2025-05-08 20:56:25 - 运行开始时间: 20250508_205625
2025-05-08 20:56:25 - 日志文件: logs/train_log_amazon_seed64_20250508_205625.txt
2025-05-08 20:56:25 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:56:25 - 无标签数据数量: 3453
2025-05-08 20:56:25 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:56:25 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:56:25 - 伪标签策略：
2025-05-08 20:56:25 -   使用模型输出和聚类结果的融合
2025-05-08 20:56:25 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:56:26 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.8978, LPL损失: 29.0968, 聚类损失: 101.1132, 总损失: 5.0517
2025-05-08 20:56:26 - 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 20:56:26 - 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 20:56:26 - Epoch 0, val mf1: 0.6040, val ACC1: 0.5460, val ACC0: 0.8164, val Gmean: 0.6677 (best 0.6040)
2025-05-08 20:56:26 - Epoch 1 伪标签: 正样本: 496 (14.4%), 负样本: 2957 (85.6%)
2025-05-08 20:56:27 - Epoch 1, 测试集 AUC: 0.8285, PRE: 0.4020, REC: 0.4848, MF1: 0.6870, ACC1: 0.4848, ACC0: 0.9243, Gmean: 0.6694
2025-05-08 20:56:27 - 更新最佳测试结果 (Epoch 1): AUC 0.8285, PRE 0.4020, REC 0.4848, MF1 0.6870, ACC1 0.4848, ACC0 0.9243, Gmean 0.6694
2025-05-08 20:56:27 - Epoch 1, val mf1: 0.6587, val ACC1: 0.4540, val ACC0: 0.9095, val Gmean: 0.6426 (best 0.6587)
2025-05-08 20:56:27 - Epoch 2 伪标签: 正样本: 120 (3.5%), 负样本: 3333 (96.5%)
2025-05-08 20:56:27 - Epoch 2, 测试集 AUC: 0.8217, PRE: 0.3855, REC: 0.2909, MF1: 0.6354, ACC1: 0.2909, ACC0: 0.9513, Gmean: 0.5261
2025-05-08 20:56:27 - Epoch 2, val mf1: 0.6397, val ACC1: 0.3190, val ACC0: 0.9431, val Gmean: 0.5485 (best 0.6587)
2025-05-08 20:56:27 - Epoch 3 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 20:56:27 - Epoch 3, 测试集 AUC: 0.8163, PRE: 0.3529, REC: 0.2545, MF1: 0.6165, ACC1: 0.2545, ACC0: 0.9510, Gmean: 0.4920
2025-05-08 20:56:27 - Epoch 3, val mf1: 0.6339, val ACC1: 0.3006, val ACC0: 0.9457, val Gmean: 0.5332 (best 0.6587)
2025-05-08 20:56:28 - Epoch 4 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 20:56:28 - Epoch 4, 测试集 AUC: 0.8126, PRE: 0.3417, REC: 0.2485, MF1: 0.6120, ACC1: 0.2485, ACC0: 0.9497, Gmean: 0.4858
2025-05-08 20:56:28 - Epoch 4, val mf1: 0.6265, val ACC1: 0.2883, val ACC0: 0.9444, val Gmean: 0.5218 (best 0.6587)
2025-05-08 20:56:28 - Epoch 5 伪标签: 正样本: 88 (2.5%), 负样本: 3365 (97.5%)
2025-05-08 20:56:28 - Epoch 5, 测试集 AUC: 0.8075, PRE: 0.3022, REC: 0.2545, MF1: 0.6035, ACC1: 0.2545, ACC0: 0.9383, Gmean: 0.4887
2025-05-08 20:56:28 - Epoch 5, val mf1: 0.6256, val ACC1: 0.3190, val ACC0: 0.9302, val Gmean: 0.5447 (best 0.6587)
2025-05-08 20:56:28 - Epoch 6 伪标签: 正样本: 141 (4.1%), 负样本: 3312 (95.9%)
2025-05-08 20:56:29 - Epoch 6, 测试集 AUC: 0.8036, PRE: 0.2840, REC: 0.2909, MF1: 0.6058, ACC1: 0.2909, ACC0: 0.9230, Gmean: 0.5182
2025-05-08 20:56:29 - Epoch 6, val mf1: 0.6174, val ACC1: 0.3313, val ACC0: 0.9166, val Gmean: 0.5511 (best 0.6587)
2025-05-08 20:56:29 - Epoch 7 伪标签: 正样本: 166 (4.8%), 负样本: 3287 (95.2%)
2025-05-08 20:56:29 - Epoch 7, 测试集 AUC: 0.8049, PRE: 0.2949, REC: 0.3333, MF1: 0.6178, ACC1: 0.3333, ACC0: 0.9163, Gmean: 0.5527
2025-05-08 20:56:29 - Epoch 7, val mf1: 0.6200, val ACC1: 0.3558, val ACC0: 0.9089, val Gmean: 0.5687 (best 0.6587)
2025-05-08 20:56:29 - Epoch 8 伪标签: 正样本: 214 (6.2%), 负样本: 3239 (93.8%)
2025-05-08 20:56:30 - Epoch 8, 测试集 AUC: 0.8097, PRE: 0.3119, REC: 0.3818, MF1: 0.6329, ACC1: 0.3818, ACC0: 0.9116, Gmean: 0.5900
2025-05-08 20:56:30 - Epoch 8, val mf1: 0.6411, val ACC1: 0.4233, val ACC0: 0.9037, val Gmean: 0.6185 (best 0.6587)
2025-05-08 20:56:30 - Epoch 9 伪标签: 正样本: 245 (7.1%), 负样本: 3208 (92.9%)
2025-05-08 20:56:30 - Epoch 9, 测试集 AUC: 0.8170, PRE: 0.3357, REC: 0.4303, MF1: 0.6507, ACC1: 0.4303, ACC0: 0.9106, Gmean: 0.6260
2025-05-08 20:56:30 - Epoch 9, val mf1: 0.6520, val ACC1: 0.4601, val ACC0: 0.9011, val Gmean: 0.6439 (best 0.6587)
2025-05-08 20:56:31 - Epoch 10 伪标签: 正样本: 272 (7.9%), 负样本: 3181 (92.1%)
2025-05-08 20:56:31 - Epoch 10, 有标签损失: 0.3013, 一致性损失: 0.2690, 伪标签损失: 0.7264, LPL损失: 28.4799, 聚类损失: 62.6364, 总损失: 0.9481
2025-05-08 20:56:31 - Epoch 10, 测试集 AUC: 0.8249, PRE: 0.3725, REC: 0.5182, MF1: 0.6804, ACC1: 0.5182, ACC0: 0.9084, Gmean: 0.6861
2025-05-08 20:56:31 - Epoch 10, val mf1: 0.6716, val ACC1: 0.5399, val ACC0: 0.8933, val Gmean: 0.6945 (best 0.6716)
2025-05-08 20:56:31 - Epoch 11 伪标签: 正样本: 269 (7.8%), 负样本: 3184 (92.2%)
2025-05-08 20:56:31 - Epoch 11, 测试集 AUC: 0.8327, PRE: 0.3854, REC: 0.4788, MF1: 0.6794, ACC1: 0.4788, ACC0: 0.9198, Gmean: 0.6636
2025-05-08 20:56:31 - 更新最佳测试结果 (Epoch 11): AUC 0.8327, PRE 0.3854, REC 0.4788, MF1 0.6794, ACC1 0.4788, ACC0 0.9198, Gmean 0.6636
2025-05-08 20:56:31 - Epoch 11, val mf1: 0.6766, val ACC1: 0.5031, val ACC0: 0.9095, val Gmean: 0.6764 (best 0.6766)
2025-05-08 20:56:31 - Epoch 12 伪标签: 正样本: 289 (8.4%), 负样本: 3164 (91.6%)
2025-05-08 20:56:32 - Epoch 12, 测试集 AUC: 0.8384, PRE: 0.3995, REC: 0.4939, MF1: 0.6877, ACC1: 0.4939, ACC0: 0.9221, Gmean: 0.6749
2025-05-08 20:56:32 - 更新最佳测试结果 (Epoch 12): AUC 0.8384, PRE 0.3995, REC 0.4939, MF1 0.6877, ACC1 0.4939, ACC0 0.9221, Gmean 0.6749
2025-05-08 20:56:32 - Epoch 12, val mf1: 0.6840, val ACC1: 0.5092, val ACC0: 0.9140, val Gmean: 0.6822 (best 0.6840)
2025-05-08 20:56:32 - Epoch 13 伪标签: 正样本: 313 (9.1%), 负样本: 3140 (90.9%)
2025-05-08 20:56:32 - Epoch 13, 测试集 AUC: 0.8428, PRE: 0.4080, REC: 0.5242, MF1: 0.6965, ACC1: 0.5242, ACC0: 0.9202, Gmean: 0.6945
2025-05-08 20:56:32 - 更新最佳测试结果 (Epoch 13): AUC 0.8428, PRE 0.4080, REC 0.5242, MF1 0.6965, ACC1 0.5242, ACC0 0.9202, Gmean 0.6945
2025-05-08 20:56:32 - Epoch 13, val mf1: 0.6940, val ACC1: 0.5460, val ACC0: 0.9114, val Gmean: 0.7054 (best 0.6940)
2025-05-08 20:56:33 - Epoch 14 伪标签: 正样本: 345 (10.0%), 负样本: 3108 (90.0%)
2025-05-08 20:56:33 - Epoch 14, 测试集 AUC: 0.8464, PRE: 0.4191, REC: 0.5182, MF1: 0.6998, ACC1: 0.5182, ACC0: 0.9246, Gmean: 0.6922
2025-05-08 20:56:33 - 更新最佳测试结果 (Epoch 14): AUC 0.8464, PRE 0.4191, REC 0.5182, MF1 0.6998, ACC1 0.5182, ACC0 0.9246, Gmean 0.6922
2025-05-08 20:56:33 - Epoch 14, val mf1: 0.6980, val ACC1: 0.5399, val ACC0: 0.9166, val Gmean: 0.7035 (best 0.6980)
2025-05-08 20:56:33 - Epoch 15 伪标签: 正样本: 422 (12.2%), 负样本: 3031 (87.8%)
2025-05-08 20:56:33 - Epoch 15, 测试集 AUC: 0.8505, PRE: 0.4314, REC: 0.5333, MF1: 0.7074, ACC1: 0.5333, ACC0: 0.9262, Gmean: 0.7028
2025-05-08 20:56:33 - 更新最佳测试结果 (Epoch 15): AUC 0.8505, PRE 0.4314, REC 0.5333, MF1 0.7074, ACC1 0.5333, ACC0 0.9262, Gmean 0.7028
2025-05-08 20:56:33 - Epoch 15, val mf1: 0.7064, val ACC1: 0.5521, val ACC0: 0.9198, val Gmean: 0.7127 (best 0.7064)
2025-05-08 20:56:34 - Epoch 16 伪标签: 正样本: 474 (13.7%), 负样本: 2979 (86.3%)
2025-05-08 20:56:34 - Epoch 16, 测试集 AUC: 0.8546, PRE: 0.4357, REC: 0.5030, MF1: 0.7031, ACC1: 0.5030, ACC0: 0.9316, Gmean: 0.6846
2025-05-08 20:56:34 - 更新最佳测试结果 (Epoch 16): AUC 0.8546, PRE 0.4357, REC 0.5030, MF1 0.7031, ACC1 0.5030, ACC0 0.9316, Gmean 0.6846
2025-05-08 20:56:34 - Epoch 16, val mf1: 0.7163, val ACC1: 0.5521, val ACC0: 0.9276, val Gmean: 0.7157 (best 0.7163)
2025-05-08 20:56:34 - Epoch 17 伪标签: 正样本: 549 (15.9%), 负样本: 2904 (84.1%)
2025-05-08 20:56:35 - Epoch 17, 测试集 AUC: 0.8576, PRE: 0.4483, REC: 0.5121, MF1: 0.7095, ACC1: 0.5121, ACC0: 0.9338, Gmean: 0.6915
2025-05-08 20:56:35 - 更新最佳测试结果 (Epoch 17): AUC 0.8576, PRE 0.4483, REC 0.5121, MF1 0.7095, ACC1 0.5121, ACC0 0.9338, Gmean 0.6915
2025-05-08 20:56:35 - Epoch 17, val mf1: 0.7228, val ACC1: 0.5583, val ACC0: 0.9308, val Gmean: 0.7209 (best 0.7228)
2025-05-08 20:56:35 - Epoch 18 伪标签: 正样本: 617 (17.9%), 负样本: 2836 (82.1%)
2025-05-08 20:56:35 - Epoch 18, 测试集 AUC: 0.8606, PRE: 0.4639, REC: 0.5455, MF1: 0.7220, ACC1: 0.5455, ACC0: 0.9338, Gmean: 0.7137
2025-05-08 20:56:35 - 更新最佳测试结果 (Epoch 18): AUC 0.8606, PRE 0.4639, REC 0.5455, MF1 0.7220, ACC1 0.5455, ACC0 0.9338, Gmean 0.7137
2025-05-08 20:56:35 - Epoch 18, val mf1: 0.7224, val ACC1: 0.5644, val ACC0: 0.9289, val Gmean: 0.7241 (best 0.7228)
2025-05-08 20:56:35 - Epoch 19 伪标签: 正样本: 700 (20.3%), 负样本: 2753 (79.7%)
2025-05-08 20:56:36 - Epoch 19, 测试集 AUC: 0.8635, PRE: 0.4703, REC: 0.5515, MF1: 0.7255, ACC1: 0.5515, ACC0: 0.9348, Gmean: 0.7180
2025-05-08 20:56:36 - 更新最佳测试结果 (Epoch 19): AUC 0.8635, PRE 0.4703, REC 0.5515, MF1 0.7255, ACC1 0.5515, ACC0 0.9348, Gmean 0.7180
2025-05-08 20:56:36 - Epoch 19, val mf1: 0.7307, val ACC1: 0.5828, val ACC0: 0.9302, val Gmean: 0.7363 (best 0.7307)
2025-05-08 20:56:36 - Epoch 20 伪标签: 正样本: 739 (21.4%), 负样本: 2714 (78.6%)
2025-05-08 20:56:36 - Epoch 20, 有标签损失: 0.0485, 一致性损失: 0.0738, 伪标签损失: 0.6675, LPL损失: 66.2801, 聚类损失: 28.2720, 总损失: 0.5971
2025-05-08 20:56:36 - Epoch 20, 测试集 AUC: 0.8682, PRE: 0.4822, REC: 0.5333, MF1: 0.7258, ACC1: 0.5333, ACC0: 0.9399, Gmean: 0.7080
2025-05-08 20:56:36 - 更新最佳测试结果 (Epoch 20): AUC 0.8682, PRE 0.4822, REC 0.5333, MF1 0.7258, ACC1 0.5333, ACC0 0.9399, Gmean 0.7080
2025-05-08 20:56:36 - Epoch 20, val mf1: 0.7385, val ACC1: 0.5767, val ACC0: 0.9373, val Gmean: 0.7352 (best 0.7385)
2025-05-08 20:56:36 - Epoch 21 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 20:56:37 - Epoch 21, 测试集 AUC: 0.8740, PRE: 0.5089, REC: 0.6939, MF1: 0.7675, ACC1: 0.6939, ACC0: 0.9297, Gmean: 0.8032
2025-05-08 20:56:37 - 更新最佳测试结果 (Epoch 21): AUC 0.8740, PRE 0.5089, REC 0.6939, MF1 0.7675, ACC1 0.6939, ACC0 0.9297, Gmean 0.8032
2025-05-08 20:56:37 - Epoch 21, val mf1: 0.7480, val ACC1: 0.6564, val ACC0: 0.9244, val Gmean: 0.7790 (best 0.7480)
2025-05-08 20:56:37 - Epoch 22 伪标签: 正样本: 891 (25.8%), 负样本: 2562 (74.2%)
2025-05-08 20:56:37 - Epoch 22, 测试集 AUC: 0.8782, PRE: 0.5446, REC: 0.6848, MF1: 0.7797, ACC1: 0.6848, ACC0: 0.9399, Gmean: 0.8023
2025-05-08 20:56:37 - 更新最佳测试结果 (Epoch 22): AUC 0.8782, PRE 0.5446, REC 0.6848, MF1 0.7797, ACC1 0.6848, ACC0 0.9399, Gmean 0.8023
2025-05-08 20:56:37 - Epoch 22, val mf1: 0.7576, val ACC1: 0.6442, val ACC0: 0.9341, val Gmean: 0.7757 (best 0.7576)
2025-05-08 20:56:37 - Epoch 23 伪标签: 正样本: 900 (26.1%), 负样本: 2553 (73.9%)
2025-05-08 20:56:38 - Epoch 23, 测试集 AUC: 0.8815, PRE: 0.5737, REC: 0.6606, MF1: 0.7851, ACC1: 0.6606, ACC0: 0.9485, Gmean: 0.7916
2025-05-08 20:56:38 - 更新最佳测试结果 (Epoch 23): AUC 0.8815, PRE 0.5737, REC 0.6606, MF1 0.7851, ACC1 0.6606, ACC0 0.9485, Gmean 0.7916
2025-05-08 20:56:38 - Epoch 23, val mf1: 0.7677, val ACC1: 0.6258, val ACC0: 0.9451, val Gmean: 0.7690 (best 0.7677)
2025-05-08 20:56:38 - Epoch 24 伪标签: 正样本: 915 (26.5%), 负样本: 2538 (73.5%)
2025-05-08 20:56:38 - Epoch 24, 测试集 AUC: 0.8844, PRE: 0.5813, REC: 0.7152, MF1: 0.7994, ACC1: 0.7152, ACC0: 0.9459, Gmean: 0.8225
2025-05-08 20:56:38 - 更新最佳测试结果 (Epoch 24): AUC 0.8844, PRE 0.5813, REC 0.7152, MF1 0.7994, ACC1 0.7152, ACC0 0.9459, Gmean 0.8225
2025-05-08 20:56:38 - Epoch 24, val mf1: 0.7817, val ACC1: 0.6748, val ACC0: 0.9431, val Gmean: 0.7978 (best 0.7817)
2025-05-08 20:56:38 - Epoch 25 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:56:39 - Epoch 25, 测试集 AUC: 0.8854, PRE: 0.5897, REC: 0.7273, MF1: 0.8050, ACC1: 0.7273, ACC0: 0.9469, Gmean: 0.8298
2025-05-08 20:56:39 - 更新最佳测试结果 (Epoch 25): AUC 0.8854, PRE 0.5897, REC 0.7273, MF1 0.8050, ACC1 0.7273, ACC0 0.9469, Gmean 0.8298
2025-05-08 20:56:39 - Epoch 25, val mf1: 0.7796, val ACC1: 0.6748, val ACC0: 0.9418, val Gmean: 0.7972 (best 0.7817)
2025-05-08 20:56:39 - Epoch 26 伪标签: 正样本: 925 (26.8%), 负样本: 2528 (73.2%)
2025-05-08 20:56:39 - Epoch 26, 测试集 AUC: 0.8842, PRE: 0.5769, REC: 0.7273, MF1: 0.8003, ACC1: 0.7273, ACC0: 0.9440, Gmean: 0.8286
2025-05-08 20:56:39 - Epoch 26, val mf1: 0.7757, val ACC1: 0.6748, val ACC0: 0.9392, val Gmean: 0.7961 (best 0.7817)
2025-05-08 20:56:39 - Epoch 27 伪标签: 正样本: 951 (27.5%), 负样本: 2502 (72.5%)
2025-05-08 20:56:40 - Epoch 27, 测试集 AUC: 0.8829, PRE: 0.5766, REC: 0.6727, MF1: 0.7888, ACC1: 0.6727, ACC0: 0.9482, Gmean: 0.7987
2025-05-08 20:56:40 - Epoch 27, val mf1: 0.7690, val ACC1: 0.6380, val ACC0: 0.9431, val Gmean: 0.7757 (best 0.7817)
2025-05-08 20:56:40 - Epoch 28 伪标签: 正样本: 955 (27.7%), 负样本: 2498 (72.3%)
2025-05-08 20:56:40 - Epoch 28, 测试集 AUC: 0.8817, PRE: 0.5520, REC: 0.5788, MF1: 0.7591, ACC1: 0.5788, ACC0: 0.9507, Gmean: 0.7418
2025-05-08 20:56:40 - Epoch 28, val mf1: 0.7638, val ACC1: 0.6012, val ACC0: 0.9483, val Gmean: 0.7551 (best 0.7817)
2025-05-08 20:56:41 - Epoch 29 伪标签: 正样本: 988 (28.6%), 负样本: 2465 (71.4%)
2025-05-08 20:56:41 - Epoch 29, 测试集 AUC: 0.8801, PRE: 0.5350, REC: 0.5788, MF1: 0.7537, ACC1: 0.5788, ACC0: 0.9472, Gmean: 0.7404
2025-05-08 20:56:41 - Epoch 29, val mf1: 0.7556, val ACC1: 0.5951, val ACC0: 0.9444, val Gmean: 0.7497 (best 0.7817)
2025-05-08 20:56:41 - Epoch 30 伪标签: 正样本: 1061 (30.7%), 负样本: 2392 (69.3%)
2025-05-08 20:56:41 - Epoch 30, 有标签损失: 0.0320, 一致性损失: 0.0266, 伪标签损失: 0.6217, LPL损失: 102.5015, 聚类损失: 10.3707, 总损失: 0.7428
2025-05-08 20:56:42 - Epoch 30, 测试集 AUC: 0.8775, PRE: 0.5219, REC: 0.5061, MF1: 0.7318, ACC1: 0.5061, ACC0: 0.9513, Gmean: 0.6939
2025-05-08 20:56:42 - Epoch 30, val mf1: 0.7465, val ACC1: 0.5521, val ACC0: 0.9489, val Gmean: 0.7238 (best 0.7817)
2025-05-08 20:56:42 - Epoch 31 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 20:56:42 - Epoch 31, 测试集 AUC: 0.8747, PRE: 0.5129, REC: 0.6636, MF1: 0.7635, ACC1: 0.6636, ACC0: 0.9338, Gmean: 0.7872
2025-05-08 20:56:42 - Epoch 31, val mf1: 0.7395, val ACC1: 0.6258, val ACC0: 0.9257, val Gmean: 0.7611 (best 0.7817)
2025-05-08 20:56:42 - Epoch 32 伪标签: 正样本: 1075 (31.1%), 负样本: 2378 (68.9%)
2025-05-08 20:56:43 - Epoch 32, 测试集 AUC: 0.8720, PRE: 0.4854, REC: 0.6545, MF1: 0.7509, ACC1: 0.6545, ACC0: 0.9272, Gmean: 0.7790
2025-05-08 20:56:43 - Epoch 32, val mf1: 0.7339, val ACC1: 0.6196, val ACC0: 0.9231, val Gmean: 0.7563 (best 0.7817)
2025-05-08 20:56:43 - Epoch 33 伪标签: 正样本: 1094 (31.7%), 负样本: 2359 (68.3%)
2025-05-08 20:56:43 - Epoch 33, 测试集 AUC: 0.8673, PRE: 0.4717, REC: 0.6576, MF1: 0.7458, ACC1: 0.6576, ACC0: 0.9227, Gmean: 0.7789
2025-05-08 20:56:43 - Epoch 33, val mf1: 0.7308, val ACC1: 0.6258, val ACC0: 0.9192, val Gmean: 0.7584 (best 0.7817)
2025-05-08 20:56:44 - Epoch 34 伪标签: 正样本: 1143 (33.1%), 负样本: 2310 (66.9%)
2025-05-08 20:56:44 - Epoch 34, 测试集 AUC: 0.8629, PRE: 0.4470, REC: 0.6515, MF1: 0.7341, ACC1: 0.6515, ACC0: 0.9154, Gmean: 0.7723
2025-05-08 20:56:44 - Epoch 34, val mf1: 0.7275, val ACC1: 0.6258, val ACC0: 0.9166, val Gmean: 0.7574 (best 0.7817)
2025-05-08 20:56:44 - Epoch 35 伪标签: 正样本: 1109 (32.1%), 负样本: 2344 (67.9%)
2025-05-08 20:56:45 - Epoch 35, 测试集 AUC: 0.8592, PRE: 0.4379, REC: 0.6515, MF1: 0.7300, ACC1: 0.6515, ACC0: 0.9122, Gmean: 0.7709
2025-05-08 20:56:45 - Epoch 35, val mf1: 0.7222, val ACC1: 0.6196, val ACC0: 0.9140, val Gmean: 0.7526 (best 0.7817)
2025-05-08 20:56:45 - Epoch 36 伪标签: 正样本: 1124 (32.6%), 负样本: 2329 (67.4%)
2025-05-08 20:56:45 - Epoch 36, 测试集 AUC: 0.8566, PRE: 0.4251, REC: 0.5848, MF1: 0.7139, ACC1: 0.5848, ACC0: 0.9170, Gmean: 0.7323
2025-05-08 20:56:45 - Epoch 36, val mf1: 0.7213, val ACC1: 0.5951, val ACC0: 0.9198, val Gmean: 0.7399 (best 0.7817)
2025-05-08 20:56:45 - Epoch 37 伪标签: 正样本: 1093 (31.7%), 负样本: 2360 (68.3%)
2025-05-08 20:56:46 - Epoch 37, 测试集 AUC: 0.8555, PRE: 0.4168, REC: 0.6455, MF1: 0.7193, ACC1: 0.6455, ACC0: 0.9052, Gmean: 0.7644
2025-05-08 20:56:46 - Epoch 37, val mf1: 0.7189, val ACC1: 0.6196, val ACC0: 0.9114, val Gmean: 0.7515 (best 0.7817)
2025-05-08 20:56:46 - Epoch 38 伪标签: 正样本: 1104 (32.0%), 负样本: 2349 (68.0%)
2025-05-08 20:56:46 - Epoch 38, 测试集 AUC: 0.8557, PRE: 0.4149, REC: 0.6424, MF1: 0.7179, ACC1: 0.6424, ACC0: 0.9049, Gmean: 0.7624
2025-05-08 20:56:46 - Epoch 38, val mf1: 0.7225, val ACC1: 0.6258, val ACC0: 0.9127, val Gmean: 0.7558 (best 0.7817)
2025-05-08 20:56:47 - Epoch 39 伪标签: 正样本: 1098 (31.8%), 负样本: 2355 (68.2%)
2025-05-08 20:56:47 - Epoch 39, 测试集 AUC: 0.8566, PRE: 0.4280, REC: 0.6394, MF1: 0.7236, ACC1: 0.6394, ACC0: 0.9103, Gmean: 0.7629
2025-05-08 20:56:47 - Epoch 39, val mf1: 0.7230, val ACC1: 0.6196, val ACC0: 0.9147, val Gmean: 0.7528 (best 0.7817)
2025-05-08 20:56:47 - Epoch 40 伪标签: 正样本: 1061 (30.7%), 负样本: 2392 (69.3%)
2025-05-08 20:56:47 - Epoch 40, 有标签损失: 0.0117, 一致性损失: 0.0170, 伪标签损失: 0.5784, LPL损失: 102.7876, 聚类损失: 7.0173, 总损失: 0.8303
2025-05-08 20:56:48 - Epoch 40, 测试集 AUC: 0.8581, PRE: 0.4372, REC: 0.6333, MF1: 0.7269, ACC1: 0.6333, ACC0: 0.9144, Gmean: 0.7610
2025-05-08 20:56:48 - Epoch 40, val mf1: 0.7271, val ACC1: 0.6196, val ACC0: 0.9179, val Gmean: 0.7542 (best 0.7817)
2025-05-08 20:56:48 - Epoch 41 伪标签: 正样本: 1067 (30.9%), 负样本: 2386 (69.1%)
2025-05-08 20:56:48 - Epoch 41, 测试集 AUC: 0.8596, PRE: 0.4553, REC: 0.6333, MF1: 0.7348, ACC1: 0.6333, ACC0: 0.9205, Gmean: 0.7635
2025-05-08 20:56:48 - Epoch 41, val mf1: 0.7276, val ACC1: 0.6135, val ACC0: 0.9198, val Gmean: 0.7512 (best 0.7817)
2025-05-08 20:56:48 - Epoch 42 伪标签: 正样本: 1067 (30.9%), 负样本: 2386 (69.1%)
2025-05-08 20:56:49 - Epoch 42, 测试集 AUC: 0.8615, PRE: 0.4695, REC: 0.6303, MF1: 0.7402, ACC1: 0.6303, ACC0: 0.9253, Gmean: 0.7637
2025-05-08 20:56:49 - Epoch 42, val mf1: 0.7332, val ACC1: 0.6074, val ACC0: 0.9257, val Gmean: 0.7498 (best 0.7817)
2025-05-08 20:56:49 - Epoch 43 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 20:56:49 - Epoch 43, 测试集 AUC: 0.8635, PRE: 0.5027, REC: 0.5636, MF1: 0.7395, ACC1: 0.5636, ACC0: 0.9415, Gmean: 0.7285
2025-05-08 20:56:49 - Epoch 43, val mf1: 0.7348, val ACC1: 0.5767, val ACC0: 0.9347, val Gmean: 0.7342 (best 0.7817)
2025-05-08 20:56:50 - Epoch 44 伪标签: 正样本: 1069 (31.0%), 负样本: 2384 (69.0%)
2025-05-08 20:56:50 - Epoch 44, 测试集 AUC: 0.8660, PRE: 0.5289, REC: 0.5545, MF1: 0.7460, ACC1: 0.5545, ACC0: 0.9482, Gmean: 0.7251
2025-05-08 20:56:50 - Epoch 44, val mf1: 0.7469, val ACC1: 0.5767, val ACC0: 0.9431, val Gmean: 0.7375 (best 0.7817)
2025-05-08 20:56:50 - Epoch 45 伪标签: 正样本: 1056 (30.6%), 负样本: 2397 (69.4%)
2025-05-08 20:56:51 - Epoch 45, 测试集 AUC: 0.8678, PRE: 0.5535, REC: 0.5485, MF1: 0.7520, ACC1: 0.5485, ACC0: 0.9536, Gmean: 0.7232
2025-05-08 20:56:51 - Epoch 45, val mf1: 0.7565, val ACC1: 0.5706, val ACC0: 0.9509, val Gmean: 0.7366 (best 0.7817)
2025-05-08 20:56:51 - Epoch 46 伪标签: 正样本: 1059 (30.7%), 负样本: 2394 (69.3%)
2025-05-08 20:56:51 - Epoch 46, 测试集 AUC: 0.8700, PRE: 0.5765, REC: 0.5364, MF1: 0.7554, ACC1: 0.5364, ACC0: 0.9587, Gmean: 0.7171
2025-05-08 20:56:51 - Epoch 46, val mf1: 0.7624, val ACC1: 0.5644, val ACC0: 0.9560, val Gmean: 0.7346 (best 0.7817)
2025-05-08 20:56:51 - Epoch 47 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 20:56:52 - Epoch 47, 测试集 AUC: 0.8724, PRE: 0.5937, REC: 0.6242, MF1: 0.7832, ACC1: 0.6242, ACC0: 0.9552, Gmean: 0.7722
2025-05-08 20:56:52 - Epoch 47, val mf1: 0.7733, val ACC1: 0.6074, val ACC0: 0.9528, val Gmean: 0.7607 (best 0.7817)
2025-05-08 20:56:52 - Epoch 48 伪标签: 正样本: 1071 (31.0%), 负样本: 2382 (69.0%)
2025-05-08 20:56:52 - Epoch 48, 测试集 AUC: 0.8744, PRE: 0.6288, REC: 0.5697, MF1: 0.7789, ACC1: 0.5697, ACC0: 0.9647, Gmean: 0.7413
2025-05-08 20:56:52 - Epoch 48, val mf1: 0.7813, val ACC1: 0.5767, val ACC0: 0.9644, val Gmean: 0.7458 (best 0.7817)
2025-05-08 20:56:53 - Epoch 49 伪标签: 正样本: 1090 (31.6%), 负样本: 2363 (68.4%)
2025-05-08 20:56:53 - Epoch 49, 测试集 AUC: 0.8756, PRE: 0.6380, REC: 0.6303, MF1: 0.7980, ACC1: 0.6303, ACC0: 0.9625, Gmean: 0.7789
2025-05-08 20:56:53 - Epoch 49, val mf1: 0.7897, val ACC1: 0.6074, val ACC0: 0.9625, val Gmean: 0.7646 (best 0.7897)
2025-05-08 20:56:53 - Epoch 50 伪标签: 正样本: 197 (5.7%), 负样本: 3256 (94.3%)
2025-05-08 20:56:53 - Epoch 50, 有标签损失: 0.0160, 一致性损失: 0.0094, 伪标签损失: 0.5163, LPL损失: 63.4121, 聚类损失: 3.7768, 总损失: 0.6152
2025-05-08 20:56:54 - Epoch 50, 测试集 AUC: 0.8765, PRE: 0.6636, REC: 0.6455, MF1: 0.8093, ACC1: 0.6455, ACC0: 0.9656, Gmean: 0.7895
2025-05-08 20:56:54 - Epoch 50, val mf1: 0.7978, val ACC1: 0.6074, val ACC0: 0.9670, val Gmean: 0.7664 (best 0.7978)
2025-05-08 20:56:54 - Epoch 51 伪标签: 正样本: 952 (27.6%), 负样本: 2501 (72.4%)
2025-05-08 20:56:54 - Epoch 51, 测试集 AUC: 0.8780, PRE: 0.6474, REC: 0.7121, MF1: 0.8213, ACC1: 0.7121, ACC0: 0.9593, Gmean: 0.8265
2025-05-08 20:56:54 - Epoch 51, val mf1: 0.8032, val ACC1: 0.6564, val ACC0: 0.9599, val Gmean: 0.7938 (best 0.8032)
2025-05-08 20:56:54 - Epoch 52 伪标签: 正样本: 932 (27.0%), 负样本: 2521 (73.0%)
2025-05-08 20:56:55 - Epoch 52, 测试集 AUC: 0.8784, PRE: 0.7338, REC: 0.6182, MF1: 0.8198, ACC1: 0.6182, ACC0: 0.9765, Gmean: 0.7769
2025-05-08 20:56:55 - Epoch 52, val mf1: 0.8088, val ACC1: 0.5951, val ACC0: 0.9754, val Gmean: 0.7619 (best 0.8088)
2025-05-08 20:56:55 - Epoch 53 伪标签: 正样本: 894 (25.9%), 负样本: 2559 (74.1%)
2025-05-08 20:56:55 - Epoch 53, 测试集 AUC: 0.8772, PRE: 0.7610, REC: 0.6273, MF1: 0.8290, ACC1: 0.6273, ACC0: 0.9793, Gmean: 0.7838
2025-05-08 20:56:55 - Epoch 53, val mf1: 0.8130, val ACC1: 0.5767, val ACC0: 0.9813, val Gmean: 0.7522 (best 0.8130)
2025-05-08 20:56:56 - Epoch 54 伪标签: 正样本: 862 (25.0%), 负样本: 2591 (75.0%)
2025-05-08 20:56:56 - Epoch 54, 测试集 AUC: 0.8762, PRE: 0.8148, REC: 0.6000, MF1: 0.8317, ACC1: 0.6000, ACC0: 0.9857, Gmean: 0.7690
2025-05-08 20:56:56 - Epoch 54, val mf1: 0.8204, val ACC1: 0.5521, val ACC0: 0.9897, val Gmean: 0.7392 (best 0.8204)
2025-05-08 20:56:56 - Epoch 55 伪标签: 正样本: 877 (25.4%), 负样本: 2576 (74.6%)
2025-05-08 20:56:56 - Epoch 55, 测试集 AUC: 0.8756, PRE: 0.8571, REC: 0.5818, MF1: 0.8333, ACC1: 0.5818, ACC0: 0.9898, Gmean: 0.7589
2025-05-08 20:56:56 - Epoch 55, val mf1: 0.8291, val ACC1: 0.5521, val ACC0: 0.9935, val Gmean: 0.7407 (best 0.8291)
2025-05-08 20:56:56 - Epoch 56 伪标签: 正样本: 862 (25.0%), 负样本: 2591 (75.0%)
2025-05-08 20:56:57 - Epoch 56, 测试集 AUC: 0.8754, PRE: 0.8059, REC: 0.6667, MF1: 0.8520, ACC1: 0.6667, ACC0: 0.9831, Gmean: 0.8096
2025-05-08 20:56:57 - Epoch 56, val mf1: 0.8288, val ACC1: 0.5890, val ACC0: 0.9864, val Gmean: 0.7622 (best 0.8291)
2025-05-08 20:56:57 - Epoch 57 伪标签: 正样本: 862 (25.0%), 负样本: 2591 (75.0%)
2025-05-08 20:56:57 - Epoch 57, 测试集 AUC: 0.8747, PRE: 0.8826, REC: 0.6152, MF1: 0.8504, ACC1: 0.6152, ACC0: 0.9914, Gmean: 0.7809
2025-05-08 20:56:57 - Epoch 57, val mf1: 0.8317, val ACC1: 0.5583, val ACC0: 0.9935, val Gmean: 0.7448 (best 0.8317)
2025-05-08 20:56:57 - Epoch 58 伪标签: 正样本: 818 (23.7%), 负样本: 2635 (76.3%)
2025-05-08 20:56:58 - Epoch 58, 测试集 AUC: 0.8751, PRE: 0.8672, REC: 0.6727, MF1: 0.8677, ACC1: 0.6727, ACC0: 0.9892, Gmean: 0.8158
2025-05-08 20:56:58 - Epoch 58, val mf1: 0.8395, val ACC1: 0.6012, val ACC0: 0.9890, val Gmean: 0.7711 (best 0.8395)
2025-05-08 20:56:58 - Epoch 59 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 20:56:59 - Epoch 59, 测试集 AUC: 0.8752, PRE: 0.8605, REC: 0.6727, MF1: 0.8662, ACC1: 0.6727, ACC0: 0.9885, Gmean: 0.8155
2025-05-08 20:56:59 - Epoch 59, val mf1: 0.8448, val ACC1: 0.6074, val ACC0: 0.9903, val Gmean: 0.7755 (best 0.8448)
2025-05-08 20:56:59 - Epoch 60 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:56:59 - Epoch 60, 有标签损失: 0.0087, 一致性损失: 0.0073, 伪标签损失: 0.4576, LPL损失: 40.7368, 聚类损失: 3.8309, 总损失: 0.4847
2025-05-08 20:56:59 - Epoch 60, 测试集 AUC: 0.8757, PRE: 0.8755, REC: 0.6606, MF1: 0.8653, ACC1: 0.6606, ACC0: 0.9901, Gmean: 0.8088
2025-05-08 20:56:59 - Epoch 60, val mf1: 0.8478, val ACC1: 0.6074, val ACC0: 0.9916, val Gmean: 0.7761 (best 0.8478)
2025-05-08 20:56:59 - Epoch 61 伪标签: 正样本: 766 (22.2%), 负样本: 2687 (77.8%)
2025-05-08 20:56:59 - Epoch 61, 测试集 AUC: 0.8744, PRE: 0.9000, REC: 0.6545, MF1: 0.8681, ACC1: 0.6545, ACC0: 0.9924, Gmean: 0.8059
2025-05-08 20:56:59 - Epoch 61, val mf1: 0.8417, val ACC1: 0.5890, val ACC0: 0.9922, val Gmean: 0.7645 (best 0.8478)
2025-05-08 20:57:00 - Epoch 62 伪标签: 正样本: 745 (21.6%), 负样本: 2708 (78.4%)
2025-05-08 20:57:00 - Epoch 62, 测试集 AUC: 0.8727, PRE: 0.9159, REC: 0.6273, MF1: 0.8612, ACC1: 0.6273, ACC0: 0.9940, Gmean: 0.7896
2025-05-08 20:57:00 - Epoch 62, val mf1: 0.8436, val ACC1: 0.5828, val ACC0: 0.9942, val Gmean: 0.7612 (best 0.8478)
2025-05-08 20:57:00 - Epoch 63 伪标签: 正样本: 695 (20.1%), 负样本: 2758 (79.9%)
2025-05-08 20:57:00 - Epoch 63, 测试集 AUC: 0.8718, PRE: 0.9333, REC: 0.5939, MF1: 0.8514, ACC1: 0.5939, ACC0: 0.9955, Gmean: 0.7690
2025-05-08 20:57:00 - Epoch 63, val mf1: 0.8403, val ACC1: 0.5644, val ACC0: 0.9961, val Gmean: 0.7498 (best 0.8478)
2025-05-08 20:57:00 - Epoch 64 伪标签: 正样本: 660 (19.1%), 负样本: 2793 (80.9%)
2025-05-08 20:57:01 - Epoch 64, 测试集 AUC: 0.8684, PRE: 0.9455, REC: 0.5788, MF1: 0.8473, ACC1: 0.5788, ACC0: 0.9965, Gmean: 0.7594
2025-05-08 20:57:01 - Epoch 64, val mf1: 0.8326, val ACC1: 0.5399, val ACC0: 0.9974, val Gmean: 0.7338 (best 0.8478)
2025-05-08 20:57:01 - Epoch 65 伪标签: 正样本: 632 (18.3%), 负样本: 2821 (81.7%)
2025-05-08 20:57:01 - Epoch 65, 测试集 AUC: 0.8616, PRE: 0.9444, REC: 0.5667, MF1: 0.8422, ACC1: 0.5667, ACC0: 0.9965, Gmean: 0.7515
2025-05-08 20:57:01 - Epoch 65, val mf1: 0.8271, val ACC1: 0.5276, val ACC0: 0.9974, val Gmean: 0.7254 (best 0.8478)
2025-05-08 20:57:01 - Epoch 66 伪标签: 正样本: 584 (16.9%), 负样本: 2869 (83.1%)
2025-05-08 20:57:02 - Epoch 66, 测试集 AUC: 0.8577, PRE: 0.9451, REC: 0.5212, MF1: 0.8229, ACC1: 0.5212, ACC0: 0.9968, Gmean: 0.7208
2025-05-08 20:57:02 - Epoch 66, val mf1: 0.8188, val ACC1: 0.5092, val ACC0: 0.9974, val Gmean: 0.7127 (best 0.8478)
2025-05-08 20:57:02 - Epoch 67 伪标签: 正样本: 538 (15.6%), 负样本: 2915 (84.4%)
2025-05-08 20:57:02 - Epoch 67, 测试集 AUC: 0.8485, PRE: 0.9483, REC: 0.5000, MF1: 0.8139, ACC1: 0.5000, ACC0: 0.9971, Gmean: 0.7061
2025-05-08 20:57:02 - Epoch 67, val mf1: 0.8073, val ACC1: 0.4847, val ACC0: 0.9974, val Gmean: 0.6953 (best 0.8478)
2025-05-08 20:57:02 - Epoch 68 伪标签: 正样本: 511 (14.8%), 负样本: 2942 (85.2%)
2025-05-08 20:57:03 - Epoch 68, 测试集 AUC: 0.8414, PRE: 0.9441, REC: 0.4606, MF1: 0.7951, ACC1: 0.4606, ACC0: 0.9971, Gmean: 0.6777
2025-05-08 20:57:03 - Epoch 68, val mf1: 0.7969, val ACC1: 0.4601, val ACC0: 0.9981, val Gmean: 0.6777 (best 0.8478)
2025-05-08 20:57:03 - Epoch 69 伪标签: 正样本: 502 (14.5%), 负样本: 2951 (85.5%)
2025-05-08 20:57:03 - Epoch 69, 测试集 AUC: 0.8362, PRE: 0.9404, REC: 0.4303, MF1: 0.7800, ACC1: 0.4303, ACC0: 0.9971, Gmean: 0.6550
2025-05-08 20:57:03 - Epoch 69, val mf1: 0.7716, val ACC1: 0.4049, val ACC0: 0.9994, val Gmean: 0.6361 (best 0.8478)
2025-05-08 20:57:03 - Epoch 70 伪标签: 正样本: 489 (14.2%), 负样本: 2964 (85.8%)
