2025-05-09 20:47:39 - 运行开始时间: 20250509_204739
2025-05-09 20:47:39 - 日志文件: logs/train_log_yelp_seed64_20250509_204739.txt
2025-05-09 20:47:39 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:47:39 - 无标签数据数量: 457
2025-05-09 20:47:39 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 20:47:40 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:47:40 - 伪标签策略：
2025-05-09 20:47:40 -   使用模型输出和聚类结果的融合
2025-05-09 20:47:40 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 20:47:40 - Epoch 0, 有标签损失: 0.7135, 一致性损失: 0.0000, 伪标签损失: 0.3396, LPL损失: 43.0767, 聚类损失: 1.1331, 总损失: 0.8636
2025-05-09 20:47:40 - Epoch 0, 测试集 AUC: 0.7068, PRE: 0.2459, REC: 0.7864, MF1: 0.5501, ACC1: 0.7864, ACC0: 0.5900, Gmean: 0.6812
2025-05-09 20:47:40 - 更新最佳测试结果 (Epoch 0): AUC 0.7068, PRE 0.2459, REC 0.7864, MF1 0.5501, ACC1 0.7864, ACC0 0.5900, Gmean 0.6812
2025-05-09 20:47:40 - Epoch 0, val mf1: 0.5497, val ACC1: 0.8042, val ACC0: 0.5832, val Gmean: 0.6849 (best 0.5497)
2025-05-09 20:47:41 - Epoch 1 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:47:41 - Epoch 1, 测试集 AUC: 0.7034, PRE: 0.2421, REC: 0.6358, MF1: 0.5592, ACC1: 0.6358, ACC0: 0.6616, Gmean: 0.6486
2025-05-09 20:47:41 - Epoch 1, val mf1: 0.5610, val ACC1: 0.6525, val ACC0: 0.6576, val Gmean: 0.6550 (best 0.5610)
2025-05-09 20:47:41 - Epoch 2 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:47:41 - Epoch 2, 测试集 AUC: 0.7018, PRE: 0.2405, REC: 0.3355, MF1: 0.5643, ACC1: 0.3355, ACC0: 0.8199, Gmean: 0.5245
2025-05-09 20:47:41 - Epoch 2, val mf1: 0.5755, val ACC1: 0.3659, val ACC0: 0.8189, val Gmean: 0.5474 (best 0.5755)
2025-05-09 20:47:42 - Epoch 3 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 20:47:42 - Epoch 3, 测试集 AUC: 0.7015, PRE: 0.2592, REC: 0.1389, MF1: 0.5390, ACC1: 0.1389, ACC0: 0.9325, Gmean: 0.3598
2025-05-09 20:47:42 - Epoch 3, val mf1: 0.5488, val ACC1: 0.1527, val ACC0: 0.9344, val Gmean: 0.3777 (best 0.5755)
2025-05-09 20:47:42 - Epoch 4 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 20:47:43 - Epoch 4, 测试集 AUC: 0.7018, PRE: 0.3016, REC: 0.0508, MF1: 0.5011, ACC1: 0.0508, ACC0: 0.9800, Gmean: 0.2231
2025-05-09 20:47:43 - Epoch 4, val mf1: 0.5060, val ACC1: 0.0569, val ACC0: 0.9793, val Gmean: 0.2360 (best 0.5755)
2025-05-09 20:47:43 - Epoch 5 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 20:47:43 - Epoch 5, 测试集 AUC: 0.7007, PRE: 0.3724, REC: 0.0280, MF1: 0.4859, ACC1: 0.0280, ACC0: 0.9920, Gmean: 0.1667
2025-05-09 20:47:43 - Epoch 5, val mf1: 0.4913, val ACC1: 0.0335, val ACC0: 0.9926, val Gmean: 0.1823 (best 0.5755)
2025-05-09 20:47:43 - Epoch 6 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:47:44 - Epoch 6, 测试集 AUC: 0.6997, PRE: 0.4164, REC: 0.0253, MF1: 0.4841, ACC1: 0.0253, ACC0: 0.9940, Gmean: 0.1585
2025-05-09 20:47:44 - Epoch 6, val mf1: 0.4854, val ACC1: 0.0266, val ACC0: 0.9941, val Gmean: 0.1626 (best 0.5755)
2025-05-09 20:47:44 - Epoch 7 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 20:47:44 - Epoch 7, 测试集 AUC: 0.6993, PRE: 0.4102, REC: 0.0273, MF1: 0.4858, ACC1: 0.0273, ACC0: 0.9933, Gmean: 0.1647
2025-05-09 20:47:44 - Epoch 7, val mf1: 0.4872, val ACC1: 0.0289, val ACC0: 0.9933, val Gmean: 0.1694 (best 0.5755)
2025-05-09 20:47:44 - Epoch 8 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:47:45 - Epoch 8, 测试集 AUC: 0.6987, PRE: 0.4011, REC: 0.0330, MF1: 0.4904, ACC1: 0.0330, ACC0: 0.9916, Gmean: 0.1808
2025-05-09 20:47:45 - Epoch 8, val mf1: 0.4925, val ACC1: 0.0353, val ACC0: 0.9914, val Gmean: 0.1871 (best 0.5755)
2025-05-09 20:47:45 - Epoch 9 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:47:45 - Epoch 9, 测试集 AUC: 0.6969, PRE: 0.3736, REC: 0.0370, MF1: 0.4932, ACC1: 0.0370, ACC0: 0.9894, Gmean: 0.1914
2025-05-09 20:47:45 - Epoch 9, val mf1: 0.4958, val ACC1: 0.0399, val ACC0: 0.9892, val Gmean: 0.1986 (best 0.5755)
2025-05-09 20:47:45 - Epoch 10 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:47:46 - Epoch 10, 有标签损失: 0.4676, 一致性损失: 0.0000, 伪标签损失: 0.4775, LPL损失: 42.0909, 聚类损失: 1.1720, 总损失: 0.6473
2025-05-09 20:47:46 - Epoch 10, 测试集 AUC: 0.6929, PRE: 0.3667, REC: 0.0413, MF1: 0.4964, ACC1: 0.0413, ACC0: 0.9879, Gmean: 0.2020
2025-05-09 20:47:46 - Epoch 10, val mf1: 0.4970, val ACC1: 0.0422, val ACC0: 0.9873, val Gmean: 0.2041 (best 0.5755)
2025-05-09 20:47:46 - Epoch 11 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:47:46 - Epoch 11, 测试集 AUC: 0.6862, PRE: 0.3485, REC: 0.0449, MF1: 0.4987, ACC1: 0.0449, ACC0: 0.9857, Gmean: 0.2105
2025-05-09 20:47:46 - Epoch 11, val mf1: 0.4971, val ACC1: 0.0436, val ACC0: 0.9849, val Gmean: 0.2071 (best 0.5755)
2025-05-09 20:47:47 - Epoch 12 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 20:47:47 - Epoch 12, 测试集 AUC: 0.6762, PRE: 0.3328, REC: 0.0490, MF1: 0.5011, ACC1: 0.0490, ACC0: 0.9833, Gmean: 0.2195
2025-05-09 20:47:47 - Epoch 12, val mf1: 0.4974, val ACC1: 0.0449, val ACC0: 0.9829, val Gmean: 0.2102 (best 0.5755)
2025-05-09 20:47:47 - Epoch 13 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:47:47 - Epoch 13, 测试集 AUC: 0.6628, PRE: 0.3164, REC: 0.0522, MF1: 0.5027, ACC1: 0.0522, ACC0: 0.9808, Gmean: 0.2262
2025-05-09 20:47:47 - Epoch 13, val mf1: 0.4989, val ACC1: 0.0481, val ACC0: 0.9801, val Gmean: 0.2172 (best 0.5755)
2025-05-09 20:47:48 - Epoch 14 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-09 20:47:48 - Epoch 14, 测试集 AUC: 0.6479, PRE: 0.3106, REC: 0.0567, MF1: 0.5054, ACC1: 0.0567, ACC0: 0.9786, Gmean: 0.2355
2025-05-09 20:47:48 - Epoch 14, val mf1: 0.4993, val ACC1: 0.0500, val ACC0: 0.9776, val Gmean: 0.2210 (best 0.5755)
2025-05-09 20:47:48 - Epoch 15 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:47:48 - Epoch 15, 测试集 AUC: 0.6343, PRE: 0.3046, REC: 0.0583, MF1: 0.5062, ACC1: 0.0583, ACC0: 0.9774, Gmean: 0.2386
2025-05-09 20:47:48 - Epoch 15, val mf1: 0.4991, val ACC1: 0.0504, val ACC0: 0.9762, val Gmean: 0.2219 (best 0.5755)
2025-05-09 20:47:49 - Epoch 16 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 20:47:49 - Epoch 16, 测试集 AUC: 0.6230, PRE: 0.2996, REC: 0.0576, MF1: 0.5055, ACC1: 0.0576, ACC0: 0.9771, Gmean: 0.2372
2025-05-09 20:47:49 - Epoch 16, val mf1: 0.4989, val ACC1: 0.0504, val ACC0: 0.9758, val Gmean: 0.2218 (best 0.5755)
2025-05-09 20:47:49 - Epoch 17 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 20:47:49 - Epoch 17, 测试集 AUC: 0.6135, PRE: 0.3007, REC: 0.0562, MF1: 0.5047, ACC1: 0.0562, ACC0: 0.9778, Gmean: 0.2345
2025-05-09 20:47:49 - Epoch 17, val mf1: 0.4954, val ACC1: 0.0463, val ACC0: 0.9758, val Gmean: 0.2126 (best 0.5755)
2025-05-09 20:47:50 - Epoch 18 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 20:47:50 - Epoch 18, 测试集 AUC: 0.6061, PRE: 0.2946, REC: 0.0537, MF1: 0.5027, ACC1: 0.0537, ACC0: 0.9781, Gmean: 0.2293
2025-05-09 20:47:50 - Epoch 18, val mf1: 0.4941, val ACC1: 0.0449, val ACC0: 0.9755, val Gmean: 0.2094 (best 0.5755)
2025-05-09 20:47:50 - Epoch 19 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 20:47:50 - Epoch 19, 测试集 AUC: 0.6008, PRE: 0.1839, REC: 0.5071, MF1: 0.4979, ACC1: 0.5071, ACC0: 0.6175, Gmean: 0.5596
2025-05-09 20:47:50 - Epoch 19, val mf1: 0.4966, val ACC1: 0.5044, val ACC0: 0.6164, val Gmean: 0.5576 (best 0.5755)
2025-05-09 20:47:51 - Epoch 20 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-09 20:47:51 - Epoch 20, 有标签损失: 0.0152, 一致性损失: 0.0000, 伪标签损失: 0.9395, LPL损失: 7.4066, 聚类损失: 3.7515, 总损失: 0.0756
2025-05-09 20:47:51 - Epoch 20, 测试集 AUC: 0.5971, PRE: 0.1903, REC: 0.4396, MF1: 0.5165, ACC1: 0.4396, ACC0: 0.6820, Gmean: 0.5475
2025-05-09 20:47:51 - Epoch 20, val mf1: 0.5155, val ACC1: 0.4397, val ACC0: 0.6802, val Gmean: 0.5469 (best 0.5755)
2025-05-09 20:47:51 - Epoch 21 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-09 20:47:52 - Epoch 21, 测试集 AUC: 0.5942, PRE: 0.1949, REC: 0.3847, MF1: 0.5272, ACC1: 0.3847, ACC0: 0.7298, Gmean: 0.5299
2025-05-09 20:47:52 - Epoch 21, val mf1: 0.5265, val ACC1: 0.3838, val ACC0: 0.7291, val Gmean: 0.5290 (best 0.5755)
2025-05-09 20:47:52 - Epoch 22 伪标签: 正样本: 168 (36.8%), 负样本: 289 (63.2%)
2025-05-09 20:47:52 - Epoch 22, 测试集 AUC: 0.5919, PRE: 0.1957, REC: 0.3430, MF1: 0.5308, ACC1: 0.3430, ACC0: 0.7604, Gmean: 0.5107
2025-05-09 20:47:52 - Epoch 22, val mf1: 0.5276, val ACC1: 0.3379, val ACC0: 0.7580, val Gmean: 0.5061 (best 0.5755)
2025-05-09 20:47:52 - Epoch 23 伪标签: 正样本: 156 (34.1%), 负样本: 301 (65.9%)
2025-05-09 20:47:52 - Epoch 23, 测试集 AUC: 0.5902, PRE: 0.1971, REC: 0.3159, MF1: 0.5331, ACC1: 0.3159, ACC0: 0.7813, Gmean: 0.4968
2025-05-09 20:47:52 - Epoch 23, val mf1: 0.5297, val ACC1: 0.3090, val ACC0: 0.7799, val Gmean: 0.4909 (best 0.5755)
2025-05-09 20:47:53 - Epoch 24 伪标签: 正样本: 166 (36.3%), 负样本: 291 (63.7%)
2025-05-09 20:47:53 - Epoch 24, 测试集 AUC: 0.5887, PRE: 0.1962, REC: 0.2971, MF1: 0.5329, ACC1: 0.2971, ACC0: 0.7931, Gmean: 0.4854
2025-05-09 20:47:53 - Epoch 24, val mf1: 0.5290, val ACC1: 0.2884, val ACC0: 0.7924, val Gmean: 0.4780 (best 0.5755)
2025-05-09 20:47:53 - Epoch 25 伪标签: 正样本: 166 (36.3%), 负样本: 291 (63.7%)
2025-05-09 20:47:54 - Epoch 25, 测试集 AUC: 0.5874, PRE: 0.1948, REC: 0.2883, MF1: 0.5319, ACC1: 0.2883, ACC0: 0.7973, Gmean: 0.4795
2025-05-09 20:47:54 - Epoch 25, val mf1: 0.5298, val ACC1: 0.2843, val ACC0: 0.7964, val Gmean: 0.4758 (best 0.5755)
2025-05-09 20:47:54 - Epoch 26 伪标签: 正样本: 168 (36.8%), 负样本: 289 (63.2%)
2025-05-09 20:47:54 - Epoch 26, 测试集 AUC: 0.5863, PRE: 0.1951, REC: 0.2906, MF1: 0.5321, ACC1: 0.2906, ACC0: 0.7961, Gmean: 0.4810
2025-05-09 20:47:54 - Epoch 26, val mf1: 0.5300, val ACC1: 0.2852, val ACC0: 0.7962, val Gmean: 0.4765 (best 0.5755)
2025-05-09 20:47:54 - Epoch 27 伪标签: 正样本: 174 (38.1%), 负样本: 283 (61.9%)
2025-05-09 20:47:55 - Epoch 27, 测试集 AUC: 0.5853, PRE: 0.1932, REC: 0.2978, MF1: 0.5305, ACC1: 0.2978, ACC0: 0.7886, Gmean: 0.4846
2025-05-09 20:47:55 - Epoch 27, val mf1: 0.5285, val ACC1: 0.2916, val ACC0: 0.7894, val Gmean: 0.4798 (best 0.5755)
2025-05-09 20:47:55 - Epoch 28 伪标签: 正样本: 159 (34.8%), 负样本: 298 (65.2%)
2025-05-09 20:47:55 - Epoch 28, 测试集 AUC: 0.5846, PRE: 0.1914, REC: 0.3111, MF1: 0.5286, ACC1: 0.3111, ACC0: 0.7766, Gmean: 0.4915
2025-05-09 20:47:55 - Epoch 28, val mf1: 0.5256, val ACC1: 0.3026, val ACC0: 0.7769, val Gmean: 0.4849 (best 0.5755)
2025-05-09 20:47:55 - Epoch 29 伪标签: 正样本: 168 (36.8%), 负样本: 289 (63.2%)
2025-05-09 20:47:56 - Epoch 29, 测试集 AUC: 0.5842, PRE: 0.1904, REC: 0.3290, MF1: 0.5268, ACC1: 0.3290, ACC0: 0.7621, Gmean: 0.5007
2025-05-09 20:47:56 - Epoch 29, val mf1: 0.5248, val ACC1: 0.3242, val ACC0: 0.7616, val Gmean: 0.4969 (best 0.5755)
2025-05-09 20:47:56 - Epoch 30 伪标签: 正样本: 158 (34.6%), 负样本: 299 (65.4%)
2025-05-09 20:47:56 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.2916, LPL损失: 19.8029, 聚类损失: 6.7525, 总损失: 0.1679
2025-05-09 20:47:56 - Epoch 30, 测试集 AUC: 0.5839, PRE: 0.1884, REC: 0.3529, MF1: 0.5234, ACC1: 0.3529, ACC0: 0.7416, Gmean: 0.5116
2025-05-09 20:47:56 - Epoch 30, val mf1: 0.5210, val ACC1: 0.3489, val ACC0: 0.7399, val Gmean: 0.5081 (best 0.5755)
2025-05-09 20:47:57 - Epoch 31 伪标签: 正样本: 153 (33.5%), 负样本: 304 (66.5%)
2025-05-09 20:47:57 - Epoch 31, 测试集 AUC: 0.5839, PRE: 0.2113, REC: 0.1212, MF1: 0.5224, ACC1: 0.1212, ACC0: 0.9231, Gmean: 0.3345
2025-05-09 20:47:57 - Epoch 31, val mf1: 0.5201, val ACC1: 0.1183, val ACC0: 0.9222, val Gmean: 0.3303 (best 0.5755)
2025-05-09 20:47:57 - Epoch 32 伪标签: 正样本: 174 (38.1%), 负样本: 283 (61.9%)
2025-05-09 20:47:57 - Epoch 32, 测试集 AUC: 0.5848, PRE: 0.2119, REC: 0.1350, MF1: 0.5261, ACC1: 0.1350, ACC0: 0.9146, Gmean: 0.3514
2025-05-09 20:47:57 - Epoch 32, val mf1: 0.5250, val ACC1: 0.1330, val ACC0: 0.9149, val Gmean: 0.3488 (best 0.5755)
2025-05-09 20:47:58 - Epoch 33 伪标签: 正样本: 171 (37.4%), 负样本: 286 (62.6%)
2025-05-09 20:47:58 - Epoch 33, 测试集 AUC: 0.5864, PRE: 0.2122, REC: 0.1429, MF1: 0.5280, ACC1: 0.1429, ACC0: 0.9098, Gmean: 0.3606
2025-05-09 20:47:58 - Epoch 33, val mf1: 0.5261, val ACC1: 0.1403, val ACC0: 0.9091, val Gmean: 0.3571 (best 0.5755)
2025-05-09 20:47:58 - Epoch 34 伪标签: 正样本: 165 (36.1%), 负样本: 292 (63.9%)
2025-05-09 20:47:58 - Epoch 34, 测试集 AUC: 0.5886, PRE: 0.2148, REC: 0.1470, MF1: 0.5297, ACC1: 0.1470, ACC0: 0.9086, Gmean: 0.3655
2025-05-09 20:47:58 - Epoch 34, val mf1: 0.5268, val ACC1: 0.1431, val ACC0: 0.9076, val Gmean: 0.3603 (best 0.5755)
2025-05-09 20:47:58 - Epoch 35 伪标签: 正样本: 174 (38.1%), 负样本: 283 (61.9%)
2025-05-09 20:47:59 - Epoch 35, 测试集 AUC: 0.5913, PRE: 0.2176, REC: 0.1461, MF1: 0.5304, ACC1: 0.1461, ACC0: 0.9107, Gmean: 0.3647
2025-05-09 20:47:59 - Epoch 35, val mf1: 0.5287, val ACC1: 0.1440, val ACC0: 0.9100, val Gmean: 0.3620 (best 0.5755)
2025-05-09 20:47:59 - Epoch 36 伪标签: 正样本: 163 (35.7%), 负样本: 294 (64.3%)
2025-05-09 20:47:59 - Epoch 36, 测试集 AUC: 0.5944, PRE: 0.2216, REC: 0.1422, MF1: 0.5306, ACC1: 0.1422, ACC0: 0.9151, Gmean: 0.3608
2025-05-09 20:47:59 - Epoch 36, val mf1: 0.5297, val ACC1: 0.1417, val ACC0: 0.9140, val Gmean: 0.3598 (best 0.5755)
2025-05-09 20:47:59 - Epoch 37 伪标签: 正样本: 165 (36.1%), 负样本: 292 (63.9%)
2025-05-09 20:48:00 - Epoch 37, 测试集 AUC: 0.5978, PRE: 0.2279, REC: 0.1368, MF1: 0.5310, ACC1: 0.1368, ACC0: 0.9212, Gmean: 0.3550
2025-05-09 20:48:00 - Epoch 37, val mf1: 0.5292, val ACC1: 0.1353, val ACC0: 0.9198, val Gmean: 0.3527 (best 0.5755)
2025-05-09 20:48:00 - Epoch 38 伪标签: 正样本: 179 (39.2%), 负样本: 278 (60.8%)
2025-05-09 20:48:00 - Epoch 38, 测试集 AUC: 0.6014, PRE: 0.2300, REC: 0.1269, MF1: 0.5286, ACC1: 0.1269, ACC0: 0.9278, Gmean: 0.3431
2025-05-09 20:48:00 - Epoch 38, val mf1: 0.5283, val ACC1: 0.1279, val ACC0: 0.9261, val Gmean: 0.3442 (best 0.5755)
2025-05-09 20:48:00 - Epoch 39 伪标签: 正样本: 164 (35.9%), 负样本: 293 (64.1%)
2025-05-09 20:48:01 - Epoch 39, 测试集 AUC: 0.6048, PRE: 0.2345, REC: 0.1231, MF1: 0.5285, ACC1: 0.1231, ACC0: 0.9317, Gmean: 0.3386
2025-05-09 20:48:01 - Epoch 39, val mf1: 0.5282, val ACC1: 0.1252, val ACC0: 0.9289, val Gmean: 0.3410 (best 0.5755)
2025-05-09 20:48:01 - Epoch 40 伪标签: 正样本: 170 (37.2%), 负样本: 287 (62.8%)
2025-05-09 20:48:01 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.2230, LPL损失: 22.4474, 聚类损失: 5.0994, 总损失: 0.2089
2025-05-09 20:48:01 - Epoch 40, 测试集 AUC: 0.6081, PRE: 0.2364, REC: 0.1228, MF1: 0.5288, ACC1: 0.1228, ACC0: 0.9326, Gmean: 0.3384
2025-05-09 20:48:01 - Epoch 40, val mf1: 0.5299, val ACC1: 0.1265, val ACC0: 0.9303, val Gmean: 0.3431 (best 0.5755)
2025-05-09 20:48:01 - Epoch 41 伪标签: 正样本: 176 (38.5%), 负样本: 281 (61.5%)
2025-05-09 20:48:02 - Epoch 41, 测试集 AUC: 0.6114, PRE: 0.2389, REC: 0.1278, MF1: 0.5310, ACC1: 0.1278, ACC0: 0.9308, Gmean: 0.3449
2025-05-09 20:48:02 - Epoch 41, val mf1: 0.5333, val ACC1: 0.1334, val ACC0: 0.9287, val Gmean: 0.3520 (best 0.5755)
2025-05-09 20:48:02 - Epoch 42 伪标签: 正样本: 185 (40.5%), 负样本: 272 (59.5%)
2025-05-09 20:48:02 - Epoch 42, 测试集 AUC: 0.6148, PRE: 0.2372, REC: 0.1364, MF1: 0.5332, ACC1: 0.1364, ACC0: 0.9255, Gmean: 0.3553
2025-05-09 20:48:02 - Epoch 42, val mf1: 0.5370, val ACC1: 0.1435, val ACC0: 0.9246, val Gmean: 0.3643 (best 0.5755)
2025-05-09 20:48:03 - Epoch 43 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 20:48:03 - Epoch 43, 测试集 AUC: 0.6182, PRE: 0.2359, REC: 0.1508, MF1: 0.5368, ACC1: 0.1508, ACC0: 0.9169, Gmean: 0.3719
2025-05-09 20:48:03 - Epoch 43, val mf1: 0.5417, val ACC1: 0.1591, val ACC0: 0.9169, val Gmean: 0.3819 (best 0.5755)
2025-05-09 20:48:03 - Epoch 44 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-09 20:48:04 - Epoch 44, 测试集 AUC: 0.6218, PRE: 0.2397, REC: 0.1754, MF1: 0.5439, ACC1: 0.1754, ACC0: 0.9054, Gmean: 0.3985
2025-05-09 20:48:04 - Epoch 44, val mf1: 0.5473, val ACC1: 0.1802, val ACC0: 0.9066, val Gmean: 0.4042 (best 0.5755)
2025-05-09 20:48:04 - Epoch 45 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 20:48:04 - Epoch 45, 测试集 AUC: 0.6260, PRE: 0.2408, REC: 0.1953, MF1: 0.5484, ACC1: 0.1953, ACC0: 0.8953, Gmean: 0.4182
2025-05-09 20:48:04 - Epoch 45, val mf1: 0.5529, val ACC1: 0.2017, val ACC0: 0.8971, val Gmean: 0.4254 (best 0.5755)
2025-05-09 20:48:04 - Epoch 46 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 20:48:05 - Epoch 46, 测试集 AUC: 0.6308, PRE: 0.2401, REC: 0.2102, MF1: 0.5509, ACC1: 0.2102, ACC0: 0.8869, Gmean: 0.4318
2025-05-09 20:48:05 - Epoch 46, val mf1: 0.5560, val ACC1: 0.2160, val ACC0: 0.8903, val Gmean: 0.4385 (best 0.5755)
2025-05-09 20:48:05 - Epoch 47 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 20:48:05 - Epoch 47, 测试集 AUC: 0.6360, PRE: 0.2417, REC: 0.2228, MF1: 0.5536, ACC1: 0.2228, ACC0: 0.8812, Gmean: 0.4431
2025-05-09 20:48:05 - Epoch 47, val mf1: 0.5583, val ACC1: 0.2306, val ACC0: 0.8825, val Gmean: 0.4511 (best 0.5755)
2025-05-09 20:48:06 - Epoch 48 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 20:48:06 - Epoch 48, 测试集 AUC: 0.6417, PRE: 0.2425, REC: 0.2310, MF1: 0.5552, ACC1: 0.2310, ACC0: 0.8774, Gmean: 0.4502
2025-05-09 20:48:06 - Epoch 48, val mf1: 0.5612, val ACC1: 0.2412, val ACC0: 0.8789, val Gmean: 0.4604 (best 0.5755)
2025-05-09 20:48:06 - Epoch 49 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-09 20:48:06 - Epoch 49, 测试集 AUC: 0.6477, PRE: 0.2458, REC: 0.2391, MF1: 0.5578, ACC1: 0.2391, ACC0: 0.8753, Gmean: 0.4575
2025-05-09 20:48:06 - Epoch 49, val mf1: 0.5610, val ACC1: 0.2435, val ACC0: 0.8769, val Gmean: 0.4621 (best 0.5755)
2025-05-09 20:48:06 - time cost: 26.76 s
2025-05-09 20:48:06 - 基于验证集最佳模型的测试结果: REC 33.55 PRE 24.05 MF1 56.43 AUC 70.18 ACC1 33.55 ACC0 81.99 Gmean 52.45
2025-05-09 20:48:06 - 测试集上观察到的最佳结果 (Epoch 0): AUC 70.68 PRE 24.59 REC 78.64 MF1 55.01 ACC1 78.64 ACC0 59.00 Gmean 68.12
