2025-05-08 21:48:36 - 运行开始时间: 20250508_214836
2025-05-08 21:48:36 - 日志文件: logs/train_log_yelp_seed64_20250508_214836.txt
2025-05-08 21:48:37 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:48:37 - 无标签数据数量: 457
2025-05-08 21:48:37 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:48:37 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:48:37 - 伪标签策略：
2025-05-08 21:48:37 -   使用模型输出和聚类结果的融合
2025-05-08 21:48:37 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:48:38 - 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 21:48:38 - Epoch 0, 测试集 AUC: 0.6862, PRE: 0.2470, REC: 0.8128, MF1: 0.5487, ACC1: 0.8128, ACC0: 0.5787, Gmean: 0.6858
2025-05-08 21:48:38 - 更新最佳测试结果 (Epoch 0): AUC 0.6862, PRE 0.2470, REC 0.8128, MF1 0.5487, ACC1 0.8128, ACC0 0.5787, Gmean 0.6858
2025-05-08 21:48:38 - Epoch 0, val mf1: 0.5450, val ACC1: 0.8285, val ACC0: 0.5677, val Gmean: 0.6858 (best 0.5450)
2025-05-08 21:48:38 - Epoch 1 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:48:39 - Epoch 1, 测试集 AUC: 0.6835, PRE: 0.2373, REC: 0.8027, MF1: 0.5352, ACC1: 0.8027, ACC0: 0.5615, Gmean: 0.6714
2025-05-08 21:48:39 - Epoch 1, val mf1: 0.5304, val ACC1: 0.8143, val ACC0: 0.5502, val Gmean: 0.6693 (best 0.5450)
2025-05-08 21:48:39 - Epoch 2 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:48:39 - Epoch 2, 测试集 AUC: 0.6503, PRE: 0.2439, REC: 0.2136, MF1: 0.5529, ACC1: 0.2136, ACC0: 0.8874, Gmean: 0.4354
2025-05-08 21:48:39 - Epoch 2, val mf1: 0.5482, val ACC1: 0.2086, val ACC0: 0.8840, val Gmean: 0.4294 (best 0.5482)
2025-05-08 21:48:39 - Epoch 3 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:48:40 - Epoch 3, 测试集 AUC: 0.6170, PRE: 0.2589, REC: 0.1115, MF1: 0.5290, ACC1: 0.1115, ACC0: 0.9457, Gmean: 0.3248
2025-05-08 21:48:40 - Epoch 3, val mf1: 0.5223, val ACC1: 0.1036, val ACC0: 0.9434, val Gmean: 0.3127 (best 0.5482)
2025-05-08 21:48:40 - Epoch 4 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:48:40 - Epoch 4, 测试集 AUC: 0.5906, PRE: 0.2321, REC: 0.1429, MF1: 0.5337, ACC1: 0.1429, ACC0: 0.9196, Gmean: 0.3625
2025-05-08 21:48:40 - Epoch 4, val mf1: 0.5300, val ACC1: 0.1412, val ACC0: 0.9151, val Gmean: 0.3595 (best 0.5482)
2025-05-08 21:48:41 - Epoch 5 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:48:41 - Epoch 5, 测试集 AUC: 0.5538, PRE: 0.1987, REC: 0.2357, MF1: 0.5338, ACC1: 0.2357, ACC0: 0.8384, Gmean: 0.4446
2025-05-08 21:48:41 - Epoch 5, val mf1: 0.5297, val ACC1: 0.2270, val ACC0: 0.8382, val Gmean: 0.4362 (best 0.5482)
2025-05-08 21:48:41 - Epoch 6 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-08 21:48:41 - Epoch 6, 测试集 AUC: 0.5049, PRE: 0.1940, REC: 0.1075, MF1: 0.5143, ACC1: 0.1075, ACC0: 0.9241, Gmean: 0.3151
2025-05-08 21:48:41 - Epoch 6, val mf1: 0.5143, val ACC1: 0.1096, val ACC0: 0.9216, val Gmean: 0.3178 (best 0.5482)
2025-05-08 21:48:42 - Epoch 7 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:48:42 - Epoch 7, 测试集 AUC: 0.4800, PRE: 0.1748, REC: 0.1341, MF1: 0.5134, ACC1: 0.1341, ACC0: 0.8924, Gmean: 0.3460
2025-05-08 21:48:42 - Epoch 7, val mf1: 0.5192, val ACC1: 0.1449, val ACC0: 0.8920, val Gmean: 0.3595 (best 0.5482)
2025-05-08 21:48:42 - Epoch 8 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:48:43 - Epoch 8, 测试集 AUC: 0.5038, PRE: 0.2247, REC: 0.1185, MF1: 0.5249, ACC1: 0.1185, ACC0: 0.9305, Gmean: 0.3321
2025-05-08 21:48:43 - Epoch 8, val mf1: 0.5247, val ACC1: 0.1210, val ACC0: 0.9274, val Gmean: 0.3350 (best 0.5482)
2025-05-08 21:48:43 - Epoch 9 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:43 - Epoch 9, 测试集 AUC: 0.5766, PRE: 0.3616, REC: 0.0510, MF1: 0.5036, ACC1: 0.0510, ACC0: 0.9847, Gmean: 0.2242
2025-05-08 21:48:43 - Epoch 9, val mf1: 0.5038, val ACC1: 0.0523, val ACC0: 0.9829, val Gmean: 0.2267 (best 0.5482)
2025-05-08 21:48:43 - Epoch 10 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:48:44 - Epoch 10, 有标签损失: 0.0402, 一致性损失: 0.0067, 伪标签损失: 0.7023, LPL损失: 618.1416, 聚类损失: 1.4987, 总损失: 15.3321
2025-05-08 21:48:44 - Epoch 10, 测试集 AUC: 0.6409, PRE: 0.2217, REC: 0.4744, MF1: 0.5480, ACC1: 0.4744, ACC0: 0.7169, Gmean: 0.5832
2025-05-08 21:48:44 - Epoch 10, val mf1: 0.5499, val ACC1: 0.4842, val ACC0: 0.7151, val Gmean: 0.5884 (best 0.5499)
2025-05-08 21:48:44 - Epoch 11 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:48:44 - Epoch 11, 测试集 AUC: 0.6563, PRE: 0.2232, REC: 0.5622, MF1: 0.5430, ACC1: 0.5622, ACC0: 0.6674, Gmean: 0.6126
2025-05-08 21:48:44 - Epoch 11, val mf1: 0.5475, val ACC1: 0.5754, val ACC0: 0.6690, val Gmean: 0.6204 (best 0.5499)
2025-05-08 21:48:44 - Epoch 12 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:48:45 - Epoch 12, 测试集 AUC: 0.6569, PRE: 0.2338, REC: 0.4342, MF1: 0.5608, ACC1: 0.4342, ACC0: 0.7581, Gmean: 0.5737
2025-05-08 21:48:45 - Epoch 12, val mf1: 0.5603, val ACC1: 0.4365, val ACC0: 0.7562, val Gmean: 0.5745 (best 0.5603)
2025-05-08 21:48:45 - Epoch 13 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:48:45 - Epoch 13, 测试集 AUC: 0.6528, PRE: 0.2303, REC: 0.4687, MF1: 0.5567, ACC1: 0.4687, ACC0: 0.7337, Gmean: 0.5864
2025-05-08 21:48:45 - Epoch 13, val mf1: 0.5558, val ACC1: 0.4691, val ACC0: 0.7322, val Gmean: 0.5860 (best 0.5603)
2025-05-08 21:48:45 - Epoch 14 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:48:46 - Epoch 14, 测试集 AUC: 0.6495, PRE: 0.2535, REC: 0.2247, MF1: 0.5586, ACC1: 0.2247, ACC0: 0.8875, Gmean: 0.4465
2025-05-08 21:48:46 - Epoch 14, val mf1: 0.5524, val ACC1: 0.2178, val ACC0: 0.8833, val Gmean: 0.4386 (best 0.5603)
2025-05-08 21:48:46 - Epoch 15 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:48:46 - Epoch 15, 测试集 AUC: 0.6474, PRE: 0.2353, REC: 0.3071, MF1: 0.5594, ACC1: 0.3071, ACC0: 0.8303, Gmean: 0.5049
2025-05-08 21:48:46 - Epoch 15, val mf1: 0.5591, val ACC1: 0.3113, val ACC0: 0.8271, val Gmean: 0.5074 (best 0.5603)
2025-05-08 21:48:46 - Epoch 16 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:48:47 - Epoch 16, 测试集 AUC: 0.6415, PRE: 0.2586, REC: 0.2030, MF1: 0.5562, ACC1: 0.2030, ACC0: 0.9010, Gmean: 0.4277
2025-05-08 21:48:47 - Epoch 16, val mf1: 0.5531, val ACC1: 0.2022, val ACC0: 0.8970, val Gmean: 0.4259 (best 0.5603)
2025-05-08 21:48:47 - Epoch 17 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:48:47 - Epoch 17, 测试集 AUC: 0.6165, PRE: 0.2055, REC: 0.4888, MF1: 0.5291, ACC1: 0.4888, ACC0: 0.6787, Gmean: 0.5760
2025-05-08 21:48:47 - Epoch 17, val mf1: 0.5283, val ACC1: 0.4878, val ACC0: 0.6778, val Gmean: 0.5750 (best 0.5603)
2025-05-08 21:48:48 - Epoch 18 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:48:48 - Epoch 18, 测试集 AUC: 0.5697, PRE: 0.2443, REC: 0.1468, MF1: 0.5379, ACC1: 0.1468, ACC0: 0.9228, Gmean: 0.3680
2025-05-08 21:48:48 - Epoch 18, val mf1: 0.5368, val ACC1: 0.1476, val ACC0: 0.9200, val Gmean: 0.3685 (best 0.5603)
2025-05-08 21:48:48 - Epoch 19 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:48:48 - Epoch 19, 测试集 AUC: 0.5303, PRE: 0.3196, REC: 0.0454, MF1: 0.4981, ACC1: 0.0454, ACC0: 0.9836, Gmean: 0.2113
2025-05-08 21:48:48 - Epoch 19, val mf1: 0.5014, val ACC1: 0.0500, val ACC0: 0.9821, val Gmean: 0.2215 (best 0.5603)
2025-05-08 21:48:49 - Epoch 20 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:48:49 - Epoch 20, 有标签损失: 0.0390, 一致性损失: 0.0035, 伪标签损失: 0.5339, LPL损失: 84.3166, 聚类损失: 1.0294, 总损失: 2.6116
2025-05-08 21:48:49 - Epoch 20, 测试集 AUC: 0.5460, PRE: 0.2717, REC: 0.1088, MF1: 0.5299, ACC1: 0.1088, ACC0: 0.9504, Gmean: 0.3216
2025-05-08 21:48:49 - Epoch 20, val mf1: 0.5280, val ACC1: 0.1096, val ACC0: 0.9464, val Gmean: 0.3220 (best 0.5603)
2025-05-08 21:48:49 - Epoch 21 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:48:49 - Epoch 21, 测试集 AUC: 0.5759, PRE: 0.2172, REC: 0.2773, MF1: 0.5468, ACC1: 0.2773, ACC0: 0.8301, Gmean: 0.4797
2025-05-08 21:48:49 - Epoch 21, val mf1: 0.5511, val ACC1: 0.2889, val ACC0: 0.8292, val Gmean: 0.4894 (best 0.5603)
2025-05-08 21:48:50 - Epoch 22 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:48:50 - Epoch 22, 测试集 AUC: 0.6007, PRE: 0.3536, REC: 0.0853, MF1: 0.5260, ACC1: 0.0853, ACC0: 0.9735, Gmean: 0.2882
2025-05-08 21:48:50 - Epoch 22, val mf1: 0.5311, val ACC1: 0.0931, val ACC0: 0.9719, val Gmean: 0.3008 (best 0.5603)
2025-05-08 21:48:50 - Epoch 23 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:48:50 - Epoch 23, 测试集 AUC: 0.6149, PRE: 0.3176, REC: 0.1303, MF1: 0.5458, ACC1: 0.1303, ACC0: 0.9524, Gmean: 0.3522
2025-05-08 21:48:50 - Epoch 23, val mf1: 0.5484, val ACC1: 0.1348, val ACC0: 0.9516, val Gmean: 0.3582 (best 0.5603)
2025-05-08 21:48:51 - Epoch 24 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-08 21:48:51 - Epoch 24, 测试集 AUC: 0.6159, PRE: 0.3267, REC: 0.1264, MF1: 0.5453, ACC1: 0.1264, ACC0: 0.9557, Gmean: 0.3476
2025-05-08 21:48:51 - Epoch 24, val mf1: 0.5492, val ACC1: 0.1316, val ACC0: 0.9561, val Gmean: 0.3547 (best 0.5603)
2025-05-08 21:48:51 - Epoch 25 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:51 - Epoch 25, 测试集 AUC: 0.6032, PRE: 0.2110, REC: 0.4030, MF1: 0.5416, ACC1: 0.4030, ACC0: 0.7438, Gmean: 0.5475
2025-05-08 21:48:51 - Epoch 25, val mf1: 0.5461, val ACC1: 0.4232, val ACC0: 0.7403, val Gmean: 0.5597 (best 0.5603)
2025-05-08 21:48:52 - Epoch 26 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:48:52 - Epoch 26, 测试集 AUC: 0.5776, PRE: 0.2443, REC: 0.2382, MF1: 0.5570, ACC1: 0.2382, ACC0: 0.8747, Gmean: 0.4565
2025-05-08 21:48:52 - Epoch 26, val mf1: 0.5622, val ACC1: 0.2503, val ACC0: 0.8738, val Gmean: 0.4677 (best 0.5622)
2025-05-08 21:48:52 - Epoch 27 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:48:53 - Epoch 27, 测试集 AUC: 0.5405, PRE: 0.3028, REC: 0.1298, MF1: 0.5435, ACC1: 0.1298, ACC0: 0.9492, Gmean: 0.3510
2025-05-08 21:48:53 - Epoch 27, val mf1: 0.5473, val ACC1: 0.1380, val ACC0: 0.9467, val Gmean: 0.3615 (best 0.5622)
2025-05-08 21:48:53 - Epoch 28 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:48:53 - Epoch 28, 测试集 AUC: 0.5037, PRE: 0.3390, REC: 0.0768, MF1: 0.5198, ACC1: 0.0768, ACC0: 0.9746, Gmean: 0.2735
2025-05-08 21:48:53 - Epoch 28, val mf1: 0.5250, val ACC1: 0.0839, val ACC0: 0.9737, val Gmean: 0.2858 (best 0.5622)
2025-05-08 21:48:54 - Epoch 29 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:48:54 - Epoch 29, 测试集 AUC: 0.4986, PRE: 0.3495, REC: 0.0440, MF1: 0.4980, ACC1: 0.0440, ACC0: 0.9861, Gmean: 0.2084
2025-05-08 21:48:54 - Epoch 29, val mf1: 0.5041, val ACC1: 0.0504, val ACC0: 0.9869, val Gmean: 0.2231 (best 0.5622)
2025-05-08 21:48:54 - Epoch 30 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:48:55 - Epoch 30, 有标签损失: 0.0009, 一致性损失: 0.0017, 伪标签损失: 0.5230, LPL损失: 577.0435, 聚类损失: 0.9900, 总损失: 20.9319
2025-05-08 21:48:55 - Epoch 30, 测试集 AUC: 0.4516, PRE: 0.3393, REC: 0.0255, MF1: 0.4834, ACC1: 0.0255, ACC0: 0.9916, Gmean: 0.1591
2025-05-08 21:48:55 - Epoch 30, val mf1: 0.4854, val ACC1: 0.0275, val ACC0: 0.9918, val Gmean: 0.1652 (best 0.5622)
2025-05-08 21:48:55 - Epoch 31 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:48:55 - Epoch 31, 测试集 AUC: 0.4323, PRE: 0.3224, REC: 0.0156, MF1: 0.4749, ACC1: 0.0156, ACC0: 0.9944, Gmean: 0.1245
2025-05-08 21:48:55 - Epoch 31, val mf1: 0.4784, val ACC1: 0.0193, val ACC0: 0.9943, val Gmean: 0.1384 (best 0.5622)
2025-05-08 21:48:55 - Epoch 32 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-08 21:48:56 - Epoch 32, 测试集 AUC: 0.4261, PRE: 0.1151, REC: 0.1583, MF1: 0.4763, ACC1: 0.1583, ACC0: 0.7931, Gmean: 0.3543
2025-05-08 21:48:56 - Epoch 32, val mf1: 0.4817, val ACC1: 0.1619, val ACC0: 0.8014, val Gmean: 0.3601 (best 0.5622)
2025-05-08 21:48:56 - Epoch 33 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:48:56 - Epoch 33, 测试集 AUC: 0.4262, PRE: 0.1230, REC: 0.1391, MF1: 0.4857, ACC1: 0.1391, ACC0: 0.8315, Gmean: 0.3401
2025-05-08 21:48:56 - Epoch 33, val mf1: 0.4903, val ACC1: 0.1449, val ACC0: 0.8353, val Gmean: 0.3479 (best 0.5622)
2025-05-08 21:48:56 - Epoch 34 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:48:57 - Epoch 34, 测试集 AUC: 0.4344, PRE: 0.1356, REC: 0.1348, MF1: 0.4944, ACC1: 0.1348, ACC0: 0.8540, Gmean: 0.3393
2025-05-08 21:48:57 - Epoch 34, val mf1: 0.4983, val ACC1: 0.1385, val ACC0: 0.8582, val Gmean: 0.3447 (best 0.5622)
2025-05-08 21:48:57 - Epoch 35 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:48:57 - Epoch 35, 测试集 AUC: 0.4468, PRE: 0.1571, REC: 0.1330, MF1: 0.5057, ACC1: 0.1330, ACC0: 0.8787, Gmean: 0.3418
2025-05-08 21:48:57 - Epoch 35, val mf1: 0.5078, val ACC1: 0.1357, val ACC0: 0.8800, val Gmean: 0.3456 (best 0.5622)
2025-05-08 21:48:58 - Epoch 36 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:48:58 - Epoch 36, 测试集 AUC: 0.4652, PRE: 0.1660, REC: 0.1472, MF1: 0.5110, ACC1: 0.1472, ACC0: 0.8743, Gmean: 0.3587
2025-05-08 21:48:58 - Epoch 36, val mf1: 0.5147, val ACC1: 0.1531, val ACC0: 0.8753, val Gmean: 0.3661 (best 0.5622)
2025-05-08 21:48:58 - Epoch 37 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:48:58 - Epoch 37, 测试集 AUC: 0.4834, PRE: 0.1794, REC: 0.1637, MF1: 0.5187, ACC1: 0.1637, ACC0: 0.8727, Gmean: 0.3780
2025-05-08 21:48:58 - Epoch 37, val mf1: 0.5210, val ACC1: 0.1692, val ACC0: 0.8718, val Gmean: 0.3841 (best 0.5622)
2025-05-08 21:48:59 - Epoch 38 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:48:59 - Epoch 38, 测试集 AUC: 0.5095, PRE: 0.1920, REC: 0.1933, MF1: 0.5274, ACC1: 0.1933, ACC0: 0.8617, Gmean: 0.4081
2025-05-08 21:48:59 - Epoch 38, val mf1: 0.5283, val ACC1: 0.1967, val ACC0: 0.8603, val Gmean: 0.4114 (best 0.5622)
2025-05-08 21:48:59 - Epoch 39 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:49:00 - Epoch 39, 测试集 AUC: 0.5262, PRE: 0.1977, REC: 0.2098, MF1: 0.5317, ACC1: 0.2098, ACC0: 0.8553, Gmean: 0.4236
2025-05-08 21:49:00 - Epoch 39, val mf1: 0.5329, val ACC1: 0.2137, val ACC0: 0.8543, val Gmean: 0.4273 (best 0.5622)
2025-05-08 21:49:00 - Epoch 40 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:49:00 - Epoch 40, 有标签损失: 0.0002, 一致性损失: 0.0004, 伪标签损失: 0.4678, LPL损失: 91.3575, 聚类损失: 0.9878, 总损失: 4.0444
2025-05-08 21:49:00 - Epoch 40, 测试集 AUC: 0.5397, PRE: 0.2073, REC: 0.2278, MF1: 0.5381, ACC1: 0.2278, ACC0: 0.8519, Gmean: 0.4405
2025-05-08 21:49:00 - Epoch 40, val mf1: 0.5371, val ACC1: 0.2265, val ACC0: 0.8513, val Gmean: 0.4391 (best 0.5622)
2025-05-08 21:49:00 - Epoch 41 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:49:01 - Epoch 41, 测试集 AUC: 0.5554, PRE: 0.2123, REC: 0.2409, MF1: 0.5418, ACC1: 0.2409, ACC0: 0.8481, Gmean: 0.4520
2025-05-08 21:49:01 - Epoch 41, val mf1: 0.5441, val ACC1: 0.2448, val ACC0: 0.8489, val Gmean: 0.4559 (best 0.5622)
2025-05-08 21:49:01 - Epoch 42 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-08 21:49:01 - Epoch 42, 测试集 AUC: 0.5676, PRE: 0.2189, REC: 0.2484, MF1: 0.5459, ACC1: 0.2484, ACC0: 0.8493, Gmean: 0.4593
2025-05-08 21:49:01 - Epoch 42, val mf1: 0.5501, val ACC1: 0.2554, val ACC0: 0.8510, val Gmean: 0.4662 (best 0.5622)
2025-05-08 21:49:01 - Epoch 43 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-08 21:49:02 - Epoch 43, 测试集 AUC: 0.5776, PRE: 0.2256, REC: 0.2511, MF1: 0.5497, ACC1: 0.2511, ACC0: 0.8535, Gmean: 0.4629
2025-05-08 21:49:02 - Epoch 43, val mf1: 0.5541, val ACC1: 0.2581, val ACC0: 0.8554, val Gmean: 0.4699 (best 0.5622)
2025-05-08 21:49:02 - Epoch 44 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:49:02 - Epoch 44, 测试集 AUC: 0.5833, PRE: 0.2339, REC: 0.2438, MF1: 0.5531, ACC1: 0.2438, ACC0: 0.8642, Gmean: 0.4591
2025-05-08 21:49:02 - Epoch 44, val mf1: 0.5571, val ACC1: 0.2513, val ACC0: 0.8652, val Gmean: 0.4662 (best 0.5622)
2025-05-08 21:49:02 - Epoch 45 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:49:03 - Epoch 45, 测试集 AUC: 0.5855, PRE: 0.2445, REC: 0.2271, MF1: 0.5555, ACC1: 0.2271, ACC0: 0.8807, Gmean: 0.4473
2025-05-08 21:49:03 - Epoch 45, val mf1: 0.5609, val ACC1: 0.2361, val ACC0: 0.8823, val Gmean: 0.4564 (best 0.5622)
2025-05-08 21:49:03 - Epoch 46 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:49:03 - Epoch 46, 测试集 AUC: 0.5836, PRE: 0.2541, REC: 0.2059, MF1: 0.5553, ACC1: 0.2059, ACC0: 0.8972, Gmean: 0.4298
2025-05-08 21:49:03 - Epoch 46, val mf1: 0.5596, val ACC1: 0.2123, val ACC0: 0.8988, val Gmean: 0.4368 (best 0.5622)
2025-05-08 21:49:04 - Epoch 47 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:49:04 - Epoch 47, 测试集 AUC: 0.5751, PRE: 0.2736, REC: 0.1800, MF1: 0.5550, ACC1: 0.1800, ACC0: 0.9188, Gmean: 0.4066
2025-05-08 21:49:04 - Epoch 47, val mf1: 0.5571, val ACC1: 0.1839, val ACC0: 0.9186, val Gmean: 0.4110 (best 0.5622)
2025-05-08 21:49:04 - Epoch 48 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:49:05 - Epoch 48, 测试集 AUC: 0.5603, PRE: 0.2882, REC: 0.1526, MF1: 0.5497, ACC1: 0.1526, ACC0: 0.9359, Gmean: 0.3780
2025-05-08 21:49:05 - Epoch 48, val mf1: 0.5535, val ACC1: 0.1586, val ACC0: 0.9359, val Gmean: 0.3853 (best 0.5622)
2025-05-08 21:49:05 - Epoch 49 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:49:05 - Epoch 49, 测试集 AUC: 0.5465, PRE: 0.3005, REC: 0.1330, MF1: 0.5444, ACC1: 0.1330, ACC0: 0.9474, Gmean: 0.3549
2025-05-08 21:49:05 - Epoch 49, val mf1: 0.5493, val ACC1: 0.1408, val ACC0: 0.9469, val Gmean: 0.3651 (best 0.5622)
2025-05-08 21:49:05 - time cost: 28.41 s
2025-05-08 21:49:05 - 基于验证集最佳模型的测试结果: REC 23.82 PRE 24.43 MF1 55.70 AUC 57.76 ACC1 23.82 ACC0 87.47 Gmean 45.65
2025-05-08 21:49:05 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.62 PRE 24.70 REC 81.28 MF1 54.87 ACC1 81.28 ACC0 57.87 Gmean 68.58
