2025-05-08 21:01:14 - 运行开始时间: 20250508_210114
2025-05-08 21:01:14 - 日志文件: logs/train_log_amazon_seed64_20250508_210114.txt
2025-05-08 21:01:14 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:01:14 - 无标签数据数量: 3453
2025-05-08 21:01:14 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 21:01:14 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:01:14 - 伪标签策略：
2025-05-08 21:01:14 -   使用模型输出和聚类结果的融合
2025-05-08 21:01:14 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 21:01:15 - 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 21:01:15 - 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 21:01:15 - 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 21:01:15 - Epoch 0, val mf1: 0.5058, val ACC1: 0.0429, val ACC0: 0.9800, val Gmean: 0.2051 (best 0.5058)
2025-05-08 21:01:15 - Epoch 1 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 21:01:16 - 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 21:01:16 - Epoch 1, val mf1: 0.5093, val ACC1: 0.0552, val ACC0: 0.9690, val Gmean: 0.2313 (best 0.5093)
2025-05-08 21:01:16 - Epoch 2 伪标签: 正样本: 103 (3.0%), 负样本: 3350 (97.0%)
2025-05-08 21:01:16 - 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 21:01:16 - Epoch 2, val mf1: 0.5607, val ACC1: 0.1963, val ACC0: 0.9218, val Gmean: 0.4254 (best 0.5607)
2025-05-08 21:01:16 - Epoch 3 伪标签: 正样本: 294 (8.5%), 负样本: 3159 (91.5%)
2025-05-08 21:01:17 - 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 21:01:17 - Epoch 3, val mf1: 0.6139, val ACC1: 0.5521, val ACC0: 0.8268, val Gmean: 0.6756 (best 0.6139)
2025-05-08 21:01:17 - Epoch 4 伪标签: 正样本: 639 (18.5%), 负样本: 2814 (81.5%)
2025-05-08 21:01:17 - 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 21:01:17 - Epoch 4, val mf1: 0.6040, val ACC1: 0.6626, val ACC0: 0.7770, val Gmean: 0.7175 (best 0.6139)
2025-05-08 21:01:17 - Epoch 5 伪标签: 正样本: 1040 (30.1%), 负样本: 2413 (69.9%)
2025-05-08 21:01:18 - 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 21:01:18 - Epoch 5, val mf1: 0.5836, val ACC1: 0.7853, val ACC0: 0.7111, val Gmean: 0.7472 (best 0.6139)
2025-05-08 21:01:18 - Epoch 6 伪标签: 正样本: 1460 (42.3%), 负样本: 1993 (57.7%)
2025-05-08 21:01:18 - 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 21:01:18 - Epoch 6, val mf1: 0.5248, val ACC1: 0.8528, val ACC0: 0.6037, val Gmean: 0.7175 (best 0.6139)
2025-05-08 21:01:18 - Epoch 7 伪标签: 正样本: 1864 (54.0%), 负样本: 1589 (46.0%)
2025-05-08 21:01:19 - 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 21:01:19 - Epoch 7, val mf1: 0.4812, val ACC1: 0.8650, val ACC0: 0.5320, val Gmean: 0.6784 (best 0.6139)
2025-05-08 21:01:19 - Epoch 8 伪标签: 正样本: 2492 (72.2%), 负样本: 961 (27.8%)
2025-05-08 21:01:19 - 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 21:01:19 - 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 21:01:19 - Epoch 8, val mf1: 0.5105, val ACC1: 0.8589, val ACC0: 0.5798, val Gmean: 0.7057 (best 0.6139)
2025-05-08 21:01:19 - Epoch 9 伪标签: 正样本: 2593 (75.1%), 负样本: 860 (24.9%)
2025-05-08 21:01:20 - 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 21:01:20 - 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 21:01:20 - Epoch 9, val mf1: 0.5978, val ACC1: 0.7607, val ACC0: 0.7382, val Gmean: 0.7494 (best 0.6139)
2025-05-08 21:01:20 - Epoch 10 伪标签: 正样本: 2395 (69.4%), 负样本: 1058 (30.6%)
2025-05-08 21:01:20 - 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: 121.5847, 聚类损失: 15.1758, 总损失: 0.6852
2025-05-08 21:01:20 - 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 21:01:20 - Epoch 10, val mf1: 0.6938, val ACC1: 0.7546, val ACC0: 0.8533, val Gmean: 0.8024 (best 0.6938)
2025-05-08 21:01:20 - Epoch 11 伪标签: 正样本: 1954 (56.6%), 负样本: 1499 (43.4%)
2025-05-08 21:01:21 - 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 21:01:21 - 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 21:01:21 - Epoch 11, val mf1: 0.7208, val ACC1: 0.7546, val ACC0: 0.8785, val Gmean: 0.8142 (best 0.7208)
2025-05-08 21:01:21 - Epoch 12 伪标签: 正样本: 1467 (42.5%), 负样本: 1986 (57.5%)
2025-05-08 21:01:21 - 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 21:01:21 - 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 21:01:21 - Epoch 12, val mf1: 0.7709, val ACC1: 0.7485, val ACC0: 0.9198, val Gmean: 0.8297 (best 0.7709)
2025-05-08 21:01:21 - Epoch 13 伪标签: 正样本: 1240 (35.9%), 负样本: 2213 (64.1%)
2025-05-08 21:01:22 - 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 21:01:22 - Epoch 13, val mf1: 0.8227, val ACC1: 0.7362, val ACC0: 0.9554, val Gmean: 0.8387 (best 0.8227)
2025-05-08 21:01:22 - Epoch 14 伪标签: 正样本: 1099 (31.8%), 负样本: 2354 (68.2%)
2025-05-08 21:01:22 - 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 21:01:22 - Epoch 14, val mf1: 0.8592, val ACC1: 0.7239, val ACC0: 0.9767, val Gmean: 0.8409 (best 0.8592)
2025-05-08 21:01:22 - Epoch 15 伪标签: 正样本: 1122 (32.5%), 负样本: 2331 (67.5%)
2025-05-08 21:01:23 - 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 21:01:23 - 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 21:01:23 - Epoch 15, val mf1: 0.8694, val ACC1: 0.7178, val ACC0: 0.9825, val Gmean: 0.8398 (best 0.8694)
2025-05-08 21:01:23 - Epoch 16 伪标签: 正样本: 1188 (34.4%), 负样本: 2265 (65.6%)
2025-05-08 21:01:23 - Epoch 16, 测试集 AUC: 0.8963, PRE: 0.9032, REC: 0.7636, MF1: 0.9055, ACC1: 0.7636, ACC0: 0.9914, Gmean: 0.8701
2025-05-08 21:01:23 - Epoch 16, val mf1: 0.8750, val ACC1: 0.6933, val ACC0: 0.9890, val Gmean: 0.8280 (best 0.8750)
2025-05-08 21:01:23 - Epoch 17 伪标签: 正样本: 1202 (34.8%), 负样本: 2251 (65.2%)
2025-05-08 21:01:23 - 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 21:01:23 - Epoch 17, val mf1: 0.8749, val ACC1: 0.6810, val ACC0: 0.9910, val Gmean: 0.8215 (best 0.8750)
2025-05-08 21:01:23 - Epoch 18 伪标签: 正样本: 1180 (34.2%), 负样本: 2273 (65.8%)
2025-05-08 21:01:24 - 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 21:01:24 - Epoch 18, val mf1: 0.8558, val ACC1: 0.6012, val ACC0: 0.9961, val Gmean: 0.7739 (best 0.8750)
2025-05-08 21:01:24 - Epoch 19 伪标签: 正样本: 1161 (33.6%), 负样本: 2292 (66.4%)
2025-05-08 21:01:25 - Epoch 19, 测试集 AUC: 0.8593, PRE: 0.9740, REC: 0.5667, MF1: 0.8467, ACC1: 0.5667, ACC0: 0.9984, Gmean: 0.7522
2025-05-08 21:01:25 - Epoch 19, val mf1: 0.8286, val ACC1: 0.5276, val ACC0: 0.9981, val Gmean: 0.7257 (best 0.8750)
2025-05-08 21:01:25 - Epoch 20 伪标签: 正样本: 1065 (30.8%), 负样本: 2388 (69.2%)
2025-05-08 21:01:25 - Epoch 20, 有标签损失: 0.0050, 一致性损失: 0.0073, 伪标签损失: 0.4536, LPL损失: 118.5298, 聚类损失: 4.3489, 总损失: 0.6272
2025-05-08 21:01:25 - Epoch 20, 测试集 AUC: 0.8326, PRE: 0.9872, REC: 0.4667, MF1: 0.8031, ACC1: 0.4667, ACC0: 0.9994, Gmean: 0.6829
2025-05-08 21:01:25 - Epoch 20, val mf1: 0.7937, val ACC1: 0.4479, val ACC0: 0.9994, val Gmean: 0.6690 (best 0.8750)
2025-05-08 21:01:25 - Epoch 21 伪标签: 正样本: 1098 (31.8%), 负样本: 2355 (68.2%)
2025-05-08 21:01:26 - Epoch 21, 测试集 AUC: 0.8071, PRE: 1.0000, REC: 0.4000, MF1: 0.7705, ACC1: 0.4000, ACC0: 1.0000, Gmean: 0.6325
2025-05-08 21:01:26 - Epoch 21, val mf1: 0.7780, val ACC1: 0.4172, val ACC0: 0.9994, val Gmean: 0.6457 (best 0.8750)
2025-05-08 21:01:26 - Epoch 22 伪标签: 正样本: 1218 (35.3%), 负样本: 2235 (64.7%)
2025-05-08 21:01:26 - Epoch 22, 测试集 AUC: 0.8173, PRE: 0.9876, REC: 0.4818, MF1: 0.8104, ACC1: 0.4818, ACC0: 0.9994, Gmean: 0.6939
2025-05-08 21:01:26 - Epoch 22, val mf1: 0.7983, val ACC1: 0.4601, val ACC0: 0.9987, val Gmean: 0.6779 (best 0.8750)
2025-05-08 21:01:26 - Epoch 23 伪标签: 正样本: 1235 (35.8%), 负样本: 2218 (64.2%)
2025-05-08 21:01:27 - Epoch 23, 测试集 AUC: 0.8397, PRE: 0.9683, REC: 0.5545, MF1: 0.8407, ACC1: 0.5545, ACC0: 0.9981, Gmean: 0.7440
2025-05-08 21:01:27 - Epoch 23, val mf1: 0.8188, val ACC1: 0.5092, val ACC0: 0.9974, val Gmean: 0.7127 (best 0.8750)
2025-05-08 21:01:27 - Epoch 24 伪标签: 正样本: 1287 (37.3%), 负样本: 2166 (62.7%)
2025-05-08 21:01:28 - Epoch 24, 测试集 AUC: 0.8587, PRE: 0.9610, REC: 0.5970, MF1: 0.8572, ACC1: 0.5970, ACC0: 0.9975, Gmean: 0.7717
2025-05-08 21:01:28 - Epoch 24, val mf1: 0.8338, val ACC1: 0.5460, val ACC0: 0.9968, val Gmean: 0.7377 (best 0.8750)
2025-05-08 21:01:28 - Epoch 25 伪标签: 正样本: 1302 (37.7%), 负样本: 2151 (62.3%)
2025-05-08 21:01:28 - Epoch 25, 测试集 AUC: 0.8647, PRE: 0.9057, REC: 0.6697, MF1: 0.8747, ACC1: 0.6697, ACC0: 0.9927, Gmean: 0.8154
2025-05-08 21:01:28 - Epoch 25, val mf1: 0.8442, val ACC1: 0.5951, val ACC0: 0.9922, val Gmean: 0.7684 (best 0.8750)
2025-05-08 21:01:28 - Epoch 26 伪标签: 正样本: 1392 (40.3%), 负样本: 2061 (59.7%)
2025-05-08 21:01:28 - Epoch 26, 测试集 AUC: 0.8652, PRE: 0.8803, REC: 0.6909, MF1: 0.8766, ACC1: 0.6909, ACC0: 0.9901, Gmean: 0.8271
2025-05-08 21:01:28 - Epoch 26, val mf1: 0.8473, val ACC1: 0.6135, val ACC0: 0.9903, val Gmean: 0.7795 (best 0.8750)
2025-05-08 21:01:28 - Epoch 27 伪标签: 正样本: 1385 (40.1%), 负样本: 2068 (59.9%)
2025-05-08 21:01:29 - Epoch 27, 测试集 AUC: 0.8650, PRE: 0.9430, REC: 0.6515, MF1: 0.8753, ACC1: 0.6515, ACC0: 0.9959, Gmean: 0.8055
2025-05-08 21:01:29 - Epoch 27, val mf1: 0.8455, val ACC1: 0.5767, val ACC0: 0.9961, val Gmean: 0.7579 (best 0.8750)
2025-05-08 21:01:29 - Epoch 28 伪标签: 正样本: 1409 (40.8%), 负样本: 2044 (59.2%)
2025-05-08 21:01:29 - Epoch 28, 测试集 AUC: 0.8549, PRE: 0.8975, REC: 0.6636, MF1: 0.8709, ACC1: 0.6636, ACC0: 0.9920, Gmean: 0.8114
2025-05-08 21:01:29 - Epoch 28, val mf1: 0.8467, val ACC1: 0.6012, val ACC0: 0.9922, val Gmean: 0.7724 (best 0.8750)
2025-05-08 21:01:30 - Epoch 29 伪标签: 正样本: 1418 (41.1%), 负样本: 2035 (58.9%)
2025-05-08 21:01:30 - Epoch 29, 测试集 AUC: 0.8402, PRE: 0.9234, REC: 0.6212, MF1: 0.8603, ACC1: 0.6212, ACC0: 0.9946, Gmean: 0.7860
2025-05-08 21:01:30 - Epoch 29, val mf1: 0.8308, val ACC1: 0.5460, val ACC0: 0.9955, val Gmean: 0.7373 (best 0.8750)
2025-05-08 21:01:30 - Epoch 30 伪标签: 正样本: 1494 (43.3%), 负样本: 1959 (56.7%)
2025-05-08 21:01:30 - Epoch 30, 有标签损失: 0.0038, 一致性损失: 0.0043, 伪标签损失: 0.4345, LPL损失: 163.9297, 聚类损失: 2.9497, 总损失: 1.0168
2025-05-08 21:01:31 - Epoch 30, 测试集 AUC: 0.8137, PRE: 0.9598, REC: 0.5788, MF1: 0.8496, ACC1: 0.5788, ACC0: 0.9975, Gmean: 0.7598
2025-05-08 21:01:31 - Epoch 30, val mf1: 0.8171, val ACC1: 0.5153, val ACC0: 0.9955, val Gmean: 0.7162 (best 0.8750)
2025-05-08 21:01:31 - Epoch 31 伪标签: 正样本: 1485 (43.0%), 负样本: 1968 (57.0%)
2025-05-08 21:01:31 - Epoch 31, 测试集 AUC: 0.7862, PRE: 0.9714, REC: 0.5152, MF1: 0.8238, ACC1: 0.5152, ACC0: 0.9984, Gmean: 0.7172
2025-05-08 21:01:31 - Epoch 31, val mf1: 0.8087, val ACC1: 0.4847, val ACC0: 0.9981, val Gmean: 0.6955 (best 0.8750)
2025-05-08 21:01:31 - Epoch 32 伪标签: 正样本: 1466 (42.5%), 负样本: 1987 (57.5%)
2025-05-08 21:01:32 - 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 21:01:32 - Epoch 32, val mf1: 0.7734, val ACC1: 0.4110, val ACC0: 0.9987, val Gmean: 0.6407 (best 0.8750)
2025-05-08 21:01:32 - Epoch 33 伪标签: 正样本: 1494 (43.3%), 负样本: 1959 (56.7%)
2025-05-08 21:01:32 - Epoch 33, 测试集 AUC: 0.7004, PRE: 0.9813, REC: 0.3182, MF1: 0.7228, ACC1: 0.3182, ACC0: 0.9994, Gmean: 0.5639
2025-05-08 21:01:32 - Epoch 33, val mf1: 0.7399, val ACC1: 0.3497, val ACC0: 0.9987, val Gmean: 0.5910 (best 0.8750)
2025-05-08 21:01:32 - Epoch 34 伪标签: 正样本: 1548 (44.8%), 负样本: 1905 (55.2%)
2025-05-08 21:01:33 - Epoch 34, 测试集 AUC: 0.6835, PRE: 0.9890, REC: 0.2727, MF1: 0.6953, ACC1: 0.2727, ACC0: 0.9997, Gmean: 0.5221
2025-05-08 21:01:33 - Epoch 34, val mf1: 0.7183, val ACC1: 0.3129, val ACC0: 0.9987, val Gmean: 0.5590 (best 0.8750)
2025-05-08 21:01:33 - Epoch 35 伪标签: 正样本: 1542 (44.7%), 负样本: 1911 (55.3%)
2025-05-08 21:01:33 - Epoch 35, 测试集 AUC: 0.6889, PRE: 0.9804, REC: 0.3030, MF1: 0.7137, ACC1: 0.3030, ACC0: 0.9994, Gmean: 0.5503
2025-05-08 21:01:33 - Epoch 35, val mf1: 0.7364, val ACC1: 0.3436, val ACC0: 0.9987, val Gmean: 0.5858 (best 0.8750)
2025-05-08 21:01:33 - Epoch 36 伪标签: 正样本: 1564 (45.3%), 负样本: 1889 (54.7%)
2025-05-08 21:01:34 - Epoch 36, 测试集 AUC: 0.7021, PRE: 0.9474, REC: 0.3273, MF1: 0.7257, ACC1: 0.3273, ACC0: 0.9981, Gmean: 0.5715
2025-05-08 21:01:34 - Epoch 36, val mf1: 0.7407, val ACC1: 0.3558, val ACC0: 0.9974, val Gmean: 0.5957 (best 0.8750)
2025-05-08 21:01:34 - Epoch 37 伪标签: 正样本: 1561 (45.2%), 负样本: 1892 (54.8%)
2025-05-08 21:01:34 - Epoch 37, 测试集 AUC: 0.7118, PRE: 0.9576, REC: 0.3424, MF1: 0.7352, ACC1: 0.3424, ACC0: 0.9984, Gmean: 0.5847
2025-05-08 21:01:34 - Epoch 37, val mf1: 0.7502, val ACC1: 0.3681, val ACC0: 0.9987, val Gmean: 0.6063 (best 0.8750)
2025-05-08 21:01:34 - Epoch 38 伪标签: 正样本: 1577 (45.7%), 负样本: 1876 (54.3%)
2025-05-08 21:01:35 - Epoch 38, 测试集 AUC: 0.7018, PRE: 0.9474, REC: 0.3273, MF1: 0.7257, ACC1: 0.3273, ACC0: 0.9981, Gmean: 0.5715
2025-05-08 21:01:35 - Epoch 38, val mf1: 0.7476, val ACC1: 0.3681, val ACC0: 0.9974, val Gmean: 0.6059 (best 0.8750)
2025-05-08 21:01:35 - Epoch 39 伪标签: 正样本: 1602 (46.4%), 负样本: 1851 (53.6%)
2025-05-08 21:01:35 - Epoch 39, 测试集 AUC: 0.6819, PRE: 0.9252, REC: 0.3000, MF1: 0.7082, ACC1: 0.3000, ACC0: 0.9975, Gmean: 0.5470
2025-05-08 21:01:35 - Epoch 39, val mf1: 0.7420, val ACC1: 0.3558, val ACC0: 0.9981, val Gmean: 0.5959 (best 0.8750)
2025-05-08 21:01:35 - Epoch 40 伪标签: 正样本: 1545 (44.7%), 负样本: 1908 (55.3%)
2025-05-08 21:01:36 - Epoch 40, 有标签损失: 0.0022, 一致性损失: 0.0024, 伪标签损失: 0.4363, LPL损失: 175.4074, 聚类损失: 1.7634, 总损失: 1.2943
2025-05-08 21:01:36 - Epoch 40, 测试集 AUC: 0.6526, PRE: 0.9213, REC: 0.2485, MF1: 0.6762, ACC1: 0.2485, ACC0: 0.9978, Gmean: 0.4979
2025-05-08 21:01:36 - Epoch 40, val mf1: 0.7097, val ACC1: 0.3006, val ACC0: 0.9981, val Gmean: 0.5478 (best 0.8750)
2025-05-08 21:01:36 - Epoch 41 伪标签: 正样本: 1634 (47.3%), 负样本: 1819 (52.7%)
2025-05-08 21:01:37 - Epoch 41, 测试集 AUC: 0.6305, PRE: 0.9067, REC: 0.2061, MF1: 0.6473, ACC1: 0.2061, ACC0: 0.9978, Gmean: 0.4534
2025-05-08 21:01:37 - Epoch 41, val mf1: 0.6716, val ACC1: 0.2393, val ACC0: 0.9987, val Gmean: 0.4888 (best 0.8750)
2025-05-08 21:01:37 - Epoch 42 伪标签: 正样本: 1602 (46.4%), 负样本: 1851 (53.6%)
2025-05-08 21:01:37 - Epoch 42, 测试集 AUC: 0.6188, PRE: 0.9265, REC: 0.1909, MF1: 0.6375, ACC1: 0.1909, ACC0: 0.9984, Gmean: 0.4366
2025-05-08 21:01:37 - Epoch 42, val mf1: 0.6428, val ACC1: 0.1963, val ACC0: 0.9994, val Gmean: 0.4429 (best 0.8750)
2025-05-08 21:01:37 - Epoch 43 伪标签: 正样本: 1605 (46.5%), 负样本: 1848 (53.5%)
2025-05-08 21:01:38 - Epoch 43, 测试集 AUC: 0.6158, PRE: 0.9130, REC: 0.1909, MF1: 0.6371, ACC1: 0.1909, ACC0: 0.9981, Gmean: 0.4365
2025-05-08 21:01:38 - Epoch 43, val mf1: 0.6505, val ACC1: 0.2086, val ACC0: 0.9987, val Gmean: 0.4564 (best 0.8750)
2025-05-08 21:01:38 - Epoch 44 伪标签: 正样本: 1574 (45.6%), 负样本: 1879 (54.4%)
2025-05-08 21:01:38 - Epoch 44, 测试集 AUC: 0.6299, PRE: 0.8765, REC: 0.2152, MF1: 0.6522, ACC1: 0.2152, ACC0: 0.9968, Gmean: 0.4631
2025-05-08 21:01:38 - Epoch 44, val mf1: 0.6675, val ACC1: 0.2331, val ACC0: 0.9987, val Gmean: 0.4825 (best 0.8750)
2025-05-08 21:01:38 - Epoch 45 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-08 21:01:39 - Epoch 45, 测试集 AUC: 0.6401, PRE: 0.8333, REC: 0.2424, MF1: 0.6674, ACC1: 0.2424, ACC0: 0.9949, Gmean: 0.4911
2025-05-08 21:01:39 - Epoch 45, val mf1: 0.6871, val ACC1: 0.2699, val ACC0: 0.9961, val Gmean: 0.5185 (best 0.8750)
2025-05-08 21:01:39 - Epoch 46 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-08 21:01:39 - Epoch 46, 测试集 AUC: 0.6494, PRE: 0.7788, REC: 0.2667, MF1: 0.6781, ACC1: 0.2667, ACC0: 0.9920, Gmean: 0.5143
2025-05-08 21:01:39 - Epoch 46, val mf1: 0.6902, val ACC1: 0.2822, val ACC0: 0.9935, val Gmean: 0.5295 (best 0.8750)
2025-05-08 21:01:39 - Epoch 47 伪标签: 正样本: 1599 (46.3%), 负样本: 1854 (53.7%)
2025-05-08 21:01:40 - Epoch 47, 测试集 AUC: 0.6438, PRE: 0.8058, REC: 0.2515, MF1: 0.6712, ACC1: 0.2515, ACC0: 0.9936, Gmean: 0.4999
2025-05-08 21:01:40 - Epoch 47, val mf1: 0.6848, val ACC1: 0.2699, val ACC0: 0.9948, val Gmean: 0.5182 (best 0.8750)
2025-05-08 21:01:40 - Epoch 48 伪标签: 正样本: 1611 (46.7%), 负样本: 1842 (53.3%)
2025-05-08 21:01:40 - Epoch 48, 测试集 AUC: 0.6320, PRE: 0.8539, REC: 0.2303, MF1: 0.6609, ACC1: 0.2303, ACC0: 0.9959, Gmean: 0.4789
2025-05-08 21:01:40 - Epoch 48, val mf1: 0.6793, val ACC1: 0.2577, val ACC0: 0.9961, val Gmean: 0.5066 (best 0.8750)
2025-05-08 21:01:40 - Epoch 49 伪标签: 正样本: 1622 (47.0%), 负样本: 1831 (53.0%)
2025-05-08 21:01:41 - Epoch 49, 测试集 AUC: 0.6180, PRE: 0.8816, REC: 0.2030, MF1: 0.6442, ACC1: 0.2030, ACC0: 0.9971, Gmean: 0.4499
2025-05-08 21:01:41 - Epoch 49, val mf1: 0.6398, val ACC1: 0.1963, val ACC0: 0.9974, val Gmean: 0.4425 (best 0.8750)
2025-05-08 21:01:41 - Epoch 50 伪标签: 正样本: 1636 (47.4%), 负样本: 1817 (52.6%)
2025-05-08 21:01:41 - Epoch 50, 有标签损失: 0.0014, 一致性损失: 0.0012, 伪标签损失: 0.4332, LPL损失: 191.9338, 聚类损失: 1.4485, 总损失: 1.6910
2025-05-08 21:01:41 - Epoch 50, 测试集 AUC: 0.6090, PRE: 0.9524, REC: 0.1818, MF1: 0.6318, ACC1: 0.1818, ACC0: 0.9990, Gmean: 0.4262
2025-05-08 21:01:41 - Epoch 50, val mf1: 0.6239, val ACC1: 0.1718, val ACC0: 0.9987, val Gmean: 0.4142 (best 0.8750)
2025-05-08 21:01:41 - Epoch 51 伪标签: 正样本: 1622 (47.0%), 负样本: 1831 (53.0%)
2025-05-08 21:01:42 - Epoch 51, 测试集 AUC: 0.5984, PRE: 0.9615, REC: 0.1515, MF1: 0.6094, ACC1: 0.1515, ACC0: 0.9994, Gmean: 0.3891
2025-05-08 21:01:42 - Epoch 51, val mf1: 0.5914, val ACC1: 0.1288, val ACC0: 0.9994, val Gmean: 0.3588 (best 0.8750)
2025-05-08 21:01:42 - Epoch 52 伪标签: 正样本: 1658 (48.0%), 负样本: 1795 (52.0%)
2025-05-08 21:01:42 - Epoch 52, 测试集 AUC: 0.5875, PRE: 0.9565, REC: 0.1333, MF1: 0.5951, ACC1: 0.1333, ACC0: 0.9994, Gmean: 0.3650
2025-05-08 21:01:42 - Epoch 52, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8750)
2025-05-08 21:01:42 - Epoch 53 伪标签: 正样本: 1598 (46.3%), 负样本: 1855 (53.7%)
2025-05-08 21:01:43 - Epoch 53, 测试集 AUC: 0.5877, PRE: 0.9574, REC: 0.1364, MF1: 0.5975, ACC1: 0.1364, ACC0: 0.9994, Gmean: 0.3692
2025-05-08 21:01:43 - Epoch 53, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8750)
2025-05-08 21:01:43 - Epoch 54 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 21:01:43 - Epoch 54, 测试集 AUC: 0.5892, PRE: 0.9583, REC: 0.1394, MF1: 0.5999, ACC1: 0.1394, ACC0: 0.9994, Gmean: 0.3732
2025-05-08 21:01:43 - Epoch 54, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8750)
2025-05-08 21:01:43 - Epoch 55 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 21:01:44 - Epoch 55, 测试集 AUC: 0.5897, PRE: 0.9423, REC: 0.1485, MF1: 0.6066, ACC1: 0.1485, ACC0: 0.9990, Gmean: 0.3852
2025-05-08 21:01:44 - Epoch 55, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8750)
2025-05-08 21:01:44 - Epoch 56 伪标签: 正样本: 1593 (46.1%), 负样本: 1860 (53.9%)
2025-05-08 21:01:44 - Epoch 56, 测试集 AUC: 0.5942, PRE: 0.9434, REC: 0.1515, MF1: 0.6090, ACC1: 0.1515, ACC0: 0.9990, Gmean: 0.3891
2025-05-08 21:01:44 - Epoch 56, val mf1: 0.5955, val ACC1: 0.1350, val ACC0: 0.9987, val Gmean: 0.3671 (best 0.8750)
2025-05-08 21:01:44 - Epoch 57 伪标签: 正样本: 1597 (46.2%), 负样本: 1856 (53.8%)
2025-05-08 21:01:45 - Epoch 57, 测试集 AUC: 0.5953, PRE: 0.9474, REC: 0.1636, MF1: 0.6183, ACC1: 0.1636, ACC0: 0.9990, Gmean: 0.4043
2025-05-08 21:01:45 - Epoch 57, val mf1: 0.6004, val ACC1: 0.1411, val ACC0: 0.9987, val Gmean: 0.3754 (best 0.8750)
2025-05-08 21:01:45 - Epoch 58 伪标签: 正样本: 1638 (47.4%), 负样本: 1815 (52.6%)
2025-05-08 21:01:45 - Epoch 58, 测试集 AUC: 0.5918, PRE: 0.9636, REC: 0.1606, MF1: 0.6164, ACC1: 0.1606, ACC0: 0.9994, Gmean: 0.4006
2025-05-08 21:01:45 - Epoch 58, val mf1: 0.6004, val ACC1: 0.1411, val ACC0: 0.9987, val Gmean: 0.3754 (best 0.8750)
2025-05-08 21:01:45 - Epoch 59 伪标签: 正样本: 1644 (47.6%), 负样本: 1809 (52.4%)
2025-05-08 21:01:46 - Epoch 59, 测试集 AUC: 0.5856, PRE: 0.9592, REC: 0.1424, MF1: 0.6023, ACC1: 0.1424, ACC0: 0.9994, Gmean: 0.3773
2025-05-08 21:01:46 - Epoch 59, val mf1: 0.5914, val ACC1: 0.1288, val ACC0: 0.9994, val Gmean: 0.3588 (best 0.8750)
2025-05-08 21:01:46 - Epoch 60 伪标签: 正样本: 1579 (45.7%), 负样本: 1874 (54.3%)
2025-05-08 21:01:46 - Epoch 60, 有标签损失: 0.0012, 一致性损失: 0.0007, 伪标签损失: 0.4301, LPL损失: 190.8407, 聚类损失: 1.2144, 总损失: 2.0053
2025-05-08 21:01:46 - Epoch 60, 测试集 AUC: 0.5799, PRE: 0.9756, REC: 0.1212, MF1: 0.5857, ACC1: 0.1212, ACC0: 0.9997, Gmean: 0.3481
2025-05-08 21:01:46 - Epoch 60, val mf1: 0.5764, val ACC1: 0.1104, val ACC0: 0.9994, val Gmean: 0.3322 (best 0.8750)
2025-05-08 21:01:46 - Epoch 61 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 21:01:47 - Epoch 61, 测试集 AUC: 0.5694, PRE: 0.9744, REC: 0.1152, MF1: 0.5807, ACC1: 0.1152, ACC0: 0.9997, Gmean: 0.3393
2025-05-08 21:01:47 - Epoch 61, val mf1: 0.5764, val ACC1: 0.1104, val ACC0: 0.9994, val Gmean: 0.3322 (best 0.8750)
2025-05-08 21:01:47 - Epoch 62 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 21:01:47 - Epoch 62, 测试集 AUC: 0.5682, PRE: 0.9512, REC: 0.1182, MF1: 0.5828, ACC1: 0.1182, ACC0: 0.9994, Gmean: 0.3437
2025-05-08 21:01:47 - Epoch 62, val mf1: 0.5764, val ACC1: 0.1104, val ACC0: 0.9994, val Gmean: 0.3322 (best 0.8750)
2025-05-08 21:01:48 - Epoch 63 伪标签: 正样本: 1655 (47.9%), 负样本: 1798 (52.1%)
2025-05-08 21:01:48 - Epoch 63, 测试集 AUC: 0.5789, PRE: 0.9574, REC: 0.1364, MF1: 0.5975, ACC1: 0.1364, ACC0: 0.9994, Gmean: 0.3692
2025-05-08 21:01:48 - Epoch 63, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8750)
2025-05-08 21:01:48 - Epoch 64 伪标签: 正样本: 1634 (47.3%), 负样本: 1819 (52.7%)
2025-05-08 21:01:48 - Epoch 64, 测试集 AUC: 0.5746, PRE: 0.9583, REC: 0.1394, MF1: 0.5999, ACC1: 0.1394, ACC0: 0.9994, Gmean: 0.3732
2025-05-08 21:01:48 - Epoch 64, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.8750)
2025-05-08 21:01:48 - Epoch 65 伪标签: 正样本: 1647 (47.7%), 负样本: 1806 (52.3%)
2025-05-08 21:01:49 - Epoch 65, 测试集 AUC: 0.5583, PRE: 0.9722, REC: 0.1061, MF1: 0.5731, ACC1: 0.1061, ACC0: 0.9997, Gmean: 0.3256
2025-05-08 21:01:49 - Epoch 65, val mf1: 0.5660, val ACC1: 0.0982, val ACC0: 0.9994, val Gmean: 0.3132 (best 0.8750)
2025-05-08 21:01:49 - Epoch 66 伪标签: 正样本: 1646 (47.7%), 负样本: 1807 (52.3%)
2025-05-08 21:01:49 - Epoch 66, 测试集 AUC: 0.5528, PRE: 0.9688, REC: 0.0939, MF1: 0.5629, ACC1: 0.0939, ACC0: 0.9997, Gmean: 0.3064
2025-05-08 21:01:49 - Epoch 66, val mf1: 0.5660, val ACC1: 0.0982, val ACC0: 0.9994, val Gmean: 0.3132 (best 0.8750)
2025-05-08 21:01:49 - Epoch 67 伪标签: 正样本: 1667 (48.3%), 负样本: 1786 (51.7%)
2025-05-08 21:01:50 - Epoch 67, 测试集 AUC: 0.5505, PRE: 1.0000, REC: 0.0939, MF1: 0.5632, ACC1: 0.0939, ACC0: 1.0000, Gmean: 0.3065
2025-05-08 21:01:50 - Epoch 67, val mf1: 0.5608, val ACC1: 0.0920, val ACC0: 0.9994, val Gmean: 0.3033 (best 0.8750)
2025-05-08 21:01:50 - Epoch 68 伪标签: 正样本: 1620 (46.9%), 负样本: 1833 (53.1%)
2025-05-08 21:01:50 - Epoch 68, 测试集 AUC: 0.5509, PRE: 1.0000, REC: 0.0818, MF1: 0.5526, ACC1: 0.0818, ACC0: 1.0000, Gmean: 0.2860
2025-05-08 21:01:50 - Epoch 68, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8750)
2025-05-08 21:01:50 - Epoch 69 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 21:01:51 - Epoch 69, 测试集 AUC: 0.5508, PRE: 1.0000, REC: 0.0818, MF1: 0.5526, ACC1: 0.0818, ACC0: 1.0000, Gmean: 0.2860
2025-05-08 21:01:51 - Epoch 69, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8750)
2025-05-08 21:01:51 - Epoch 70 伪标签: 正样本: 1627 (47.1%), 负样本: 1826 (52.9%)
2025-05-08 21:01:51 - Epoch 70, 有标签损失: 0.0007, 一致性损失: 0.0004, 伪标签损失: 0.4305, LPL损失: 189.0621, 聚类损失: 1.1015, 总损失: 2.3619
2025-05-08 21:01:51 - Epoch 70, 测试集 AUC: 0.5490, PRE: 1.0000, REC: 0.0909, MF1: 0.5606, ACC1: 0.0909, ACC0: 1.0000, Gmean: 0.3015
2025-05-08 21:01:51 - Epoch 70, val mf1: 0.5608, val ACC1: 0.0920, val ACC0: 0.9994, val Gmean: 0.3033 (best 0.8750)
2025-05-08 21:01:52 - Epoch 71 伪标签: 正样本: 1634 (47.3%), 负样本: 1819 (52.7%)
2025-05-08 21:01:52 - Epoch 71, 测试集 AUC: 0.5482, PRE: 1.0000, REC: 0.0879, MF1: 0.5579, ACC1: 0.0879, ACC0: 1.0000, Gmean: 0.2964
2025-05-08 21:01:52 - Epoch 71, val mf1: 0.5608, val ACC1: 0.0920, val ACC0: 0.9994, val Gmean: 0.3033 (best 0.8750)
2025-05-08 21:01:52 - Epoch 72 伪标签: 正样本: 1625 (47.1%), 负样本: 1828 (52.9%)
2025-05-08 21:01:52 - Epoch 72, 测试集 AUC: 0.5478, PRE: 1.0000, REC: 0.0848, MF1: 0.5553, ACC1: 0.0848, ACC0: 1.0000, Gmean: 0.2913
2025-05-08 21:01:52 - Epoch 72, val mf1: 0.5608, val ACC1: 0.0920, val ACC0: 0.9994, val Gmean: 0.3033 (best 0.8750)
2025-05-08 21:01:53 - Epoch 73 伪标签: 正样本: 1614 (46.7%), 负样本: 1839 (53.3%)
2025-05-08 21:01:53 - Epoch 73, 测试集 AUC: 0.5436, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 21:01:53 - Epoch 73, val mf1: 0.5555, val ACC1: 0.0859, val ACC0: 0.9994, val Gmean: 0.2930 (best 0.8750)
2025-05-08 21:01:53 - Epoch 74 伪标签: 正样本: 1620 (46.9%), 负样本: 1833 (53.1%)
2025-05-08 21:01:54 - Epoch 74, 测试集 AUC: 0.5415, PRE: 1.0000, REC: 0.0727, MF1: 0.5446, ACC1: 0.0727, ACC0: 1.0000, Gmean: 0.2697
2025-05-08 21:01:54 - Epoch 74, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8750)
2025-05-08 21:01:54 - Epoch 75 伪标签: 正样本: 1641 (47.5%), 负样本: 1812 (52.5%)
2025-05-08 21:01:54 - Epoch 75, 测试集 AUC: 0.5395, PRE: 1.0000, REC: 0.0697, MF1: 0.5419, ACC1: 0.0697, ACC0: 1.0000, Gmean: 0.2640
2025-05-08 21:01:54 - Epoch 75, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:01:54 - Epoch 76 伪标签: 正样本: 1619 (46.9%), 负样本: 1834 (53.1%)
2025-05-08 21:01:54 - Epoch 76, 测试集 AUC: 0.5373, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 21:01:54 - Epoch 76, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:01:55 - Epoch 77 伪标签: 正样本: 1631 (47.2%), 负样本: 1822 (52.8%)
2025-05-08 21:01:55 - Epoch 77, 测试集 AUC: 0.5391, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 21:01:55 - Epoch 77, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:01:55 - Epoch 78 伪标签: 正样本: 1637 (47.4%), 负样本: 1816 (52.6%)
2025-05-08 21:01:55 - Epoch 78, 测试集 AUC: 0.5403, PRE: 0.9600, REC: 0.0727, MF1: 0.5443, ACC1: 0.0727, ACC0: 0.9997, Gmean: 0.2696
2025-05-08 21:01:55 - Epoch 78, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:01:56 - Epoch 79 伪标签: 正样本: 1654 (47.9%), 负样本: 1799 (52.1%)
2025-05-08 21:01:56 - Epoch 79, 测试集 AUC: 0.5391, PRE: 0.9600, REC: 0.0727, MF1: 0.5443, ACC1: 0.0727, ACC0: 0.9997, Gmean: 0.2696
2025-05-08 21:01:56 - Epoch 79, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8750)
2025-05-08 21:01:56 - Epoch 80 伪标签: 正样本: 9 (0.3%), 负样本: 3444 (99.7%)
2025-05-08 21:01:56 - Epoch 80, 有标签损失: 0.0006, 一致性损失: 0.0003, 伪标签损失: 0.4308, LPL损失: 76.7587, 聚类损失: 0.0864, 总损失: 1.1354
2025-05-08 21:01:56 - Epoch 80, 测试集 AUC: 0.5337, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 21:01:56 - Epoch 80, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8750)
2025-05-08 21:01:56 - Epoch 81 伪标签: 正样本: 16 (0.5%), 负样本: 3437 (99.5%)
2025-05-08 21:01:57 - Epoch 81, 测试集 AUC: 0.5240, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 21:01:57 - Epoch 81, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:01:57 - Epoch 82 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 21:01:57 - Epoch 82, 测试集 AUC: 0.5207, PRE: 1.0000, REC: 0.0364, MF1: 0.5110, ACC1: 0.0364, ACC0: 1.0000, Gmean: 0.1907
2025-05-08 21:01:57 - Epoch 82, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:01:57 - Epoch 83 伪标签: 正样本: 1639 (47.5%), 负样本: 1814 (52.5%)
2025-05-08 21:01:58 - Epoch 83, 测试集 AUC: 0.5267, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 21:01:58 - Epoch 83, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:01:58 - Epoch 84 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 21:01:59 - Epoch 84, 测试集 AUC: 0.5306, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 21:01:59 - Epoch 84, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:01:59 - Epoch 85 伪标签: 正样本: 15 (0.4%), 负样本: 3438 (99.6%)
2025-05-08 21:01:59 - Epoch 85, 测试集 AUC: 0.5300, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 21:01:59 - Epoch 85, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:01:59 - Epoch 86 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 21:02:00 - Epoch 86, 测试集 AUC: 0.5270, PRE: 1.0000, REC: 0.0485, MF1: 0.5225, ACC1: 0.0485, ACC0: 1.0000, Gmean: 0.2202
2025-05-08 21:02:00 - Epoch 86, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:02:00 - Epoch 87 伪标签: 正样本: 1646 (47.7%), 负样本: 1807 (52.3%)
2025-05-08 21:02:00 - Epoch 87, 测试集 AUC: 0.5223, PRE: 1.0000, REC: 0.0424, MF1: 0.5168, ACC1: 0.0424, ACC0: 1.0000, Gmean: 0.2060
2025-05-08 21:02:00 - Epoch 87, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:02:00 - Epoch 88 伪标签: 正样本: 1655 (47.9%), 负样本: 1798 (52.1%)
2025-05-08 21:02:01 - Epoch 88, 测试集 AUC: 0.5215, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 21:02:01 - Epoch 88, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:02:01 - Epoch 89 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-08 21:02:01 - Epoch 89, 测试集 AUC: 0.5223, PRE: 1.0000, REC: 0.0394, MF1: 0.5139, ACC1: 0.0394, ACC0: 1.0000, Gmean: 0.1985
2025-05-08 21:02:01 - Epoch 89, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:02:02 - Epoch 90 伪标签: 正样本: 1639 (47.5%), 负样本: 1814 (52.5%)
2025-05-08 21:02:02 - Epoch 90, 有标签损失: 0.0003, 一致性损失: 0.0003, 伪标签损失: 0.4514, LPL损失: 162.8910, 聚类损失: 0.0823, 总损失: 2.8332
2025-05-08 21:02:02 - Epoch 90, 测试集 AUC: 0.5246, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 21:02:02 - Epoch 90, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:02:02 - Epoch 91 伪标签: 正样本: 1654 (47.9%), 负样本: 1799 (52.1%)
2025-05-08 21:02:03 - Epoch 91, 测试集 AUC: 0.5239, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 21:02:03 - Epoch 91, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:02:03 - Epoch 92 伪标签: 正样本: 1639 (47.5%), 负样本: 1814 (52.5%)
2025-05-08 21:02:03 - Epoch 92, 测试集 AUC: 0.5235, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 21:02:03 - Epoch 92, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:02:03 - Epoch 93 伪标签: 正样本: 13 (0.4%), 负样本: 3440 (99.6%)
2025-05-08 21:02:04 - Epoch 93, 测试集 AUC: 0.5206, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:02:04 - Epoch 93, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:02:04 - Epoch 94 伪标签: 正样本: 1636 (47.4%), 负样本: 1817 (52.6%)
2025-05-08 21:02:04 - Epoch 94, 测试集 AUC: 0.5181, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:02:04 - Epoch 94, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8750)
2025-05-08 21:02:05 - Epoch 95 伪标签: 正样本: 1645 (47.6%), 负样本: 1808 (52.4%)
2025-05-08 21:02:05 - Epoch 95, 测试集 AUC: 0.5206, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:02:05 - Epoch 95, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:02:05 - Epoch 96 伪标签: 正样本: 1651 (47.8%), 负样本: 1802 (52.2%)
2025-05-08 21:02:06 - Epoch 96, 测试集 AUC: 0.5271, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 21:02:06 - Epoch 96, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8750)
2025-05-08 21:02:06 - Epoch 97 伪标签: 正样本: 10 (0.3%), 负样本: 3443 (99.7%)
2025-05-08 21:02:06 - Epoch 97, 测试集 AUC: 0.5214, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 21:02:06 - Epoch 97, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8750)
2025-05-08 21:02:06 - Epoch 98 伪标签: 正样本: 13 (0.4%), 负样本: 3440 (99.6%)
2025-05-08 21:02:07 - Epoch 98, 测试集 AUC: 0.5166, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 21:02:07 - Epoch 98, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:02:07 - Epoch 99 伪标签: 正样本: 11 (0.3%), 负样本: 3442 (99.7%)
2025-05-08 21:02:07 - Epoch 99, 测试集 AUC: 0.5146, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 21:02:07 - Epoch 99, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8750)
2025-05-08 21:02:07 - time cost: 53.31 s
2025-05-08 21:02:07 - 基于验证集最佳模型的测试结果: REC 76.36 PRE 90.32 MF1 90.55 AUC 89.63 ACC1 76.36 ACC0 99.14 Gmean 87.01
2025-05-08 21:02:07 - 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
