2025-05-08 21:32:36 - 运行开始时间: 20250508_213236
2025-05-08 21:32:36 - 日志文件: logs/train_log_yelp_seed64_20250508_213236.txt
2025-05-08 21:32:36 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:32:36 - 无标签数据数量: 457
2025-05-08 21:32:36 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:32:36 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:32:36 - 伪标签策略：
2025-05-08 21:32:36 -   使用模型输出和聚类结果的融合
2025-05-08 21:32:37 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:32:37 - 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: 1.7908
2025-05-08 21:32:37 - Epoch 0, 测试集 AUC: 0.6899, PRE: 0.2462, REC: 0.8135, MF1: 0.5474, ACC1: 0.8135, ACC0: 0.5765, Gmean: 0.6848
2025-05-08 21:32:37 - 更新最佳测试结果 (Epoch 0): AUC 0.6899, PRE 0.2462, REC 0.8135, MF1 0.5474, ACC1 0.8135, ACC0 0.5765, Gmean 0.6848
2025-05-08 21:32:37 - Epoch 0, val mf1: 0.5441, val ACC1: 0.8299, val ACC0: 0.5659, val Gmean: 0.6853 (best 0.5441)
2025-05-08 21:32:37 - Epoch 1 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:32:38 - Epoch 1, 测试集 AUC: 0.6919, PRE: 0.2472, REC: 0.7792, MF1: 0.5527, ACC1: 0.7792, ACC0: 0.5966, Gmean: 0.6818
2025-05-08 21:32:38 - 更新最佳测试结果 (Epoch 1): AUC 0.6919, PRE 0.2472, REC 0.7792, MF1 0.5527, ACC1 0.7792, ACC0 0.5966, Gmean 0.6818
2025-05-08 21:32:38 - Epoch 1, val mf1: 0.5473, val ACC1: 0.7891, val ACC0: 0.5848, val Gmean: 0.6793 (best 0.5473)
2025-05-08 21:32:38 - Epoch 2 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:32:38 - Epoch 2, 测试集 AUC: 0.6864, PRE: 0.2591, REC: 0.2917, MF1: 0.5710, ACC1: 0.2917, ACC0: 0.8582, Gmean: 0.5004
2025-05-08 21:32:38 - Epoch 2, val mf1: 0.5635, val ACC1: 0.2843, val ACC0: 0.8518, val Gmean: 0.4921 (best 0.5635)
2025-05-08 21:32:39 - Epoch 3 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:32:39 - Epoch 3, 测试集 AUC: 0.6632, PRE: 0.2748, REC: 0.1854, MF1: 0.5568, ACC1: 0.1854, ACC0: 0.9168, Gmean: 0.4123
2025-05-08 21:32:39 - Epoch 3, val mf1: 0.5508, val ACC1: 0.1779, val ACC0: 0.9142, val Gmean: 0.4033 (best 0.5635)
2025-05-08 21:32:39 - Epoch 4 伪标签: 正样本: 176 (38.5%), 负样本: 281 (61.5%)
2025-05-08 21:32:40 - Epoch 4, 测试集 AUC: 0.6255, PRE: 0.2550, REC: 0.2524, MF1: 0.5638, ACC1: 0.2524, ACC0: 0.8746, Gmean: 0.4699
2025-05-08 21:32:40 - Epoch 4, val mf1: 0.5549, val ACC1: 0.2380, val ACC0: 0.8715, val Gmean: 0.4554 (best 0.5635)
2025-05-08 21:32:40 - Epoch 5 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:32:40 - Epoch 5, 测试集 AUC: 0.5691, PRE: 0.1903, REC: 0.3245, MF1: 0.5270, ACC1: 0.3245, ACC0: 0.7654, Gmean: 0.4983
2025-05-08 21:32:40 - Epoch 5, val mf1: 0.5260, val ACC1: 0.3177, val ACC0: 0.7678, val Gmean: 0.4939 (best 0.5635)
2025-05-08 21:32:41 - Epoch 6 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:32:41 - Epoch 6, 测试集 AUC: 0.5215, PRE: 0.2183, REC: 0.0982, MF1: 0.5168, ACC1: 0.0982, ACC0: 0.9402, Gmean: 0.3039
2025-05-08 21:32:41 - Epoch 6, val mf1: 0.5170, val ACC1: 0.1013, val ACC0: 0.9366, val Gmean: 0.3081 (best 0.5635)
2025-05-08 21:32:41 - Epoch 7 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:32:41 - Epoch 7, 测试集 AUC: 0.5138, PRE: 0.1818, REC: 0.1612, MF1: 0.5196, ACC1: 0.1612, ACC0: 0.8767, Gmean: 0.3759
2025-05-08 21:32:41 - Epoch 7, val mf1: 0.5207, val ACC1: 0.1591, val ACC0: 0.8807, val Gmean: 0.3743 (best 0.5635)
2025-05-08 21:32:42 - Epoch 8 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:32:42 - Epoch 8, 测试集 AUC: 0.5595, PRE: 0.1900, REC: 0.3509, MF1: 0.5250, ACC1: 0.3509, ACC0: 0.7457, Gmean: 0.5115
2025-05-08 21:32:42 - Epoch 8, val mf1: 0.5243, val ACC1: 0.3462, val ACC0: 0.7474, val Gmean: 0.5086 (best 0.5635)
2025-05-08 21:32:42 - Epoch 9 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:32:42 - Epoch 9, 测试集 AUC: 0.6340, PRE: 0.2521, REC: 0.3479, MF1: 0.5722, ACC1: 0.3479, ACC0: 0.8245, Gmean: 0.5356
2025-05-08 21:32:42 - Epoch 9, val mf1: 0.5665, val ACC1: 0.3434, val ACC0: 0.8186, val Gmean: 0.5302 (best 0.5665)
2025-05-08 21:32:43 - Epoch 10 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-08 21:32:43 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0113, 伪标签损失: 1.1064, LPL损失: 6.8783, 聚类损失: 3.0124, 总损失: 0.0565
2025-05-08 21:32:43 - Epoch 10, 测试集 AUC: 0.6823, PRE: 0.2410, REC: 0.5453, MF1: 0.5637, ACC1: 0.5453, ACC0: 0.7081, Gmean: 0.6214
2025-05-08 21:32:43 - Epoch 10, val mf1: 0.5693, val ACC1: 0.5626, val ACC0: 0.7089, val Gmean: 0.6315 (best 0.5693)
2025-05-08 21:32:43 - Epoch 11 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:32:43 - Epoch 11, 测试集 AUC: 0.7043, PRE: 0.2576, REC: 0.5344, MF1: 0.5800, ACC1: 0.5344, ACC0: 0.7382, Gmean: 0.6281
2025-05-08 21:32:43 - 更新最佳测试结果 (Epoch 11): AUC 0.7043, PRE 0.2576, REC 0.5344, MF1 0.5800, ACC1 0.5344, ACC0 0.7382, Gmean 0.6281
2025-05-08 21:32:43 - Epoch 11, val mf1: 0.5867, val ACC1: 0.5621, val ACC0: 0.7356, val Gmean: 0.6430 (best 0.5867)
2025-05-08 21:32:44 - Epoch 12 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:32:44 - Epoch 12, 测试集 AUC: 0.7107, PRE: 0.2930, REC: 0.3326, MF1: 0.5926, ACC1: 0.3326, ACC0: 0.8636, Gmean: 0.5359
2025-05-08 21:32:44 - 更新最佳测试结果 (Epoch 12): AUC 0.7107, PRE 0.2930, REC 0.3326, MF1 0.5926, ACC1 0.3326, ACC0 0.8636, Gmean 0.5359
2025-05-08 21:32:44 - Epoch 12, val mf1: 0.5927, val ACC1: 0.3347, val ACC0: 0.8625, val Gmean: 0.5373 (best 0.5927)
2025-05-08 21:32:44 - Epoch 13 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:32:44 - Epoch 13, 测试集 AUC: 0.7042, PRE: 0.2733, REC: 0.4066, MF1: 0.5892, ACC1: 0.4066, ACC0: 0.8162, Gmean: 0.5761
2025-05-08 21:32:44 - Epoch 13, val mf1: 0.5901, val ACC1: 0.4108, val ACC0: 0.8153, val Gmean: 0.5787 (best 0.5927)
2025-05-08 21:32:45 - Epoch 14 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:32:45 - Epoch 14, 测试集 AUC: 0.6881, PRE: 0.3066, REC: 0.2145, MF1: 0.5736, ACC1: 0.2145, ACC0: 0.9176, Gmean: 0.4436
2025-05-08 21:32:45 - Epoch 14, val mf1: 0.5706, val ACC1: 0.2123, val ACC0: 0.9151, val Gmean: 0.4407 (best 0.5927)
2025-05-08 21:32:45 - Epoch 15 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:32:45 - Epoch 15, 测试集 AUC: 0.6658, PRE: 0.2743, REC: 0.2958, MF1: 0.5787, ACC1: 0.2958, ACC0: 0.8670, Gmean: 0.5064
2025-05-08 21:32:45 - Epoch 15, val mf1: 0.5742, val ACC1: 0.2875, val ACC0: 0.8658, val Gmean: 0.4989 (best 0.5927)
2025-05-08 21:32:46 - Epoch 16 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:32:46 - Epoch 16, 测试集 AUC: 0.6502, PRE: 0.2354, REC: 0.4392, MF1: 0.5621, ACC1: 0.4392, ACC0: 0.7575, Gmean: 0.5767
2025-05-08 21:32:46 - Epoch 16, val mf1: 0.5617, val ACC1: 0.4360, val ACC0: 0.7586, val Gmean: 0.5751 (best 0.5927)
2025-05-08 21:32:46 - Epoch 17 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:32:46 - Epoch 17, 测试集 AUC: 0.6264, PRE: 0.2157, REC: 0.4547, MF1: 0.5432, ACC1: 0.4547, ACC0: 0.7190, Gmean: 0.5718
2025-05-08 21:32:46 - Epoch 17, val mf1: 0.5418, val ACC1: 0.4493, val ACC0: 0.7195, val Gmean: 0.5686 (best 0.5927)
2025-05-08 21:32:47 - Epoch 18 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:32:47 - Epoch 18, 测试集 AUC: 0.5977, PRE: 0.2147, REC: 0.3296, MF1: 0.5465, ACC1: 0.3296, ACC0: 0.7951, Gmean: 0.5119
2025-05-08 21:32:47 - Epoch 18, val mf1: 0.5418, val ACC1: 0.3228, val ACC0: 0.7916, val Gmean: 0.5055 (best 0.5927)
2025-05-08 21:32:47 - Epoch 19 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:32:47 - Epoch 19, 测试集 AUC: 0.5601, PRE: 0.2395, REC: 0.1718, MF1: 0.5430, ACC1: 0.1718, ACC0: 0.9072, Gmean: 0.3948
2025-05-08 21:32:47 - Epoch 19, val mf1: 0.5385, val ACC1: 0.1669, val ACC0: 0.9044, val Gmean: 0.3885 (best 0.5927)
2025-05-08 21:32:48 - Epoch 20 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:32:48 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0035, 伪标签损失: 0.9030, LPL损失: 31.1652, 聚类损失: 2.0765, 总损失: 0.1738
2025-05-08 21:32:48 - Epoch 20, 测试集 AUC: 0.5366, PRE: 0.2547, REC: 0.1152, MF1: 0.5297, ACC1: 0.1152, ACC0: 0.9427, Gmean: 0.3295
2025-05-08 21:32:48 - Epoch 20, val mf1: 0.5260, val ACC1: 0.1128, val ACC0: 0.9391, val Gmean: 0.3255 (best 0.5927)
2025-05-08 21:32:48 - Epoch 21 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:32:48 - Epoch 21, 测试集 AUC: 0.5303, PRE: 0.2416, REC: 0.1136, MF1: 0.5267, ACC1: 0.1136, ACC0: 0.9394, Gmean: 0.3266
2025-05-08 21:32:48 - Epoch 21, val mf1: 0.5258, val ACC1: 0.1146, val ACC0: 0.9366, val Gmean: 0.3277 (best 0.5927)
2025-05-08 21:32:49 - Epoch 22 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:32:49 - Epoch 22, 测试集 AUC: 0.5396, PRE: 0.2061, REC: 0.1863, MF1: 0.5333, ACC1: 0.1863, ACC0: 0.8781, Gmean: 0.4044
2025-05-08 21:32:49 - Epoch 22, val mf1: 0.5307, val ACC1: 0.1852, val ACC0: 0.8744, val Gmean: 0.4025 (best 0.5927)
2025-05-08 21:32:49 - Epoch 23 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:32:49 - Epoch 23, 测试集 AUC: 0.5478, PRE: 0.1664, REC: 0.4279, MF1: 0.4865, ACC1: 0.4279, ACC0: 0.6355, Gmean: 0.5215
2025-05-08 21:32:49 - Epoch 23, val mf1: 0.4811, val ACC1: 0.4154, val ACC0: 0.6321, val Gmean: 0.5124 (best 0.5927)
2025-05-08 21:32:50 - Epoch 24 伪标签: 正样本: 251 (54.9%), 负样本: 206 (45.1%)
2025-05-08 21:32:50 - Epoch 24, 测试集 AUC: 0.5346, PRE: 0.4336, REC: 0.0111, MF1: 0.4714, ACC1: 0.0111, ACC0: 0.9975, Gmean: 0.1051
2025-05-08 21:32:50 - Epoch 24, val mf1: 0.4696, val ACC1: 0.0092, val ACC0: 0.9980, val Gmean: 0.0957 (best 0.5927)
2025-05-08 21:32:50 - Epoch 25 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:32:51 - Epoch 25, 测试集 AUC: 0.5116, PRE: 0.4643, REC: 0.0088, MF1: 0.4694, ACC1: 0.0088, ACC0: 0.9983, Gmean: 0.0938
2025-05-08 21:32:51 - Epoch 25, val mf1: 0.4670, val ACC1: 0.0064, val ACC0: 0.9984, val Gmean: 0.0801 (best 0.5927)
2025-05-08 21:32:51 - Epoch 26 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:32:51 - Epoch 26, 测试集 AUC: 0.4881, PRE: 0.4828, REC: 0.0063, MF1: 0.4670, ACC1: 0.0063, ACC0: 0.9988, Gmean: 0.0795
2025-05-08 21:32:51 - Epoch 26, val mf1: 0.4644, val ACC1: 0.0037, val ACC0: 0.9992, val Gmean: 0.0605 (best 0.5927)
2025-05-08 21:32:51 - Epoch 27 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:32:52 - Epoch 27, 测试集 AUC: 0.4905, PRE: 0.4677, REC: 0.0065, MF1: 0.4672, ACC1: 0.0065, ACC0: 0.9987, Gmean: 0.0809
2025-05-08 21:32:52 - Epoch 27, val mf1: 0.4649, val ACC1: 0.0041, val ACC0: 0.9991, val Gmean: 0.0642 (best 0.5927)
2025-05-08 21:32:52 - Epoch 28 伪标签: 正样本: 252 (55.1%), 负样本: 205 (44.9%)
2025-05-08 21:32:52 - Epoch 28, 测试集 AUC: 0.5044, PRE: 0.4545, REC: 0.0102, MF1: 0.4706, ACC1: 0.0102, ACC0: 0.9979, Gmean: 0.1007
2025-05-08 21:32:52 - Epoch 28, val mf1: 0.4683, val ACC1: 0.0078, val ACC0: 0.9980, val Gmean: 0.0882 (best 0.5927)
2025-05-08 21:32:52 - Epoch 29 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:32:53 - Epoch 29, 测试集 AUC: 0.4850, PRE: 0.1419, REC: 0.3272, MF1: 0.4723, ACC1: 0.3272, ACC0: 0.6638, Gmean: 0.4660
2025-05-08 21:32:53 - Epoch 29, val mf1: 0.4725, val ACC1: 0.3292, val ACC0: 0.6630, val Gmean: 0.4672 (best 0.5927)
2025-05-08 21:32:53 - Epoch 30 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:32:53 - Epoch 30, 有标签损失: 0.0006, 一致性损失: 0.0011, 伪标签损失: 0.5503, LPL损失: 29.9979, 聚类损失: 1.0087, 总损失: 0.1920
2025-05-08 21:32:53 - Epoch 30, 测试集 AUC: 0.4713, PRE: 0.1435, REC: 0.2619, MF1: 0.4876, ACC1: 0.2619, ACC0: 0.7343, Gmean: 0.4386
2025-05-08 21:32:53 - Epoch 30, val mf1: 0.4896, val ACC1: 0.2646, val ACC0: 0.7364, val Gmean: 0.4414 (best 0.5927)
2025-05-08 21:32:53 - Epoch 31 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:32:54 - Epoch 31, 测试集 AUC: 0.4670, PRE: 0.1531, REC: 0.2260, MF1: 0.5016, ACC1: 0.2260, ACC0: 0.7874, Gmean: 0.4219
2025-05-08 21:32:54 - Epoch 31, val mf1: 0.5014, val ACC1: 0.2270, val ACC0: 0.7863, val Gmean: 0.4224 (best 0.5927)
2025-05-08 21:32:54 - Epoch 32 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:32:54 - Epoch 32, 测试集 AUC: 0.4646, PRE: 0.1608, REC: 0.1928, MF1: 0.5093, ACC1: 0.1928, ACC0: 0.8290, Gmean: 0.3998
2025-05-08 21:32:54 - Epoch 32, val mf1: 0.5102, val ACC1: 0.1939, val ACC0: 0.8298, val Gmean: 0.4012 (best 0.5927)
2025-05-08 21:32:54 - Epoch 33 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:32:55 - Epoch 33, 测试集 AUC: 0.4492, PRE: 0.1697, REC: 0.1429, MF1: 0.5123, ACC1: 0.1429, ACC0: 0.8811, Gmean: 0.3549
2025-05-08 21:32:55 - Epoch 33, val mf1: 0.5130, val ACC1: 0.1467, val ACC0: 0.8786, val Gmean: 0.3590 (best 0.5927)
2025-05-08 21:32:55 - Epoch 34 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:32:55 - Epoch 34, 测试集 AUC: 0.4298, PRE: 0.1799, REC: 0.1032, MF1: 0.5095, ACC1: 0.1032, ACC0: 0.9200, Gmean: 0.3081
2025-05-08 21:32:55 - Epoch 34, val mf1: 0.5076, val ACC1: 0.1000, val ACC0: 0.9204, val Gmean: 0.3033 (best 0.5927)
2025-05-08 21:32:55 - Epoch 35 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:32:56 - Epoch 35, 测试集 AUC: 0.4183, PRE: 0.1876, REC: 0.0840, MF1: 0.5061, ACC1: 0.0840, ACC0: 0.9382, Gmean: 0.2807
2025-05-08 21:32:56 - Epoch 35, val mf1: 0.5074, val ACC1: 0.0867, val ACC0: 0.9373, val Gmean: 0.2850 (best 0.5927)
2025-05-08 21:32:56 - Epoch 36 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:32:56 - Epoch 36, 测试集 AUC: 0.4089, PRE: 0.1907, REC: 0.0691, MF1: 0.5014, ACC1: 0.0691, ACC0: 0.9501, Gmean: 0.2562
2025-05-08 21:32:56 - Epoch 36, val mf1: 0.5035, val ACC1: 0.0720, val ACC0: 0.9501, val Gmean: 0.2615 (best 0.5927)
2025-05-08 21:32:56 - Epoch 37 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:32:57 - Epoch 37, 测试集 AUC: 0.4013, PRE: 0.1907, REC: 0.0573, MF1: 0.4965, ACC1: 0.0573, ACC0: 0.9586, Gmean: 0.2345
2025-05-08 21:32:57 - Epoch 37, val mf1: 0.4978, val ACC1: 0.0591, val ACC0: 0.9583, val Gmean: 0.2381 (best 0.5927)
2025-05-08 21:32:57 - Epoch 38 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:32:57 - Epoch 38, 测试集 AUC: 0.3953, PRE: 0.1890, REC: 0.0494, MF1: 0.4927, ACC1: 0.0494, ACC0: 0.9639, Gmean: 0.2183
2025-05-08 21:32:57 - Epoch 38, val mf1: 0.4922, val ACC1: 0.0495, val ACC0: 0.9626, val Gmean: 0.2183 (best 0.5927)
2025-05-08 21:32:58 - Epoch 39 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:32:58 - Epoch 39, 测试集 AUC: 0.3918, PRE: 0.1903, REC: 0.0452, MF1: 0.4907, ACC1: 0.0452, ACC0: 0.9673, Gmean: 0.2090
2025-05-08 21:32:58 - Epoch 39, val mf1: 0.4891, val ACC1: 0.0436, val ACC0: 0.9666, val Gmean: 0.2052 (best 0.5927)
2025-05-08 21:32:58 - Epoch 40 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:32:59 - Epoch 40, 有标签损失: 0.0001, 一致性损失: 0.0003, 伪标签损失: 0.4838, LPL损失: 29.1461, 聚类损失: 0.9783, 总损失: 0.2227
2025-05-08 21:32:59 - Epoch 40, 测试集 AUC: 0.3888, PRE: 0.1851, REC: 0.0415, MF1: 0.4884, ACC1: 0.0415, ACC0: 0.9689, Gmean: 0.2006
2025-05-08 21:32:59 - Epoch 40, val mf1: 0.4885, val ACC1: 0.0413, val ACC0: 0.9696, val Gmean: 0.2000 (best 0.5927)
2025-05-08 21:32:59 - Epoch 41 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:32:59 - Epoch 41, 测试集 AUC: 0.3856, PRE: 0.1758, REC: 0.0375, MF1: 0.4856, ACC1: 0.0375, ACC0: 0.9701, Gmean: 0.1907
2025-05-08 21:32:59 - Epoch 41, val mf1: 0.4874, val ACC1: 0.0390, val ACC0: 0.9715, val Gmean: 0.1946 (best 0.5927)
2025-05-08 21:32:59 - Epoch 42 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:33:00 - Epoch 42, 测试集 AUC: 0.3843, PRE: 0.1638, REC: 0.0341, MF1: 0.4828, ACC1: 0.0341, ACC0: 0.9704, Gmean: 0.1819
2025-05-08 21:33:00 - Epoch 42, val mf1: 0.4852, val ACC1: 0.0362, val ACC0: 0.9719, val Gmean: 0.1876 (best 0.5927)
2025-05-08 21:33:00 - Epoch 43 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:33:00 - Epoch 43, 测试集 AUC: 0.3842, PRE: 0.1534, REC: 0.0318, MF1: 0.4808, ACC1: 0.0318, ACC0: 0.9701, Gmean: 0.1757
2025-05-08 21:33:00 - Epoch 43, val mf1: 0.4823, val ACC1: 0.0326, val ACC0: 0.9724, val Gmean: 0.1779 (best 0.5927)
2025-05-08 21:33:01 - Epoch 44 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:33:01 - Epoch 44, 测试集 AUC: 0.3808, PRE: 0.1623, REC: 0.0305, MF1: 0.4809, ACC1: 0.0305, ACC0: 0.9732, Gmean: 0.1722
2025-05-08 21:33:01 - Epoch 44, val mf1: 0.4822, val ACC1: 0.0307, val ACC0: 0.9762, val Gmean: 0.1732 (best 0.5927)
2025-05-08 21:33:01 - Epoch 45 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:33:01 - Epoch 45, 测试集 AUC: 0.3752, PRE: 0.1823, REC: 0.0298, MF1: 0.4818, ACC1: 0.0298, ACC0: 0.9773, Gmean: 0.1707
2025-05-08 21:33:01 - Epoch 45, val mf1: 0.4845, val ACC1: 0.0321, val ACC0: 0.9789, val Gmean: 0.1772 (best 0.5927)
2025-05-08 21:33:01 - Epoch 46 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:33:02 - Epoch 46, 测试集 AUC: 0.3714, PRE: 0.2045, REC: 0.0305, MF1: 0.4834, ACC1: 0.0305, ACC0: 0.9798, Gmean: 0.1728
2025-05-08 21:33:02 - Epoch 46, val mf1: 0.4853, val ACC1: 0.0321, val ACC0: 0.9809, val Gmean: 0.1774 (best 0.5927)
2025-05-08 21:33:02 - Epoch 47 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:33:02 - Epoch 47, 测试集 AUC: 0.3678, PRE: 0.2177, REC: 0.0300, MF1: 0.4837, ACC1: 0.0300, ACC0: 0.9817, Gmean: 0.1717
2025-05-08 21:33:02 - Epoch 47, val mf1: 0.4845, val ACC1: 0.0303, val ACC0: 0.9831, val Gmean: 0.1725 (best 0.5927)
2025-05-08 21:33:02 - Epoch 48 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:33:03 - Epoch 48, 测试集 AUC: 0.3644, PRE: 0.2190, REC: 0.0271, MF1: 0.4818, ACC1: 0.0271, ACC0: 0.9836, Gmean: 0.1632
2025-05-08 21:33:03 - Epoch 48, val mf1: 0.4830, val ACC1: 0.0275, val ACC0: 0.9857, val Gmean: 0.1647 (best 0.5927)
2025-05-08 21:33:03 - Epoch 49 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:33:03 - Epoch 49, 测试集 AUC: 0.3625, PRE: 0.2301, REC: 0.0255, MF1: 0.4811, ACC1: 0.0255, ACC0: 0.9855, Gmean: 0.1586
2025-05-08 21:33:03 - Epoch 49, val mf1: 0.4823, val ACC1: 0.0261, val ACC0: 0.9873, val Gmean: 0.1606 (best 0.5927)
2025-05-08 21:33:03 - Epoch 50 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:33:04 - Epoch 50, 有标签损失: 0.0001, 一致性损失: 0.0002, 伪标签损失: 0.4687, LPL损失: 29.3777, 聚类损失: 0.2568, 总损失: 0.2625
2025-05-08 21:33:04 - Epoch 50, 测试集 AUC: 0.3571, PRE: 0.2374, REC: 0.0212, MF1: 0.4782, ACC1: 0.0212, ACC0: 0.9884, Gmean: 0.1448
2025-05-08 21:33:04 - Epoch 50, val mf1: 0.4796, val ACC1: 0.0225, val ACC0: 0.9892, val Gmean: 0.1491 (best 0.5927)
2025-05-08 21:33:04 - Epoch 51 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:33:04 - Epoch 51, 测试集 AUC: 0.3474, PRE: 0.2774, REC: 0.0194, MF1: 0.4775, ACC1: 0.0194, ACC0: 0.9914, Gmean: 0.1387
2025-05-08 21:33:04 - Epoch 51, val mf1: 0.4785, val ACC1: 0.0202, val ACC0: 0.9922, val Gmean: 0.1415 (best 0.5927)
2025-05-08 21:33:04 - Epoch 52 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:33:05 - Epoch 52, 测试集 AUC: 0.3386, PRE: 0.3065, REC: 0.0172, MF1: 0.4761, ACC1: 0.0172, ACC0: 0.9934, Gmean: 0.1306
2025-05-08 21:33:05 - Epoch 52, val mf1: 0.4778, val ACC1: 0.0188, val ACC0: 0.9938, val Gmean: 0.1367 (best 0.5927)
2025-05-08 21:33:05 - Epoch 53 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:33:05 - Epoch 53, 测试集 AUC: 0.3320, PRE: 0.3317, REC: 0.0154, MF1: 0.4747, ACC1: 0.0154, ACC0: 0.9947, Gmean: 0.1236
2025-05-08 21:33:05 - Epoch 53, val mf1: 0.4755, val ACC1: 0.0160, val ACC0: 0.9950, val Gmean: 0.1264 (best 0.5927)
2025-05-08 21:33:05 - Epoch 54 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:33:06 - Epoch 54, 测试集 AUC: 0.3277, PRE: 0.3353, REC: 0.0131, MF1: 0.4728, ACC1: 0.0131, ACC0: 0.9956, Gmean: 0.1142
2025-05-08 21:33:06 - Epoch 54, val mf1: 0.4737, val ACC1: 0.0138, val ACC0: 0.9963, val Gmean: 0.1171 (best 0.5927)
2025-05-08 21:33:06 - Epoch 55 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:33:06 - Epoch 55, 测试集 AUC: 0.3247, PRE: 0.3605, REC: 0.0120, MF1: 0.4719, ACC1: 0.0120, ACC0: 0.9964, Gmean: 0.1092
2025-05-08 21:33:06 - Epoch 55, val mf1: 0.4720, val ACC1: 0.0119, val ACC0: 0.9966, val Gmean: 0.1090 (best 0.5927)
2025-05-08 21:33:06 - Epoch 56 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:33:07 - Epoch 56, 测试集 AUC: 0.3228, PRE: 0.3657, REC: 0.0111, MF1: 0.4712, ACC1: 0.0111, ACC0: 0.9967, Gmean: 0.1050
2025-05-08 21:33:07 - Epoch 56, val mf1: 0.4708, val ACC1: 0.0105, val ACC0: 0.9971, val Gmean: 0.1025 (best 0.5927)
2025-05-08 21:33:07 - Epoch 57 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:33:07 - Epoch 57, 测试集 AUC: 0.3222, PRE: 0.4034, REC: 0.0108, MF1: 0.4711, ACC1: 0.0108, ACC0: 0.9973, Gmean: 0.1040
2025-05-08 21:33:07 - Epoch 57, val mf1: 0.4685, val ACC1: 0.0083, val ACC0: 0.9972, val Gmean: 0.0907 (best 0.5927)
2025-05-08 21:33:07 - Epoch 58 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:33:08 - Epoch 58, 测试集 AUC: 0.3226, PRE: 0.4182, REC: 0.0104, MF1: 0.4707, ACC1: 0.0104, ACC0: 0.9975, Gmean: 0.1018
2025-05-08 21:33:08 - Epoch 58, val mf1: 0.4687, val ACC1: 0.0083, val ACC0: 0.9977, val Gmean: 0.0907 (best 0.5927)
2025-05-08 21:33:08 - Epoch 59 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:33:08 - Epoch 59, 测试集 AUC: 0.3236, PRE: 0.4167, REC: 0.0102, MF1: 0.4705, ACC1: 0.0102, ACC0: 0.9976, Gmean: 0.1007
2025-05-08 21:33:08 - Epoch 59, val mf1: 0.4683, val ACC1: 0.0078, val ACC0: 0.9980, val Gmean: 0.0882 (best 0.5927)
2025-05-08 21:33:08 - Epoch 60 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:33:09 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0001, 伪标签损失: 0.4677, LPL损失: 30.5193, 聚类损失: 0.1621, 总损失: 0.3245
2025-05-08 21:33:09 - Epoch 60, 测试集 AUC: 0.3247, PRE: 0.4057, REC: 0.0097, MF1: 0.4701, ACC1: 0.0097, ACC0: 0.9976, Gmean: 0.0984
2025-05-08 21:33:09 - Epoch 60, val mf1: 0.4678, val ACC1: 0.0073, val ACC0: 0.9980, val Gmean: 0.0856 (best 0.5927)
2025-05-08 21:33:09 - Epoch 61 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:33:09 - Epoch 61, 测试集 AUC: 0.3259, PRE: 0.3981, REC: 0.0097, MF1: 0.4700, ACC1: 0.0097, ACC0: 0.9975, Gmean: 0.0984
2025-05-08 21:33:09 - Epoch 61, val mf1: 0.4677, val ACC1: 0.0073, val ACC0: 0.9978, val Gmean: 0.0856 (best 0.5927)
2025-05-08 21:33:09 - Epoch 62 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:33:10 - Epoch 62, 测试集 AUC: 0.3273, PRE: 0.3874, REC: 0.0097, MF1: 0.4700, ACC1: 0.0097, ACC0: 0.9974, Gmean: 0.0984
2025-05-08 21:33:10 - Epoch 62, val mf1: 0.4677, val ACC1: 0.0073, val ACC0: 0.9977, val Gmean: 0.0856 (best 0.5927)
2025-05-08 21:33:10 - Epoch 63 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:33:10 - Epoch 63, 测试集 AUC: 0.3285, PRE: 0.3818, REC: 0.0095, MF1: 0.4698, ACC1: 0.0095, ACC0: 0.9974, Gmean: 0.0973
2025-05-08 21:33:10 - Epoch 63, val mf1: 0.4682, val ACC1: 0.0078, val ACC0: 0.9977, val Gmean: 0.0882 (best 0.5927)
2025-05-08 21:33:10 - Epoch 64 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:33:11 - Epoch 64, 测试集 AUC: 0.3293, PRE: 0.3853, REC: 0.0095, MF1: 0.4698, ACC1: 0.0095, ACC0: 0.9974, Gmean: 0.0973
2025-05-08 21:33:11 - Epoch 64, val mf1: 0.4677, val ACC1: 0.0073, val ACC0: 0.9978, val Gmean: 0.0856 (best 0.5927)
2025-05-08 21:33:11 - Epoch 65 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:33:11 - Epoch 65, 测试集 AUC: 0.3293, PRE: 0.4040, REC: 0.0090, MF1: 0.4694, ACC1: 0.0090, ACC0: 0.9977, Gmean: 0.0949
2025-05-08 21:33:11 - Epoch 65, val mf1: 0.4674, val ACC1: 0.0069, val ACC0: 0.9982, val Gmean: 0.0829 (best 0.5927)
2025-05-08 21:33:11 - Epoch 66 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:33:12 - Epoch 66, 测试集 AUC: 0.3286, PRE: 0.4211, REC: 0.0072, MF1: 0.4678, ACC1: 0.0072, ACC0: 0.9983, Gmean: 0.0849
2025-05-08 21:33:12 - Epoch 66, val mf1: 0.4670, val ACC1: 0.0064, val ACC0: 0.9984, val Gmean: 0.0801 (best 0.5927)
2025-05-08 21:33:12 - Epoch 67 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:33:12 - Epoch 67, 测试集 AUC: 0.3280, PRE: 0.3898, REC: 0.0052, MF1: 0.4658, ACC1: 0.0052, ACC0: 0.9986, Gmean: 0.0720
2025-05-08 21:33:12 - Epoch 67, val mf1: 0.4667, val ACC1: 0.0060, val ACC0: 0.9989, val Gmean: 0.0772 (best 0.5927)
2025-05-08 21:33:12 - Epoch 68 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:33:13 - Epoch 68, 测试集 AUC: 0.3277, PRE: 0.4118, REC: 0.0047, MF1: 0.4654, ACC1: 0.0047, ACC0: 0.9988, Gmean: 0.0688
2025-05-08 21:33:13 - Epoch 68, val mf1: 0.4653, val ACC1: 0.0046, val ACC0: 0.9991, val Gmean: 0.0677 (best 0.5927)
2025-05-08 21:33:13 - Epoch 69 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:33:13 - Epoch 69, 测试集 AUC: 0.3280, PRE: 0.4000, REC: 0.0036, MF1: 0.4643, ACC1: 0.0036, ACC0: 0.9991, Gmean: 0.0601
2025-05-08 21:33:13 - Epoch 69, val mf1: 0.4653, val ACC1: 0.0046, val ACC0: 0.9991, val Gmean: 0.0677 (best 0.5927)
2025-05-08 21:33:13 - Epoch 70 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:33:14 - Epoch 70, 有标签损失: 0.0001, 一致性损失: 0.0001, 伪标签损失: 0.4661, LPL损失: 35.5665, 聚类损失: 0.1320, 总损失: 0.4481
2025-05-08 21:33:14 - Epoch 70, 测试集 AUC: 0.3286, PRE: 0.3947, REC: 0.0034, MF1: 0.4641, ACC1: 0.0034, ACC0: 0.9991, Gmean: 0.0582
2025-05-08 21:33:14 - Epoch 70, val mf1: 0.4649, val ACC1: 0.0041, val ACC0: 0.9994, val Gmean: 0.0642 (best 0.5927)
2025-05-08 21:33:14 - Epoch 71 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:33:14 - Epoch 71, 测试集 AUC: 0.3293, PRE: 0.3889, REC: 0.0032, MF1: 0.4639, ACC1: 0.0032, ACC0: 0.9992, Gmean: 0.0562
2025-05-08 21:33:14 - Epoch 71, val mf1: 0.4645, val ACC1: 0.0037, val ACC0: 0.9995, val Gmean: 0.0605 (best 0.5927)
2025-05-08 21:33:14 - Epoch 72 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:33:15 - Epoch 72, 测试集 AUC: 0.3304, PRE: 0.3714, REC: 0.0029, MF1: 0.4636, ACC1: 0.0029, ACC0: 0.9992, Gmean: 0.0542
2025-05-08 21:33:15 - Epoch 72, val mf1: 0.4640, val ACC1: 0.0032, val ACC0: 0.9995, val Gmean: 0.0566 (best 0.5927)
2025-05-08 21:33:15 - Epoch 73 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:33:15 - Epoch 73, 测试集 AUC: 0.3318, PRE: 0.3824, REC: 0.0029, MF1: 0.4636, ACC1: 0.0029, ACC0: 0.9992, Gmean: 0.0542
2025-05-08 21:33:15 - Epoch 73, val mf1: 0.4640, val ACC1: 0.0032, val ACC0: 0.9995, val Gmean: 0.0566 (best 0.5927)
2025-05-08 21:33:15 - Epoch 74 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:33:16 - Epoch 74, 测试集 AUC: 0.3334, PRE: 0.3667, REC: 0.0025, MF1: 0.4632, ACC1: 0.0025, ACC0: 0.9993, Gmean: 0.0498
2025-05-08 21:33:16 - Epoch 74, val mf1: 0.4640, val ACC1: 0.0032, val ACC0: 0.9995, val Gmean: 0.0566 (best 0.5927)
2025-05-08 21:33:16 - Epoch 75 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:33:16 - Epoch 75, 测试集 AUC: 0.3349, PRE: 0.3667, REC: 0.0025, MF1: 0.4632, ACC1: 0.0025, ACC0: 0.9993, Gmean: 0.0498
2025-05-08 21:33:16 - Epoch 75, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9995, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:17 - Epoch 76 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:33:17 - Epoch 76, 测试集 AUC: 0.3365, PRE: 0.3667, REC: 0.0025, MF1: 0.4632, ACC1: 0.0025, ACC0: 0.9993, Gmean: 0.0498
2025-05-08 21:33:17 - Epoch 76, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9995, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:17 - Epoch 77 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:33:17 - Epoch 77, 测试集 AUC: 0.3361, PRE: 0.3750, REC: 0.0027, MF1: 0.4634, ACC1: 0.0027, ACC0: 0.9992, Gmean: 0.0520
2025-05-08 21:33:17 - Epoch 77, val mf1: 0.4640, val ACC1: 0.0032, val ACC0: 0.9995, val Gmean: 0.0566 (best 0.5927)
2025-05-08 21:33:18 - Epoch 78 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:33:18 - Epoch 78, 测试集 AUC: 0.3356, PRE: 0.3548, REC: 0.0025, MF1: 0.4632, ACC1: 0.0025, ACC0: 0.9992, Gmean: 0.0498
2025-05-08 21:33:18 - Epoch 78, val mf1: 0.4640, val ACC1: 0.0032, val ACC0: 0.9995, val Gmean: 0.0566 (best 0.5927)
2025-05-08 21:33:18 - Epoch 79 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:33:18 - Epoch 79, 测试集 AUC: 0.3360, PRE: 0.3929, REC: 0.0025, MF1: 0.4632, ACC1: 0.0025, ACC0: 0.9993, Gmean: 0.0498
2025-05-08 21:33:18 - Epoch 79, val mf1: 0.4640, val ACC1: 0.0032, val ACC0: 0.9995, val Gmean: 0.0566 (best 0.5927)
2025-05-08 21:33:19 - Epoch 80 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:33:19 - Epoch 80, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4616, LPL损失: 6.8061, 聚类损失: 0.1144, 总损失: 0.1085
2025-05-08 21:33:19 - Epoch 80, 测试集 AUC: 0.3369, PRE: 0.2727, REC: 0.0014, MF1: 0.4621, ACC1: 0.0014, ACC0: 0.9994, Gmean: 0.0368
2025-05-08 21:33:19 - Epoch 80, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9998, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:19 - Epoch 81 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:33:19 - Epoch 81, 测试集 AUC: 0.3385, PRE: 0.3125, REC: 0.0011, MF1: 0.4619, ACC1: 0.0011, ACC0: 0.9996, Gmean: 0.0336
2025-05-08 21:33:19 - Epoch 81, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9998, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:20 - Epoch 82 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:33:20 - Epoch 82, 测试集 AUC: 0.3379, PRE: 0.3125, REC: 0.0011, MF1: 0.4619, ACC1: 0.0011, ACC0: 0.9996, Gmean: 0.0336
2025-05-08 21:33:20 - Epoch 82, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9998, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:20 - Epoch 83 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:33:20 - Epoch 83, 测试集 AUC: 0.3361, PRE: 0.2632, REC: 0.0011, MF1: 0.4619, ACC1: 0.0011, ACC0: 0.9995, Gmean: 0.0336
2025-05-08 21:33:20 - Epoch 83, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9998, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:21 - Epoch 84 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:33:21 - Epoch 84, 测试集 AUC: 0.3356, PRE: 0.2632, REC: 0.0011, MF1: 0.4619, ACC1: 0.0011, ACC0: 0.9995, Gmean: 0.0336
2025-05-08 21:33:21 - Epoch 84, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9998, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:21 - Epoch 85 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:33:21 - Epoch 85, 测试集 AUC: 0.3362, PRE: 0.2778, REC: 0.0011, MF1: 0.4619, ACC1: 0.0011, ACC0: 0.9995, Gmean: 0.0336
2025-05-08 21:33:21 - Epoch 85, val mf1: 0.4636, val ACC1: 0.0028, val ACC0: 0.9998, val Gmean: 0.0524 (best 0.5927)
2025-05-08 21:33:22 - Epoch 86 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:33:22 - Epoch 86, 测试集 AUC: 0.3379, PRE: 0.3125, REC: 0.0011, MF1: 0.4619, ACC1: 0.0011, ACC0: 0.9996, Gmean: 0.0336
2025-05-08 21:33:22 - Epoch 86, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9998, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:22 - Epoch 87 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:33:22 - Epoch 87, 测试集 AUC: 0.3408, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-08 21:33:22 - Epoch 87, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9999, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:23 - Epoch 88 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:33:23 - Epoch 88, 测试集 AUC: 0.3449, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:23 - Epoch 88, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9999, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:23 - Epoch 89 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:33:23 - Epoch 89, 测试集 AUC: 0.3476, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:23 - Epoch 89, val mf1: 0.4627, val ACC1: 0.0018, val ACC0: 0.9999, val Gmean: 0.0428 (best 0.5927)
2025-05-08 21:33:24 - Epoch 90 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:33:24 - Epoch 90, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4635, LPL损失: 42.6044, 聚类损失: 0.1148, 总损失: 0.7486
2025-05-08 21:33:24 - Epoch 90, 测试集 AUC: 0.3488, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:24 - Epoch 90, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9999, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:24 - Epoch 91 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:33:24 - Epoch 91, 测试集 AUC: 0.3512, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:24 - Epoch 91, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9999, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:25 - Epoch 92 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:33:25 - Epoch 92, 测试集 AUC: 0.3551, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:25 - Epoch 92, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9999, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:25 - Epoch 93 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:33:25 - Epoch 93, 测试集 AUC: 0.3601, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:25 - Epoch 93, val mf1: 0.4627, val ACC1: 0.0018, val ACC0: 0.9999, val Gmean: 0.0428 (best 0.5927)
2025-05-08 21:33:26 - Epoch 94 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:33:26 - Epoch 94, 测试集 AUC: 0.3663, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:26 - Epoch 94, val mf1: 0.4627, val ACC1: 0.0018, val ACC0: 0.9999, val Gmean: 0.0428 (best 0.5927)
2025-05-08 21:33:26 - Epoch 95 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:33:27 - Epoch 95, 测试集 AUC: 0.3709, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:27 - Epoch 95, val mf1: 0.4627, val ACC1: 0.0018, val ACC0: 0.9999, val Gmean: 0.0428 (best 0.5927)
2025-05-08 21:33:27 - Epoch 96 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:33:27 - Epoch 96, 测试集 AUC: 0.3739, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:27 - Epoch 96, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9999, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:27 - Epoch 97 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:33:28 - Epoch 97, 测试集 AUC: 0.3784, PRE: 0.2000, REC: 0.0005, MF1: 0.4612, ACC1: 0.0005, ACC0: 0.9997, Gmean: 0.0212
2025-05-08 21:33:28 - Epoch 97, val mf1: 0.4632, val ACC1: 0.0023, val ACC0: 0.9999, val Gmean: 0.0479 (best 0.5927)
2025-05-08 21:33:28 - Epoch 98 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:33:28 - Epoch 98, 测试集 AUC: 0.3829, PRE: 0.0947, REC: 0.0549, MF1: 0.4745, ACC1: 0.0549, ACC0: 0.9109, Gmean: 0.2236
2025-05-08 21:33:28 - Epoch 98, val mf1: 0.4828, val ACC1: 0.0642, val ACC0: 0.9163, val Gmean: 0.2425 (best 0.5927)
2025-05-08 21:33:28 - Epoch 99 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:33:29 - Epoch 99, 测试集 AUC: 0.3882, PRE: 0.2290, REC: 0.0271, MF1: 0.4822, ACC1: 0.0271, ACC0: 0.9845, Gmean: 0.1633
2025-05-08 21:33:29 - Epoch 99, val mf1: 0.4911, val ACC1: 0.0367, val ACC0: 0.9851, val Gmean: 0.1901 (best 0.5927)
2025-05-08 21:33:29 - time cost: 52.45 s
2025-05-08 21:33:29 - 基于验证集最佳模型的测试结果: REC 33.26 PRE 29.30 MF1 59.26 AUC 71.07 ACC1 33.26 ACC0 86.36 Gmean 53.59
2025-05-08 21:33:29 - 测试集上观察到的最佳结果 (Epoch 12): AUC 71.07 PRE 29.30 REC 33.26 MF1 59.26 ACC1 33.26 ACC0 86.36 Gmean 53.59
