2025-05-08 21:47:28 - 运行开始时间: 20250508_214728
2025-05-08 21:47:28 - 日志文件: logs/train_log_yelp_seed64_20250508_214728.txt
2025-05-08 21:47:28 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:47:28 - 无标签数据数量: 457
2025-05-08 21:47:28 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:47:28 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:47:28 - 伪标签策略：
2025-05-08 21:47:28 -   使用模型输出和聚类结果的融合
2025-05-08 21:47:29 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:47:29 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4178, LPL损失: 920.9814, 聚类损失: 0.9275, 总损失: 20.3420
2025-05-08 21:47:29 - Epoch 0, 测试集 AUC: 0.6843, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:47:29 - 更新最佳测试结果 (Epoch 0): AUC 0.6843, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:47:29 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:47:30 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:47:30 - Epoch 1, 测试集 AUC: 0.6802, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:47:30 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:47:30 - Epoch 2 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:47:31 - Epoch 2, 测试集 AUC: 0.6812, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:47:31 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:47:31 - Epoch 3 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:47:31 - Epoch 3, 测试集 AUC: 0.6841, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:47:31 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:47:31 - Epoch 4 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:47:32 - Epoch 4, 测试集 AUC: 0.6865, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:47:32 - 更新最佳测试结果 (Epoch 4): AUC 0.6865, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:47:32 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:47:32 - Epoch 5 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:47:32 - 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 21:47:32 - 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 21:47:32 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:47:33 - Epoch 6 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:47:33 - Epoch 6, 测试集 AUC: 0.6869, PRE: 0.4512, REC: 0.0084, MF1: 0.4689, ACC1: 0.0084, ACC0: 0.9983, Gmean: 0.0913
2025-05-08 21:47:33 - Epoch 6, val mf1: 0.4645, val ACC1: 0.0041, val ACC0: 0.9980, val Gmean: 0.0642 (best 0.4645)
2025-05-08 21:47:33 - Epoch 7 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:47:34 - Epoch 7, 测试集 AUC: 0.6836, PRE: 0.2878, REC: 0.0314, MF1: 0.4870, ACC1: 0.0314, ACC0: 0.9868, Gmean: 0.1760
2025-05-08 21:47:34 - Epoch 7, val mf1: 0.4816, val ACC1: 0.0261, val ACC0: 0.9853, val Gmean: 0.1605 (best 0.4816)
2025-05-08 21:47:34 - Epoch 8 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:47:34 - Epoch 8, 测试集 AUC: 0.6773, PRE: 0.2646, REC: 0.1066, MF1: 0.5279, ACC1: 0.1066, ACC0: 0.9496, Gmean: 0.3181
2025-05-08 21:47:34 - Epoch 8, val mf1: 0.5192, val ACC1: 0.0972, val ACC0: 0.9458, val Gmean: 0.3032 (best 0.5192)
2025-05-08 21:47:34 - Epoch 9 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:47:35 - Epoch 9, 测试集 AUC: 0.6687, PRE: 0.2562, REC: 0.2269, MF1: 0.5601, ACC1: 0.2269, ACC0: 0.8880, Gmean: 0.4489
2025-05-08 21:47:35 - Epoch 9, val mf1: 0.5532, val ACC1: 0.2201, val ACC0: 0.8827, val Gmean: 0.4408 (best 0.5532)
2025-05-08 21:47:35 - Epoch 10 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-08 21:47:35 - Epoch 10, 有标签损失: 0.1879, 一致性损失: 0.0039, 伪标签损失: 0.6597, LPL损失: 112.5866, 聚类损失: 1.4278, 总损失: 3.0173
2025-05-08 21:47:35 - Epoch 10, 测试集 AUC: 0.6592, PRE: 0.2413, REC: 0.3477, MF1: 0.5654, ACC1: 0.3477, ACC0: 0.8142, Gmean: 0.5321
2025-05-08 21:47:35 - Epoch 10, val mf1: 0.5632, val ACC1: 0.3480, val ACC0: 0.8106, val Gmean: 0.5311 (best 0.5632)
2025-05-08 21:47:36 - Epoch 11 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:47:36 - Epoch 11, 测试集 AUC: 0.6503, PRE: 0.2298, REC: 0.4640, MF1: 0.5564, ACC1: 0.4640, ACC0: 0.7357, Gmean: 0.5843
2025-05-08 21:47:36 - Epoch 11, val mf1: 0.5540, val ACC1: 0.4603, val ACC0: 0.7337, val Gmean: 0.5812 (best 0.5632)
2025-05-08 21:47:36 - Epoch 12 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-08 21:47:36 - Epoch 12, 测试集 AUC: 0.6427, PRE: 0.2132, REC: 0.5491, MF1: 0.5320, ACC1: 0.5491, ACC0: 0.6555, Gmean: 0.6000
2025-05-08 21:47:36 - Epoch 12, val mf1: 0.5347, val ACC1: 0.5566, val ACC0: 0.6566, val Gmean: 0.6045 (best 0.5632)
2025-05-08 21:47:37 - Epoch 13 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:47:37 - Epoch 13, 测试集 AUC: 0.6365, PRE: 0.2648, REC: 0.0939, MF1: 0.5223, ACC1: 0.0939, ACC0: 0.9557, Gmean: 0.2996
2025-05-08 21:47:37 - Epoch 13, val mf1: 0.5180, val ACC1: 0.0894, val ACC0: 0.9537, val Gmean: 0.2920 (best 0.5632)
2025-05-08 21:47:37 - Epoch 14 伪标签: 正样本: 177 (38.7%), 负样本: 280 (61.3%)
2025-05-08 21:47:38 - Epoch 14, 测试集 AUC: 0.6320, PRE: 0.2533, REC: 0.1662, MF1: 0.5457, ACC1: 0.1662, ACC0: 0.9167, Gmean: 0.3903
2025-05-08 21:47:38 - Epoch 14, val mf1: 0.5400, val ACC1: 0.1582, val ACC0: 0.9150, val Gmean: 0.3804 (best 0.5632)
2025-05-08 21:47:38 - Epoch 15 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-08 21:47:38 - Epoch 15, 测试集 AUC: 0.6287, PRE: 0.2436, REC: 0.2165, MF1: 0.5533, ACC1: 0.2165, ACC0: 0.8857, Gmean: 0.4379
2025-05-08 21:47:38 - Epoch 15, val mf1: 0.5455, val ACC1: 0.2050, val ACC0: 0.8826, val Gmean: 0.4253 (best 0.5632)
2025-05-08 21:47:38 - Epoch 16 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:47:39 - Epoch 16, 测试集 AUC: 0.6265, PRE: 0.2403, REC: 0.2416, MF1: 0.5558, ACC1: 0.2416, ACC0: 0.8702, Gmean: 0.4585
2025-05-08 21:47:39 - Epoch 16, val mf1: 0.5475, val ACC1: 0.2320, val ACC0: 0.8642, val Gmean: 0.4478 (best 0.5632)
2025-05-08 21:47:39 - Epoch 17 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:47:39 - Epoch 17, 测试集 AUC: 0.6249, PRE: 0.2411, REC: 0.2391, MF1: 0.5558, ACC1: 0.2391, ACC0: 0.8720, Gmean: 0.4566
2025-05-08 21:47:39 - Epoch 17, val mf1: 0.5470, val ACC1: 0.2288, val ACC0: 0.8660, val Gmean: 0.4451 (best 0.5632)
2025-05-08 21:47:40 - Epoch 18 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:47:40 - Epoch 18, 测试集 AUC: 0.6227, PRE: 0.2430, REC: 0.2242, MF1: 0.5544, ACC1: 0.2242, ACC0: 0.8812, Gmean: 0.4445
2025-05-08 21:47:40 - Epoch 18, val mf1: 0.5464, val ACC1: 0.2132, val ACC0: 0.8773, val Gmean: 0.4325 (best 0.5632)
2025-05-08 21:47:40 - Epoch 19 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:47:41 - Epoch 19, 测试集 AUC: 0.6189, PRE: 0.2478, REC: 0.2159, MF1: 0.5549, ACC1: 0.2159, ACC0: 0.8886, Gmean: 0.4380
2025-05-08 21:47:41 - Epoch 19, val mf1: 0.5440, val ACC1: 0.1985, val ACC0: 0.8855, val Gmean: 0.4193 (best 0.5632)
2025-05-08 21:47:41 - Epoch 20 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:47:41 - Epoch 20, 有标签损失: 0.0013, 一致性损失: 0.0153, 伪标签损失: 0.8773, LPL损失: 590.0143, 聚类损失: 2.9771, 总损失: 17.7823
2025-05-08 21:47:41 - Epoch 20, 测试集 AUC: 0.6139, PRE: 0.2465, REC: 0.2050, MF1: 0.5523, ACC1: 0.2050, ACC0: 0.8934, Gmean: 0.4280
2025-05-08 21:47:41 - Epoch 20, val mf1: 0.5412, val ACC1: 0.1871, val ACC0: 0.8907, val Gmean: 0.4082 (best 0.5632)
2025-05-08 21:47:41 - Epoch 21 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-08 21:47:42 - Epoch 21, 测试集 AUC: 0.6083, PRE: 0.2463, REC: 0.1958, MF1: 0.5505, ACC1: 0.1958, ACC0: 0.8982, Gmean: 0.4193
2025-05-08 21:47:42 - Epoch 21, val mf1: 0.5404, val ACC1: 0.1811, val ACC0: 0.8946, val Gmean: 0.4025 (best 0.5632)
2025-05-08 21:47:42 - Epoch 22 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:47:42 - Epoch 22, 测试集 AUC: 0.6024, PRE: 0.2434, REC: 0.1874, MF1: 0.5477, ACC1: 0.1874, ACC0: 0.9010, Gmean: 0.4109
2025-05-08 21:47:42 - Epoch 22, val mf1: 0.5387, val ACC1: 0.1751, val ACC0: 0.8971, val Gmean: 0.3964 (best 0.5632)
2025-05-08 21:47:42 - Epoch 23 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:47:43 - Epoch 23, 测试集 AUC: 0.5971, PRE: 0.2483, REC: 0.1698, MF1: 0.5452, ACC1: 0.1698, ACC0: 0.9126, Gmean: 0.3936
2025-05-08 21:47:43 - Epoch 23, val mf1: 0.5374, val ACC1: 0.1605, val ACC0: 0.9086, val Gmean: 0.3818 (best 0.5632)
2025-05-08 21:47:43 - Epoch 24 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:47:43 - Epoch 24, 测试集 AUC: 0.5931, PRE: 0.2667, REC: 0.1301, MF1: 0.5374, ACC1: 0.1301, ACC0: 0.9392, Gmean: 0.3495
2025-05-08 21:47:43 - Epoch 24, val mf1: 0.5320, val ACC1: 0.1265, val ACC0: 0.9340, val Gmean: 0.3438 (best 0.5632)
2025-05-08 21:47:44 - Epoch 25 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:47:44 - Epoch 25, 测试集 AUC: 0.5896, PRE: 0.2818, REC: 0.0890, MF1: 0.5219, ACC1: 0.0890, ACC0: 0.9615, Gmean: 0.2925
2025-05-08 21:47:44 - Epoch 25, val mf1: 0.5237, val ACC1: 0.0935, val ACC0: 0.9586, val Gmean: 0.2994 (best 0.5632)
2025-05-08 21:47:44 - Epoch 26 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:47:45 - Epoch 26, 测试集 AUC: 0.5862, PRE: 0.1948, REC: 0.3723, MF1: 0.5280, ACC1: 0.3723, ACC0: 0.7383, Gmean: 0.5243
2025-05-08 21:47:45 - Epoch 26, val mf1: 0.5283, val ACC1: 0.3778, val ACC0: 0.7356, val Gmean: 0.5272 (best 0.5632)
2025-05-08 21:47:45 - Epoch 27 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:47:45 - Epoch 27, 测试集 AUC: 0.5834, PRE: 0.1997, REC: 0.3278, MF1: 0.5348, ACC1: 0.3278, ACC0: 0.7766, Gmean: 0.5046
2025-05-08 21:47:45 - Epoch 27, val mf1: 0.5341, val ACC1: 0.3310, val ACC0: 0.7735, val Gmean: 0.5060 (best 0.5632)
2025-05-08 21:47:45 - Epoch 28 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:47:46 - Epoch 28, 测试集 AUC: 0.5811, PRE: 0.2047, REC: 0.2987, MF1: 0.5391, ACC1: 0.2987, ACC0: 0.8027, Gmean: 0.4897
2025-05-08 21:47:46 - Epoch 28, val mf1: 0.5384, val ACC1: 0.2994, val ACC0: 0.8011, val Gmean: 0.4898 (best 0.5632)
2025-05-08 21:47:46 - Epoch 29 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:47:46 - Epoch 29, 测试集 AUC: 0.5802, PRE: 0.2210, REC: 0.2499, MF1: 0.5472, ACC1: 0.2499, ACC0: 0.8503, Gmean: 0.4610
2025-05-08 21:47:46 - Epoch 29, val mf1: 0.5432, val ACC1: 0.2398, val ACC0: 0.8512, val Gmean: 0.4518 (best 0.5632)
2025-05-08 21:47:47 - Epoch 30 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:47:47 - Epoch 30, 有标签损失: 0.0034, 一致性损失: 0.0028, 伪标签损失: 0.8016, LPL损失: 354.7886, 聚类损失: 1.3851, 总损失: 12.9198
2025-05-08 21:47:47 - Epoch 30, 测试集 AUC: 0.5802, PRE: 0.2424, REC: 0.1955, MF1: 0.5490, ACC1: 0.1955, ACC0: 0.8961, Gmean: 0.4186
2025-05-08 21:47:47 - Epoch 30, val mf1: 0.5441, val ACC1: 0.1875, val ACC0: 0.8950, val Gmean: 0.4097 (best 0.5632)
2025-05-08 21:47:47 - Epoch 31 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:47:47 - Epoch 31, 测试集 AUC: 0.5801, PRE: 0.2633, REC: 0.1612, MF1: 0.5469, ACC1: 0.1612, ACC0: 0.9233, Gmean: 0.3858
2025-05-08 21:47:47 - Epoch 31, val mf1: 0.5435, val ACC1: 0.1573, val ACC0: 0.9215, val Gmean: 0.3807 (best 0.5632)
2025-05-08 21:47:48 - Epoch 32 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:47:48 - Epoch 32, 测试集 AUC: 0.5792, PRE: 0.2763, REC: 0.1416, MF1: 0.5434, ACC1: 0.1416, ACC0: 0.9370, Gmean: 0.3642
2025-05-08 21:47:48 - Epoch 32, val mf1: 0.5421, val ACC1: 0.1408, val ACC0: 0.9356, val Gmean: 0.3629 (best 0.5632)
2025-05-08 21:47:48 - Epoch 33 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:47:49 - Epoch 33, 测试集 AUC: 0.5791, PRE: 0.3031, REC: 0.1176, MF1: 0.5382, ACC1: 0.1176, ACC0: 0.9540, Gmean: 0.3350
2025-05-08 21:47:49 - Epoch 33, val mf1: 0.5341, val ACC1: 0.1123, val ACC0: 0.9534, val Gmean: 0.3273 (best 0.5632)
2025-05-08 21:47:49 - Epoch 34 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:47:49 - Epoch 34, 测试集 AUC: 0.5792, PRE: 0.3323, REC: 0.0926, MF1: 0.5286, ACC1: 0.0926, ACC0: 0.9684, Gmean: 0.2994
2025-05-08 21:47:49 - Epoch 34, val mf1: 0.5224, val ACC1: 0.0862, val ACC0: 0.9659, val Gmean: 0.2886 (best 0.5632)
2025-05-08 21:47:49 - Epoch 35 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:47:50 - Epoch 35, 测试集 AUC: 0.5770, PRE: 0.3457, REC: 0.0840, MF1: 0.5247, ACC1: 0.0840, ACC0: 0.9730, Gmean: 0.2859
2025-05-08 21:47:50 - Epoch 35, val mf1: 0.5197, val ACC1: 0.0793, val ACC0: 0.9708, val Gmean: 0.2775 (best 0.5632)
2025-05-08 21:47:50 - Epoch 36 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:47:50 - Epoch 36, 测试集 AUC: 0.5749, PRE: 0.3566, REC: 0.0761, MF1: 0.5204, ACC1: 0.0761, ACC0: 0.9767, Gmean: 0.2726
2025-05-08 21:47:50 - Epoch 36, val mf1: 0.5191, val ACC1: 0.0747, val ACC0: 0.9762, val Gmean: 0.2701 (best 0.5632)
2025-05-08 21:47:50 - Epoch 37 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:47:51 - Epoch 37, 测试集 AUC: 0.5722, PRE: 0.3622, REC: 0.0774, MF1: 0.5216, ACC1: 0.0774, ACC0: 0.9768, Gmean: 0.2750
2025-05-08 21:47:51 - Epoch 37, val mf1: 0.5202, val ACC1: 0.0761, val ACC0: 0.9762, val Gmean: 0.2726 (best 0.5632)
2025-05-08 21:47:51 - Epoch 38 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:47:51 - Epoch 38, 测试集 AUC: 0.5699, PRE: 0.3524, REC: 0.0862, MF1: 0.5265, ACC1: 0.0862, ACC0: 0.9731, Gmean: 0.2897
2025-05-08 21:47:51 - Epoch 38, val mf1: 0.5221, val ACC1: 0.0807, val ACC0: 0.9731, val Gmean: 0.2802 (best 0.5632)
2025-05-08 21:47:51 - Epoch 39 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:47:52 - Epoch 39, 测试集 AUC: 0.5692, PRE: 0.3521, REC: 0.0903, MF1: 0.5289, ACC1: 0.0903, ACC0: 0.9717, Gmean: 0.2962
2025-05-08 21:47:52 - Epoch 39, val mf1: 0.5256, val ACC1: 0.0862, val ACC0: 0.9716, val Gmean: 0.2894 (best 0.5632)
2025-05-08 21:47:52 - Epoch 40 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:47:52 - Epoch 40, 有标签损失: 0.0122, 一致性损失: 0.0009, 伪标签损失: 0.6405, LPL损失: 91.0957, 聚类损失: 0.9820, 总损失: 4.0528
2025-05-08 21:47:52 - Epoch 40, 测试集 AUC: 0.5688, PRE: 0.3524, REC: 0.0892, MF1: 0.5282, ACC1: 0.0892, ACC0: 0.9721, Gmean: 0.2944
2025-05-08 21:47:52 - Epoch 40, val mf1: 0.5256, val ACC1: 0.0857, val ACC0: 0.9722, val Gmean: 0.2887 (best 0.5632)
2025-05-08 21:47:52 - Epoch 41 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:47:53 - Epoch 41, 测试集 AUC: 0.5689, PRE: 0.3491, REC: 0.0966, MF1: 0.5323, ACC1: 0.0966, ACC0: 0.9694, Gmean: 0.3061
2025-05-08 21:47:53 - Epoch 41, val mf1: 0.5292, val ACC1: 0.0931, val ACC0: 0.9687, val Gmean: 0.3003 (best 0.5632)
2025-05-08 21:47:53 - Epoch 42 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:47:53 - Epoch 42, 测试集 AUC: 0.5694, PRE: 0.3245, REC: 0.1072, MF1: 0.5357, ACC1: 0.1072, ACC0: 0.9620, Gmean: 0.3212
2025-05-08 21:47:53 - Epoch 42, val mf1: 0.5317, val ACC1: 0.1027, val ACC0: 0.9609, val Gmean: 0.3141 (best 0.5632)
2025-05-08 21:47:53 - Epoch 43 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:47:54 - Epoch 43, 测试集 AUC: 0.5693, PRE: 0.3263, REC: 0.1147, MF1: 0.5397, ACC1: 0.1147, ACC0: 0.9597, Gmean: 0.3318
2025-05-08 21:47:54 - Epoch 43, val mf1: 0.5368, val ACC1: 0.1114, val ACC0: 0.9589, val Gmean: 0.3269 (best 0.5632)
2025-05-08 21:47:54 - Epoch 44 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:47:54 - Epoch 44, 测试集 AUC: 0.5681, PRE: 0.3310, REC: 0.1075, MF1: 0.5365, ACC1: 0.1075, ACC0: 0.9631, Gmean: 0.3217
2025-05-08 21:47:54 - Epoch 44, val mf1: 0.5345, val ACC1: 0.1055, val ACC0: 0.9621, val Gmean: 0.3185 (best 0.5632)
2025-05-08 21:47:54 - Epoch 45 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:47:55 - Epoch 45, 测试集 AUC: 0.5665, PRE: 0.3404, REC: 0.1009, MF1: 0.5340, ACC1: 0.1009, ACC0: 0.9668, Gmean: 0.3124
2025-05-08 21:47:55 - Epoch 45, val mf1: 0.5308, val ACC1: 0.0977, val ACC0: 0.9656, val Gmean: 0.3071 (best 0.5632)
2025-05-08 21:47:55 - Epoch 46 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:47:55 - Epoch 46, 测试集 AUC: 0.5651, PRE: 0.3440, REC: 0.1016, MF1: 0.5346, ACC1: 0.1016, ACC0: 0.9671, Gmean: 0.3135
2025-05-08 21:47:55 - Epoch 46, val mf1: 0.5320, val ACC1: 0.0990, val ACC0: 0.9659, val Gmean: 0.3093 (best 0.5632)
2025-05-08 21:47:56 - Epoch 47 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:47:56 - Epoch 47, 测试集 AUC: 0.5643, PRE: 0.3267, REC: 0.1068, MF1: 0.5357, ACC1: 0.1068, ACC0: 0.9626, Gmean: 0.3206
2025-05-08 21:47:56 - Epoch 47, val mf1: 0.5351, val ACC1: 0.1064, val ACC0: 0.9620, val Gmean: 0.3199 (best 0.5632)
2025-05-08 21:47:56 - Epoch 48 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:47:56 - Epoch 48, 测试集 AUC: 0.5611, PRE: 0.3384, REC: 0.1000, MF1: 0.5333, ACC1: 0.1000, ACC0: 0.9668, Gmean: 0.3110
2025-05-08 21:47:56 - Epoch 48, val mf1: 0.5305, val ACC1: 0.0977, val ACC0: 0.9651, val Gmean: 0.3070 (best 0.5632)
2025-05-08 21:47:57 - Epoch 49 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:47:57 - Epoch 49, 测试集 AUC: 0.5554, PRE: 0.3524, REC: 0.0835, MF1: 0.5248, ACC1: 0.0835, ACC0: 0.9739, Gmean: 0.2852
2025-05-08 21:47:57 - Epoch 49, val mf1: 0.5229, val ACC1: 0.0816, val ACC0: 0.9731, val Gmean: 0.2818 (best 0.5632)
2025-05-08 21:47:57 - time cost: 28.59 s
2025-05-08 21:47:57 - 基于验证集最佳模型的测试结果: REC 34.77 PRE 24.13 MF1 56.54 AUC 65.92 ACC1 34.77 ACC0 81.42 Gmean 53.21
2025-05-08 21:47:57 - 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
