2025-05-09 20:49:03 - 运行开始时间: 20250509_204903
2025-05-09 20:49:03 - 日志文件: logs/train_log_yelp_seed64_20250509_204903.txt
2025-05-09 20:49:04 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:49:04 - 无标签数据数量: 457
2025-05-09 20:49:04 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 20:49:04 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:49:04 - 伪标签策略：
2025-05-09 20:49:04 -   使用模型输出和聚类结果的融合
2025-05-09 20:49:04 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 20:49:04 - 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: 86.3317, 聚类损失: 1.1331, 总损失: 1.0093
2025-05-09 20:49:05 - 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 20:49:05 - 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 20:49:05 - Epoch 0, val mf1: 0.5497, val ACC1: 0.8042, val ACC0: 0.5832, val Gmean: 0.6849 (best 0.5497)
2025-05-09 20:49:05 - Epoch 1 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:49:05 - Epoch 1, 测试集 AUC: 0.7034, PRE: 0.2421, REC: 0.6356, MF1: 0.5592, ACC1: 0.6356, ACC0: 0.6617, Gmean: 0.6485
2025-05-09 20:49:05 - Epoch 1, val mf1: 0.5610, val ACC1: 0.6525, val ACC0: 0.6576, val Gmean: 0.6550 (best 0.5610)
2025-05-09 20:49:06 - Epoch 2 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:49:06 - Epoch 2, 测试集 AUC: 0.7018, PRE: 0.2407, REC: 0.3355, MF1: 0.5644, ACC1: 0.3355, ACC0: 0.8201, Gmean: 0.5246
2025-05-09 20:49:06 - Epoch 2, val mf1: 0.5756, val ACC1: 0.3654, val ACC0: 0.8194, val Gmean: 0.5472 (best 0.5756)
2025-05-09 20:49:06 - Epoch 3 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 20:49:06 - Epoch 3, 测试集 AUC: 0.7015, PRE: 0.2590, REC: 0.1386, MF1: 0.5389, ACC1: 0.1386, ACC0: 0.9326, Gmean: 0.3596
2025-05-09 20:49:06 - Epoch 3, val mf1: 0.5488, val ACC1: 0.1527, val ACC0: 0.9345, val Gmean: 0.3777 (best 0.5756)
2025-05-09 20:49:07 - Epoch 4 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 20:49:07 - Epoch 4, 测试集 AUC: 0.7018, PRE: 0.3027, REC: 0.0506, MF1: 0.5010, ACC1: 0.0506, ACC0: 0.9802, Gmean: 0.2227
2025-05-09 20:49:07 - Epoch 4, val mf1: 0.5060, val ACC1: 0.0569, val ACC0: 0.9795, val Gmean: 0.2360 (best 0.5756)
2025-05-09 20:49:07 - Epoch 5 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 20:49:07 - Epoch 5, 测试集 AUC: 0.7007, PRE: 0.3716, REC: 0.0278, MF1: 0.4857, ACC1: 0.0278, ACC0: 0.9920, Gmean: 0.1660
2025-05-09 20:49:07 - Epoch 5, val mf1: 0.4913, val ACC1: 0.0335, val ACC0: 0.9927, val Gmean: 0.1823 (best 0.5756)
2025-05-09 20:49:08 - Epoch 6 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:49:08 - Epoch 6, 测试集 AUC: 0.6997, PRE: 0.4179, REC: 0.0253, MF1: 0.4841, ACC1: 0.0253, ACC0: 0.9940, Gmean: 0.1585
2025-05-09 20:49:08 - Epoch 6, val mf1: 0.4854, val ACC1: 0.0266, val ACC0: 0.9941, val Gmean: 0.1626 (best 0.5756)
2025-05-09 20:49:08 - Epoch 7 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 20:49:09 - Epoch 7, 测试集 AUC: 0.6993, PRE: 0.4116, REC: 0.0273, MF1: 0.4858, ACC1: 0.0273, ACC0: 0.9934, Gmean: 0.1647
2025-05-09 20:49:09 - Epoch 7, val mf1: 0.4872, val ACC1: 0.0289, val ACC0: 0.9933, val Gmean: 0.1694 (best 0.5756)
2025-05-09 20:49:09 - Epoch 8 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:49:09 - Epoch 8, 测试集 AUC: 0.6986, PRE: 0.4033, REC: 0.0330, MF1: 0.4904, ACC1: 0.0330, ACC0: 0.9917, Gmean: 0.1808
2025-05-09 20:49:09 - Epoch 8, val mf1: 0.4925, val ACC1: 0.0353, val ACC0: 0.9915, val Gmean: 0.1871 (best 0.5756)
2025-05-09 20:49:09 - Epoch 9 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:49:10 - Epoch 9, 测试集 AUC: 0.6969, PRE: 0.3753, REC: 0.0370, MF1: 0.4933, ACC1: 0.0370, ACC0: 0.9895, Gmean: 0.1914
2025-05-09 20:49:10 - Epoch 9, val mf1: 0.4954, val ACC1: 0.0394, val ACC0: 0.9893, val Gmean: 0.1975 (best 0.5756)
2025-05-09 20:49:10 - Epoch 10 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:49:10 - Epoch 10, 有标签损失: 0.4675, 一致性损失: 0.0000, 伪标签损失: 0.4776, LPL损失: 84.5350, 聚类损失: 1.1710, 总损失: 0.8214
2025-05-09 20:49:10 - Epoch 10, 测试集 AUC: 0.6930, PRE: 0.3697, REC: 0.0413, MF1: 0.4965, ACC1: 0.0413, ACC0: 0.9880, Gmean: 0.2020
2025-05-09 20:49:10 - Epoch 10, val mf1: 0.4970, val ACC1: 0.0422, val ACC0: 0.9875, val Gmean: 0.2041 (best 0.5756)
2025-05-09 20:49:10 - Epoch 11 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:49:11 - Epoch 11, 测试集 AUC: 0.6859, PRE: 0.3465, REC: 0.0436, MF1: 0.4976, ACC1: 0.0436, ACC0: 0.9860, Gmean: 0.2073
2025-05-09 20:49:11 - Epoch 11, val mf1: 0.4961, val ACC1: 0.0422, val ACC0: 0.9854, val Gmean: 0.2039 (best 0.5756)
2025-05-09 20:49:11 - Epoch 12 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 20:49:11 - Epoch 12, 测试集 AUC: 0.6753, PRE: 0.3421, REC: 0.0472, MF1: 0.5001, ACC1: 0.0472, ACC0: 0.9846, Gmean: 0.2155
2025-05-09 20:49:11 - Epoch 12, val mf1: 0.4966, val ACC1: 0.0436, val ACC0: 0.9837, val Gmean: 0.2070 (best 0.5756)
2025-05-09 20:49:11 - Epoch 13 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:49:12 - Epoch 13, 测试集 AUC: 0.6617, PRE: 0.3242, REC: 0.0510, MF1: 0.5022, ACC1: 0.0510, ACC0: 0.9819, Gmean: 0.2238
2025-05-09 20:49:12 - Epoch 13, val mf1: 0.4985, val ACC1: 0.0472, val ACC0: 0.9810, val Gmean: 0.2152 (best 0.5756)
2025-05-09 20:49:12 - Epoch 14 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-09 20:49:12 - Epoch 14, 测试集 AUC: 0.6473, PRE: 0.3161, REC: 0.0553, MF1: 0.5048, ACC1: 0.0553, ACC0: 0.9797, Gmean: 0.2328
2025-05-09 20:49:12 - Epoch 14, val mf1: 0.4981, val ACC1: 0.0481, val ACC0: 0.9783, val Gmean: 0.2170 (best 0.5756)
2025-05-09 20:49:12 - Epoch 15 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:49:13 - Epoch 15, 测试集 AUC: 0.6342, PRE: 0.3086, REC: 0.0573, MF1: 0.5058, ACC1: 0.0573, ACC0: 0.9782, Gmean: 0.2368
2025-05-09 20:49:13 - Epoch 15, val mf1: 0.4989, val ACC1: 0.0500, val ACC0: 0.9766, val Gmean: 0.2209 (best 0.5756)
2025-05-09 20:49:13 - Epoch 16 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 20:49:13 - Epoch 16, 测试集 AUC: 0.6232, PRE: 0.3030, REC: 0.0571, MF1: 0.5054, ACC1: 0.0571, ACC0: 0.9777, Gmean: 0.2363
2025-05-09 20:49:13 - Epoch 16, val mf1: 0.4989, val ACC1: 0.0504, val ACC0: 0.9759, val Gmean: 0.2219 (best 0.5756)
2025-05-09 20:49:14 - Epoch 17 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 20:49:14 - Epoch 17, 测试集 AUC: 0.6140, PRE: 0.3016, REC: 0.0558, MF1: 0.5044, ACC1: 0.0558, ACC0: 0.9780, Gmean: 0.2335
2025-05-09 20:49:14 - Epoch 17, val mf1: 0.4955, val ACC1: 0.0463, val ACC0: 0.9760, val Gmean: 0.2126 (best 0.5756)
2025-05-09 20:49:14 - Epoch 18 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 20:49:15 - Epoch 18, 测试集 AUC: 0.6068, PRE: 0.2942, REC: 0.0537, MF1: 0.5027, ACC1: 0.0537, ACC0: 0.9781, Gmean: 0.2293
2025-05-09 20:49:15 - Epoch 18, val mf1: 0.4933, val ACC1: 0.0440, val ACC0: 0.9755, val Gmean: 0.2072 (best 0.5756)
2025-05-09 20:49:15 - Epoch 19 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 20:49:15 - Epoch 19, 测试集 AUC: 0.6012, PRE: 0.1848, REC: 0.5062, MF1: 0.4994, ACC1: 0.5062, ACC0: 0.6204, Gmean: 0.5604
2025-05-09 20:49:15 - Epoch 19, val mf1: 0.4971, val ACC1: 0.5016, val ACC0: 0.6186, val Gmean: 0.5570 (best 0.5756)
2025-05-09 20:49:16 - Epoch 20 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-09 20:49:16 - Epoch 20, 有标签损失: 0.0152, 一致性损失: 0.0000, 伪标签损失: 0.9392, LPL损失: 14.9559, 聚类损失: 3.7552, 总损失: 0.1132
2025-05-09 20:49:16 - Epoch 20, 测试集 AUC: 0.5972, PRE: 0.1908, REC: 0.4367, MF1: 0.5176, ACC1: 0.4367, ACC0: 0.6853, Gmean: 0.5470
2025-05-09 20:49:16 - Epoch 20, val mf1: 0.5159, val ACC1: 0.4365, val ACC0: 0.6826, val Gmean: 0.5458 (best 0.5756)
2025-05-09 20:49:16 - Epoch 21 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-09 20:49:17 - Epoch 21, 测试集 AUC: 0.5940, PRE: 0.1956, REC: 0.3823, MF1: 0.5281, ACC1: 0.3823, ACC0: 0.7328, Gmean: 0.5293
2025-05-09 20:49:17 - Epoch 21, val mf1: 0.5266, val ACC1: 0.3796, val ACC0: 0.7317, val Gmean: 0.5270 (best 0.5756)
2025-05-09 20:49:17 - Epoch 22 伪标签: 正样本: 168 (36.8%), 负样本: 289 (63.2%)
2025-05-09 20:49:17 - Epoch 22, 测试集 AUC: 0.5915, PRE: 0.1956, REC: 0.3385, MF1: 0.5309, ACC1: 0.3385, ACC0: 0.7634, Gmean: 0.5083
2025-05-09 20:49:17 - Epoch 22, val mf1: 0.5284, val ACC1: 0.3343, val ACC0: 0.7617, val Gmean: 0.5046 (best 0.5756)
2025-05-09 20:49:17 - Epoch 23 伪标签: 正样本: 155 (33.9%), 负样本: 302 (66.1%)
2025-05-09 20:49:18 - Epoch 23, 测试集 AUC: 0.5895, PRE: 0.1969, REC: 0.3123, MF1: 0.5330, ACC1: 0.3123, ACC0: 0.7834, Gmean: 0.4946
2025-05-09 20:49:18 - Epoch 23, val mf1: 0.5296, val ACC1: 0.3049, val ACC0: 0.7824, val Gmean: 0.4884 (best 0.5756)
2025-05-09 20:49:18 - Epoch 24 伪标签: 正样本: 165 (36.1%), 负样本: 292 (63.9%)
2025-05-09 20:49:18 - Epoch 24, 测试集 AUC: 0.5877, PRE: 0.1946, REC: 0.2919, MF1: 0.5317, ACC1: 0.2919, ACC0: 0.7945, Gmean: 0.4816
2025-05-09 20:49:18 - Epoch 24, val mf1: 0.5284, val ACC1: 0.2847, val ACC0: 0.7938, val Gmean: 0.4754 (best 0.5756)
2025-05-09 20:49:18 - Epoch 25 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 20:49:19 - Epoch 25, 测试集 AUC: 0.5861, PRE: 0.1937, REC: 0.2854, MF1: 0.5311, ACC1: 0.2854, ACC0: 0.7980, Gmean: 0.4772
2025-05-09 20:49:19 - Epoch 25, val mf1: 0.5293, val ACC1: 0.2811, val ACC0: 0.7978, val Gmean: 0.4735 (best 0.5756)
2025-05-09 20:49:19 - Epoch 26 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 20:49:19 - Epoch 26, 测试集 AUC: 0.5846, PRE: 0.1932, REC: 0.2881, MF1: 0.5307, ACC1: 0.2881, ACC0: 0.7955, Gmean: 0.4787
2025-05-09 20:49:19 - Epoch 26, val mf1: 0.5289, val ACC1: 0.2824, val ACC0: 0.7962, val Gmean: 0.4742 (best 0.5756)
2025-05-09 20:49:19 - Epoch 27 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 20:49:20 - Epoch 27, 测试集 AUC: 0.5832, PRE: 0.1917, REC: 0.2983, MF1: 0.5293, ACC1: 0.2983, ACC0: 0.7862, Gmean: 0.4842
2025-05-09 20:49:20 - Epoch 27, val mf1: 0.5276, val ACC1: 0.2921, val ACC0: 0.7874, val Gmean: 0.4796 (best 0.5756)
2025-05-09 20:49:20 - Epoch 28 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 20:49:20 - Epoch 28, 测试集 AUC: 0.5820, PRE: 0.1892, REC: 0.3136, MF1: 0.5266, ACC1: 0.3136, ACC0: 0.7715, Gmean: 0.4919
2025-05-09 20:49:20 - Epoch 28, val mf1: 0.5241, val ACC1: 0.3067, val ACC0: 0.7717, val Gmean: 0.4865 (best 0.5756)
2025-05-09 20:49:20 - Epoch 29 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 20:49:21 - Epoch 29, 测试集 AUC: 0.5809, PRE: 0.1874, REC: 0.3366, MF1: 0.5236, ACC1: 0.3366, ACC0: 0.7518, Gmean: 0.5031
2025-05-09 20:49:21 - Epoch 29, val mf1: 0.5224, val ACC1: 0.3333, val ACC0: 0.7517, val Gmean: 0.5006 (best 0.5756)
2025-05-09 20:49:21 - Epoch 30 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 20:49:21 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.3566, LPL损失: 55.8384, 聚类损失: 6.2789, 总损失: 0.3827
2025-05-09 20:49:21 - Epoch 30, 测试集 AUC: 0.5801, PRE: 0.2054, REC: 0.1072, MF1: 0.5171, ACC1: 0.1072, ACC0: 0.9295, Gmean: 0.3157
2025-05-09 20:49:21 - Epoch 30, val mf1: 0.5178, val ACC1: 0.1082, val ACC0: 0.9296, val Gmean: 0.3172 (best 0.5756)
2025-05-09 20:49:21 - Epoch 31 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 20:49:22 - Epoch 31, 测试集 AUC: 0.5803, PRE: 0.2100, REC: 0.1255, MF1: 0.5232, ACC1: 0.1255, ACC0: 0.9197, Gmean: 0.3398
2025-05-09 20:49:22 - Epoch 31, val mf1: 0.5208, val ACC1: 0.1220, val ACC0: 0.9193, val Gmean: 0.3348 (best 0.5756)
2025-05-09 20:49:22 - Epoch 32 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 20:49:22 - Epoch 32, 测试集 AUC: 0.5812, PRE: 0.2096, REC: 0.1352, MF1: 0.5255, ACC1: 0.1352, ACC0: 0.9133, Gmean: 0.3515
2025-05-09 20:49:22 - Epoch 32, val mf1: 0.5234, val ACC1: 0.1325, val ACC0: 0.9125, val Gmean: 0.3477 (best 0.5756)
2025-05-09 20:49:23 - Epoch 33 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 20:49:23 - Epoch 33, 测试集 AUC: 0.5828, PRE: 0.2101, REC: 0.1422, MF1: 0.5272, ACC1: 0.1422, ACC0: 0.9091, Gmean: 0.3596
2025-05-09 20:49:23 - Epoch 33, val mf1: 0.5253, val ACC1: 0.1398, val ACC0: 0.9082, val Gmean: 0.3564 (best 0.5756)
2025-05-09 20:49:23 - Epoch 34 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 20:49:24 - Epoch 34, 测试集 AUC: 0.5850, PRE: 0.2119, REC: 0.1445, MF1: 0.5283, ACC1: 0.1445, ACC0: 0.9086, Gmean: 0.3623
2025-05-09 20:49:24 - Epoch 34, val mf1: 0.5257, val ACC1: 0.1408, val ACC0: 0.9079, val Gmean: 0.3575 (best 0.5756)
2025-05-09 20:49:24 - Epoch 35 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 20:49:24 - Epoch 35, 测试集 AUC: 0.5876, PRE: 0.2172, REC: 0.1452, MF1: 0.5301, ACC1: 0.1452, ACC0: 0.9111, Gmean: 0.3637
2025-05-09 20:49:24 - Epoch 35, val mf1: 0.5270, val ACC1: 0.1417, val ACC0: 0.9093, val Gmean: 0.3589 (best 0.5756)
2025-05-09 20:49:24 - Epoch 36 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 20:49:25 - Epoch 36, 测试集 AUC: 0.5907, PRE: 0.2209, REC: 0.1416, MF1: 0.5303, ACC1: 0.1416, ACC0: 0.9151, Gmean: 0.3599
2025-05-09 20:49:25 - Epoch 36, val mf1: 0.5292, val ACC1: 0.1412, val ACC0: 0.9137, val Gmean: 0.3592 (best 0.5756)
2025-05-09 20:49:25 - Epoch 37 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:49:25 - Epoch 37, 测试集 AUC: 0.5940, PRE: 0.2258, REC: 0.1361, MF1: 0.5302, ACC1: 0.1361, ACC0: 0.9206, Gmean: 0.3540
2025-05-09 20:49:25 - Epoch 37, val mf1: 0.5287, val ACC1: 0.1357, val ACC0: 0.9185, val Gmean: 0.3531 (best 0.5756)
2025-05-09 20:49:25 - Epoch 38 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 20:49:26 - Epoch 38, 测试集 AUC: 0.5977, PRE: 0.2275, REC: 0.1260, MF1: 0.5278, ACC1: 0.1260, ACC0: 0.9273, Gmean: 0.3418
2025-05-09 20:49:26 - Epoch 38, val mf1: 0.5279, val ACC1: 0.1279, val ACC0: 0.9253, val Gmean: 0.3441 (best 0.5756)
2025-05-09 20:49:26 - Epoch 39 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 20:49:26 - Epoch 39, 测试集 AUC: 0.6016, PRE: 0.2333, REC: 0.1154, MF1: 0.5257, ACC1: 0.1154, ACC0: 0.9356, Gmean: 0.3285
2025-05-09 20:49:26 - Epoch 39, val mf1: 0.5272, val ACC1: 0.1197, val ACC0: 0.9332, val Gmean: 0.3342 (best 0.5756)
2025-05-09 20:49:26 - Epoch 40 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 20:49:27 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.3296, LPL损失: 62.6826, 聚类损失: 4.7294, 总损失: 0.4992
2025-05-09 20:49:27 - Epoch 40, 测试集 AUC: 0.6056, PRE: 0.1986, REC: 0.4376, MF1: 0.5264, ACC1: 0.4376, ACC0: 0.6998, Gmean: 0.5534
2025-05-09 20:49:27 - Epoch 40, val mf1: 0.5279, val ACC1: 0.4370, val ACC0: 0.7028, val Gmean: 0.5541 (best 0.5756)
2025-05-09 20:49:27 - Epoch 41 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 20:49:27 - Epoch 41, 测试集 AUC: 0.6097, PRE: 0.2005, REC: 0.4572, MF1: 0.5265, ACC1: 0.4572, ACC0: 0.6900, Gmean: 0.5617
2025-05-09 20:49:27 - Epoch 41, val mf1: 0.5282, val ACC1: 0.4539, val ACC0: 0.6945, val Gmean: 0.5615 (best 0.5756)
2025-05-09 20:49:27 - Epoch 42 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 20:49:28 - Epoch 42, 测试集 AUC: 0.6139, PRE: 0.2449, REC: 0.1140, MF1: 0.5275, ACC1: 0.1140, ACC0: 0.9402, Gmean: 0.3274
2025-05-09 20:49:28 - Epoch 42, val mf1: 0.5295, val ACC1: 0.1183, val ACC0: 0.9387, val Gmean: 0.3332 (best 0.5756)
2025-05-09 20:49:28 - Epoch 43 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 20:49:28 - Epoch 43, 测试集 AUC: 0.6183, PRE: 0.2454, REC: 0.1197, MF1: 0.5296, ACC1: 0.1197, ACC0: 0.9374, Gmean: 0.3349
2025-05-09 20:49:28 - Epoch 43, val mf1: 0.5340, val ACC1: 0.1275, val ACC0: 0.9363, val Gmean: 0.3455 (best 0.5756)
2025-05-09 20:49:28 - Epoch 44 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:49:29 - Epoch 44, 测试集 AUC: 0.6232, PRE: 0.2465, REC: 0.1240, MF1: 0.5313, ACC1: 0.1240, ACC0: 0.9356, Gmean: 0.3405
2025-05-09 20:49:29 - Epoch 44, val mf1: 0.5357, val ACC1: 0.1320, val ACC0: 0.9342, val Gmean: 0.3512 (best 0.5756)
2025-05-09 20:49:29 - Epoch 45 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 20:49:29 - Epoch 45, 测试集 AUC: 0.6287, PRE: 0.2490, REC: 0.1280, MF1: 0.5332, ACC1: 0.1280, ACC0: 0.9344, Gmean: 0.3459
2025-05-09 20:49:29 - Epoch 45, val mf1: 0.5372, val ACC1: 0.1339, val ACC0: 0.9349, val Gmean: 0.3538 (best 0.5756)
2025-05-09 20:49:29 - Epoch 46 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 20:49:30 - Epoch 46, 测试集 AUC: 0.6346, PRE: 0.2528, REC: 0.1296, MF1: 0.5345, ACC1: 0.1296, ACC0: 0.9349, Gmean: 0.3481
2025-05-09 20:49:30 - Epoch 46, val mf1: 0.5376, val ACC1: 0.1339, val ACC0: 0.9355, val Gmean: 0.3539 (best 0.5756)
2025-05-09 20:49:30 - Epoch 47 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 20:49:30 - Epoch 47, 测试集 AUC: 0.6413, PRE: 0.2537, REC: 0.1267, MF1: 0.5337, ACC1: 0.1267, ACC0: 0.9367, Gmean: 0.3444
2025-05-09 20:49:30 - Epoch 47, val mf1: 0.5377, val ACC1: 0.1320, val ACC0: 0.9375, val Gmean: 0.3518 (best 0.5756)
2025-05-09 20:49:30 - Epoch 48 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 20:49:31 - Epoch 48, 测试集 AUC: 0.6481, PRE: 0.2576, REC: 0.1312, MF1: 0.5361, ACC1: 0.1312, ACC0: 0.9357, Gmean: 0.3504
2025-05-09 20:49:31 - Epoch 48, val mf1: 0.5405, val ACC1: 0.1371, val ACC0: 0.9368, val Gmean: 0.3584 (best 0.5756)
2025-05-09 20:49:31 - Epoch 49 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:49:31 - Epoch 49, 测试集 AUC: 0.6547, PRE: 0.2613, REC: 0.1411, MF1: 0.5402, ACC1: 0.1411, ACC0: 0.9322, Gmean: 0.3627
2025-05-09 20:49:31 - Epoch 49, val mf1: 0.5445, val ACC1: 0.1472, val ACC0: 0.9330, val Gmean: 0.3706 (best 0.5756)
2025-05-09 20:49:31 - time cost: 27.21 s
2025-05-09 20:49:31 - 基于验证集最佳模型的测试结果: REC 33.55 PRE 24.07 MF1 56.44 AUC 70.18 ACC1 33.55 ACC0 82.01 Gmean 52.46
2025-05-09 20:49:31 - 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
