoch 89, 测试集 AUC: 0.6458, PRE: 0.9804, REC: 0.1515, MF1: 0.6098, ACC1: 0.1515, ACC0: 0.9997, Gmean: 0.3892
2025-05-08 20:51:47 - Epoch 89, val mf1: 0.6257, val ACC1: 0.1718, val ACC0: 1.0000, val Gmean: 0.4145 (best 0.8355)
2025-05-08 20:51:47 - Epoch 90 伪标签: 正样本: 192 (5.6%), 负样本: 3261 (94.4%)
2025-05-08 20:51:47 - Epoch 90, 有标签损失: 0.0075, 一致性损失: 0.0032, 伪标签损失: 0.4596, LPL损失: 333.8354, 聚类损失: 0.7215, 总损失: 5.8175
2025-05-08 20:51:48 - Epoch 90, 测试集 AUC: 0.6428, PRE: 0.9796, REC: 0.1455, MF1: 0.6051, ACC1: 0.1455, ACC0: 0.9997, Gmean: 0.3813
2025-05-08 20:51:48 - Epoch 90, val mf1: 0.6211, val ACC1: 0.1656, val ACC0: 1.0000, val Gmean: 0.4070 (best 0.8355)
2025-05-08 20:51:48 - Epoch 91 伪标签: 正样本: 177 (5.1%), 负样本: 3276 (94.9%)
2025-05-08 20:51:48 - Epoch 91, 测试集 AUC: 0.6359, PRE: 0.9787, REC: 0.1394, MF1: 0.6003, ACC1: 0.1394, ACC0: 0.9997, Gmean: 0.3733
2025-05-08 20:51:48 - Epoch 91, val mf1: 0.6164, val ACC1: 0.1595, val ACC0: 1.0000, val Gmean: 0.3994 (best 0.8355)
2025-05-08 20:51:48 - Epoch 92 伪标签: 正样本: 167 (4.8%), 负样本: 3286 (95.2%)
2025-05-08 20:51:49 - Epoch 92, 测试集 AUC: 0.6342, PRE: 0.9767, REC: 0.1273, MF1: 0.5906, ACC1: 0.1273, ACC0: 0.9997, Gmean: 0.3567
2025-05-08 20:51:49 - Epoch 92, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8355)
2025-05-08 20:51:49 - Epoch 93 伪标签: 正样本: 155 (4.5%), 负样本: 3298 (95.5%)
2025-05-08 20:51:49 - Epoch 93, 测试集 AUC: 0.6242, PRE: 0.9744, REC: 0.1152, MF1: 0.5807, ACC1: 0.1152, ACC0: 0.9997, Gmean: 0.3393
2025-05-08 20:51:49 - Epoch 93, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8355)
2025-05-08 20:51:49 - Epoch 94 伪标签: 正样本: 146 (4.2%), 负样本: 3307 (95.8%)
2025-05-08 20:51:50 - Epoch 94, 测试集 AUC: 0.6162, PRE: 0.9730, REC: 0.1091, MF1: 0.5757, ACC1: 0.1091, ACC0: 0.9997, Gmean: 0.3302
2025-05-08 20:51:50 - Epoch 94, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8355)
2025-05-08 20:51:50 - Epoch 95 伪标签: 正样本: 146 (4.2%), 负样本: 3307 (95.8%)
2025-05-08 20:51:50 - Epoch 95, 测试集 AUC: 0.5589, PRE: 0.9714, REC: 0.1030, MF1: 0.5706, ACC1: 0.1030, ACC0: 0.9997, Gmean: 0.3209
2025-05-08 20:51:50 - Epoch 95, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8355)
2025-05-08 20:51:50 - Epoch 96 伪标签: 正样本: 147 (4.3%), 负样本: 3306 (95.7%)
2025-05-08 20:51:51 - Epoch 96, 测试集 AUC: 0.6162, PRE: 0.9714, REC: 0.1030, MF1: 0.5706, ACC1: 0.1030, ACC0: 0.9997, Gmean: 0.3209
2025-05-08 20:51:51 - Epoch 96, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8355)
2025-05-08 20:51:51 - Epoch 97 伪标签: 正样本: 144 (4.2%), 负样本: 3309 (95.8%)
2025-05-08 20:51:52 - Epoch 97, 测试集 AUC: 0.6127, PRE: 0.9706, REC: 0.1000, MF1: 0.5680, ACC1: 0.1000, ACC0: 0.9997, Gmean: 0.3162
2025-05-08 20:51:52 - Epoch 97, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8355)
2025-05-08 20:51:52 - Epoch 98 伪标签: 正样本: 135 (3.9%), 负样本: 3318 (96.1%)
2025-05-08 20:51:52 - Epoch 98, 测试集 AUC: 0.6063, PRE: 0.9714, REC: 0.1030, MF1: 0.5706, ACC1: 0.1030, ACC0: 0.9997, Gmean: 0.3209
2025-05-08 20:51:52 - Epoch 98, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8355)
2025-05-08 20:51:52 - Epoch 99 伪标签: 正样本: 132 (3.8%), 负样本: 3321 (96.2%)
2025-05-08 20:51:53 - Epoch 99, 测试集 AUC: 0.6020, PRE: 0.9697, REC: 0.0970, MF1: 0.5655, ACC1: 0.0970, ACC0: 0.9997, Gmean: 0.3114
2025-05-08 20:51:53 - Epoch 99, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8355)
2025-05-08 20:51:53 - Epoch 100 伪标签: 正样本: 133 (3.9%), 负样本: 3320 (96.1%)
2025-05-08 20:51:53 - Epoch 100, 有标签损失: 0.0070, 一致性损失: 0.0025, 伪标签损失: 0.4510, LPL损失: 231.6137, 聚类损失: 0.4316, 总损失: 4.7480
2025-05-08 20:51:53 - Epoch 100, 测试集 AUC: 0.6026, PRE: 0.9655, REC: 0.0848, MF1: 0.5550, ACC1: 0.0848, ACC0: 0.9997, Gmean: 0.2912
2025-05-08 20:51:53 - Epoch 100, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8355)
2025-05-08 20:51:53 - Epoch 101 伪标签: 正样本: 127 (3.7%), 负样本: 3326 (96.3%)
2025-05-08 20:51:54 - Epoch 101, 测试集 AUC: 0.5930, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 20:51:54 - Epoch 101, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8355)
2025-05-08 20:51:54 - Epoch 102 伪标签: 正样本: 118 (3.4%), 负样本: 3335 (96.6%)
2025-05-08 20:51:54 - Epoch 102, 测试集 AUC: 0.5893, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 20:51:54 - Epoch 102, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8355)
2025-05-08 20:51:54 - Epoch 103 伪标签: 正样本: 122 (3.5%), 负样本: 3331 (96.5%)
2025-05-08 20:51:55 - Epoch 103, 测试集 AUC: 0.5868, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:51:55 - Epoch 103, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8355)
2025-05-08 20:51:55 - Epoch 104 伪标签: 正样本: 112 (3.2%), 负样本: 3341 (96.8%)
2025-05-08 20:51:55 - Epoch 104, 测试集 AUC: 0.5832, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:51:55 - Epoch 104, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8355)
2025-05-08 20:51:55 - Epoch 105 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:51:56 - Epoch 105, 测试集 AUC: 0.5798, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:51:56 - Epoch 105, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8355)
2025-05-08 20:51:56 - Epoch 106 伪标签: 正样本: 103 (3.0%), 负样本: 3350 (97.0%)
2025-05-08 20:51:56 - Epoch 106, 测试集 AUC: 0.5774, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:51:56 - Epoch 106, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8355)
2025-05-08 20:51:56 - Epoch 107 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:51:57 - Epoch 107, 测试集 AUC: 0.5752, PRE: 1.0000, REC: 0.0727, MF1: 0.5446, ACC1: 0.0727, ACC0: 1.0000, Gmean: 0.2697
2025-05-08 20:51:57 - Epoch 107, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8355)
2025-05-08 20:51:57 - Epoch 108 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:51:57 - Epoch 108, 测试集 AUC: 0.5715, PRE: 1.0000, REC: 0.0727, MF1: 0.5446, ACC1: 0.0727, ACC0: 1.0000, Gmean: 0.2697
2025-05-08 20:51:57 - Epoch 108, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8355)
2025-05-08 20:51:57 - Epoch 109 伪标签: 正样本: 101 (2.9%), 负样本: 3352 (97.1%)
2025-05-08 20:51:58 - Epoch 109, 测试集 AUC: 0.5699, PRE: 1.0000, REC: 0.0727, MF1: 0.5446, ACC1: 0.0727, ACC0: 1.0000, Gmean: 0.2697
2025-05-08 20:51:58 - Epoch 109, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8355)
2025-05-08 20:51:58 - Epoch 110 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:51:58 - Epoch 110, 有标签损失: 0.0050, 一致性损失: 0.0020, 伪标签损失: 0.4397, LPL损失: 170.4105, 聚类损失: 0.2884, 总损失: 4.0920
2025-05-08 20:51:58 - Epoch 110, 测试集 AUC: 0.5662, PRE: 1.0000, REC: 0.0667, MF1: 0.5392, ACC1: 0.0667, ACC0: 1.0000, Gmean: 0.2582
2025-05-08 20:51:58 - Epoch 110, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8355)
2025-05-08 20:51:58 - Epoch 111 伪标签: 正样本: 93 (2.7%), 负样本: 3360 (97.3%)
2025-05-08 20:51:59 - Epoch 111, 测试集 AUC: 0.5630, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:51:59 - Epoch 111, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8355)
2025-05-08 20:51:59 - Epoch 112 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 20:52:00 - Epoch 112, 测试集 AUC: 0.5614, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:52:00 - Epoch 112, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8355)
2025-05-08 20:52:00 - Epoch 113 伪标签: 正样本: 89 (2.6%), 负样本: 3364 (97.4%)
2025-05-08 20:52:00 - Epoch 113, 测试集 AUC: 0.5624, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:52:00 - Epoch 113, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8355)
2025-05-08 20:52:00 - Epoch 114 伪标签: 正样本: 89 (2.6%), 负样本: 3364 (97.4%)
2025-05-08 20:52:01 - Epoch 114, 测试集 AUC: 0.5617, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:52:01 - Epoch 114, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8355)
2025-05-08 20:52:01 - Epoch 115 伪标签: 正样本: 1428 (41.4%), 负样本: 2025 (58.6%)
2025-05-08 20:52:01 - Epoch 115, 测试集 AUC: 0.5626, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:52:01 - Epoch 115, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8355)
2025-05-08 20:52:02 - Epoch 116 伪标签: 正样本: 75 (2.2%), 负样本: 3378 (97.8%)
2025-05-08 20:52:02 - Epoch 116, 测试集 AUC: 0.5626, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:52:02 - Epoch 116, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8355)
2025-05-08 20:52:02 - Epoch 117 伪标签: 正样本: 75 (2.2%), 负样本: 3378 (97.8%)
2025-05-08 20:52:03 - Epoch 117, 测试集 AUC: 0.5622, PRE: 1.0000, REC: 0.0636, MF1: 0.5364, ACC1: 0.0636, ACC0: 1.0000, Gmean: 0.2523
2025-05-08 20:52:03 - Epoch 117, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8355)
2025-05-08 20:52:03 - Epoch 118 伪标签: 正样本: 1577 (45.7%), 负样本: 1876 (54.3%)
2025-05-08 20:52:03 - Epoch 118, 测试集 AUC: 0.5630, PRE: 1.0000, REC: 0.0636, MF1: 0.5364, ACC1: 0.0636, ACC0: 1.0000, Gmean: 0.2523
2025-05-08 20:52:03 - Epoch 118, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8355)
2025-05-08 20:52:03 - Epoch 119 伪标签: 正样本: 71 (2.1%), 负样本: 3382 (97.9%)
2025-05-08 20:52:04 - Epoch 119, 测试集 AUC: 0.5623, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:52:04 - Epoch 119, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8355)
2025-05-08 20:52:04 - Epoch 120 伪标签: 正样本: 72 (2.1%), 负样本: 3381 (97.9%)
2025-05-08 20:52:05 - Epoch 120, 有标签损失: 0.0049, 一致性损失: 0.0016, 伪标签损失: 0.4352, LPL损失: 111.3629, 聚类损失: 0.1830, 总损失: 3.1245
2025-05-08 20:52:05 - Epoch 120, 测试集 AUC: 0.5617, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 20:52:05 - Epoch 120, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8355)
2025-05-08 20:52:05 - Epoch 121 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:52:05 - Epoch 121, 测试集 AUC: 0.5615, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:52:05 - Epoch 121, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8355)
2025-05-08 20:52:05 - Epoch 122 伪标签: 正样本: 75 (2.2%), 负样本: 3378 (97.8%)
2025-05-08 20:52:06 - Epoch 122, 测试集 AUC: 0.5554, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 20:52:06 - Epoch 122, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8355)
2025-05-08 20:52:06 - Epoch 123 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:52:07 - Epoch 123, 测试集 AUC: 0.5500, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 20:52:07 - Epoch 123, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8355)
2025-05-08 20:52:07 - Epoch 124 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:52:07 - Epoch 124, 测试集 AUC: 0.5490, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 20:52:07 - Epoch 124, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8355)
2025-05-08 20:52:07 - Epoch 125 伪标签: 正样本: 1505 (43.6%), 负样本: 1948 (56.4%)
2025-05-08 20:52:08 - Epoch 125, 测试集 AUC: 0.5506, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 20:52:08 - Epoch 125, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8355)
2025-05-08 20:52:08 - Epoch 126 伪标签: 正样本: 61 (1.8%), 负样本: 3392 (98.2%)
2025-05-08 20:52:09 - Epoch 126, 测试集 AUC: 0.5553, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 20:52:09 - Epoch 126, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8355)
2025-05-08 20:52:09 - Epoch 127 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:52:09 - Epoch 127, 测试集 AUC: 0.5570, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 20:52:09 - Epoch 127, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8355)
2025-05-08 20:52:09 - Epoch 128 伪标签: 正样本: 1527 (44.2%), 负样本: 1926 (55.8%)
2025-05-08 20:52:10 - Epoch 128, 测试集 AUC: 0.5510, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:52:10 - Epoch 128, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8355)
2025-05-08 20:52:10 - Epoch 129 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 20:52:10 - Epoch 129, 测试集 AUC: 0.5483, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 20:52:10 - Epoch 129, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8355)
2025-05-08 20:52:11 - Epoch 130 伪标签: 正样本: 1604 (46.5%), 负样本: 1849 (53.5%)
2025-05-08 20:52:11 - Epoch 130, 有标签损失: 0.0069, 一致性损失: 0.0012, 伪标签损失: 0.4962, LPL损失: 1614.1208, 聚类损失: 0.2523, 总损失: 52.2488
2025-05-08 20:52:11 - Epoch 130, 测试集 AUC: 0.5535, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 20:52:11 - Epoch 130, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8355)
2025-05-08 20:52:11 - Epoch 131 伪标签: 正样本: 52 (1.5%), 负样本: 3401 (98.5%)
2025-05-08 20:52:12 - Epoch 131, 测试集 AUC: 0.5534, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 20:52:12 - Epoch 131, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8355)
2025-05-08 20:52:12 - Epoch 132 伪标签: 正样本: 66 (1.9%), 负样本: 3387 (98.1%)
2025-05-08 20:52:12 - Epoch 132, 测试集 AUC: 0.5539, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 20:52:12 - Epoch 132, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8355)
2025-05-08 20:52:12 - Epoch 133 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 20:52:13 - Epoch 133, 测试集 AUC: 0.5522, PRE: 1.0000, REC: 0.0364, MF1: 0.5110, ACC1: 0.0364, ACC0: 1.0000, Gmean: 0.1907
2025-05-08 20:52:13 - Epoch 133, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8355)
2025-05-08 20:52:13 - Epoch 134 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 20:52:14 - Epoch 134, 测试集 AUC: 0.5398, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:52:14 - Epoch 134, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8355)
2025-05-08 20:52:14 - Epoch 135 伪标签: 正样本: 1568 (45.4%), 负样本: 1885 (54.6%)
2025-05-08 20:52:14 - Epoch 135, 测试集 AUC: 0.5341, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:52:14 - Epoch 135, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8355)
2025-05-08 20:52:14 - Epoch 136 伪标签: 正样本: 1607 (46.5%), 负样本: 1846 (53.5%)
2025-05-08 20:52:15 - Epoch 136, 测试集 AUC: 0.5306, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:52:15 - Epoch 136, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8355)
2025-05-08 20:52:15 - Epoch 137 伪标签: 正样本: 1527 (44.2%), 负样本: 1926 (55.8%)
2025-05-08 20:52:16 - Epoch 137, 测试集 AUC: 0.5360, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:52:16 - Epoch 137, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:16 - Epoch 138 伪标签: 正样本: 1599 (46.3%), 负样本: 1854 (53.7%)
2025-05-08 20:52:16 - Epoch 138, 测试集 AUC: 0.5370, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:52:16 - Epoch 138, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:16 - Epoch 139 伪标签: 正样本: 49 (1.4%), 负样本: 3404 (98.6%)
2025-05-08 20:52:17 - Epoch 139, 测试集 AUC: 0.5368, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:52:17 - Epoch 139, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:17 - Epoch 140 伪标签: 正样本: 53 (1.5%), 负样本: 3400 (98.5%)
2025-05-08 20:52:17 - Epoch 140, 有标签损失: 0.0028, 一致性损失: 0.0011, 伪标签损失: 0.4269, LPL损失: 78.1599, 聚类损失: 0.1205, 总损失: 2.9503
2025-05-08 20:52:18 - Epoch 140, 测试集 AUC: 0.5354, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:52:18 - Epoch 140, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:18 - Epoch 141 伪标签: 正样本: 53 (1.5%), 负样本: 3400 (98.5%)
2025-05-08 20:52:18 - Epoch 141, 测试集 AUC: 0.5297, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:52:18 - Epoch 141, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8355)
2025-05-08 20:52:18 - Epoch 142 伪标签: 正样本: 43 (1.2%), 负样本: 3410 (98.8%)
2025-05-08 20:52:19 - Epoch 142, 测试集 AUC: 0.5269, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:52:19 - Epoch 142, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8355)
2025-05-08 20:52:19 - Epoch 143 伪标签: 正样本: 1565 (45.3%), 负样本: 1888 (54.7%)
2025-05-08 20:52:20 - Epoch 143, 测试集 AUC: 0.5255, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:52:20 - Epoch 143, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8355)
2025-05-08 20:52:20 - Epoch 144 伪标签: 正样本: 1557 (45.1%), 负样本: 1896 (54.9%)
2025-05-08 20:52:20 - Epoch 144, 测试集 AUC: 0.5254, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:52:20 - Epoch 144, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8355)
2025-05-08 20:52:20 - Epoch 145 伪标签: 正样本: 1605 (46.5%), 负样本: 1848 (53.5%)
2025-05-08 20:52:21 - Epoch 145, 测试集 AUC: 0.5282, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:52:21 - Epoch 145, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:21 - Epoch 146 伪标签: 正样本: 1613 (46.7%), 负样本: 1840 (53.3%)
2025-05-08 20:52:21 - Epoch 146, 测试集 AUC: 0.5302, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:52:21 - Epoch 146, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:21 - Epoch 147 伪标签: 正样本: 1580 (45.8%), 负样本: 1873 (54.2%)
2025-05-08 20:52:22 - Epoch 147, 测试集 AUC: 0.5290, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:52:22 - Epoch 147, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:22 - Epoch 148 伪标签: 正样本: 1559 (45.1%), 负样本: 1894 (54.9%)
2025-05-08 20:52:23 - Epoch 148, 测试集 AUC: 0.5288, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:52:23 - Epoch 148, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:23 - Epoch 149 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 20:52:23 - Epoch 149, 测试集 AUC: 0.5288, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:52:23 - Epoch 149, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8355)
2025-05-08 20:52:23 - time cost: 85.14 s
2025-05-08 20:52:23 - 基于验证集最佳模型的测试结果: REC 62.42 PRE 89.57 MF1 85.63 AUC 86.90 ACC1 62.42 ACC0 99.24 Gmean 78.71
2025-05-08 20:52:23 - 测试集上观察到的最佳结果 (Epoch 51): AUC 87.64 PRE 69.02 REC 62.12 MF1 80.98 ACC1 62.12 ACC0 97.07 Gmean 77.66
