2025-05-08 21:02:23 - 运行开始时间: 20250508_210223
2025-05-08 21:02:23 - 日志文件: logs/train_log_amazon_seed64_20250508_210223.txt
2025-05-08 21:02:23 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:02:23 - 无标签数据数量: 3453
2025-05-08 21:02:23 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 21:02:24 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:02:24 - 伪标签策略：
2025-05-08 21:02:24 -   使用模型输出和聚类结果的融合
2025-05-08 21:02:24 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 21:02:24 - 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: 4.9263
2025-05-08 21:02:25 - Epoch 0, 测试集 AUC: 0.4939, PRE: 0.0000, REC: 0.0000, MF1: 0.4726, ACC1: 0.0000, ACC0: 0.9901, Gmean: 0.0000
2025-05-08 21:02:25 - 更新最佳测试结果 (Epoch 0): AUC 0.4939, PRE 0.0000, REC 0.0000, MF1 0.4726, ACC1 0.0000, ACC0 0.9901, Gmean 0.0000
2025-05-08 21:02:25 - Epoch 0, val mf1: 0.4724, val ACC1: 0.0000, val ACC0: 0.9897, val Gmean: 0.0000 (best 0.4724)
2025-05-08 21:02:25 - Epoch 1 伪标签: 正样本: 33 (1.0%), 负样本: 3420 (99.0%)
2025-05-08 21:02:25 - Epoch 1, 测试集 AUC: 0.7439, PRE: 0.1918, REC: 0.4970, MF1: 0.5640, ACC1: 0.4970, ACC0: 0.7802, Gmean: 0.6227
2025-05-08 21:02:25 - 更新最佳测试结果 (Epoch 1): AUC 0.7439, PRE 0.1918, REC 0.4970, MF1 0.5640, ACC1 0.4970, ACC0 0.7802, Gmean 0.6227
2025-05-08 21:02:25 - Epoch 1, val mf1: 0.5769, val ACC1: 0.5521, val ACC0: 0.7776, val Gmean: 0.6553 (best 0.5769)
2025-05-08 21:02:25 - Epoch 2 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 21:02:26 - Epoch 2, 测试集 AUC: 0.8483, PRE: 0.3261, REC: 0.8212, MF1: 0.6799, ACC1: 0.8212, ACC0: 0.8219, Gmean: 0.8215
2025-05-08 21:02:26 - 更新最佳测试结果 (Epoch 2): AUC 0.8483, PRE 0.3261, REC 0.8212, MF1 0.6799, ACC1 0.8212, ACC0 0.8219, Gmean 0.8215
2025-05-08 21:02:26 - Epoch 2, val mf1: 0.6651, val ACC1: 0.7914, val ACC0: 0.8132, val Gmean: 0.8022 (best 0.6651)
2025-05-08 21:02:26 - Epoch 3 伪标签: 正样本: 868 (25.1%), 负样本: 2585 (74.9%)
2025-05-08 21:02:26 - Epoch 3, 测试集 AUC: 0.7986, PRE: 0.2287, REC: 0.8152, MF1: 0.5897, ACC1: 0.8152, ACC0: 0.7115, Gmean: 0.7616
2025-05-08 21:02:26 - Epoch 3, val mf1: 0.5739, val ACC1: 0.7730, val ACC0: 0.7007, val Gmean: 0.7360 (best 0.6651)
2025-05-08 21:02:26 - Epoch 4 伪标签: 正样本: 1342 (38.9%), 负样本: 2111 (61.1%)
2025-05-08 21:02:27 - Epoch 4, 测试集 AUC: 0.7422, PRE: 0.1821, REC: 0.8242, MF1: 0.5242, ACC1: 0.8242, ACC0: 0.6113, Gmean: 0.7098
2025-05-08 21:02:27 - Epoch 4, val mf1: 0.5047, val ACC1: 0.7853, val ACC0: 0.5908, val Gmean: 0.6811 (best 0.6651)
2025-05-08 21:02:27 - Epoch 5 伪标签: 正样本: 1903 (55.1%), 负样本: 1550 (44.9%)
2025-05-08 21:02:27 - Epoch 5, 测试集 AUC: 0.6892, PRE: 0.1515, REC: 0.7667, MF1: 0.4755, ACC1: 0.7667, ACC0: 0.5493, Gmean: 0.6489
2025-05-08 21:02:27 - Epoch 5, val mf1: 0.4658, val ACC1: 0.7485, val ACC0: 0.5378, val Gmean: 0.6345 (best 0.6651)
2025-05-08 21:02:27 - Epoch 6 伪标签: 正样本: 2514 (72.8%), 负样本: 939 (27.2%)
2025-05-08 21:02:28 - Epoch 6, 测试集 AUC: 0.7220, PRE: 0.1749, REC: 0.6788, MF1: 0.5301, ACC1: 0.6788, ACC0: 0.6638, Gmean: 0.6713
2025-05-08 21:02:28 - Epoch 6, val mf1: 0.5167, val ACC1: 0.6503, val ACC0: 0.6509, val Gmean: 0.6506 (best 0.6651)
2025-05-08 21:02:28 - Epoch 7 伪标签: 正样本: 1307 (37.9%), 负样本: 2146 (62.1%)
2025-05-08 21:02:28 - Epoch 7, 测试集 AUC: 0.7367, PRE: 0.1901, REC: 0.7121, MF1: 0.5482, ACC1: 0.7121, ACC0: 0.6816, Gmean: 0.6967
2025-05-08 21:02:28 - Epoch 7, val mf1: 0.5267, val ACC1: 0.6564, val ACC0: 0.6652, val Gmean: 0.6608 (best 0.6651)
2025-05-08 21:02:28 - Epoch 8 伪标签: 正样本: 1252 (36.3%), 负样本: 2201 (63.7%)
2025-05-08 21:02:29 - Epoch 8, 测试集 AUC: 0.7682, PRE: 0.2173, REC: 0.5939, MF1: 0.5856, ACC1: 0.5939, ACC0: 0.7754, Gmean: 0.6787
2025-05-08 21:02:29 - Epoch 8, val mf1: 0.5611, val ACC1: 0.5460, val ACC0: 0.7569, val Gmean: 0.6429 (best 0.6651)
2025-05-08 21:02:29 - Epoch 9 伪标签: 正样本: 1343 (38.9%), 负样本: 2110 (61.1%)
2025-05-08 21:02:29 - Epoch 9, 测试集 AUC: 0.7248, PRE: 0.2626, REC: 0.5848, MF1: 0.6235, ACC1: 0.5848, ACC0: 0.8276, Gmean: 0.6957
2025-05-08 21:02:29 - Epoch 9, val mf1: 0.5886, val ACC1: 0.5276, val ACC0: 0.8028, val Gmean: 0.6508 (best 0.6651)
2025-05-08 21:02:29 - Epoch 10 伪标签: 正样本: 1370 (39.7%), 负样本: 2083 (60.3%)
2025-05-08 21:02:29 - Epoch 10, 有标签损失: 0.2809, 一致性损失: 0.2020, 伪标签损失: 0.5004, LPL损失: 39.9825, 聚类损失: 13.5882, 总损失: 1.2542
2025-05-08 21:02:30 - Epoch 10, 测试集 AUC: 0.7545, PRE: 0.2987, REC: 0.6273, MF1: 0.6510, ACC1: 0.6273, ACC0: 0.8454, Gmean: 0.7282
2025-05-08 21:02:30 - Epoch 10, val mf1: 0.6072, val ACC1: 0.5215, val ACC0: 0.8293, val Gmean: 0.6576 (best 0.6651)
2025-05-08 21:02:30 - Epoch 11 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 21:02:30 - Epoch 11, 测试集 AUC: 0.7820, PRE: 0.4139, REC: 0.6697, MF1: 0.7211, ACC1: 0.6697, ACC0: 0.9004, Gmean: 0.7765
2025-05-08 21:02:30 - Epoch 11, val mf1: 0.6861, val ACC1: 0.5644, val ACC0: 0.8992, val Gmean: 0.7124 (best 0.6861)
2025-05-08 21:02:30 - Epoch 12 伪标签: 正样本: 1873 (54.2%), 负样本: 1580 (45.8%)
2025-05-08 21:02:31 - Epoch 12, 测试集 AUC: 0.7832, PRE: 0.5315, REC: 0.6394, MF1: 0.7657, ACC1: 0.6394, ACC0: 0.9408, Gmean: 0.7756
2025-05-08 21:02:31 - Epoch 12, val mf1: 0.7605, val ACC1: 0.6196, val ACC0: 0.9418, val Gmean: 0.7639 (best 0.7605)
2025-05-08 21:02:31 - Epoch 13 伪标签: 正样本: 1503 (43.5%), 负样本: 1950 (56.5%)
2025-05-08 21:02:31 - Epoch 13, 测试集 AUC: 0.7743, PRE: 0.5839, REC: 0.5697, MF1: 0.7664, ACC1: 0.5697, ACC0: 0.9574, Gmean: 0.7385
2025-05-08 21:02:31 - Epoch 13, val mf1: 0.7773, val ACC1: 0.5951, val ACC0: 0.9580, val Gmean: 0.7550 (best 0.7773)
2025-05-08 21:02:31 - Epoch 14 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 21:02:31 - Epoch 14, 测试集 AUC: 0.7769, PRE: 0.6299, REC: 0.5364, MF1: 0.7694, ACC1: 0.5364, ACC0: 0.9669, Gmean: 0.7202
2025-05-08 21:02:31 - Epoch 14, val mf1: 0.7811, val ACC1: 0.5644, val ACC0: 0.9670, val Gmean: 0.7388 (best 0.7811)
2025-05-08 21:02:32 - Epoch 15 伪标签: 正样本: 927 (26.8%), 负样本: 2526 (73.2%)
2025-05-08 21:02:32 - Epoch 15, 测试集 AUC: 0.7612, PRE: 0.6720, REC: 0.5091, MF1: 0.7705, ACC1: 0.5091, ACC0: 0.9739, Gmean: 0.7041
2025-05-08 21:02:32 - Epoch 15, val mf1: 0.7803, val ACC1: 0.5337, val ACC0: 0.9735, val Gmean: 0.7208 (best 0.7811)
2025-05-08 21:02:32 - Epoch 16 伪标签: 正样本: 818 (23.7%), 负样本: 2635 (76.3%)
2025-05-08 21:02:33 - Epoch 16, 测试集 AUC: 0.7464, PRE: 0.7190, REC: 0.4576, MF1: 0.7611, ACC1: 0.4576, ACC0: 0.9812, Gmean: 0.6701
2025-05-08 21:02:33 - Epoch 16, val mf1: 0.7858, val ACC1: 0.5092, val ACC0: 0.9819, val Gmean: 0.7071 (best 0.7858)
2025-05-08 21:02:33 - Epoch 17 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-08 21:02:33 - Epoch 17, 测试集 AUC: 0.7306, PRE: 0.7977, REC: 0.4182, MF1: 0.7567, ACC1: 0.4182, ACC0: 0.9889, Gmean: 0.6431
2025-05-08 21:02:33 - Epoch 17, val mf1: 0.7815, val ACC1: 0.4601, val ACC0: 0.9910, val Gmean: 0.6752 (best 0.7858)
2025-05-08 21:02:33 - Epoch 18 伪标签: 正样本: 647 (18.7%), 负样本: 2806 (81.3%)
2025-05-08 21:02:34 - Epoch 18, 测试集 AUC: 0.7032, PRE: 0.8217, REC: 0.3909, MF1: 0.7472, ACC1: 0.3909, ACC0: 0.9911, Gmean: 0.6224
2025-05-08 21:02:34 - Epoch 18, val mf1: 0.7692, val ACC1: 0.4294, val ACC0: 0.9922, val Gmean: 0.6528 (best 0.7858)
2025-05-08 21:02:34 - Epoch 19 伪标签: 正样本: 545 (15.8%), 负样本: 2908 (84.2%)
2025-05-08 21:02:34 - Epoch 19, 测试集 AUC: 0.6861, PRE: 0.7974, REC: 0.3697, MF1: 0.7341, ACC1: 0.3697, ACC0: 0.9901, Gmean: 0.6050
2025-05-08 21:02:34 - Epoch 19, val mf1: 0.7648, val ACC1: 0.4233, val ACC0: 0.9916, val Gmean: 0.6479 (best 0.7858)
2025-05-08 21:02:34 - Epoch 20 伪标签: 正样本: 460 (13.3%), 负样本: 2993 (86.7%)
2025-05-08 21:02:34 - Epoch 20, 有标签损失: 0.1167, 一致性损失: 0.0828, 伪标签损失: 0.8772, LPL损失: 49.7378, 聚类损失: 3.2859, 总损失: 1.0175
2025-05-08 21:02:34 - Epoch 20, 测试集 AUC: 0.6753, PRE: 0.9655, REC: 0.3394, MF1: 0.7340, ACC1: 0.3394, ACC0: 0.9987, Gmean: 0.5822
2025-05-08 21:02:34 - Epoch 20, val mf1: 0.7476, val ACC1: 0.3681, val ACC0: 0.9974, val Gmean: 0.6059 (best 0.7858)
2025-05-08 21:02:35 - Epoch 21 伪标签: 正样本: 884 (25.6%), 负样本: 2569 (74.4%)
2025-05-08 21:02:35 - Epoch 21, 测试集 AUC: 0.6567, PRE: 0.9375, REC: 0.3182, MF1: 0.7197, ACC1: 0.3182, ACC0: 0.9978, Gmean: 0.5634
2025-05-08 21:02:35 - Epoch 21, val mf1: 0.7325, val ACC1: 0.3436, val ACC0: 0.9968, val Gmean: 0.5852 (best 0.7858)
2025-05-08 21:02:35 - Epoch 22 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 21:02:36 - Epoch 22, 测试集 AUC: 0.6265, PRE: 0.9570, REC: 0.2697, MF1: 0.6916, ACC1: 0.2697, ACC0: 0.9987, Gmean: 0.5190
2025-05-08 21:02:36 - Epoch 22, val mf1: 0.7182, val ACC1: 0.3190, val ACC0: 0.9968, val Gmean: 0.5639 (best 0.7858)
2025-05-08 21:02:36 - Epoch 23 伪标签: 正样本: 751 (21.7%), 负样本: 2702 (78.3%)
2025-05-08 21:02:36 - Epoch 23, 测试集 AUC: 0.6059, PRE: 1.0000, REC: 0.2606, MF1: 0.6881, ACC1: 0.2606, ACC0: 1.0000, Gmean: 0.5105
2025-05-08 21:02:36 - Epoch 23, val mf1: 0.7121, val ACC1: 0.3006, val ACC0: 0.9994, val Gmean: 0.5481 (best 0.7858)
2025-05-08 21:02:36 - Epoch 24 伪标签: 正样本: 696 (20.2%), 负样本: 2757 (79.8%)
2025-05-08 21:02:37 - Epoch 24, 测试集 AUC: 0.5898, PRE: 0.9286, REC: 0.2758, MF1: 0.6938, ACC1: 0.2758, ACC0: 0.9978, Gmean: 0.5245
2025-05-08 21:02:37 - Epoch 24, val mf1: 0.7195, val ACC1: 0.3190, val ACC0: 0.9974, val Gmean: 0.5641 (best 0.7858)
2025-05-08 21:02:37 - Epoch 25 伪标签: 正样本: 656 (19.0%), 负样本: 2797 (81.0%)
2025-05-08 21:02:37 - Epoch 25, 测试集 AUC: 0.6275, PRE: 0.9796, REC: 0.2909, MF1: 0.7062, ACC1: 0.2909, ACC0: 0.9994, Gmean: 0.5392
2025-05-08 21:02:37 - Epoch 25, val mf1: 0.7256, val ACC1: 0.3252, val ACC0: 0.9987, val Gmean: 0.5699 (best 0.7858)
2025-05-08 21:02:37 - Epoch 26 伪标签: 正样本: 667 (19.3%), 负样本: 2786 (80.7%)
