2025-05-08 21:53:11 - 运行开始时间: 20250508_215311
2025-05-08 21:53:11 - 日志文件: logs/train_log_yelp_seed64_20250508_215311.txt
2025-05-08 21:53:11 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:53:11 - 无标签数据数量: 457
2025-05-08 21:53:11 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:53:11 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:53:11 - 伪标签策略：
2025-05-08 21:53:11 -   使用模型输出和聚类结果的融合
2025-05-08 21:53:12 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:53:12 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0000, 伪标签损失: 0.4288, LPL损失: 45.6539, 聚类损失: 0.6677, 总损失: 1.9304
2025-05-08 21:53:12 - Epoch 0, 测试集 AUC: 0.6815, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:12 - 更新最佳测试结果 (Epoch 0): AUC 0.6815, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:53:12 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:13 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:53:13 - Epoch 1, 测试集 AUC: 0.6769, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:13 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:13 - Epoch 2 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:53:13 - Epoch 2, 测试集 AUC: 0.6698, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:13 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:14 - Epoch 3 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:53:14 - Epoch 3, 测试集 AUC: 0.6580, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:14 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:14 - Epoch 4 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:53:14 - Epoch 4, 测试集 AUC: 0.6446, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:14 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:15 - Epoch 5 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:53:15 - Epoch 5, 测试集 AUC: 0.6308, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:15 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:15 - Epoch 6 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:53:15 - Epoch 6, 测试集 AUC: 0.6182, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:15 - Epoch 6, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:15 - Epoch 7 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:53:16 - Epoch 7, 测试集 AUC: 0.6066, PRE: 0.1868, REC: 0.6317, MF1: 0.4781, ACC1: 0.6317, ACC0: 0.5326, Gmean: 0.5800
2025-05-08 21:53:16 - Epoch 7, val mf1: 0.4774, val ACC1: 0.6355, val ACC0: 0.5302, val Gmean: 0.5804 (best 0.4774)
2025-05-08 21:53:16 - Epoch 8 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:53:16 - Epoch 8, 测试集 AUC: 0.5933, PRE: 0.2138, REC: 0.0307, MF1: 0.4840, ACC1: 0.0307, ACC0: 0.9808, Gmean: 0.1735
2025-05-08 21:53:16 - Epoch 8, val mf1: 0.4814, val ACC1: 0.0289, val ACC0: 0.9783, val Gmean: 0.1681 (best 0.4814)
2025-05-08 21:53:16 - Epoch 9 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:53:16 - Epoch 9, 测试集 AUC: 0.5794, PRE: 0.2073, REC: 0.0975, MF1: 0.5145, ACC1: 0.0975, ACC0: 0.9366, Gmean: 0.3022
2025-05-08 21:53:16 - Epoch 9, val mf1: 0.5154, val ACC1: 0.0995, val ACC0: 0.9359, val Gmean: 0.3051 (best 0.5154)
2025-05-08 21:53:17 - Epoch 10 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:53:17 - Epoch 10, 有标签损失: 0.5256, 一致性损失: 0.0000, 伪标签损失: 0.4795, LPL损失: 40.4363, 聚类损失: 0.7074, 总损失: 1.5512
2025-05-08 21:53:17 - Epoch 10, 测试集 AUC: 0.5662, PRE: 0.2164, REC: 0.1869, MF1: 0.5377, ACC1: 0.1869, ACC0: 0.8849, Gmean: 0.4067
2025-05-08 21:53:17 - Epoch 10, val mf1: 0.5316, val ACC1: 0.1756, val ACC0: 0.8847, val Gmean: 0.3941 (best 0.5316)
2025-05-08 21:53:17 - Epoch 11 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:53:17 - Epoch 11, 测试集 AUC: 0.5544, PRE: 0.2021, REC: 0.2653, MF1: 0.5369, ACC1: 0.2653, ACC0: 0.8219, Gmean: 0.4670
2025-05-08 21:53:17 - Epoch 11, val mf1: 0.5342, val ACC1: 0.2572, val ACC0: 0.8232, val Gmean: 0.4602 (best 0.5342)
2025-05-08 21:53:17 - Epoch 12 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:53:18 - Epoch 12, 测试集 AUC: 0.5447, PRE: 0.1847, REC: 0.3179, MF1: 0.5224, ACC1: 0.3179, ACC0: 0.7615, Gmean: 0.4920
2025-05-08 21:53:18 - Epoch 12, val mf1: 0.5190, val ACC1: 0.3067, val ACC0: 0.7626, val Gmean: 0.4837 (best 0.5342)
2025-05-08 21:53:18 - Epoch 13 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:53:18 - Epoch 13, 测试集 AUC: 0.5380, PRE: 0.2077, REC: 0.1526, MF1: 0.5286, ACC1: 0.1526, ACC0: 0.9010, Gmean: 0.3708
2025-05-08 21:53:18 - Epoch 13, val mf1: 0.5205, val ACC1: 0.1408, val ACC0: 0.8985, val Gmean: 0.3556 (best 0.5342)
2025-05-08 21:53:18 - Epoch 14 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:53:19 - Epoch 14, 测试集 AUC: 0.5340, PRE: 0.1932, REC: 0.2079, MF1: 0.5291, ACC1: 0.2079, ACC0: 0.8523, Gmean: 0.4210
2025-05-08 21:53:19 - Epoch 14, val mf1: 0.5220, val ACC1: 0.1962, val ACC0: 0.8495, val Gmean: 0.4083 (best 0.5342)
2025-05-08 21:53:19 - Epoch 15 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:53:19 - Epoch 15, 测试集 AUC: 0.5320, PRE: 0.2030, REC: 0.1237, MF1: 0.5208, ACC1: 0.1237, ACC0: 0.9174, Gmean: 0.3369
2025-05-08 21:53:19 - Epoch 15, val mf1: 0.5151, val ACC1: 0.1160, val ACC0: 0.9154, val Gmean: 0.3259 (best 0.5342)
2025-05-08 21:53:19 - Epoch 16 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:53:19 - Epoch 16, 测试集 AUC: 0.5313, PRE: 0.1869, REC: 0.1752, MF1: 0.5233, ACC1: 0.1752, ACC0: 0.8704, Gmean: 0.3905
2025-05-08 21:53:19 - Epoch 16, val mf1: 0.5181, val ACC1: 0.1664, val ACC0: 0.8689, val Gmean: 0.3803 (best 0.5342)
2025-05-08 21:53:20 - Epoch 17 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:53:20 - Epoch 17, 测试集 AUC: 0.5321, PRE: 0.1745, REC: 0.2251, MF1: 0.5181, ACC1: 0.2251, ACC0: 0.8189, Gmean: 0.4294
2025-05-08 21:53:20 - Epoch 17, val mf1: 0.5167, val ACC1: 0.2247, val ACC0: 0.8167, val Gmean: 0.4284 (best 0.5342)
2025-05-08 21:53:20 - Epoch 18 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:53:20 - Epoch 18, 测试集 AUC: 0.5336, PRE: 0.1840, REC: 0.1786, MF1: 0.5222, ACC1: 0.1786, ACC0: 0.8654, Gmean: 0.3931
2025-05-08 21:53:20 - Epoch 18, val mf1: 0.5155, val ACC1: 0.1683, val ACC0: 0.8624, val Gmean: 0.3809 (best 0.5342)
2025-05-08 21:53:20 - Epoch 19 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:53:21 - Epoch 19, 测试集 AUC: 0.5356, PRE: 0.1736, REC: 0.2285, MF1: 0.5175, ACC1: 0.2285, ACC0: 0.8151, Gmean: 0.4316
2025-05-08 21:53:21 - Epoch 19, val mf1: 0.5169, val ACC1: 0.2279, val ACC0: 0.8145, val Gmean: 0.4308 (best 0.5342)
2025-05-08 21:53:21 - Epoch 20 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:53:21 - Epoch 20, 有标签损失: 0.0871, 一致性损失: 0.0000, 伪标签损失: 0.7232, LPL损失: 7.1885, 聚类损失: 1.5529, 总损失: 0.3702
2025-05-08 21:53:21 - Epoch 20, 测试集 AUC: 0.5384, PRE: 0.1839, REC: 0.1917, MF1: 0.5231, ACC1: 0.1917, ACC0: 0.8554, Gmean: 0.4049
2025-05-08 21:53:21 - Epoch 20, val mf1: 0.5179, val ACC1: 0.1848, val ACC0: 0.8520, val Gmean: 0.3968 (best 0.5342)
2025-05-08 21:53:21 - Epoch 21 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-08 21:53:21 - Epoch 21, 测试集 AUC: 0.5416, PRE: 0.1806, REC: 0.2271, MF1: 0.5222, ACC1: 0.2271, ACC0: 0.8248, Gmean: 0.4328
2025-05-08 21:53:21 - Epoch 21, val mf1: 0.5206, val ACC1: 0.2251, val ACC0: 0.8234, val Gmean: 0.4305 (best 0.5342)
2025-05-08 21:53:22 - Epoch 22 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:53:22 - Epoch 22, 测试集 AUC: 0.5451, PRE: 0.1989, REC: 0.1761, MF1: 0.5289, ACC1: 0.1761, ACC0: 0.8794, Gmean: 0.3935
2025-05-08 21:53:22 - Epoch 22, val mf1: 0.5221, val ACC1: 0.1678, val ACC0: 0.8750, val Gmean: 0.3832 (best 0.5342)
2025-05-08 21:53:22 - Epoch 23 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:53:22 - Epoch 23, 测试集 AUC: 0.5472, PRE: 0.1892, REC: 0.2224, MF1: 0.5275, ACC1: 0.2224, ACC0: 0.8379, Gmean: 0.4317
2025-05-08 21:53:22 - Epoch 23, val mf1: 0.5241, val ACC1: 0.2178, val ACC0: 0.8356, val Gmean: 0.4266 (best 0.5342)
2025-05-08 21:53:22 - Epoch 24 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:53:23 - Epoch 24, 测试集 AUC: 0.5496, PRE: 0.2078, REC: 0.1752, MF1: 0.5325, ACC1: 0.1752, ACC0: 0.8865, Gmean: 0.3941
2025-05-08 21:53:23 - Epoch 24, val mf1: 0.5259, val ACC1: 0.1678, val ACC0: 0.8819, val Gmean: 0.3847 (best 0.5342)
2025-05-08 21:53:23 - Epoch 25 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:53:23 - Epoch 25, 测试集 AUC: 0.5514, PRE: 0.2089, REC: 0.1804, MF1: 0.5337, ACC1: 0.1804, ACC0: 0.8839, Gmean: 0.3993
2025-05-08 21:53:23 - Epoch 25, val mf1: 0.5290, val ACC1: 0.1761, val ACC0: 0.8797, val Gmean: 0.3935 (best 0.5342)
2025-05-08 21:53:23 - Epoch 26 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:53:23 - Epoch 26, 测试集 AUC: 0.5529, PRE: 0.2043, REC: 0.2059, MF1: 0.5347, ACC1: 0.2059, ACC0: 0.8636, Gmean: 0.4217
2025-05-08 21:53:23 - Epoch 26, val mf1: 0.5315, val ACC1: 0.2017, val ACC0: 0.8618, val Gmean: 0.4170 (best 0.5342)
2025-05-08 21:53:24 - Epoch 27 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-08 21:53:24 - Epoch 27, 测试集 AUC: 0.5534, PRE: 0.2111, REC: 0.2061, MF1: 0.5379, ACC1: 0.2061, ACC0: 0.8690, Gmean: 0.4233
2025-05-08 21:53:24 - Epoch 27, val mf1: 0.5341, val ACC1: 0.2017, val ACC0: 0.8662, val Gmean: 0.4180 (best 0.5342)
2025-05-08 21:53:24 - Epoch 28 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:53:24 - Epoch 28, 测试集 AUC: 0.5545, PRE: 0.2137, REC: 0.2249, MF1: 0.5412, ACC1: 0.2249, ACC0: 0.8594, Gmean: 0.4396
2025-05-08 21:53:24 - Epoch 28, val mf1: 0.5393, val ACC1: 0.2233, val ACC0: 0.8575, val Gmean: 0.4376 (best 0.5393)
2025-05-08 21:53:24 - Epoch 29 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:53:25 - Epoch 29, 测试集 AUC: 0.5538, PRE: 0.2258, REC: 0.2165, MF1: 0.5459, ACC1: 0.2165, ACC0: 0.8738, Gmean: 0.4350
2025-05-08 21:53:25 - Epoch 29, val mf1: 0.5414, val ACC1: 0.2123, val ACC0: 0.8698, val Gmean: 0.4297 (best 0.5414)
2025-05-08 21:53:25 - Epoch 30 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:53:25 - Epoch 30, 有标签损失: 0.0066, 一致性损失: 0.0000, 伪标签损失: 0.6183, LPL损失: 26.0856, 聚类损失: 1.8947, 总损失: 1.0411
2025-05-08 21:53:25 - Epoch 30, 测试集 AUC: 0.5552, PRE: 0.2353, REC: 0.2344, MF1: 0.5525, ACC1: 0.2344, ACC0: 0.8705, Gmean: 0.4517
2025-05-08 21:53:25 - Epoch 30, val mf1: 0.5484, val ACC1: 0.2315, val ACC0: 0.8660, val Gmean: 0.4478 (best 0.5484)
2025-05-08 21:53:25 - Epoch 31 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:53:25 - Epoch 31, 测试集 AUC: 0.5607, PRE: 0.2409, REC: 0.2694, MF1: 0.5594, ACC1: 0.2694, ACC0: 0.8557, Gmean: 0.4801
2025-05-08 21:53:25 - Epoch 31, val mf1: 0.5570, val ACC1: 0.2673, val ACC0: 0.8535, val Gmean: 0.4776 (best 0.5570)
2025-05-08 21:53:26 - Epoch 32 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:53:26 - Epoch 32, 测试集 AUC: 0.5634, PRE: 0.2502, REC: 0.2750, MF1: 0.5646, ACC1: 0.2750, ACC0: 0.8599, Gmean: 0.4863
2025-05-08 21:53:26 - Epoch 32, val mf1: 0.5605, val ACC1: 0.2691, val ACC0: 0.8576, val Gmean: 0.4804 (best 0.5605)
2025-05-08 21:53:26 - Epoch 33 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:53:26 - Epoch 33, 测试集 AUC: 0.5606, PRE: 0.2459, REC: 0.3111, MF1: 0.5659, ACC1: 0.3111, ACC0: 0.8378, Gmean: 0.5106
2025-05-08 21:53:26 - Epoch 33, val mf1: 0.5634, val ACC1: 0.3072, val ACC0: 0.8364, val Gmean: 0.5069 (best 0.5634)
2025-05-08 21:53:27 - Epoch 34 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:53:27 - Epoch 34, 测试集 AUC: 0.5515, PRE: 0.2604, REC: 0.2651, MF1: 0.5680, ACC1: 0.2651, ACC0: 0.8720, Gmean: 0.4808
2025-05-08 21:53:27 - Epoch 34, val mf1: 0.5664, val ACC1: 0.2659, val ACC0: 0.8689, val Gmean: 0.4807 (best 0.5664)
2025-05-08 21:53:27 - Epoch 35 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:53:27 - Epoch 35, 测试集 AUC: 0.5495, PRE: 0.2584, REC: 0.2960, MF1: 0.5711, ACC1: 0.2960, ACC0: 0.8556, Gmean: 0.5033
2025-05-08 21:53:27 - Epoch 35, val mf1: 0.5679, val ACC1: 0.2948, val ACC0: 0.8515, val Gmean: 0.5010 (best 0.5679)
2025-05-08 21:53:27 - Epoch 36 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:53:28 - Epoch 36, 测试集 AUC: 0.5557, PRE: 0.2631, REC: 0.2971, MF1: 0.5736, ACC1: 0.2971, ACC0: 0.8585, Gmean: 0.5051
2025-05-08 21:53:28 - Epoch 36, val mf1: 0.5713, val ACC1: 0.2962, val ACC0: 0.8557, val Gmean: 0.5034 (best 0.5713)
2025-05-08 21:53:28 - Epoch 37 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:53:28 - Epoch 37, 测试集 AUC: 0.5572, PRE: 0.2593, REC: 0.3263, MF1: 0.5747, ACC1: 0.3263, ACC0: 0.8416, Gmean: 0.5240
2025-05-08 21:53:28 - Epoch 37, val mf1: 0.5728, val ACC1: 0.3255, val ACC0: 0.8392, val Gmean: 0.5227 (best 0.5728)
2025-05-08 21:53:28 - Epoch 38 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:53:28 - Epoch 38, 测试集 AUC: 0.5549, PRE: 0.2696, REC: 0.2804, MF1: 0.5744, ACC1: 0.2804, ACC0: 0.8708, Gmean: 0.4942
2025-05-08 21:53:28 - Epoch 38, val mf1: 0.5741, val ACC1: 0.2852, val ACC0: 0.8673, val Gmean: 0.4973 (best 0.5741)
2025-05-08 21:53:29 - Epoch 39 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:53:29 - Epoch 39, 测试集 AUC: 0.5485, PRE: 0.2706, REC: 0.2876, MF1: 0.5759, ACC1: 0.2876, ACC0: 0.8682, Gmean: 0.4997
2025-05-08 21:53:29 - Epoch 39, val mf1: 0.5753, val ACC1: 0.2912, val ACC0: 0.8651, val Gmean: 0.5019 (best 0.5753)
2025-05-08 21:53:29 - Epoch 40 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:53:29 - Epoch 40, 有标签损失: 0.0102, 一致性损失: 0.0000, 伪标签损失: 0.6597, LPL损失: 28.7308, 聚类损失: 1.0515, 总损失: 1.3366
2025-05-08 21:53:29 - Epoch 40, 测试集 AUC: 0.5485, PRE: 0.2660, REC: 0.3301, MF1: 0.5787, ACC1: 0.3301, ACC0: 0.8452, Gmean: 0.5282
2025-05-08 21:53:29 - Epoch 40, val mf1: 0.5785, val ACC1: 0.3315, val ACC0: 0.8440, val Gmean: 0.5289 (best 0.5785)
2025-05-08 21:53:29 - Epoch 41 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:53:30 - Epoch 41, 测试集 AUC: 0.5444, PRE: 0.2741, REC: 0.2942, MF1: 0.5784, ACC1: 0.2942, ACC0: 0.8676, Gmean: 0.5052
2025-05-08 21:53:30 - Epoch 41, val mf1: 0.5789, val ACC1: 0.2989, val ACC0: 0.8652, val Gmean: 0.5086 (best 0.5789)
2025-05-08 21:53:30 - Epoch 42 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:53:30 - Epoch 42, 测试集 AUC: 0.5400, PRE: 0.2854, REC: 0.2648, MF1: 0.5783, ACC1: 0.2648, ACC0: 0.8873, Gmean: 0.4848
2025-05-08 21:53:30 - Epoch 42, val mf1: 0.5778, val ACC1: 0.2691, val ACC0: 0.8836, val Gmean: 0.4877 (best 0.5789)
2025-05-08 21:53:30 - Epoch 43 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:53:30 - Epoch 43, 测试集 AUC: 0.5363, PRE: 0.2608, REC: 0.3531, MF1: 0.5778, ACC1: 0.3531, ACC0: 0.8298, Gmean: 0.5413
2025-05-08 21:53:30 - Epoch 43, val mf1: 0.5797, val ACC1: 0.3595, val ACC0: 0.8289, val Gmean: 0.5459 (best 0.5797)
2025-05-08 21:53:30 - Epoch 44 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:53:31 - Epoch 44, 测试集 AUC: 0.5354, PRE: 0.2629, REC: 0.3305, MF1: 0.5771, ACC1: 0.3305, ACC0: 0.8425, Gmean: 0.5277
2025-05-08 21:53:31 - Epoch 44, val mf1: 0.5771, val ACC1: 0.3343, val ACC0: 0.8402, val Gmean: 0.5300 (best 0.5797)
2025-05-08 21:53:31 - Epoch 45 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:53:31 - Epoch 45, 测试集 AUC: 0.5341, PRE: 0.2662, REC: 0.3132, MF1: 0.5770, ACC1: 0.3132, ACC0: 0.8532, Gmean: 0.5169
2025-05-08 21:53:31 - Epoch 45, val mf1: 0.5793, val ACC1: 0.3232, val ACC0: 0.8502, val Gmean: 0.5242 (best 0.5797)
2025-05-08 21:53:31 - Epoch 46 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:53:31 - Epoch 46, 测试集 AUC: 0.5308, PRE: 0.2711, REC: 0.3028, MF1: 0.5782, ACC1: 0.3028, ACC0: 0.8616, Gmean: 0.5108
2025-05-08 21:53:31 - Epoch 46, val mf1: 0.5786, val ACC1: 0.3090, val ACC0: 0.8582, val Gmean: 0.5150 (best 0.5797)
2025-05-08 21:53:32 - Epoch 47 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:53:32 - Epoch 47, 测试集 AUC: 0.5264, PRE: 0.2764, REC: 0.2915, MF1: 0.5790, ACC1: 0.2915, ACC0: 0.8703, Gmean: 0.5037
2025-05-08 21:53:32 - Epoch 47, val mf1: 0.5772, val ACC1: 0.2934, val ACC0: 0.8663, val Gmean: 0.5042 (best 0.5797)
2025-05-08 21:53:32 - Epoch 48 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:53:32 - Epoch 48, 测试集 AUC: 0.5320, PRE: 0.2663, REC: 0.3082, MF1: 0.5765, ACC1: 0.3082, ACC0: 0.8557, Gmean: 0.5135
2025-05-08 21:53:32 - Epoch 48, val mf1: 0.5761, val ACC1: 0.3113, val ACC0: 0.8531, val Gmean: 0.5154 (best 0.5797)
2025-05-08 21:53:32 - Epoch 49 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:53:33 - Epoch 49, 测试集 AUC: 0.5334, PRE: 0.2865, REC: 0.2522, MF1: 0.5762, ACC1: 0.2522, ACC0: 0.8932, Gmean: 0.4746
2025-05-08 21:53:33 - Epoch 49, val mf1: 0.5800, val ACC1: 0.2623, val ACC0: 0.8915, val Gmean: 0.4835 (best 0.5800)
2025-05-08 21:53:33 - time cost: 21.15 s
2025-05-08 21:53:33 - 基于验证集最佳模型的测试结果: REC 25.22 PRE 28.65 MF1 57.62 AUC 53.34 ACC1 25.22 ACC0 89.32 Gmean 47.46
2025-05-08 21:53:33 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.15 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
