2025-05-08 21:53:40 - 运行开始时间: 20250508_215340
2025-05-08 21:53:40 - 日志文件: logs/train_log_yelp_seed64_20250508_215340.txt
2025-05-08 21:53:40 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:53:40 - 无标签数据数量: 457
2025-05-08 21:53:40 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:53:40 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:53:40 - 伪标签策略：
2025-05-08 21:53:40 -   使用模型输出和聚类结果的融合
2025-05-08 21:53:41 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:53:41 - 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: 0.9854
2025-05-08 21:53:41 - Epoch 0, 测试集 AUC: 0.6812, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:41 - 更新最佳测试结果 (Epoch 0): AUC 0.6812, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:53:41 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:41 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:53:42 - Epoch 1, 测试集 AUC: 0.6738, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:42 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:42 - Epoch 2 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:53:42 - Epoch 2, 测试集 AUC: 0.6596, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:42 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:42 - Epoch 3 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:53:42 - Epoch 3, 测试集 AUC: 0.6429, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:42 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:43 - Epoch 4 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:53:43 - Epoch 4, 测试集 AUC: 0.6236, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:43 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:43 - Epoch 5 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:53:43 - Epoch 5, 测试集 AUC: 0.6045, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:53:43 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:53:43 - Epoch 6 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:53:43 - Epoch 6, 测试集 AUC: 0.5878, PRE: 0.2455, REC: 0.0217, MF1: 0.4787, ACC1: 0.0217, ACC0: 0.9887, Gmean: 0.1464
2025-05-08 21:53:43 - Epoch 6, val mf1: 0.4753, val ACC1: 0.0188, val ACC0: 0.9865, val Gmean: 0.1362 (best 0.4753)
2025-05-08 21:53:44 - Epoch 7 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:53:44 - Epoch 7, 测试集 AUC: 0.5729, PRE: 0.2205, REC: 0.1122, MF1: 0.5220, ACC1: 0.1122, ACC0: 0.9326, Gmean: 0.3235
2025-05-08 21:53:44 - Epoch 7, val mf1: 0.5158, val ACC1: 0.1036, val ACC0: 0.9316, val Gmean: 0.3107 (best 0.5158)
2025-05-08 21:53:44 - Epoch 8 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-08 21:53:44 - Epoch 8, 测试集 AUC: 0.5588, PRE: 0.2015, REC: 0.2192, MF1: 0.5343, ACC1: 0.2192, ACC0: 0.8523, Gmean: 0.4323
2025-05-08 21:53:44 - Epoch 8, val mf1: 0.5256, val ACC1: 0.2022, val ACC0: 0.8509, val Gmean: 0.4148 (best 0.5256)
2025-05-08 21:53:45 - Epoch 9 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:53:45 - Epoch 9, 测试集 AUC: 0.5488, PRE: 0.1821, REC: 0.3064, MF1: 0.5209, ACC1: 0.3064, ACC0: 0.7661, Gmean: 0.4845
2025-05-08 21:53:45 - Epoch 9, val mf1: 0.5158, val ACC1: 0.2934, val ACC0: 0.7655, val Gmean: 0.4740 (best 0.5256)
2025-05-08 21:53:45 - Epoch 10 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:53:45 - Epoch 10, 有标签损失: 0.5041, 一致性损失: 0.0000, 伪标签损失: 0.4715, LPL损失: 9.0937, 聚类损失: 0.7395, 总损失: 0.5041
2025-05-08 21:53:45 - Epoch 10, 测试集 AUC: 0.5418, PRE: 0.1715, REC: 0.3843, MF1: 0.5012, ACC1: 0.3843, ACC0: 0.6845, Gmean: 0.5129
2025-05-08 21:53:45 - Epoch 10, val mf1: 0.4964, val ACC1: 0.3728, val ACC0: 0.6824, val Gmean: 0.5043 (best 0.5256)
2025-05-08 21:53:45 - Epoch 11 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:53:46 - Epoch 11, 测试集 AUC: 0.5366, PRE: 0.1926, REC: 0.1422, MF1: 0.5214, ACC1: 0.1422, ACC0: 0.8986, Gmean: 0.3575
2025-05-08 21:53:46 - Epoch 11, val mf1: 0.5134, val ACC1: 0.1302, val ACC0: 0.8966, val Gmean: 0.3417 (best 0.5256)
2025-05-08 21:53:46 - Epoch 12 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:53:46 - Epoch 12, 测试集 AUC: 0.5323, PRE: 0.1762, REC: 0.2287, MF1: 0.5193, ACC1: 0.2287, ACC0: 0.8183, Gmean: 0.4326
2025-05-08 21:53:46 - Epoch 12, val mf1: 0.5132, val ACC1: 0.2187, val ACC0: 0.8150, val Gmean: 0.4222 (best 0.5256)
2025-05-08 21:53:46 - Epoch 13 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-08 21:53:46 - Epoch 13, 测试集 AUC: 0.5291, PRE: 0.1878, REC: 0.1244, MF1: 0.5164, ACC1: 0.1244, ACC0: 0.9085, Gmean: 0.3362
2025-05-08 21:53:46 - Epoch 13, val mf1: 0.5091, val ACC1: 0.1133, val ACC0: 0.9073, val Gmean: 0.3205 (best 0.5256)
2025-05-08 21:53:47 - Epoch 14 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:53:47 - Epoch 14, 测试集 AUC: 0.5271, PRE: 0.1715, REC: 0.2014, MF1: 0.5162, ACC1: 0.2014, ACC0: 0.8346, Gmean: 0.4100
2025-05-08 21:53:47 - Epoch 14, val mf1: 0.5100, val ACC1: 0.1912, val ACC0: 0.8317, val Gmean: 0.3988 (best 0.5256)
2025-05-08 21:53:47 - Epoch 15 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:53:47 - Epoch 15, 测试集 AUC: 0.5257, PRE: 0.1820, REC: 0.1413, MF1: 0.5172, ACC1: 0.1413, ACC0: 0.8920, Gmean: 0.3551
2025-05-08 21:53:47 - Epoch 15, val mf1: 0.5093, val ACC1: 0.1307, val ACC0: 0.8882, val Gmean: 0.3407 (best 0.5256)
2025-05-08 21:53:47 - Epoch 16 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:53:47 - Epoch 16, 测试集 AUC: 0.5247, PRE: 0.1668, REC: 0.2240, MF1: 0.5126, ACC1: 0.2240, ACC0: 0.8098, Gmean: 0.4259
2025-05-08 21:53:47 - Epoch 16, val mf1: 0.5104, val ACC1: 0.2219, val ACC0: 0.8072, val Gmean: 0.4232 (best 0.5256)
2025-05-08 21:53:48 - Epoch 17 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:53:48 - Epoch 17, 测试集 AUC: 0.5241, PRE: 0.1693, REC: 0.1860, MF1: 0.5146, ACC1: 0.1860, ACC0: 0.8449, Gmean: 0.3965
2025-05-08 21:53:48 - Epoch 17, val mf1: 0.5105, val ACC1: 0.1797, val ACC0: 0.8426, val Gmean: 0.3892 (best 0.5256)
2025-05-08 21:53:48 - Epoch 18 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:53:48 - Epoch 18, 测试集 AUC: 0.5236, PRE: 0.1743, REC: 0.1547, MF1: 0.5155, ACC1: 0.1547, ACC0: 0.8754, Gmean: 0.3680
2025-05-08 21:53:48 - Epoch 18, val mf1: 0.5099, val ACC1: 0.1467, val ACC0: 0.8726, val Gmean: 0.3578 (best 0.5256)
2025-05-08 21:53:48 - Epoch 19 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:53:49 - Epoch 19, 测试集 AUC: 0.5231, PRE: 0.1611, REC: 0.2298, MF1: 0.5080, ACC1: 0.2298, ACC0: 0.7966, Gmean: 0.4279
2025-05-08 21:53:49 - Epoch 19, val mf1: 0.5057, val ACC1: 0.2251, val ACC0: 0.7959, val Gmean: 0.4233 (best 0.5256)
2025-05-08 21:53:49 - Epoch 20 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:53:49 - Epoch 20, 有标签损失: 0.0617, 一致性损失: 0.0000, 伪标签损失: 0.7692, LPL损失: 7.7855, 聚类损失: 2.0521, 总损失: 0.0617
2025-05-08 21:53:49 - Epoch 20, 测试集 AUC: 0.5227, PRE: 0.1634, REC: 0.1928, MF1: 0.5110, ACC1: 0.1928, ACC0: 0.8321, Gmean: 0.4006
2025-05-08 21:53:49 - Epoch 20, val mf1: 0.5063, val ACC1: 0.1857, val ACC0: 0.8295, val Gmean: 0.3925 (best 0.5256)
2025-05-08 21:53:49 - Epoch 21 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:53:49 - Epoch 21, 测试集 AUC: 0.5224, PRE: 0.1703, REC: 0.1479, MF1: 0.5131, ACC1: 0.1479, ACC0: 0.8775, Gmean: 0.3602
2025-05-08 21:53:49 - Epoch 21, val mf1: 0.5089, val ACC1: 0.1417, val ACC0: 0.8759, val Gmean: 0.3523 (best 0.5256)
2025-05-08 21:53:50 - Epoch 22 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:53:50 - Epoch 22, 测试集 AUC: 0.5221, PRE: 0.1600, REC: 0.2188, MF1: 0.5078, ACC1: 0.2188, ACC0: 0.8048, Gmean: 0.4196
2025-05-08 21:53:50 - Epoch 22, val mf1: 0.5041, val ACC1: 0.2127, val ACC0: 0.8027, val Gmean: 0.4132 (best 0.5256)
2025-05-08 21:53:50 - Epoch 23 伪标签: 正样本: 266 (58.2%), 负样本: 191 (41.8%)
2025-05-08 21:53:50 - Epoch 23, 测试集 AUC: 0.5220, PRE: 0.1707, REC: 0.1287, MF1: 0.5111, ACC1: 0.1287, ACC0: 0.8937, Gmean: 0.3391
2025-05-08 21:53:50 - Epoch 23, val mf1: 0.5059, val ACC1: 0.1210, val ACC0: 0.8920, val Gmean: 0.3286 (best 0.5256)
2025-05-08 21:53:51 - Epoch 24 伪标签: 正样本: 264 (57.8%), 负样本: 193 (42.2%)
2025-05-08 21:53:51 - Epoch 24, 测试集 AUC: 0.5220, PRE: 0.1639, REC: 0.1908, MF1: 0.5113, ACC1: 0.1908, ACC0: 0.8345, Gmean: 0.3990
2025-05-08 21:53:51 - Epoch 24, val mf1: 0.5067, val ACC1: 0.1852, val ACC0: 0.8307, val Gmean: 0.3923 (best 0.5256)
2025-05-08 21:53:51 - Epoch 25 伪标签: 正样本: 280 (61.3%), 负样本: 177 (38.7%)
2025-05-08 21:53:51 - Epoch 25, 测试集 AUC: 0.5221, PRE: 0.1583, REC: 0.2495, MF1: 0.5040, ACC1: 0.2495, ACC0: 0.7745, Gmean: 0.4396
2025-05-08 21:53:51 - Epoch 25, val mf1: 0.5041, val ACC1: 0.2467, val ACC0: 0.7767, val Gmean: 0.4377 (best 0.5256)
2025-05-08 21:53:51 - Epoch 26 伪标签: 正样本: 299 (65.4%), 负样本: 158 (34.6%)
2025-05-08 21:53:52 - Epoch 26, 测试集 AUC: 0.5221, PRE: 0.1567, REC: 0.3016, MF1: 0.4961, ACC1: 0.3016, ACC0: 0.7241, Gmean: 0.4674
2025-05-08 21:53:52 - Epoch 26, val mf1: 0.4956, val ACC1: 0.2953, val ACC0: 0.7272, val Gmean: 0.4634 (best 0.5256)
2025-05-08 21:53:52 - Epoch 27 伪标签: 正样本: 287 (62.8%), 负样本: 170 (37.2%)
2025-05-08 21:53:52 - Epoch 27, 测试集 AUC: 0.5221, PRE: 0.1563, REC: 0.3459, MF1: 0.4882, ACC1: 0.3459, ACC0: 0.6826, Gmean: 0.4859
2025-05-08 21:53:52 - Epoch 27, val mf1: 0.4869, val ACC1: 0.3416, val ACC0: 0.6828, val Gmean: 0.4830 (best 0.5256)
2025-05-08 21:53:52 - Epoch 28 伪标签: 正样本: 300 (65.6%), 负样本: 157 (34.4%)
2025-05-08 21:53:52 - Epoch 28, 测试集 AUC: 0.5222, PRE: 0.1559, REC: 0.3814, MF1: 0.4807, ACC1: 0.3814, ACC0: 0.6490, Gmean: 0.4975
2025-05-08 21:53:52 - Epoch 28, val mf1: 0.4795, val ACC1: 0.3787, val ACC0: 0.6484, val Gmean: 0.4955 (best 0.5256)
2025-05-08 21:53:53 - Epoch 29 伪标签: 正样本: 301 (65.9%), 负样本: 156 (34.1%)
2025-05-08 21:53:53 - Epoch 29, 测试集 AUC: 0.5222, PRE: 0.1544, REC: 0.4075, MF1: 0.4726, ACC1: 0.4075, ACC0: 0.6207, Gmean: 0.5029
2025-05-08 21:53:53 - Epoch 29, val mf1: 0.4723, val ACC1: 0.4067, val ACC0: 0.6206, val Gmean: 0.5024 (best 0.5256)
2025-05-08 21:53:53 - Epoch 30 伪标签: 正样本: 318 (69.6%), 负样本: 139 (30.4%)
2025-05-08 21:53:53 - Epoch 30, 有标签损失: 0.0010, 一致性损失: 0.0000, 伪标签损失: 0.9009, LPL损失: 15.6512, 聚类损失: 5.2088, 总损失: 0.0010
2025-05-08 21:53:53 - Epoch 30, 测试集 AUC: 0.5223, PRE: 0.1527, REC: 0.4288, MF1: 0.4644, ACC1: 0.4288, ACC0: 0.5956, Gmean: 0.5053
2025-05-08 21:53:53 - Epoch 30, val mf1: 0.4642, val ACC1: 0.4260, val ACC0: 0.5965, val Gmean: 0.5041 (best 0.5256)
2025-05-08 21:53:53 - Epoch 31 伪标签: 正样本: 323 (70.7%), 负样本: 134 (29.3%)
2025-05-08 21:53:54 - Epoch 31, 测试集 AUC: 0.5223, PRE: 0.1523, REC: 0.4475, MF1: 0.4587, ACC1: 0.4475, ACC0: 0.5764, Gmean: 0.5079
2025-05-08 21:53:54 - Epoch 31, val mf1: 0.4573, val ACC1: 0.4388, val ACC0: 0.5781, val Gmean: 0.5036 (best 0.5256)
2025-05-08 21:53:54 - Epoch 32 伪标签: 正样本: 325 (71.1%), 负样本: 132 (28.9%)
2025-05-08 21:53:54 - Epoch 32, 测试集 AUC: 0.5223, PRE: 0.1516, REC: 0.4633, MF1: 0.4530, ACC1: 0.4633, ACC0: 0.5591, Gmean: 0.5089
2025-05-08 21:53:54 - Epoch 32, val mf1: 0.4530, val ACC1: 0.4562, val ACC0: 0.5623, val Gmean: 0.5065 (best 0.5256)
2025-05-08 21:53:54 - Epoch 33 伪标签: 正样本: 324 (70.9%), 负样本: 133 (29.1%)
2025-05-08 21:53:54 - Epoch 33, 测试集 AUC: 0.5224, PRE: 0.1514, REC: 0.4769, MF1: 0.4487, ACC1: 0.4769, ACC0: 0.5455, Gmean: 0.5100
2025-05-08 21:53:54 - Epoch 33, val mf1: 0.4481, val ACC1: 0.4649, val ACC0: 0.5498, val Gmean: 0.5056 (best 0.5256)
2025-05-08 21:53:54 - Epoch 34 伪标签: 正样本: 313 (68.5%), 负样本: 144 (31.5%)
2025-05-08 21:53:55 - Epoch 34, 测试集 AUC: 0.5224, PRE: 0.1521, REC: 0.4915, MF1: 0.4458, ACC1: 0.4915, ACC0: 0.5343, Gmean: 0.5125
2025-05-08 21:53:55 - Epoch 34, val mf1: 0.4446, val ACC1: 0.4773, val ACC0: 0.5383, val Gmean: 0.5069 (best 0.5256)
2025-05-08 21:53:55 - Epoch 35 伪标签: 正样本: 323 (70.7%), 负样本: 134 (29.3%)
2025-05-08 21:53:55 - Epoch 35, 测试集 AUC: 0.5225, PRE: 0.1517, REC: 0.4994, MF1: 0.4424, ACC1: 0.4994, ACC0: 0.5251, Gmean: 0.5121
2025-05-08 21:53:55 - Epoch 35, val mf1: 0.4408, val ACC1: 0.4846, val ACC0: 0.5285, val Gmean: 0.5061 (best 0.5256)
2025-05-08 21:53:55 - Epoch 36 伪标签: 正样本: 326 (71.3%), 负样本: 131 (28.7%)
2025-05-08 21:53:56 - Epoch 36, 测试集 AUC: 0.5225, PRE: 0.1520, REC: 0.5098, MF1: 0.4400, ACC1: 0.5098, ACC0: 0.5166, Gmean: 0.5132
2025-05-08 21:53:56 - Epoch 36, val mf1: 0.4379, val ACC1: 0.4901, val ACC0: 0.5210, val Gmean: 0.5054 (best 0.5256)
2025-05-08 21:53:56 - Epoch 37 伪标签: 正样本: 323 (70.7%), 负样本: 134 (29.3%)
2025-05-08 21:53:56 - Epoch 37, 测试集 AUC: 0.5226, PRE: 0.1528, REC: 0.5193, MF1: 0.4386, ACC1: 0.5193, ACC0: 0.5104, Gmean: 0.5148
2025-05-08 21:53:56 - Epoch 37, val mf1: 0.4351, val ACC1: 0.4952, val ACC0: 0.5142, val Gmean: 0.5046 (best 0.5256)
2025-05-08 21:53:56 - Epoch 38 伪标签: 正样本: 324 (70.9%), 负样本: 133 (29.1%)
2025-05-08 21:53:56 - Epoch 38, 测试集 AUC: 0.5227, PRE: 0.1530, REC: 0.5270, MF1: 0.4368, ACC1: 0.5270, ACC0: 0.5042, Gmean: 0.5154
2025-05-08 21:53:56 - Epoch 38, val mf1: 0.4331, val ACC1: 0.5021, val ACC0: 0.5079, val Gmean: 0.5050 (best 0.5256)
2025-05-08 21:53:57 - Epoch 39 伪标签: 正样本: 320 (70.0%), 负样本: 137 (30.0%)
2025-05-08 21:53:57 - Epoch 39, 测试集 AUC: 0.5227, PRE: 0.1531, REC: 0.5322, MF1: 0.4352, ACC1: 0.5322, ACC0: 0.4995, Gmean: 0.5156
2025-05-08 21:53:57 - Epoch 39, val mf1: 0.4317, val ACC1: 0.5071, val ACC0: 0.5034, val Gmean: 0.5053 (best 0.5256)
2025-05-08 21:53:57 - Epoch 40 伪标签: 正样本: 327 (71.6%), 负样本: 130 (28.4%)
2025-05-08 21:53:57 - Epoch 40, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.9004, LPL损失: 12.8881, 聚类损失: 7.1835, 总损失: 0.0001
2025-05-08 21:53:57 - Epoch 40, 测试集 AUC: 0.5228, PRE: 0.1529, REC: 0.5360, MF1: 0.4335, ACC1: 0.5360, ACC0: 0.4950, Gmean: 0.5151
2025-05-08 21:53:57 - Epoch 40, val mf1: 0.4300, val ACC1: 0.5131, val ACC0: 0.4982, val Gmean: 0.5056 (best 0.5256)
2025-05-08 21:53:57 - Epoch 41 伪标签: 正样本: 326 (71.3%), 负样本: 131 (28.7%)
2025-05-08 21:53:58 - Epoch 41, 测试集 AUC: 0.5228, PRE: 0.1533, REC: 0.5421, MF1: 0.4326, ACC1: 0.5421, ACC0: 0.4912, Gmean: 0.5160
2025-05-08 21:53:58 - Epoch 41, val mf1: 0.4287, val ACC1: 0.5167, val ACC0: 0.4945, val Gmean: 0.5055 (best 0.5256)
2025-05-08 21:53:58 - Epoch 42 伪标签: 正样本: 331 (72.4%), 负样本: 126 (27.6%)
2025-05-08 21:53:58 - Epoch 42, 测试集 AUC: 0.5229, PRE: 0.1533, REC: 0.5457, MF1: 0.4312, ACC1: 0.5457, ACC0: 0.4875, Gmean: 0.5158
2025-05-08 21:53:58 - Epoch 42, val mf1: 0.4283, val ACC1: 0.5218, val ACC0: 0.4919, val Gmean: 0.5066 (best 0.5256)
2025-05-08 21:53:58 - Epoch 43 伪标签: 正样本: 336 (73.5%), 负样本: 121 (26.5%)
2025-05-08 21:53:58 - Epoch 43, 测试集 AUC: 0.5230, PRE: 0.1536, REC: 0.5507, MF1: 0.4304, ACC1: 0.5507, ACC0: 0.4842, Gmean: 0.5164
2025-05-08 21:53:58 - Epoch 43, val mf1: 0.4272, val ACC1: 0.5236, val ACC0: 0.4892, val Gmean: 0.5061 (best 0.5256)
2025-05-08 21:53:59 - Epoch 44 伪标签: 正样本: 330 (72.2%), 负样本: 127 (27.8%)
2025-05-08 21:53:59 - Epoch 44, 测试集 AUC: 0.5230, PRE: 0.1535, REC: 0.5527, MF1: 0.4293, ACC1: 0.5527, ACC0: 0.4817, Gmean: 0.5160
2025-05-08 21:53:59 - Epoch 44, val mf1: 0.4270, val ACC1: 0.5277, val ACC0: 0.4872, val Gmean: 0.5071 (best 0.5256)
2025-05-08 21:53:59 - Epoch 45 伪标签: 正样本: 332 (72.6%), 负样本: 125 (27.4%)
2025-05-08 21:53:59 - Epoch 45, 测试集 AUC: 0.5231, PRE: 0.1536, REC: 0.5559, MF1: 0.4286, ACC1: 0.5559, ACC0: 0.4793, Gmean: 0.5162
2025-05-08 21:53:59 - Epoch 45, val mf1: 0.4261, val ACC1: 0.5305, val ACC0: 0.4846, val Gmean: 0.5071 (best 0.5256)
2025-05-08 21:54:00 - Epoch 46 伪标签: 正样本: 339 (74.2%), 负样本: 118 (25.8%)
2025-05-08 21:54:00 - Epoch 46, 测试集 AUC: 0.5231, PRE: 0.1536, REC: 0.5579, MF1: 0.4280, ACC1: 0.5579, ACC0: 0.4775, Gmean: 0.5162
2025-05-08 21:54:00 - Epoch 46, val mf1: 0.4251, val ACC1: 0.5328, val ACC0: 0.4822, val Gmean: 0.5068 (best 0.5256)
2025-05-08 21:54:00 - Epoch 47 伪标签: 正样本: 324 (70.9%), 负样本: 133 (29.1%)
2025-05-08 21:54:00 - Epoch 47, 测试集 AUC: 0.5231, PRE: 0.1536, REC: 0.5597, MF1: 0.4274, ACC1: 0.5597, ACC0: 0.4758, Gmean: 0.5161
2025-05-08 21:54:00 - Epoch 47, val mf1: 0.4245, val ACC1: 0.5332, val ACC0: 0.4810, val Gmean: 0.5064 (best 0.5256)
2025-05-08 21:54:00 - Epoch 48 伪标签: 正样本: 342 (74.8%), 负样本: 115 (25.2%)
2025-05-08 21:54:01 - Epoch 48, 测试集 AUC: 0.5232, PRE: 0.1537, REC: 0.5608, MF1: 0.4271, ACC1: 0.5608, ACC0: 0.4749, Gmean: 0.5161
2025-05-08 21:54:01 - Epoch 48, val mf1: 0.4241, val ACC1: 0.5355, val ACC0: 0.4794, val Gmean: 0.5067 (best 0.5256)
2025-05-08 21:54:01 - Epoch 49 伪标签: 正样本: 337 (73.7%), 负样本: 120 (26.3%)
2025-05-08 21:54:01 - Epoch 49, 测试集 AUC: 0.5232, PRE: 0.1535, REC: 0.5618, MF1: 0.4263, ACC1: 0.5618, ACC0: 0.4732, Gmean: 0.5156
2025-05-08 21:54:01 - Epoch 49, val mf1: 0.4234, val ACC1: 0.5365, val ACC0: 0.4779, val Gmean: 0.5064 (best 0.5256)
2025-05-08 21:54:01 - time cost: 20.64 s
2025-05-08 21:54:01 - 基于验证集最佳模型的测试结果: REC 21.92 PRE 20.15 MF1 53.43 AUC 55.88 ACC1 21.92 ACC0 85.23 Gmean 43.23
2025-05-08 21:54:01 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.12 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
