2025-05-08 20:59:25 - 运行开始时间: 20250508_205925
2025-05-08 20:59:25 - 日志文件: logs/train_log_amazon_seed64_20250508_205925.txt
2025-05-08 20:59:25 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:59:25 - 无标签数据数量: 3453
2025-05-08 20:59:25 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:59:25 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:59:25 - 伪标签策略：
2025-05-08 20:59:25 -   使用模型输出和聚类结果的融合
2025-05-08 20:59:25 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:59:26 - 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: 4.9263
2025-05-08 20:59:26 - Epoch 0, 测试集 AUC: 0.8178, PRE: 0.0806, REC: 0.0152, MF1: 0.4836, ACC1: 0.0152, ACC0: 0.9819, Gmean: 0.1220
2025-05-08 20:59:26 - 更新最佳测试结果 (Epoch 0): AUC 0.8178, PRE 0.0806, REC 0.0152, MF1 0.4836, ACC1 0.0152, ACC0 0.9819, Gmean 0.1220
2025-05-08 20:59:26 - Epoch 0, val mf1: 0.5058, val ACC1: 0.0429, val ACC0: 0.9800, val Gmean: 0.2051 (best 0.5058)
2025-05-08 20:59:26 - Epoch 1 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:59:26 - Epoch 1, 测试集 AUC: 0.8161, PRE: 0.1604, REC: 0.0515, MF1: 0.5081, ACC1: 0.0515, ACC0: 0.9717, Gmean: 0.2237
2025-05-08 20:59:26 - Epoch 1, val mf1: 0.5093, val ACC1: 0.0552, val ACC0: 0.9690, val Gmean: 0.2313 (best 0.5093)
2025-05-08 20:59:27 - Epoch 2 伪标签: 正样本: 103 (3.0%), 负样本: 3350 (97.0%)
2025-05-08 20:59:27 - Epoch 2, 测试集 AUC: 0.7976, PRE: 0.1809, REC: 0.1667, MF1: 0.5453, ACC1: 0.1667, ACC0: 0.9208, Gmean: 0.3917
2025-05-08 20:59:27 - Epoch 2, val mf1: 0.5607, val ACC1: 0.1963, val ACC0: 0.9218, val Gmean: 0.4254 (best 0.5607)
2025-05-08 20:59:27 - Epoch 3 伪标签: 正样本: 294 (8.5%), 负样本: 3159 (91.5%)
2025-05-08 20:59:27 - Epoch 3, 测试集 AUC: 0.7666, PRE: 0.2324, REC: 0.4697, MF1: 0.5977, ACC1: 0.4697, ACC0: 0.8372, Gmean: 0.6271
2025-05-08 20:59:27 - Epoch 3, val mf1: 0.6139, val ACC1: 0.5521, val ACC0: 0.8268, val Gmean: 0.6756 (best 0.6139)
2025-05-08 20:59:27 - Epoch 4 伪标签: 正样本: 639 (18.5%), 负样本: 2814 (81.5%)
2025-05-08 20:59:28 - Epoch 4, 测试集 AUC: 0.7507, PRE: 0.2372, REC: 0.6303, MF1: 0.6034, ACC1: 0.6303, ACC0: 0.7872, Gmean: 0.7044
2025-05-08 20:59:28 - Epoch 4, val mf1: 0.6040, val ACC1: 0.6626, val ACC0: 0.7770, val Gmean: 0.7175 (best 0.6139)
2025-05-08 20:59:28 - Epoch 5 伪标签: 正样本: 1040 (30.1%), 负样本: 2413 (69.9%)
2025-05-08 20:59:28 - Epoch 5, 测试集 AUC: 0.7566, PRE: 0.2331, REC: 0.8061, MF1: 0.5951, ACC1: 0.8061, ACC0: 0.7217, Gmean: 0.7627
2025-05-08 20:59:28 - Epoch 5, val mf1: 0.5836, val ACC1: 0.7853, val ACC0: 0.7111, val Gmean: 0.7472 (best 0.6139)
2025-05-08 20:59:28 - Epoch 6 伪标签: 正样本: 1460 (42.3%), 负样本: 1993 (57.7%)
2025-05-08 20:59:29 - Epoch 6, 测试集 AUC: 0.7740, PRE: 0.2014, REC: 0.8727, MF1: 0.5495, ACC1: 0.8727, ACC0: 0.6368, Gmean: 0.7455
2025-05-08 20:59:29 - Epoch 6, val mf1: 0.5248, val ACC1: 0.8528, val ACC0: 0.6037, val Gmean: 0.7175 (best 0.6139)
2025-05-08 20:59:29 - Epoch 7 伪标签: 正样本: 1864 (54.0%), 负样本: 1589 (46.0%)
2025-05-08 20:59:29 - Epoch 7, 测试集 AUC: 0.8019, PRE: 0.1744, REC: 0.8879, MF1: 0.5016, ACC1: 0.8879, ACC0: 0.5588, Gmean: 0.7044
2025-05-08 20:59:29 - Epoch 7, val mf1: 0.4812, val ACC1: 0.8650, val ACC0: 0.5320, val Gmean: 0.6784 (best 0.6139)
2025-05-08 20:59:29 - Epoch 8 伪标签: 正样本: 2492 (72.2%), 负样本: 961 (27.8%)
2025-05-08 20:59:30 - Epoch 8, 测试集 AUC: 0.8642, PRE: 0.1876, REC: 0.8727, MF1: 0.5276, ACC1: 0.8727, ACC0: 0.6034, Gmean: 0.7257
2025-05-08 20:59:30 - 更新最佳测试结果 (Epoch 8): AUC 0.8642, PRE 0.1876, REC 0.8727, MF1 0.5276, ACC1 0.8727, ACC0 0.6034, Gmean 0.7257
2025-05-08 20:59:30 - Epoch 8, val mf1: 0.5105, val ACC1: 0.8589, val ACC0: 0.5798, val Gmean: 0.7057 (best 0.6139)
2025-05-08 20:59:30 - Epoch 9 伪标签: 正样本: 2593 (75.1%), 负样本: 860 (24.9%)
2025-05-08 20:59:30 - Epoch 9, 测试集 AUC: 0.8850, PRE: 0.2626, REC: 0.8364, MF1: 0.6254, ACC1: 0.8364, ACC0: 0.7535, Gmean: 0.7939
2025-05-08 20:59:30 - 更新最佳测试结果 (Epoch 9): AUC 0.8850, PRE 0.2626, REC 0.8364, MF1 0.6254, ACC1 0.8364, ACC0 0.7535, Gmean 0.7939
2025-05-08 20:59:30 - Epoch 9, val mf1: 0.5978, val ACC1: 0.7607, val ACC0: 0.7382, val Gmean: 0.7494 (best 0.6139)
2025-05-08 20:59:30 - Epoch 10 伪标签: 正样本: 2395 (69.4%), 负样本: 1058 (30.6%)
2025-05-08 20:59:31 - Epoch 10, 有标签损失: 0.0584, 一致性损失: 0.0619, 伪标签损失: 0.7844, LPL损失: 121.5838, 聚类损失: 15.1757, 总损失: 0.6852
2025-05-08 20:59:31 - Epoch 10, 测试集 AUC: 0.8832, PRE: 0.3852, REC: 0.8182, MF1: 0.7204, ACC1: 0.8182, ACC0: 0.8629, Gmean: 0.8403
2025-05-08 20:59:31 - Epoch 10, val mf1: 0.6938, val ACC1: 0.7546, val ACC0: 0.8533, val Gmean: 0.8024 (best 0.6938)
2025-05-08 20:59:31 - Epoch 11 伪标签: 正样本: 1954 (56.6%), 负样本: 1499 (43.4%)
2025-05-08 20:59:31 - Epoch 11, 测试集 AUC: 0.8896, PRE: 0.4397, REC: 0.8182, MF1: 0.7524, ACC1: 0.8182, ACC0: 0.8906, Gmean: 0.8536
2025-05-08 20:59:31 - 更新最佳测试结果 (Epoch 11): AUC 0.8896, PRE 0.4397, REC 0.8182, MF1 0.7524, ACC1 0.8182, ACC0 0.8906, Gmean 0.8536
2025-05-08 20:59:31 - Epoch 11, val mf1: 0.7208, val ACC1: 0.7546, val ACC0: 0.8785, val Gmean: 0.8142 (best 0.7208)
2025-05-08 20:59:32 - Epoch 12 伪标签: 正样本: 1467 (42.5%), 负样本: 1986 (57.5%)
2025-05-08 20:59:32 - Epoch 12, 测试集 AUC: 0.8958, PRE: 0.5434, REC: 0.8152, MF1: 0.8026, ACC1: 0.8152, ACC0: 0.9281, Gmean: 0.8698
2025-05-08 20:59:32 - 更新最佳测试结果 (Epoch 12): AUC 0.8958, PRE 0.5434, REC 0.8152, MF1 0.8026, ACC1 0.8152, ACC0 0.9281, Gmean 0.8698
2025-05-08 20:59:32 - Epoch 12, val mf1: 0.7709, val ACC1: 0.7485, val ACC0: 0.9198, val Gmean: 0.8297 (best 0.7709)
2025-05-08 20:59:32 - Epoch 13 伪标签: 正样本: 1240 (35.9%), 负样本: 2213 (64.1%)
2025-05-08 20:59:33 - Epoch 13, 测试集 AUC: 0.8957, PRE: 0.6700, REC: 0.8061, MF1: 0.8502, ACC1: 0.8061, ACC0: 0.9583, Gmean: 0.8789
2025-05-08 20:59:33 - Epoch 13, val mf1: 0.8227, val ACC1: 0.7362, val ACC0: 0.9554, val Gmean: 0.8387 (best 0.8227)
2025-05-08 20:59:33 - Epoch 14 伪标签: 正样本: 1099 (31.8%), 负样本: 2354 (68.2%)
2025-05-08 20:59:33 - Epoch 14, 测试集 AUC: 0.8948, PRE: 0.7814, REC: 0.7909, MF1: 0.8818, ACC1: 0.7909, ACC0: 0.9768, Gmean: 0.8789
2025-05-08 20:59:33 - Epoch 14, val mf1: 0.8592, val ACC1: 0.7239, val ACC0: 0.9767, val Gmean: 0.8409 (best 0.8592)
2025-05-08 20:59:33 - Epoch 15 伪标签: 正样本: 1122 (32.5%), 负样本: 2331 (67.5%)
2025-05-08 20:59:34 - Epoch 15, 测试集 AUC: 0.8976, PRE: 0.8649, REC: 0.7758, MF1: 0.8999, ACC1: 0.7758, ACC0: 0.9873, Gmean: 0.8752
2025-05-08 20:59:34 - 更新最佳测试结果 (Epoch 15): AUC 0.8976, PRE 0.8649, REC 0.7758, MF1 0.8999, ACC1 0.7758, ACC0 0.9873, Gmean 0.8752
2025-05-08 20:59:34 - Epoch 15, val mf1: 0.8694, val ACC1: 0.7178, val ACC0: 0.9825, val Gmean: 0.8398 (best 0.8694)
2025-05-08 20:59:34 - Epoch 16 伪标签: 正样本: 1188 (34.4%), 负样本: 2265 (65.6%)
2025-05-08 20:59:34 - Epoch 16, 测试集 AUC: 0.8963, PRE: 0.9065, REC: 0.7636, MF1: 0.9063, ACC1: 0.7636, ACC0: 0.9917, Gmean: 0.8702
2025-05-08 20:59:34 - Epoch 16, val mf1: 0.8750, val ACC1: 0.6933, val ACC0: 0.9890, val Gmean: 0.8280 (best 0.8750)
2025-05-08 20:59:35 - Epoch 17 伪标签: 正样本: 1202 (34.8%), 负样本: 2251 (65.2%)
2025-05-08 20:59:35 - Epoch 17, 测试集 AUC: 0.8898, PRE: 0.9225, REC: 0.7576, MF1: 0.9080, ACC1: 0.7576, ACC0: 0.9933, Gmean: 0.8675
2025-05-08 20:59:35 - Epoch 17, val mf1: 0.8749, val ACC1: 0.6810, val ACC0: 0.9910, val Gmean: 0.8215 (best 0.8750)
2025-05-08 20:59:35 - Epoch 18 伪标签: 正样本: 1180 (34.2%), 负样本: 2273 (65.8%)
2025-05-08 20:59:36 - Epoch 18, 测试集 AUC: 0.8804, PRE: 0.9571, REC: 0.6758, MF1: 0.8869, ACC1: 0.6758, ACC0: 0.9968, Gmean: 0.8207
2025-05-08 20:59:36 - Epoch 18, val mf1: 0.8507, val ACC1: 0.5890, val ACC0: 0.9961, val Gmean: 0.7659 (best 0.8750)
2025-05-08 20:59:36 - Epoch 19 伪标签: 正样本: 1161 (33.6%), 负样本: 2292 (66.4%)
2025-05-08 20:59:36 - Epoch 19, 测试集 AUC: 0.8580, PRE: 0.9737, REC: 0.5606, MF1: 0.8441, ACC1: 0.5606, ACC0: 0.9984, Gmean: 0.7481
2025-05-08 20:59:36 - Epoch 19, val mf1: 0.8259, val ACC1: 0.5215, val ACC0: 0.9981, val Gmean: 0.7214 (best 0.8750)
2025-05-08 20:59:36 - Epoch 20 伪标签: 正样本: 1065 (30.8%), 负样本: 2388 (69.2%)
2025-05-08 20:59:37 - Epoch 20, 有标签损失: 0.0050, 一致性损失: 0.0073, 伪标签损失: 0.4534, LPL损失: 118.5441, 聚类损失: 4.3435, 总损失: 0.6273
2025-05-08 20:59:37 - Epoch 20, 测试集 AUC: 0.8313, PRE: 0.9934, REC: 0.4576, MF1: 0.7994, ACC1: 0.4576, ACC0: 0.9997, Gmean: 0.6763
2025-05-08 20:59:37 - Epoch 20, val mf1: 0.7875, val ACC1: 0.4356, val ACC0: 0.9994, val Gmean: 0.6598 (best 0.8750)
2025-05-08 20:59:37 - Epoch 21 伪标签: 正样本: 1097 (31.8%), 负样本: 2356 (68.2%)
2025-05-08 20:59:38 - Epoch 21, 测试集 AUC: 0.8036, PRE: 1.0000, REC: 0.3848, MF1: 0.7623, ACC1: 0.3848, ACC0: 1.0000, Gmean: 0.6204
2025-05-08 20:59:38 - Epoch 21, val mf1: 0.7748, val ACC1: 0.4110, val ACC0: 0.9994, val Gmean: 0.6409 (best 0.8750)
2025-05-08 20:59:38 - Epoch 22 伪标签: 正样本: 1220 (35.3%), 负样本: 2233 (64.7%)
2025-05-08 20:59:38 - Epoch 22, 测试集 AUC: 0.8149, PRE: 0.9872, REC: 0.4667, MF1: 0.8031, ACC1: 0.4667, ACC0: 0.9994, Gmean: 0.6829
2025-05-08 20:59:38 - Epoch 22, val mf1: 0.7892, val ACC1: 0.4417, val ACC0: 0.9987, val Gmean: 0.6642 (best 0.8750)
2025-05-08 20:59:38 - Epoch 23 伪标签: 正样本: 1233 (35.7%), 负样本: 2220 (64.3%)
2025-05-08 20:59:39 - Epoch 23, 测试集 AUC: 0.8353, PRE: 0.9683, REC: 0.5545, MF1: 0.8407, ACC1: 0.5545, ACC0: 0.9981, Gmean: 0.7440
2025-05-08 20:59:39 - Epoch 23, val mf1: 0.8131, val ACC1: 0.4969, val ACC0: 0.9974, val Gmean: 0.7040 (best 0.8750)
2025-05-08 20:59:39 - Epoch 24 伪标签: 正样本: 1287 (37.3%), 负样本: 2166 (62.7%)
2025-05-08 20:59:39 - Epoch 24, 测试集 AUC: 0.8588, PRE: 0.9535, REC: 0.6212, MF1: 0.8656, ACC1: 0.6212, ACC0: 0.9968, Gmean: 0.7869
2025-05-08 20:59:39 - Epoch 24, val mf1: 0.8338, val ACC1: 0.5460, val ACC0: 0.9968, val Gmean: 0.7377 (best 0.8750)
2025-05-08 20:59:39 - Epoch 25 伪标签: 正样本: 1297 (37.6%), 负样本: 2156 (62.4%)
2025-05-08 20:59:40 - Epoch 25, 测试集 AUC: 0.8648, PRE: 0.9132, REC: 0.6697, MF1: 0.8762, ACC1: 0.6697, ACC0: 0.9933, Gmean: 0.8156
2025-05-08 20:59:40 - Epoch 25, val mf1: 0.8457, val ACC1: 0.5951, val ACC0: 0.9929, val Gmean: 0.7687 (best 0.8750)
2025-05-08 20:59:40 - Epoch 26 伪标签: 正样本: 1391 (40.3%), 负样本: 2062 (59.7%)
2025-05-08 20:59:41 - Epoch 26, 测试集 AUC: 0.8652, PRE: 0.8769, REC: 0.6909, MF1: 0.8759, ACC1: 0.6909, ACC0: 0.9898, Gmean: 0.8270
2025-05-08 20:59:41 - Epoch 26, val mf1: 0.8473, val ACC1: 0.6135, val ACC0: 0.9903, val Gmean: 0.7795 (best 0.8750)
2025-05-08 20:59:41 - Epoch 27 伪标签: 正样本: 1386 (40.1%), 负样本: 2067 (59.9%)
2025-05-08 20:59:41 - Epoch 27, 测试集 AUC: 0.8651, PRE: 0.8972, REC: 0.6879, MF1: 0.8792, ACC1: 0.6879, ACC0: 0.9917, Gmean: 0.8259
2025-05-08 20:59:41 - Epoch 27, val mf1: 0.8458, val ACC1: 0.6135, val ACC0: 0.9897, val Gmean: 0.7792 (best 0.8750)
2025-05-08 20:59:41 - Epoch 28 伪标签: 正样本: 1410 (40.8%), 负样本: 2043 (59.2%)
2025-05-08 20:59:42 - Epoch 28, 测试集 AUC: 0.8539, PRE: 0.8975, REC: 0.6636, MF1: 0.8709, ACC1: 0.6636, ACC0: 0.9920, Gmean: 0.8114
2025-05-08 20:59:42 - Epoch 28, val mf1: 0.8457, val ACC1: 0.5951, val ACC0: 0.9929, val Gmean: 0.7687 (best 0.8750)
2025-05-08 20:59:42 - Epoch 29 伪标签: 正样本: 1419 (41.1%), 负样本: 2034 (58.9%)
2025-05-08 20:59:42 - Epoch 29, 测试集 AUC: 0.8446, PRE: 0.9238, REC: 0.6242, MF1: 0.8615, ACC1: 0.6242, ACC0: 0.9946, Gmean: 0.7880
2025-05-08 20:59:42 - Epoch 29, val mf1: 0.8308, val ACC1: 0.5460, val ACC0: 0.9955, val Gmean: 0.7373 (best 0.8750)
2025-05-08 20:59:42 - Epoch 30 伪标签: 正样本: 1495 (43.3%), 负样本: 1958 (56.7%)
2025-05-08 20:59:42 - Epoch 30, 有标签损失: 0.0038, 一致性损失: 0.0043, 伪标签损失: 0.4346, LPL损失: 164.0243, 聚类损失: 2.9587, 总损失: 1.0175
2025-05-08 20:59:43 - Epoch 30, 测试集 AUC: 0.8162, PRE: 0.9550, REC: 0.5788, MF1: 0.8488, ACC1: 0.5788, ACC0: 0.9971, Gmean: 0.7597
2025-05-08 20:59:43 - Epoch 30, val mf1: 0.8171, val ACC1: 0.5153, val ACC0: 0.9955, val Gmean: 0.7162 (best 0.8750)
2025-05-08 20:59:43 - Epoch 31 伪标签: 正样本: 1484 (43.0%), 负样本: 1969 (57.0%)
2025-05-08 20:59:43 - Epoch 31, 测试集 AUC: 0.7888, PRE: 0.9714, REC: 0.5152, MF1: 0.8238, ACC1: 0.5152, ACC0: 0.9984, Gmean: 0.7172
2025-05-08 20:59:43 - Epoch 31, val mf1: 0.8087, val ACC1: 0.4847, val ACC0: 0.9981, val Gmean: 0.6955 (best 0.8750)
2025-05-08 20:59:43 - Epoch 32 伪标签: 正样本: 1466 (42.5%), 负样本: 1987 (57.5%)
2025-05-08 20:59:44 - Epoch 32, 测试集 AUC: 0.7523, PRE: 0.9722, REC: 0.4242, MF1: 0.7804, ACC1: 0.4242, ACC0: 0.9987, Gmean: 0.6509
2025-05-08 20:59:44 - Epoch 32, val mf1: 0.7734, val ACC1: 0.4110, val ACC0: 0.9987, val Gmean: 0.6407 (best 0.8750)
2025-05-08 20:59:44 - Epoch 33 伪标签: 正样本: 1494 (43.3%), 负样本: 1959 (56.7%)
2025-05-08 20:59:44 - Epoch 33, 测试集 AUC: 0.7017, PRE: 0.9813, REC: 0.3182, MF1: 0.7228, ACC1: 0.3182, ACC0: 0.9994, Gmean: 0.5639
2025-05-08 20:59:44 - Epoch 33, val mf1: 0.7399, val ACC1: 0.3497, val ACC0: 0.9987, val Gmean: 0.5910 (best 0.8750)
2025-05-08 20:59:44 - Epoch 34 伪标签: 正样本: 1548 (44.8%), 负样本: 1905 (55.2%)
2025-05-08 20:59:45 - Epoch 34, 测试集 AUC: 0.6837, PRE: 0.9890, REC: 0.2727, MF1: 0.6953, ACC1: 0.2727, ACC0: 0.9997, Gmean: 0.5221
2025-05-08 20:59:45 - Epoch 34, val mf1: 0.7183, val ACC1: 0.3129, val ACC0: 0.9987, val Gmean: 0.5590 (best 0.8750)
2025-05-08 20:59:45 - Epoch 35 伪标签: 正样本: 1542 (44.7%), 负样本: 1911 (55.3%)
2025-05-08 20:59:46 - Epoch 35, 测试集 AUC: 0.6893, PRE: 0.9804, REC: 0.3030, MF1: 0.7137, ACC1: 0.3030, ACC0: 0.9994, Gmean: 0.5503
2025-05-08 20:59:46 - Epoch 35, val mf1: 0.7364, val ACC1: 0.3436, val ACC0: 0.9987, val Gmean: 0.5858 (best 0.8750)
2025-05-08 20:59:46 - Epoch 36 伪标签: 正样本: 1561 (45.2%), 负样本: 1892 (54.8%)
2025-05-08 20:59:46 - Epoch 36, 测试集 AUC: 0.7000, PRE: 0.9640, REC: 0.3242, MF1: 0.7252, ACC1: 0.3242, ACC0: 0.9987, Gmean: 0.5691
2025-05-08 20:59:46 - Epoch 36, val mf1: 0.7434, val ACC1: 0.3558, val ACC0: 0.9987, val Gmean: 0.5961 (best 0.8750)
2025-05-08 20:59:46 - Epoch 37 伪标签: 正样本: 1555 (45.0%), 负样本: 1898 (55.0%)
2025-05-08 20:59:47 - Epoch 37, 测试集 AUC: 0.7088, PRE: 0.9735, REC: 0.3333, MF1: 0.7312, ACC1: 0.3333, ACC0: 0.9990, Gmean: 0.5771
2025-05-08 20:59:47 - Epoch 37, val mf1: 0.7502, val ACC1: 0.3681, val ACC0: 0.9987, val Gmean: 0.6063 (best 0.8750)
2025-05-08 20:59:47 - Epoch 38 伪标签: 正样本: 1574 (45.6%), 负样本: 1879 (54.4%)
2025-05-08 20:59:47 - Epoch 38, 测试集 AUC: 0.7029, PRE: 0.9469, REC: 0.3242, MF1: 0.7239, ACC1: 0.3242, ACC0: 0.9981, Gmean: 0.5689
2025-05-08 20:59:47 - Epoch 38, val mf1: 0.7489, val ACC1: 0.3681, val ACC0: 0.9981, val Gmean: 0.6061 (best 0.8750)
2025-05-08 20:59:47 - Epoch 39 伪标签: 正样本: 1604 (46.5%), 负样本: 1849 (53.5%)
2025-05-08 20:59:48 - Epoch 39, 测试集 AUC: 0.6835, PRE: 0.9340, REC: 0.3000, MF1: 0.7088, ACC1: 0.3000, ACC0: 0.9978, Gmean: 0.5471
2025-05-08 20:59:48 - Epoch 39, val mf1: 0.7455, val ACC1: 0.3620, val ACC0: 0.9981, val Gmean: 0.6011 (best 0.8750)
2025-05-08 20:59:48 - Epoch 40 伪标签: 正样本: 1551 (44.9%), 负样本: 1902 (55.1%)
2025-05-08 20:59:48 - Epoch 40, 有标签损失: 0.0026, 一致性损失: 0.0023, 伪标签损失: 0.4366, LPL损失: 176.7976, 聚类损失: 1.7241, 总损失: 1.3044
2025-05-08 20:59:48 - Epoch 40, 测试集 AUC: 0.6513, PRE: 0.9213, REC: 0.2485, MF1: 0.6762, ACC1: 0.2485, ACC0: 0.9978, Gmean: 0.4979
2025-05-08 20:59:48 - Epoch 40, val mf1: 0.7097, val ACC1: 0.3006, val ACC0: 0.9981, val Gmean: 0.5478 (best 0.8750)
2025-05-08 20:59:48 - Epoch 41 伪标签: 正样本: 1639 (47.5%), 负样本: 1814 (52.5%)
2025-05-08 20:59:49 - Epoch 41, 测试集 AUC: 0.6327, PRE: 0.9054, REC: 0.2030, MF1: 0.6452, ACC1: 0.2030, ACC0: 0.9978, Gmean: 0.4501
2025-05-08 20:59:49 - Epoch 41, val mf1: 0.6716, val ACC1: 0.2393, val ACC0: 0.9987, val Gmean: 0.4888 (best 0.8750)
2025-05-08 20:59:49 - Epoch 42 伪标签: 正样本: 1598 (46.3%), 负样本: 1855 (53.7%)
2025-05-08 20:59:50 - Epoch 42, 测试集 AUC: 0.6169, PRE: 0.9538, REC: 0.1879, MF1: 0.6363, ACC1: 0.1879, ACC0: 0.9990, Gmean: 0.4332
2025-05-08 20:59:50 - Epoch 42, val mf1: 0.6384, val ACC1: 0.1902, val ACC0: 0.9994, val Gmean: 0.4360 (best 0.8750)
2025-05-08 20:59:50 - Epoch 43 伪标签: 正样本: 1602 (46.4%), 负样本: 1851 (53.6%)
2025-05-08 20:59:50 - Epoch 43, 测试集 AUC: 0.6154, PRE: 0.9403, REC: 0.1909, MF1: 0.6380, ACC1: 0.1909, ACC0: 0.9987, Gmean: 0.4367
2025-05-08 20:59:50 - Epoch 43, val mf1: 0.6505, val ACC1: 0.2086, val ACC0: 0.9987, val Gmean: 0.4564 (best 0.8750)
2025-05-08 20:59:50 - Epoch 44 伪标签: 正样本: 1575 (45.6%), 负样本: 1878 (54.4%)
2025-05-08 20:59:51 - Epoch 44, 测试集 AUC: 0.6293, PRE: 0.8765, REC: 0.2152, MF1: 0.6522, ACC1: 0.2152, ACC0: 0.9968, Gmean: 0.4631
2025-05-08 20:59:51 - Epoch 44, val mf1: 0.6675, val ACC1: 0.2331, val ACC0: 0.9987, val Gmean: 0.4825 (best 0.8750)
2025-05-08 20:59:51 - Epoch 45 伪标签: 正样本: 1620 (46.9%), 负样本: 1833 (53.1%)
2025-05-08 20:59:51 - Epoch 45, 测试集 AUC: 0.6405, PRE: 0.8421, REC: 0.2424, MF1: 0.6679, ACC1: 0.2424, ACC0: 0.9952, Gmean: 0.4912
2025-05-08 20:59:51 - Epoch 45, val mf1: 0.6871, val ACC1: 0.2699, val ACC0: 0.9961, val Gmean: 0.5185 (best 0.8750)
2025-05-08 20:59:52 - Epoch 46 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-08 20:59:52 - Epoch 46, 测试集 AUC: 0.6504, PRE: 0.8131, REC: 0.2636, MF1: 0.6789, ACC1: 0.2636, ACC0: 0.9936, Gmean: 0.5118
2025-05-08 20:59:52 - Epoch 46, val mf1: 0.7000, val ACC1: 0.2945, val ACC0: 0.9948, val Gmean: 0.5413 (best 0.8750)
2025-05-08 20:59:52 - Epoch 47 伪标签: 正样本: 1594 (46.2%), 负样本: 1859 (53.8%)
2025-05-08 20:59:52 - Epoch 47, 测试集 AUC: 0.6427, PRE: 0.8218, REC: 0.2515, MF1: 0.6722, ACC1: 0.2515, ACC0: 0.9943, Gmean: 0.5001
2025-05-08 20:59:52 - Epoch 47, val mf1: 0.6887, val ACC1: 0.2761, val ACC0: 0.9948, val Gmean: 0.5241 (best 0.8750)
2025-05-08 20:59:52 - Epoch 48 伪标签: 正样本: 1611 (46.7%), 负样本: 1842 (53.3%)
2025-05-08 20:59:53 - Epoch 48, 测试集 AUC: 0.6365, PRE: 0.8539, REC: 0.2303, MF1: 0.6609, ACC1: 0.2303, ACC0: 0.9959, Gmean: 0.4789
2025-05-08 20:59:53 - Epoch 48, val mf1: 0.6793, val ACC1: 0.2577, val ACC0: 0.9961, val Gmean: 0.5066 (best 0.8750)
2025-05-08 20:59:53 - Epoch 49 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-08 20:59:53 - Epoch 49, 测试集 AUC: 0.6175, PRE: 0.8816, REC: 0.2030, MF1: 0.6442, ACC1: 0.2030, ACC0: 0.9971, Gmean: 0.4499
2025-05-08 20:59:53 - Epoch 49, val mf1: 0.6452, val ACC1: 0.2025, val ACC0: 0.9981, val Gmean: 0.4495 (best 0.8750)
2025-05-08 20:59:53 - Epoch 50 伪标签: 正样本: 1525 (44.2%), 负样本: 1928 (55.8%)
2025-05-08 20:59:54 - Epoch 50, 有标签损失: 0.0016, 一致性损失: 0.0012, 伪标签损失: 0.4354, LPL损失: 178.8107, 聚类损失: 0.8984, 总损失: 1.5720
2025-05-08 20:59:54 - Epoch 50, 测试集 AUC: 0.6080, PRE: 0.9492, REC: 0.1697, MF1: 0.6228, ACC1: 0.1697, ACC0: 0.9990, Gmean: 0.4117
2025-05-08 20:59:54 - Epoch 50, val mf1: 0.6192, val ACC1: 0.1656, val ACC0: 0.9987, val Gmean: 0.4067 (best 0.8750)
2025-05-08 20:59:54 - Epoch 51 伪标签: 正样本: 81 (2.3%), 负样本: 3372 (97.7%)
2025-05-08 20:59:54 - Epoch 51, 测试集 AUC: 0.5868, PRE: 0.9762, REC: 0.1242, MF1: 0.5882, ACC1: 0.1242, ACC0: 0.9997, Gmean: 0.3524
2025-05-08 20:59:54 - Epoch 51, val mf1: 0.5764, val ACC1: 0.1104, val ACC0: 0.9994, val Gmean: 0.3322 (best 0.8750)
2025-05-08 20:59:55 - Epoch 52 伪标签: 正样本: 82 (2.4%), 负样本: 3371 (97.6%)
2025-05-08 20:59:55 - Epoch 52, 测试集 AUC: 0.5701, PRE: 1.0000, REC: 0.1000, MF1: 0.5684, ACC1: 0.1000, ACC0: 1.0000, Gmean: 0.3162
2025-05-08 20:59:55 - Epoch 52, val mf1: 0.5660, val ACC1: 0.0982, val ACC0: 0.9994, val Gmean: 0.3132 (best 0.8750)
2025-05-08 20:59:55 - Epoch 53 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:59:55 - Epoch 53, 测试集 AUC: 0.5678, PRE: 1.0000, REC: 0.0970, MF1: 0.5658, ACC1: 0.0970, ACC0: 1.0000, Gmean: 0.3114
2025-05-08 20:59:55 - Epoch 53, val mf1: 0.5660, val ACC1: 0.0982, val ACC0: 0.9994, val Gmean: 0.3132 (best 0.8750)
2025-05-08 20:59:55 - Epoch 54 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 20:59:56 - Epoch 54, 测试集 AUC: 0.5648, PRE: 1.0000, REC: 0.1000, MF1: 0.5684, ACC1: 0.1000, ACC0: 1.0000, Gmean: 0.3162
2025-05-08 20:59:56 - Epoch 54, val mf1: 0.5660, val ACC1: 0.0982, val ACC0: 0.9994, val Gmean: 0.3132 (best 0.8750)
2025-05-08 20:59:56 - Epoch 55 伪标签: 正样本: 1601 (46.4%), 负样本: 1852 (53.6%)
2025-05-08 20:59:56 - Epoch 55, 测试集 AUC: 0.5687, PRE: 1.0000, REC: 0.1030, MF1: 0.5709, ACC1: 0.1030, ACC0: 1.0000, Gmean: 0.3210
2025-05-08 20:59:56 - Epoch 55, val mf1: 0.5712, val ACC1: 0.1043, val ACC0: 0.9994, val Gmean: 0.3228 (best 0.8750)
2025-05-08 20:59:56 - Epoch 56 伪标签: 正样本: 63 (1.8%), 负样本: 3390 (98.2%)
2025-05-08 20:59:57 - Epoch 56, 测试集 AUC: 0.5723, PRE: 1.0000, REC: 0.1061, MF1: 0.5735, ACC1: 0.1061, ACC0: 1.0000, Gmean: 0.3257
2025-05-08 20:59:57 - Epoch 56, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8750)
2025-05-08 20:59:57 - Epoch 57 伪标签: 正样本: 72 (2.1%), 负样本: 3381 (97.9%)
2025-05-08 20:59:57 - Epoch 57, 测试集 AUC: 0.5700, PRE: 1.0000, REC: 0.1000, MF1: 0.5684, ACC1: 0.1000, ACC0: 1.0000, Gmean: 0.3162
2025-05-08 20:59:57 - Epoch 57, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8750)
2025-05-08 20:59:58 - Epoch 58 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:59:58 - Epoch 58, 测试集 AUC: 0.5565, PRE: 1.0000, REC: 0.0848, MF1: 0.5553, ACC1: 0.0848, ACC0: 1.0000, Gmean: 0.2913
2025-05-08 20:59:58 - Epoch 58, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8750)
2025-05-08 20:59:58 - Epoch 59 伪标签: 正样本: 66 (1.9%), 负样本: 3387 (98.1%)
2025-05-08 20:59:58 - Epoch 59, 测试集 AUC: 0.5506, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:59:58 - Epoch 59, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8750)
2025-05-08 20:59:58 - Epoch 60 伪标签: 正样本: 61 (1.8%), 负样本: 3392 (98.2%)
2025-05-08 20:59:59 - Epoch 60, 有标签损失: 0.0016, 一致性损失: 0.0009, 伪标签损失: 0.4334, LPL损失: 11.6857, 聚类损失: 0.1614, 总损失: 0.1303
2025-05-08 20:59:59 - Epoch 60, 测试集 AUC: 0.5470, PRE: 1.0000, REC: 0.0667, MF1: 0.5392, ACC1: 0.0667, ACC0: 1.0000, Gmean: 0.2582
2025-05-08 20:59:59 - Epoch 60, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8750)
2025-05-08 20:59:59 - Epoch 61 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 20:59:59 - Epoch 61, 测试集 AUC: 0.5466, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:59:59 - Epoch 61, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 20:59:59 - Epoch 62 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 21:00:00 - Epoch 62, 测试集 AUC: 0.5418, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 21:00:00 - Epoch 62, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:00:00 - Epoch 63 伪标签: 正样本: 61 (1.8%), 负样本: 3392 (98.2%)
2025-05-08 21:00:00 - Epoch 63, 测试集 AUC: 0.5394, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 21:00:00 - Epoch 63, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:00 - Epoch 64 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 21:00:01 - Epoch 64, 测试集 AUC: 0.5398, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 21:00:01 - Epoch 64, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:01 - Epoch 65 伪标签: 正样本: 51 (1.5%), 负样本: 3402 (98.5%)
2025-05-08 21:00:01 - Epoch 65, 测试集 AUC: 0.5392, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 21:00:01 - Epoch 65, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:00:01 - Epoch 66 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 21:00:02 - Epoch 66, 测试集 AUC: 0.5371, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 21:00:02 - Epoch 66, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8750)
2025-05-08 21:00:02 - Epoch 67 伪标签: 正样本: 1621 (46.9%), 负样本: 1832 (53.1%)
2025-05-08 21:00:02 - Epoch 67, 测试集 AUC: 0.5406, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 21:00:02 - Epoch 67, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8750)
2025-05-08 21:00:02 - Epoch 68 伪标签: 正样本: 44 (1.3%), 负样本: 3409 (98.7%)
2025-05-08 21:00:03 - Epoch 68, 测试集 AUC: 0.5436, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 21:00:03 - Epoch 68, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:00:03 - Epoch 69 伪标签: 正样本: 43 (1.2%), 负样本: 3410 (98.8%)
2025-05-08 21:00:04 - Epoch 69, 测试集 AUC: 0.5386, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 21:00:04 - Epoch 69, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:00:04 - Epoch 70 伪标签: 正样本: 41 (1.2%), 负样本: 3412 (98.8%)
2025-05-08 21:00:04 - Epoch 70, 有标签损失: 0.0005, 一致性损失: 0.0006, 伪标签损失: 0.4299, LPL损失: 7.7905, 聚类损失: 0.1232, 总损失: 0.1044
2025-05-08 21:00:04 - Epoch 70, 测试集 AUC: 0.5374, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 21:00:04 - Epoch 70, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:04 - Epoch 71 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-08 21:00:05 - Epoch 71, 测试集 AUC: 0.5344, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 21:00:05 - Epoch 71, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:05 - Epoch 72 伪标签: 正样本: 1558 (45.1%), 负样本: 1895 (54.9%)
2025-05-08 21:00:06 - Epoch 72, 测试集 AUC: 0.5374, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 21:00:06 - Epoch 72, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:06 - Epoch 73 伪标签: 正样本: 41 (1.2%), 负样本: 3412 (98.8%)
2025-05-08 21:00:06 - Epoch 73, 测试集 AUC: 0.5405, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 21:00:06 - Epoch 73, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:06 - Epoch 74 伪标签: 正样本: 43 (1.2%), 负样本: 3410 (98.8%)
2025-05-08 21:00:07 - Epoch 74, 测试集 AUC: 0.5371, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 21:00:07 - Epoch 74, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:07 - Epoch 75 伪标签: 正样本: 1596 (46.2%), 负样本: 1857 (53.8%)
2025-05-08 21:00:07 - Epoch 75, 测试集 AUC: 0.5400, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 21:00:07 - Epoch 75, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:00:08 - Epoch 76 伪标签: 正样本: 1612 (46.7%), 负样本: 1841 (53.3%)
2025-05-08 21:00:08 - Epoch 76, 测试集 AUC: 0.5442, PRE: 1.0000, REC: 0.0667, MF1: 0.5392, ACC1: 0.0667, ACC0: 1.0000, Gmean: 0.2582
2025-05-08 21:00:08 - Epoch 76, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:00:08 - Epoch 77 伪标签: 正样本: 38 (1.1%), 负样本: 3415 (98.9%)
2025-05-08 21:00:08 - Epoch 77, 测试集 AUC: 0.5396, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 21:00:08 - Epoch 77, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:00:08 - Epoch 78 伪标签: 正样本: 43 (1.2%), 负样本: 3410 (98.8%)
2025-05-08 21:00:09 - Epoch 78, 测试集 AUC: 0.5361, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 21:00:09 - Epoch 78, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:00:09 - Epoch 79 伪标签: 正样本: 42 (1.2%), 负样本: 3411 (98.8%)
2025-05-08 21:00:09 - Epoch 79, 测试集 AUC: 0.5246, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 21:00:09 - Epoch 79, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:00:09 - Epoch 80 伪标签: 正样本: 1587 (46.0%), 负样本: 1866 (54.0%)
2025-05-08 21:00:10 - Epoch 80, 有标签损失: 0.0005, 一致性损失: 0.0004, 伪标签损失: 0.4747, LPL损失: 155.1446, 聚类损失: 0.1963, 总损失: 2.2885
2025-05-08 21:00:10 - Epoch 80, 测试集 AUC: 0.5235, PRE: 1.0000, REC: 0.0364, MF1: 0.5110, ACC1: 0.0364, ACC0: 1.0000, Gmean: 0.1907
2025-05-08 21:00:10 - Epoch 80, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:00:10 - Epoch 81 伪标签: 正样本: 1637 (47.4%), 负样本: 1816 (52.6%)
2025-05-08 21:00:11 - Epoch 81, 测试集 AUC: 0.5281, PRE: 1.0000, REC: 0.0364, MF1: 0.5110, ACC1: 0.0364, ACC0: 1.0000, Gmean: 0.1907
2025-05-08 21:00:11 - Epoch 81, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:00:11 - Epoch 82 伪标签: 正样本: 1554 (45.0%), 负样本: 1899 (55.0%)
2025-05-08 21:00:11 - Epoch 82, 测试集 AUC: 0.5369, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 21:00:11 - Epoch 82, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:00:11 - Epoch 83 伪标签: 正样本: 56 (1.6%), 负样本: 3397 (98.4%)
2025-05-08 21:00:12 - Epoch 83, 测试集 AUC: 0.5386, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 21:00:12 - Epoch 83, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:00:12 - Epoch 84 伪标签: 正样本: 58 (1.7%), 负样本: 3395 (98.3%)
2025-05-08 21:00:12 - Epoch 84, 测试集 AUC: 0.5334, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 21:00:12 - Epoch 84, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:00:13 - Epoch 85 伪标签: 正样本: 50 (1.4%), 负样本: 3403 (98.6%)
2025-05-08 21:00:13 - Epoch 85, 测试集 AUC: 0.5239, PRE: 1.0000, REC: 0.0364, MF1: 0.5110, ACC1: 0.0364, ACC0: 1.0000, Gmean: 0.1907
2025-05-08 21:00:13 - Epoch 85, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:00:13 - Epoch 86 伪标签: 正样本: 23 (0.7%), 负样本: 3430 (99.3%)
2025-05-08 21:00:14 - Epoch 86, 测试集 AUC: 0.5215, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:00:14 - Epoch 86, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:00:14 - Epoch 87 伪标签: 正样本: 1620 (46.9%), 负样本: 1833 (53.1%)
2025-05-08 21:00:14 - Epoch 87, 测试集 AUC: 0.5373, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:00:14 - Epoch 87, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:00:14 - Epoch 88 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 21:00:15 - Epoch 88, 测试集 AUC: 0.5507, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:00:15 - Epoch 88, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:00:15 - Epoch 89 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 21:00:16 - Epoch 89, 测试集 AUC: 0.5441, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:00:16 - Epoch 89, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:16 - Epoch 90 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 21:00:16 - Epoch 90, 有标签损失: 0.0001, 一致性损失: 0.0077, 伪标签损失: 0.4258, LPL损失: 17.6125, 聚类损失: 1.1154, 总损失: 0.3399
2025-05-08 21:00:16 - Epoch 90, 测试集 AUC: 0.5434, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:00:16 - Epoch 90, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:16 - Epoch 91 伪标签: 正样本: 90 (2.6%), 负样本: 3363 (97.4%)
2025-05-08 21:00:17 - Epoch 91, 测试集 AUC: 0.5418, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:00:17 - Epoch 91, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:17 - Epoch 92 伪标签: 正样本: 95 (2.8%), 负样本: 3358 (97.2%)
2025-05-08 21:00:17 - Epoch 92, 测试集 AUC: 0.5368, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:00:17 - Epoch 92, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:18 - Epoch 93 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 21:00:18 - Epoch 93, 测试集 AUC: 0.5284, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 21:00:18 - Epoch 93, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:18 - Epoch 94 伪标签: 正样本: 45 (1.3%), 负样本: 3408 (98.7%)
2025-05-08 21:00:19 - Epoch 94, 测试集 AUC: 0.5207, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 21:00:19 - Epoch 94, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:19 - Epoch 95 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-08 21:00:19 - Epoch 95, 测试集 AUC: 0.5185, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:00:19 - Epoch 95, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:00:19 - Epoch 96 伪标签: 正样本: 1627 (47.1%), 负样本: 1826 (52.9%)
2025-05-08 21:00:20 - Epoch 96, 测试集 AUC: 0.5274, PRE: 1.0000, REC: 0.0364, MF1: 0.5110, ACC1: 0.0364, ACC0: 1.0000, Gmean: 0.1907
2025-05-08 21:00:20 - Epoch 96, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:00:20 - Epoch 97 伪标签: 正样本: 40 (1.2%), 负样本: 3413 (98.8%)
2025-05-08 21:00:20 - Epoch 97, 测试集 AUC: 0.5370, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:00:20 - Epoch 97, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:00:20 - Epoch 98 伪标签: 正样本: 71 (2.1%), 负样本: 3382 (97.9%)
2025-05-08 21:00:21 - Epoch 98, 测试集 AUC: 0.5413, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 21:00:21 - Epoch 98, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:21 - Epoch 99 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 21:00:21 - Epoch 99, 测试集 AUC: 0.5409, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:00:21 - Epoch 99, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:21 - Epoch 100 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 21:00:22 - Epoch 100, 有标签损失: 0.0002, 一致性损失: 0.0032, 伪标签损失: 0.4229, LPL损失: 19.9683, 聚类损失: 0.5721, 总损失: 0.4307
2025-05-08 21:00:22 - Epoch 100, 测试集 AUC: 0.5416, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 21:00:22 - Epoch 100, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:22 - Epoch 101 伪标签: 正样本: 92 (2.7%), 负样本: 3361 (97.3%)
2025-05-08 21:00:22 - Epoch 101, 测试集 AUC: 0.5380, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 21:00:22 - Epoch 101, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8750)
2025-05-08 21:00:22 - Epoch 102 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 21:00:22 - Epoch 102, 测试集 AUC: 0.5371, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 21:00:22 - Epoch 102, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:23 - Epoch 103 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 21:00:23 - Epoch 103, 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 21:00:23 - Epoch 103, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:00:23 - Epoch 104 伪标签: 正样本: 1591 (46.1%), 负样本: 1862 (53.9%)
2025-05-08 21:00:24 - Epoch 104, 测试集 AUC: 0.5261, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 21:00:24 - Epoch 104, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:00:24 - Epoch 105 伪标签: 正样本: 26 (0.8%), 负样本: 3427 (99.2%)
2025-05-08 21:00:24 - Epoch 105, 测试集 AUC: 0.5227, PRE: 0.8571, REC: 0.0364, MF1: 0.5107, ACC1: 0.0364, ACC0: 0.9994, Gmean: 0.1906
2025-05-08 21:00:24 - Epoch 105, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:00:25 - Epoch 106 伪标签: 正样本: 1614 (46.7%), 负样本: 1839 (53.3%)
2025-05-08 21:00:25 - Epoch 106, 测试集 AUC: 0.5203, PRE: 0.9167, REC: 0.0333, MF1: 0.5079, ACC1: 0.0333, ACC0: 0.9997, Gmean: 0.1825
2025-05-08 21:00:25 - Epoch 106, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:00:25 - Epoch 107 伪标签: 正样本: 1615 (46.8%), 负样本: 1838 (53.2%)
2025-05-08 21:00:26 - Epoch 107, 测试集 AUC: 0.5198, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 21:00:26 - Epoch 107, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:00:26 - Epoch 108 伪标签: 正样本: 19 (0.6%), 负样本: 3434 (99.4%)
2025-05-08 21:00:26 - Epoch 108, 测试集 AUC: 0.5247, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:00:26 - Epoch 108, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8750)
2025-05-08 21:00:27 - Epoch 109 伪标签: 正样本: 36 (1.0%), 负样本: 3417 (99.0%)
2025-05-08 21:00:27 - Epoch 109, 测试集 AUC: 0.5256, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 21:00:27 - Epoch 109, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8750)
2025-05-08 21:00:27 - Epoch 110 伪标签: 正样本: 53 (1.5%), 负样本: 3400 (98.5%)
2025-05-08 21:00:27 - Epoch 110, 有标签损失: 0.0001, 一致性损失: 0.0013, 伪标签损失: 0.4203, LPL损失: 9.8804, 聚类损失: 0.1951, 总损失: 0.2519
2025-05-08 21:00:28 - Epoch 110, 测试集 AUC: 0.5245, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:28 - Epoch 110, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:28 - Epoch 111 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 21:00:28 - Epoch 111, 测试集 AUC: 0.5239, PRE: 1.0000, REC: 0.0030, MF1: 0.4782, ACC1: 0.0030, ACC0: 1.0000, Gmean: 0.0550
2025-05-08 21:00:28 - Epoch 111, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8750)
2025-05-08 21:00:28 - Epoch 112 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 21:00:29 - Epoch 112, 测试集 AUC: 0.5225, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 21:00:29 - Epoch 112, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:29 - Epoch 113 伪标签: 正样本: 58 (1.7%), 负样本: 3395 (98.3%)
2025-05-08 21:00:29 - Epoch 113, 测试集 AUC: 0.5238, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:29 - Epoch 113, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:29 - Epoch 114 伪标签: 正样本: 52 (1.5%), 负样本: 3401 (98.5%)
2025-05-08 21:00:29 - Epoch 114, 测试集 AUC: 0.5212, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 21:00:29 - Epoch 114, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:29 - Epoch 115 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 21:00:30 - Epoch 115, 测试集 AUC: 0.5194, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 21:00:30 - Epoch 115, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:30 - Epoch 116 伪标签: 正样本: 20 (0.6%), 负样本: 3433 (99.4%)
2025-05-08 21:00:30 - Epoch 116, 测试集 AUC: 0.5139, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 21:00:30 - Epoch 116, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:30 - Epoch 117 伪标签: 正样本: 1577 (45.7%), 负样本: 1876 (54.3%)
2025-05-08 21:00:31 - Epoch 117, 测试集 AUC: 0.5121, PRE: 1.0000, REC: 0.0152, MF1: 0.4904, ACC1: 0.0152, ACC0: 1.0000, Gmean: 0.1231
2025-05-08 21:00:31 - Epoch 117, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:31 - Epoch 118 伪标签: 正样本: 1642 (47.6%), 负样本: 1811 (52.4%)
2025-05-08 21:00:31 - Epoch 118, 测试集 AUC: 0.5105, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:31 - Epoch 118, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:32 - Epoch 119 伪标签: 正样本: 1599 (46.3%), 负样本: 1854 (53.7%)
2025-05-08 21:00:32 - Epoch 119, 测试集 AUC: 0.5106, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:32 - Epoch 119, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:32 - Epoch 120 伪标签: 正样本: 17 (0.5%), 负样本: 3436 (99.5%)
2025-05-08 21:00:32 - Epoch 120, 有标签损失: 0.0009, 一致性损失: 0.0002, 伪标签损失: 0.4180, LPL损失: 2.3253, 聚类损失: 0.0210, 总损失: 0.0781
2025-05-08 21:00:33 - Epoch 120, 测试集 AUC: 0.5129, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:33 - Epoch 120, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:33 - Epoch 121 伪标签: 正样本: 17 (0.5%), 负样本: 3436 (99.5%)
2025-05-08 21:00:33 - Epoch 121, 测试集 AUC: 0.5127, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:33 - Epoch 121, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:33 - Epoch 122 伪标签: 正样本: 17 (0.5%), 负样本: 3436 (99.5%)
2025-05-08 21:00:34 - Epoch 122, 测试集 AUC: 0.5122, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 21:00:34 - Epoch 122, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:34 - Epoch 123 伪标签: 正样本: 18 (0.5%), 负样本: 3435 (99.5%)
2025-05-08 21:00:35 - Epoch 123, 测试集 AUC: 0.5101, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:35 - Epoch 123, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:35 - Epoch 124 伪标签: 正样本: 19 (0.6%), 负样本: 3434 (99.4%)
2025-05-08 21:00:35 - Epoch 124, 测试集 AUC: 0.5067, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:35 - Epoch 124, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:35 - Epoch 125 伪标签: 正样本: 17 (0.5%), 负样本: 3436 (99.5%)
2025-05-08 21:00:36 - Epoch 125, 测试集 AUC: 0.5042, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:36 - Epoch 125, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:36 - Epoch 126 伪标签: 正样本: 16 (0.5%), 负样本: 3437 (99.5%)
2025-05-08 21:00:36 - Epoch 126, 测试集 AUC: 0.5041, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:36 - Epoch 126, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:37 - Epoch 127 伪标签: 正样本: 13 (0.4%), 负样本: 3440 (99.6%)
2025-05-08 21:00:37 - Epoch 127, 测试集 AUC: 0.5060, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 21:00:37 - Epoch 127, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:37 - Epoch 128 伪标签: 正样本: 16 (0.5%), 负样本: 3437 (99.5%)
2025-05-08 21:00:38 - Epoch 128, 测试集 AUC: 0.5102, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:38 - Epoch 128, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:38 - Epoch 129 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 21:00:38 - Epoch 129, 测试集 AUC: 0.5122, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:38 - Epoch 129, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:38 - Epoch 130 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 21:00:39 - Epoch 130, 有标签损失: 0.0010, 一致性损失: 0.0002, 伪标签损失: 0.4860, LPL损失: 175.2628, 聚类损失: 0.0519, 总损失: 5.6883
2025-05-08 21:00:39 - Epoch 130, 测试集 AUC: 0.5101, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 21:00:39 - Epoch 130, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:39 - Epoch 131 伪标签: 正样本: 12 (0.3%), 负样本: 3441 (99.7%)
2025-05-08 21:00:39 - Epoch 131, 测试集 AUC: 0.5061, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:39 - Epoch 131, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:39 - Epoch 132 伪标签: 正样本: 13 (0.4%), 负样本: 3440 (99.6%)
2025-05-08 21:00:40 - Epoch 132, 测试集 AUC: 0.5049, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:40 - Epoch 132, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:40 - Epoch 133 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 21:00:40 - Epoch 133, 测试集 AUC: 0.5036, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:40 - Epoch 133, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:40 - Epoch 134 伪标签: 正样本: 15 (0.4%), 负样本: 3438 (99.6%)
2025-05-08 21:00:41 - Epoch 134, 测试集 AUC: 0.5034, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:41 - Epoch 134, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:41 - Epoch 135 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 21:00:42 - Epoch 135, 测试集 AUC: 0.5047, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:42 - Epoch 135, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:42 - Epoch 136 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 21:00:42 - Epoch 136, 测试集 AUC: 0.5073, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:42 - Epoch 136, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:42 - Epoch 137 伪标签: 正样本: 1536 (44.5%), 负样本: 1917 (55.5%)
2025-05-08 21:00:43 - Epoch 137, 测试集 AUC: 0.5065, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:43 - Epoch 137, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:43 - Epoch 138 伪标签: 正样本: 12 (0.3%), 负样本: 3441 (99.7%)
2025-05-08 21:00:43 - Epoch 138, 测试集 AUC: 0.5047, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:43 - Epoch 138, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:44 - Epoch 139 伪标签: 正样本: 12 (0.3%), 负样本: 3441 (99.7%)
2025-05-08 21:00:44 - Epoch 139, 测试集 AUC: 0.5040, PRE: 1.0000, REC: 0.0030, MF1: 0.4782, ACC1: 0.0030, ACC0: 1.0000, Gmean: 0.0550
2025-05-08 21:00:44 - Epoch 139, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:44 - Epoch 140 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 21:00:45 - Epoch 140, 有标签损失: 0.0008, 一致性损失: 0.0002, 伪标签损失: 0.4926, LPL损失: 201.6385, 聚类损失: 0.0360, 总损失: 7.5691
2025-05-08 21:00:45 - Epoch 140, 测试集 AUC: 0.5054, PRE: 1.0000, REC: 0.0030, MF1: 0.4782, ACC1: 0.0030, ACC0: 1.0000, Gmean: 0.0550
2025-05-08 21:00:45 - Epoch 140, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:45 - Epoch 141 伪标签: 正样本: 1616 (46.8%), 负样本: 1837 (53.2%)
2025-05-08 21:00:45 - Epoch 141, 测试集 AUC: 0.5056, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:45 - Epoch 141, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:46 - Epoch 142 伪标签: 正样本: 1566 (45.4%), 负样本: 1887 (54.6%)
2025-05-08 21:00:46 - Epoch 142, 测试集 AUC: 0.5059, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:46 - Epoch 142, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:46 - Epoch 143 伪标签: 正样本: 1585 (45.9%), 负样本: 1868 (54.1%)
2025-05-08 21:00:47 - Epoch 143, 测试集 AUC: 0.5044, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:47 - Epoch 143, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:47 - Epoch 144 伪标签: 正样本: 1556 (45.1%), 负样本: 1897 (54.9%)
2025-05-08 21:00:47 - Epoch 144, 测试集 AUC: 0.5045, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:47 - Epoch 144, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:48 - Epoch 145 伪标签: 正样本: 1614 (46.7%), 负样本: 1839 (53.3%)
2025-05-08 21:00:48 - Epoch 145, 测试集 AUC: 0.5044, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:48 - Epoch 145, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:48 - Epoch 146 伪标签: 正样本: 1611 (46.7%), 负样本: 1842 (53.3%)
2025-05-08 21:00:49 - Epoch 146, 测试集 AUC: 0.5042, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:49 - Epoch 146, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:49 - Epoch 147 伪标签: 正样本: 1590 (46.0%), 负样本: 1863 (54.0%)
2025-05-08 21:00:49 - Epoch 147, 测试集 AUC: 0.5039, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:49 - Epoch 147, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:50 - Epoch 148 伪标签: 正样本: 1578 (45.7%), 负样本: 1875 (54.3%)
2025-05-08 21:00:50 - Epoch 148, 测试集 AUC: 0.5039, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:50 - Epoch 148, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:50 - Epoch 149 伪标签: 正样本: 1602 (46.4%), 负样本: 1851 (53.6%)
2025-05-08 21:00:51 - Epoch 149, 测试集 AUC: 0.5039, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 21:00:51 - Epoch 149, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8750)
2025-05-08 21:00:51 - time cost: 85.61 s
2025-05-08 21:00:51 - 基于验证集最佳模型的测试结果: REC 76.36 PRE 90.65 MF1 90.63 AUC 89.63 ACC1 76.36 ACC0 99.17 Gmean 87.02
2025-05-08 21:00:51 - 测试集上观察到的最佳结果 (Epoch 15): AUC 89.76 PRE 86.49 REC 77.58 MF1 89.99 ACC1 77.58 ACC0 98.73 Gmean 87.52
