2025-05-08 21:41:34 - 运行开始时间: 20250508_214134
2025-05-08 21:41:34 - 日志文件: logs/train_log_yelp_seed64_20250508_214134.txt
2025-05-08 21:41:34 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:41:34 - 无标签数据数量: 457
2025-05-08 21:41:34 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:41:34 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:41:34 - 伪标签策略：
2025-05-08 21:41:34 -   使用模型输出和聚类结果的融合
2025-05-08 21:41:35 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:41:35 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4166, LPL损失: 44.9257, 聚类损失: 0.9275, 总损失: 2.6336
2025-05-08 21:41:35 - Epoch 0, 测试集 AUC: 0.6844, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:41:35 - 更新最佳测试结果 (Epoch 0): AUC 0.6844, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:41:35 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:41:35 - Epoch 1 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:41:36 - Epoch 1, 测试集 AUC: 0.6803, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:41:36 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:41:36 - Epoch 2 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:41:37 - Epoch 2, 测试集 AUC: 0.6813, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:41:37 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:41:37 - Epoch 3 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:41:37 - Epoch 3, 测试集 AUC: 0.6842, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:41:37 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:41:37 - Epoch 4 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:41:38 - Epoch 4, 测试集 AUC: 0.6866, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:41:38 - 更新最佳测试结果 (Epoch 4): AUC 0.6866, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:41:38 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:41:38 - Epoch 5 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:41:38 - Epoch 5, 测试集 AUC: 0.6877, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:41:38 - 更新最佳测试结果 (Epoch 5): AUC 0.6877, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:41:38 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:41:38 - Epoch 6 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:41:39 - Epoch 6, 测试集 AUC: 0.6870, PRE: 0.4605, REC: 0.0079, MF1: 0.4685, ACC1: 0.0079, ACC0: 0.9984, Gmean: 0.0888
2025-05-08 21:41:39 - Epoch 6, val mf1: 0.4645, val ACC1: 0.0041, val ACC0: 0.9980, val Gmean: 0.0642 (best 0.4645)
2025-05-08 21:41:39 - Epoch 7 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:41:39 - Epoch 7, 测试集 AUC: 0.6837, PRE: 0.2918, REC: 0.0307, MF1: 0.4866, ACC1: 0.0307, ACC0: 0.9873, Gmean: 0.1741
2025-05-08 21:41:39 - Epoch 7, val mf1: 0.4817, val ACC1: 0.0261, val ACC0: 0.9857, val Gmean: 0.1605 (best 0.4817)
2025-05-08 21:41:40 - Epoch 8 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:41:40 - Epoch 8, 测试集 AUC: 0.6776, PRE: 0.2655, REC: 0.1043, MF1: 0.5270, ACC1: 0.1043, ACC0: 0.9509, Gmean: 0.3150
2025-05-08 21:41:40 - Epoch 8, val mf1: 0.5175, val ACC1: 0.0940, val ACC0: 0.9469, val Gmean: 0.2983 (best 0.5175)
2025-05-08 21:41:40 - Epoch 9 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:41:40 - Epoch 9, 测试集 AUC: 0.6689, PRE: 0.2554, REC: 0.2262, MF1: 0.5596, ACC1: 0.2262, ACC0: 0.8878, Gmean: 0.4482
2025-05-08 21:41:40 - Epoch 9, val mf1: 0.5529, val ACC1: 0.2196, val ACC0: 0.8826, val Gmean: 0.4403 (best 0.5529)
2025-05-08 21:41:41 - Epoch 10 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-08 21:41:41 - Epoch 10, 有标签损失: 0.1875, 一致性损失: 0.0040, 伪标签损失: 0.6093, LPL损失: 7.9062, 聚类损失: 1.4408, 总损失: 0.4368
2025-05-08 21:41:41 - Epoch 10, 测试集 AUC: 0.6594, PRE: 0.2422, REC: 0.3513, MF1: 0.5661, ACC1: 0.3513, ACC0: 0.8131, Gmean: 0.5345
2025-05-08 21:41:41 - Epoch 10, val mf1: 0.5631, val ACC1: 0.3494, val ACC0: 0.8096, val Gmean: 0.5319 (best 0.5631)
2025-05-08 21:41:41 - Epoch 11 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:41:41 - Epoch 11, 测试集 AUC: 0.6504, PRE: 0.2302, REC: 0.4690, MF1: 0.5566, ACC1: 0.4690, ACC0: 0.7335, Gmean: 0.5865
2025-05-08 21:41:41 - Epoch 11, val mf1: 0.5539, val ACC1: 0.4645, val ACC0: 0.7314, val Gmean: 0.5828 (best 0.5631)
2025-05-08 21:41:42 - Epoch 12 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:41:42 - Epoch 12, 测试集 AUC: 0.6429, PRE: 0.2128, REC: 0.5520, MF1: 0.5312, ACC1: 0.5520, ACC0: 0.6529, Gmean: 0.6004
2025-05-08 21:41:42 - Epoch 12, val mf1: 0.5338, val ACC1: 0.5603, val ACC0: 0.6534, val Gmean: 0.6051 (best 0.5631)
2025-05-08 21:41:42 - Epoch 13 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:41:43 - Epoch 13, 测试集 AUC: 0.6368, PRE: 0.2641, REC: 0.0975, MF1: 0.5239, ACC1: 0.0975, ACC0: 0.9538, Gmean: 0.3050
2025-05-08 21:41:43 - Epoch 13, val mf1: 0.5201, val ACC1: 0.0940, val ACC0: 0.9515, val Gmean: 0.2991 (best 0.5631)
2025-05-08 21:41:43 - Epoch 14 伪标签: 正样本: 176 (38.5%), 负样本: 281 (61.5%)
2025-05-08 21:41:43 - Epoch 14, 测试集 AUC: 0.6323, PRE: 0.2537, REC: 0.1700, MF1: 0.5468, ACC1: 0.1700, ACC0: 0.9150, Gmean: 0.3944
2025-05-08 21:41:43 - Epoch 14, val mf1: 0.5399, val ACC1: 0.1600, val ACC0: 0.9132, val Gmean: 0.3823 (best 0.5631)
2025-05-08 21:41:43 - Epoch 15 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-08 21:41:44 - Epoch 15, 测试集 AUC: 0.6291, PRE: 0.2444, REC: 0.2195, MF1: 0.5542, ACC1: 0.2195, ACC0: 0.8847, Gmean: 0.4406
2025-05-08 21:41:44 - Epoch 15, val mf1: 0.5462, val ACC1: 0.2072, val ACC0: 0.8818, val Gmean: 0.4275 (best 0.5631)
2025-05-08 21:41:44 - Epoch 16 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:41:44 - Epoch 16, 测试集 AUC: 0.6269, PRE: 0.2409, REC: 0.2425, MF1: 0.5561, ACC1: 0.2425, ACC0: 0.8701, Gmean: 0.4593
2025-05-08 21:41:44 - Epoch 16, val mf1: 0.5477, val ACC1: 0.2315, val ACC0: 0.8649, val Gmean: 0.4475 (best 0.5631)
2025-05-08 21:41:44 - Epoch 17 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:41:45 - Epoch 17, 测试集 AUC: 0.6253, PRE: 0.2421, REC: 0.2368, MF1: 0.5559, ACC1: 0.2368, ACC0: 0.8739, Gmean: 0.4550
2025-05-08 21:41:45 - Epoch 17, val mf1: 0.5465, val ACC1: 0.2256, val ACC0: 0.8675, val Gmean: 0.4424 (best 0.5631)
2025-05-08 21:41:45 - Epoch 18 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:41:45 - Epoch 18, 测试集 AUC: 0.6231, PRE: 0.2449, REC: 0.2208, MF1: 0.5546, ACC1: 0.2208, ACC0: 0.8843, Gmean: 0.4419
2025-05-08 21:41:45 - Epoch 18, val mf1: 0.5463, val ACC1: 0.2091, val ACC0: 0.8804, val Gmean: 0.4290 (best 0.5631)
2025-05-08 21:41:45 - Epoch 19 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:41:46 - Epoch 19, 测试集 AUC: 0.6195, PRE: 0.2487, REC: 0.2077, MF1: 0.5537, ACC1: 0.2077, ACC0: 0.8933, Gmean: 0.4308
2025-05-08 21:41:46 - Epoch 19, val mf1: 0.5435, val ACC1: 0.1907, val ACC0: 0.8913, val Gmean: 0.4123 (best 0.5631)
2025-05-08 21:41:46 - Epoch 20 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:41:46 - Epoch 20, 有标签损失: 0.0015, 一致性损失: 0.0149, 伪标签损失: 1.2148, LPL损失: 28.7257, 聚类损失: 2.9234, 总损失: 0.9995
2025-05-08 21:41:46 - Epoch 20, 测试集 AUC: 0.6148, PRE: 0.2474, REC: 0.1908, MF1: 0.5498, ACC1: 0.1908, ACC0: 0.9013, Gmean: 0.4147
2025-05-08 21:41:46 - Epoch 20, val mf1: 0.5402, val ACC1: 0.1761, val ACC0: 0.8988, val Gmean: 0.3978 (best 0.5631)
2025-05-08 21:41:46 - Epoch 21 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-08 21:41:47 - Epoch 21, 测试集 AUC: 0.6095, PRE: 0.2515, REC: 0.1786, MF1: 0.5483, ACC1: 0.1786, ACC0: 0.9096, Gmean: 0.4031
2025-05-08 21:41:47 - Epoch 21, val mf1: 0.5384, val ACC1: 0.1660, val ACC0: 0.9051, val Gmean: 0.3876 (best 0.5631)
2025-05-08 21:41:47 - Epoch 22 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:41:47 - Epoch 22, 测试集 AUC: 0.6038, PRE: 0.2530, REC: 0.1675, MF1: 0.5460, ACC1: 0.1675, ACC0: 0.9159, Gmean: 0.3917
2025-05-08 21:41:47 - Epoch 22, val mf1: 0.5377, val ACC1: 0.1577, val ACC0: 0.9116, val Gmean: 0.3792 (best 0.5631)
2025-05-08 21:41:47 - Epoch 23 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:41:48 - Epoch 23, 测试集 AUC: 0.5984, PRE: 0.2546, REC: 0.1551, MF1: 0.5430, ACC1: 0.1551, ACC0: 0.9228, Gmean: 0.3783
2025-05-08 21:41:48 - Epoch 23, val mf1: 0.5370, val ACC1: 0.1495, val ACC0: 0.9185, val Gmean: 0.3705 (best 0.5631)
2025-05-08 21:41:48 - Epoch 24 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:41:48 - Epoch 24, 测试集 AUC: 0.5944, PRE: 0.2716, REC: 0.1240, MF1: 0.5360, ACC1: 0.1240, ACC0: 0.9435, Gmean: 0.3420
2025-05-08 21:41:48 - Epoch 24, val mf1: 0.5318, val ACC1: 0.1215, val ACC0: 0.9392, val Gmean: 0.3378 (best 0.5631)
2025-05-08 21:41:48 - Epoch 25 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:41:49 - Epoch 25, 测试集 AUC: 0.5915, PRE: 0.2907, REC: 0.0822, MF1: 0.5193, ACC1: 0.0822, ACC0: 0.9659, Gmean: 0.2818
2025-05-08 21:41:49 - Epoch 25, val mf1: 0.5218, val ACC1: 0.0876, val ACC0: 0.9631, val Gmean: 0.2904 (best 0.5631)
2025-05-08 21:41:49 - Epoch 26 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:41:49 - Epoch 26, 测试集 AUC: 0.5894, PRE: 0.2010, REC: 0.3466, MF1: 0.5352, ACC1: 0.3466, ACC0: 0.7658, Gmean: 0.5152
2025-05-08 21:41:49 - Epoch 26, val mf1: 0.5331, val ACC1: 0.3475, val ACC0: 0.7616, val Gmean: 0.5145 (best 0.5631)
2025-05-08 21:41:49 - Epoch 27 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:41:50 - Epoch 27, 测试集 AUC: 0.5876, PRE: 0.2145, REC: 0.2800, MF1: 0.5453, ACC1: 0.2800, ACC0: 0.8257, Gmean: 0.4808
2025-05-08 21:41:50 - Epoch 27, val mf1: 0.5444, val ACC1: 0.2779, val ACC0: 0.8257, val Gmean: 0.4790 (best 0.5631)
2025-05-08 21:41:50 - Epoch 28 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:41:50 - Epoch 28, 测试集 AUC: 0.5861, PRE: 0.2315, REC: 0.2276, MF1: 0.5499, ACC1: 0.2276, ACC0: 0.8716, Gmean: 0.4454
2025-05-08 21:41:50 - Epoch 28, val mf1: 0.5479, val ACC1: 0.2247, val ACC0: 0.8706, val Gmean: 0.4423 (best 0.5631)
2025-05-08 21:41:50 - Epoch 29 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:41:51 - Epoch 29, 测试集 AUC: 0.5848, PRE: 0.2460, REC: 0.1930, MF1: 0.5498, ACC1: 0.1930, ACC0: 0.8994, Gmean: 0.4167
2025-05-08 21:41:51 - Epoch 29, val mf1: 0.5469, val ACC1: 0.1898, val ACC0: 0.8976, val Gmean: 0.4128 (best 0.5631)
2025-05-08 21:41:51 - Epoch 30 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:41:51 - Epoch 30, 有标签损失: 0.0061, 一致性损失: 0.0025, 伪标签损失: 0.7183, LPL损失: 29.2209, 聚类损失: 1.3120, 总损失: 1.1390
2025-05-08 21:41:51 - Epoch 30, 测试集 AUC: 0.5828, PRE: 0.2567, REC: 0.1781, MF1: 0.5497, ACC1: 0.1781, ACC0: 0.9123, Gmean: 0.4031
2025-05-08 21:41:51 - Epoch 30, val mf1: 0.5458, val ACC1: 0.1733, val ACC0: 0.9103, val Gmean: 0.3972 (best 0.5631)
2025-05-08 21:41:51 - Epoch 31 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:41:52 - Epoch 31, 测试集 AUC: 0.5804, PRE: 0.2637, REC: 0.1732, MF1: 0.5504, ACC1: 0.1732, ACC0: 0.9178, Gmean: 0.3987
2025-05-08 21:41:52 - Epoch 31, val mf1: 0.5448, val ACC1: 0.1664, val ACC0: 0.9151, val Gmean: 0.3903 (best 0.5631)
2025-05-08 21:41:52 - Epoch 32 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:41:52 - Epoch 32, 测试集 AUC: 0.5788, PRE: 0.2779, REC: 0.1544, MF1: 0.5482, ACC1: 0.1544, ACC0: 0.9318, Gmean: 0.3793
2025-05-08 21:41:52 - Epoch 32, val mf1: 0.5445, val ACC1: 0.1504, val ACC0: 0.9299, val Gmean: 0.3740 (best 0.5631)
2025-05-08 21:41:52 - Epoch 33 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:41:53 - Epoch 33, 测试集 AUC: 0.5778, PRE: 0.2991, REC: 0.1310, MF1: 0.5434, ACC1: 0.1310, ACC0: 0.9478, Gmean: 0.3523
2025-05-08 21:41:53 - Epoch 33, val mf1: 0.5402, val ACC1: 0.1270, val ACC0: 0.9469, val Gmean: 0.3468 (best 0.5631)
2025-05-08 21:41:53 - Epoch 34 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:41:53 - Epoch 34, 测试集 AUC: 0.5770, PRE: 0.3248, REC: 0.1030, MF1: 0.5335, ACC1: 0.1030, ACC0: 0.9636, Gmean: 0.3150
2025-05-08 21:41:53 - Epoch 34, val mf1: 0.5282, val ACC1: 0.0967, val ACC0: 0.9624, val Gmean: 0.3051 (best 0.5631)
2025-05-08 21:41:53 - Epoch 35 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:41:54 - Epoch 35, 测试集 AUC: 0.5760, PRE: 0.3559, REC: 0.0808, MF1: 0.5234, ACC1: 0.0808, ACC0: 0.9751, Gmean: 0.2807
2025-05-08 21:41:54 - Epoch 35, val mf1: 0.5189, val ACC1: 0.0766, val ACC0: 0.9732, val Gmean: 0.2730 (best 0.5631)
2025-05-08 21:41:54 - Epoch 36 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:41:54 - Epoch 36, 测试集 AUC: 0.5741, PRE: 0.3705, REC: 0.0743, MF1: 0.5200, ACC1: 0.0743, ACC0: 0.9785, Gmean: 0.2696
2025-05-08 21:41:54 - Epoch 36, val mf1: 0.5182, val ACC1: 0.0729, val ACC0: 0.9773, val Gmean: 0.2669 (best 0.5631)
2025-05-08 21:41:54 - Epoch 37 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:41:55 - Epoch 37, 测试集 AUC: 0.5724, PRE: 0.3725, REC: 0.0759, MF1: 0.5212, ACC1: 0.0759, ACC0: 0.9783, Gmean: 0.2724
2025-05-08 21:41:55 - Epoch 37, val mf1: 0.5184, val ACC1: 0.0734, val ACC0: 0.9770, val Gmean: 0.2677 (best 0.5631)
2025-05-08 21:41:55 - Epoch 38 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:41:55 - Epoch 38, 测试集 AUC: 0.5712, PRE: 0.3588, REC: 0.0826, MF1: 0.5247, ACC1: 0.0826, ACC0: 0.9749, Gmean: 0.2838
2025-05-08 21:41:55 - Epoch 38, val mf1: 0.5232, val ACC1: 0.0812, val ACC0: 0.9743, val Gmean: 0.2812 (best 0.5631)
2025-05-08 21:41:55 - Epoch 39 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:41:56 - Epoch 39, 测试集 AUC: 0.5710, PRE: 0.3431, REC: 0.0980, MF1: 0.5326, ACC1: 0.0980, ACC0: 0.9681, Gmean: 0.3080
2025-05-08 21:41:56 - Epoch 39, val mf1: 0.5287, val ACC1: 0.0940, val ACC0: 0.9666, val Gmean: 0.3014 (best 0.5631)
2025-05-08 21:41:56 - Epoch 40 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:41:56 - Epoch 40, 有标签损失: 0.0111, 一致性损失: 0.0009, 伪标签损失: 0.6290, LPL损失: 6.5447, 聚类损失: 0.9906, 总损失: 0.3677
2025-05-08 21:41:56 - Epoch 40, 测试集 AUC: 0.5717, PRE: 0.3317, REC: 0.1084, MF1: 0.5371, ACC1: 0.1084, ACC0: 0.9629, Gmean: 0.3230
2025-05-08 21:41:56 - Epoch 40, val mf1: 0.5317, val ACC1: 0.1018, val ACC0: 0.9620, val Gmean: 0.3129 (best 0.5631)
2025-05-08 21:41:56 - Epoch 41 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:41:56 - Epoch 41, 测试集 AUC: 0.5726, PRE: 0.3269, REC: 0.1115, MF1: 0.5382, ACC1: 0.1115, ACC0: 0.9610, Gmean: 0.3274
2025-05-08 21:41:56 - Epoch 41, val mf1: 0.5333, val ACC1: 0.1059, val ACC0: 0.9596, val Gmean: 0.3188 (best 0.5631)
2025-05-08 21:41:57 - Epoch 42 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:41:57 - Epoch 42, 测试集 AUC: 0.5731, PRE: 0.3326, REC: 0.1079, MF1: 0.5369, ACC1: 0.1079, ACC0: 0.9632, Gmean: 0.3224
2025-05-08 21:41:57 - Epoch 42, val mf1: 0.5321, val ACC1: 0.1022, val ACC0: 0.9620, val Gmean: 0.3136 (best 0.5631)
2025-05-08 21:41:57 - Epoch 43 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:41:57 - Epoch 43, 测试集 AUC: 0.5731, PRE: 0.3430, REC: 0.0987, MF1: 0.5329, ACC1: 0.0987, ACC0: 0.9679, Gmean: 0.3090
2025-05-08 21:41:57 - Epoch 43, val mf1: 0.5313, val ACC1: 0.0967, val ACC0: 0.9675, val Gmean: 0.3059 (best 0.5631)
2025-05-08 21:41:58 - Epoch 44 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:41:58 - Epoch 44, 测试集 AUC: 0.5734, PRE: 0.3463, REC: 0.0966, MF1: 0.5321, ACC1: 0.0966, ACC0: 0.9690, Gmean: 0.3060
2025-05-08 21:41:58 - Epoch 44, val mf1: 0.5303, val ACC1: 0.0949, val ACC0: 0.9683, val Gmean: 0.3032 (best 0.5631)
2025-05-08 21:41:58 - Epoch 45 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:41:58 - Epoch 45, 测试集 AUC: 0.5746, PRE: 0.3426, REC: 0.1002, MF1: 0.5338, ACC1: 0.1002, ACC0: 0.9673, Gmean: 0.3114
2025-05-08 21:41:58 - Epoch 45, val mf1: 0.5318, val ACC1: 0.0981, val ACC0: 0.9666, val Gmean: 0.3080 (best 0.5631)
2025-05-08 21:41:59 - Epoch 46 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:41:59 - Epoch 46, 测试集 AUC: 0.5756, PRE: 0.3290, REC: 0.1088, MF1: 0.5370, ACC1: 0.1088, ACC0: 0.9623, Gmean: 0.3236
2025-05-08 21:41:59 - Epoch 46, val mf1: 0.5365, val ACC1: 0.1091, val ACC0: 0.9610, val Gmean: 0.3238 (best 0.5631)
2025-05-08 21:41:59 - Epoch 47 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:41:59 - Epoch 47, 测试集 AUC: 0.5772, PRE: 0.3110, REC: 0.1271, MF1: 0.5435, ACC1: 0.1271, ACC0: 0.9521, Gmean: 0.3479
2025-05-08 21:41:59 - Epoch 47, val mf1: 0.5435, val ACC1: 0.1279, val ACC0: 0.9512, val Gmean: 0.3488 (best 0.5631)
2025-05-08 21:42:00 - Epoch 48 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:42:00 - Epoch 48, 测试集 AUC: 0.5765, PRE: 0.3111, REC: 0.1296, MF1: 0.5446, ACC1: 0.1296, ACC0: 0.9512, Gmean: 0.3511
2025-05-08 21:42:00 - Epoch 48, val mf1: 0.5425, val ACC1: 0.1270, val ACC0: 0.9506, val Gmean: 0.3475 (best 0.5631)
2025-05-08 21:42:00 - Epoch 49 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:42:00 - Epoch 49, 测试集 AUC: 0.5733, PRE: 0.3249, REC: 0.1129, MF1: 0.5386, ACC1: 0.1129, ACC0: 0.9601, Gmean: 0.3292
2025-05-08 21:42:00 - Epoch 49, val mf1: 0.5388, val ACC1: 0.1142, val ACC0: 0.9589, val Gmean: 0.3309 (best 0.5631)
2025-05-08 21:42:00 - time cost: 26.18 s
2025-05-08 21:42:00 - 基于验证集最佳模型的测试结果: REC 35.13 PRE 24.22 MF1 56.61 AUC 65.94 ACC1 35.13 ACC0 81.31 Gmean 53.45
2025-05-08 21:42:00 - 测试集上观察到的最佳结果 (Epoch 5): AUC 68.77 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
