2025-05-08 21:36:41 - 运行开始时间: 20250508_213641
2025-05-08 21:36:41 - 日志文件: logs/train_log_yelp_seed64_20250508_213641.txt
2025-05-08 21:36:41 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:36:41 - 无标签数据数量: 457
2025-05-08 21:36:41 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:36:41 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:36:41 - 伪标签策略：
2025-05-08 21:36:41 -   使用模型输出和聚类结果的融合
2025-05-08 21:36:42 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:36:42 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4166, LPL损失: 44.9257, 聚类损失: 0.9275, 总损失: 1.6983
2025-05-08 21:36:42 - Epoch 0, 测试集 AUC: 0.6895, PRE: 0.2464, REC: 0.8135, MF1: 0.5478, ACC1: 0.8135, ACC0: 0.5771, Gmean: 0.6852
2025-05-08 21:36:42 - 更新最佳测试结果 (Epoch 0): AUC 0.6895, PRE 0.2464, REC 0.8135, MF1 0.5478, ACC1 0.8135, ACC0 0.5771, Gmean 0.6852
2025-05-08 21:36:42 - Epoch 0, val mf1: 0.5444, val ACC1: 0.8294, val ACC0: 0.5664, val Gmean: 0.6854 (best 0.5444)
2025-05-08 21:36:43 - Epoch 1 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:36:43 - Epoch 1, 测试集 AUC: 0.6864, PRE: 0.2424, REC: 0.8042, MF1: 0.5429, ACC1: 0.8042, ACC0: 0.5727, Gmean: 0.6787
2025-05-08 21:36:43 - Epoch 1, val mf1: 0.5391, val ACC1: 0.8161, val ACC0: 0.5629, val Gmean: 0.6778 (best 0.5444)
2025-05-08 21:36:43 - Epoch 2 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:36:43 - Epoch 2, 测试集 AUC: 0.6622, PRE: 0.2477, REC: 0.2852, MF1: 0.5645, ACC1: 0.2852, ACC0: 0.8528, Gmean: 0.4931
2025-05-08 21:36:43 - Epoch 2, val mf1: 0.5593, val ACC1: 0.2801, val ACC0: 0.8481, val Gmean: 0.4874 (best 0.5593)
2025-05-08 21:36:44 - Epoch 3 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:36:44 - Epoch 3, 测试集 AUC: 0.6227, PRE: 0.2478, REC: 0.1506, MF1: 0.5399, ACC1: 0.1506, ACC0: 0.9223, Gmean: 0.3727
2025-05-08 21:36:44 - Epoch 3, val mf1: 0.5326, val ACC1: 0.1449, val ACC0: 0.9158, val Gmean: 0.3643 (best 0.5593)
2025-05-08 21:36:44 - Epoch 4 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:36:44 - Epoch 4, 测试集 AUC: 0.5840, PRE: 0.1967, REC: 0.2807, MF1: 0.5334, ACC1: 0.2807, ACC0: 0.8052, Gmean: 0.4754
2025-05-08 21:36:44 - Epoch 4, val mf1: 0.5290, val ACC1: 0.2696, val ACC0: 0.8053, val Gmean: 0.4660 (best 0.5593)
2025-05-08 21:36:45 - Epoch 5 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:36:45 - Epoch 5, 测试集 AUC: 0.5411, PRE: 0.1710, REC: 0.2459, MF1: 0.5150, ACC1: 0.2459, ACC0: 0.7974, Gmean: 0.4428
2025-05-08 21:36:45 - Epoch 5, val mf1: 0.5091, val ACC1: 0.2306, val ACC0: 0.7981, val Gmean: 0.4290 (best 0.5593)
2025-05-08 21:36:45 - Epoch 6 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:36:45 - Epoch 6, 测试集 AUC: 0.5139, PRE: 0.1539, REC: 0.1809, MF1: 0.5049, ACC1: 0.1809, ACC0: 0.8310, Gmean: 0.3877
2025-05-08 21:36:45 - Epoch 6, val mf1: 0.5048, val ACC1: 0.1802, val ACC0: 0.8314, val Gmean: 0.3871 (best 0.5593)
2025-05-08 21:36:46 - Epoch 7 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:36:46 - Epoch 7, 测试集 AUC: 0.5273, PRE: 0.1690, REC: 0.1763, MF1: 0.5142, ACC1: 0.1763, ACC0: 0.8526, Gmean: 0.3877
2025-05-08 21:36:46 - Epoch 7, val mf1: 0.5147, val ACC1: 0.1761, val ACC0: 0.8538, val Gmean: 0.3877 (best 0.5593)
2025-05-08 21:36:46 - Epoch 8 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:36:46 - Epoch 8, 测试集 AUC: 0.5728, PRE: 0.2016, REC: 0.2276, MF1: 0.5350, ACC1: 0.2276, ACC0: 0.8467, Gmean: 0.4390
2025-05-08 21:36:46 - Epoch 8, val mf1: 0.5333, val ACC1: 0.2210, val ACC0: 0.8491, val Gmean: 0.4332 (best 0.5593)
2025-05-08 21:36:46 - Epoch 9 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:36:47 - Epoch 9, 测试集 AUC: 0.6262, PRE: 0.2339, REC: 0.3100, MF1: 0.5588, ACC1: 0.3100, ACC0: 0.8274, Gmean: 0.5065
2025-05-08 21:36:47 - Epoch 9, val mf1: 0.5559, val ACC1: 0.3081, val ACC0: 0.8241, val Gmean: 0.5039 (best 0.5593)
2025-05-08 21:36:47 - Epoch 10 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:36:47 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0162, 伪标签损失: 1.3404, LPL损失: 11.7527, 聚类损失: 5.6837, 总损失: 0.0162
2025-05-08 21:36:47 - Epoch 10, 测试集 AUC: 0.6592, PRE: 0.2468, REC: 0.3644, MF1: 0.5697, ACC1: 0.3644, ACC0: 0.8109, Gmean: 0.5436
2025-05-08 21:36:47 - Epoch 10, val mf1: 0.5659, val ACC1: 0.3599, val ACC0: 0.8077, val Gmean: 0.5392 (best 0.5659)
2025-05-08 21:36:47 - Epoch 11 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:36:48 - Epoch 11, 测试集 AUC: 0.6615, PRE: 0.2545, REC: 0.3093, MF1: 0.5705, ACC1: 0.3093, ACC0: 0.8460, Gmean: 0.5115
2025-05-08 21:36:48 - Epoch 11, val mf1: 0.5671, val ACC1: 0.3086, val ACC0: 0.8413, val Gmean: 0.5095 (best 0.5671)
2025-05-08 21:36:48 - Epoch 12 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:36:48 - Epoch 12, 测试集 AUC: 0.6555, PRE: 0.2846, REC: 0.1371, MF1: 0.5433, ACC1: 0.1371, ACC0: 0.9414, Gmean: 0.3592
2025-05-08 21:36:48 - Epoch 12, val mf1: 0.5457, val ACC1: 0.1431, val ACC0: 0.9390, val Gmean: 0.3665 (best 0.5671)
2025-05-08 21:36:48 - Epoch 13 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:36:49 - Epoch 13, 测试集 AUC: 0.6488, PRE: 0.2538, REC: 0.2326, MF1: 0.5601, ACC1: 0.2326, ACC0: 0.8838, Gmean: 0.4534
2025-05-08 21:36:49 - Epoch 13, val mf1: 0.5590, val ACC1: 0.2352, val ACC0: 0.8800, val Gmean: 0.4550 (best 0.5671)
2025-05-08 21:36:49 - Epoch 14 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:36:49 - Epoch 14, 测试集 AUC: 0.6228, PRE: 0.3233, REC: 0.0657, MF1: 0.5119, ACC1: 0.0657, ACC0: 0.9766, Gmean: 0.2533
2025-05-08 21:36:49 - Epoch 14, val mf1: 0.5137, val ACC1: 0.0697, val ACC0: 0.9737, val Gmean: 0.2605 (best 0.5671)
2025-05-08 21:36:49 - Epoch 15 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:36:49 - Epoch 15, 测试集 AUC: 0.6251, PRE: 0.2080, REC: 0.4030, MF1: 0.5387, ACC1: 0.4030, ACC0: 0.7391, Gmean: 0.5458
2025-05-08 21:36:49 - Epoch 15, val mf1: 0.5417, val ACC1: 0.4186, val ACC0: 0.7356, val Gmean: 0.5549 (best 0.5671)
2025-05-08 21:36:50 - Epoch 16 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:36:50 - Epoch 16, 测试集 AUC: 0.6173, PRE: 0.2229, REC: 0.1928, MF1: 0.5412, ACC1: 0.1928, ACC0: 0.8857, Gmean: 0.4133
2025-05-08 21:36:50 - Epoch 16, val mf1: 0.5420, val ACC1: 0.1981, val ACC0: 0.8826, val Gmean: 0.4181 (best 0.5671)
2025-05-08 21:36:50 - Epoch 17 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-08 21:36:50 - Epoch 17, 测试集 AUC: 0.6048, PRE: 0.1908, REC: 0.3920, MF1: 0.5224, ACC1: 0.3920, ACC0: 0.7174, Gmean: 0.5303
2025-05-08 21:36:50 - Epoch 17, val mf1: 0.5255, val ACC1: 0.3966, val ACC0: 0.7203, val Gmean: 0.5345 (best 0.5671)
2025-05-08 21:36:51 - Epoch 18 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:36:51 - Epoch 18, 测试集 AUC: 0.5961, PRE: 0.2439, REC: 0.1386, MF1: 0.5355, ACC1: 0.1386, ACC0: 0.9270, Gmean: 0.3585
2025-05-08 21:36:51 - Epoch 18, val mf1: 0.5368, val ACC1: 0.1449, val ACC0: 0.9228, val Gmean: 0.3657 (best 0.5671)
2025-05-08 21:36:51 - Epoch 19 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:36:51 - Epoch 19, 测试集 AUC: 0.5860, PRE: 0.2523, REC: 0.1106, MF1: 0.5275, ACC1: 0.1106, ACC0: 0.9443, Gmean: 0.3232
2025-05-08 21:36:51 - Epoch 19, val mf1: 0.5304, val ACC1: 0.1174, val ACC0: 0.9414, val Gmean: 0.3324 (best 0.5671)
2025-05-08 21:36:52 - Epoch 20 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:36:52 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0083, 伪标签损失: 1.2017, LPL损失: 14.1010, 聚类损失: 3.7769, 总损失: 0.0083
2025-05-08 21:36:52 - Epoch 20, 测试集 AUC: 0.5657, PRE: 0.2002, REC: 0.2238, MF1: 0.5340, ACC1: 0.2238, ACC0: 0.8481, Gmean: 0.4356
2025-05-08 21:36:52 - Epoch 20, val mf1: 0.5330, val ACC1: 0.2238, val ACC0: 0.8464, val Gmean: 0.4352 (best 0.5671)
2025-05-08 21:36:52 - Epoch 21 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:36:52 - Epoch 21, 测试集 AUC: 0.5270, PRE: 0.2380, REC: 0.1052, MF1: 0.5230, ACC1: 0.1052, ACC0: 0.9427, Gmean: 0.3149
2025-05-08 21:36:52 - Epoch 21, val mf1: 0.5244, val ACC1: 0.1091, val ACC0: 0.9406, val Gmean: 0.3204 (best 0.5671)
2025-05-08 21:36:53 - Epoch 22 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:36:53 - Epoch 22, 测试集 AUC: 0.4750, PRE: 0.3058, REC: 0.0510, MF1: 0.5015, ACC1: 0.0510, ACC0: 0.9803, Gmean: 0.2237
2025-05-08 21:36:53 - Epoch 22, val mf1: 0.4986, val ACC1: 0.0486, val ACC0: 0.9786, val Gmean: 0.2181 (best 0.5671)
2025-05-08 21:36:53 - Epoch 23 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:36:53 - Epoch 23, 测试集 AUC: 0.4404, PRE: 0.3607, REC: 0.0248, MF1: 0.4831, ACC1: 0.0248, ACC0: 0.9925, Gmean: 0.1570
2025-05-08 21:36:53 - Epoch 23, val mf1: 0.4843, val ACC1: 0.0261, val ACC0: 0.9925, val Gmean: 0.1611 (best 0.5671)
2025-05-08 21:36:53 - Epoch 24 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:36:54 - Epoch 24, 测试集 AUC: 0.4437, PRE: 0.3766, REC: 0.0131, MF1: 0.4730, ACC1: 0.0131, ACC0: 0.9963, Gmean: 0.1142
2025-05-08 21:36:54 - Epoch 24, val mf1: 0.4716, val ACC1: 0.0115, val ACC0: 0.9969, val Gmean: 0.1069 (best 0.5671)
2025-05-08 21:36:54 - Epoch 25 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:36:54 - Epoch 25, 测试集 AUC: 0.4586, PRE: 0.3276, REC: 0.0086, MF1: 0.4688, ACC1: 0.0086, ACC0: 0.9970, Gmean: 0.0925
2025-05-08 21:36:54 - Epoch 25, val mf1: 0.4694, val ACC1: 0.0092, val ACC0: 0.9970, val Gmean: 0.0956 (best 0.5671)
2025-05-08 21:36:54 - Epoch 26 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:36:55 - Epoch 26, 测试集 AUC: 0.4802, PRE: 0.1862, REC: 0.0519, MF1: 0.4936, ACC1: 0.0519, ACC0: 0.9614, Gmean: 0.2234
2025-05-08 21:36:55 - Epoch 26, val mf1: 0.5003, val ACC1: 0.0591, val ACC0: 0.9637, val Gmean: 0.2387 (best 0.5671)
2025-05-08 21:36:55 - Epoch 27 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:36:55 - Epoch 27, 测试集 AUC: 0.4784, PRE: 0.1992, REC: 0.0445, MF1: 0.4911, ACC1: 0.0445, ACC0: 0.9696, Gmean: 0.2077
2025-05-08 21:36:55 - Epoch 27, val mf1: 0.4966, val ACC1: 0.0504, val ACC0: 0.9709, val Gmean: 0.2213 (best 0.5671)
2025-05-08 21:36:56 - Epoch 28 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-08 21:36:56 - Epoch 28, 测试集 AUC: 0.4645, PRE: 0.3538, REC: 0.0052, MF1: 0.4657, ACC1: 0.0052, ACC0: 0.9984, Gmean: 0.0720
2025-05-08 21:36:56 - Epoch 28, val mf1: 0.4674, val ACC1: 0.0069, val ACC0: 0.9984, val Gmean: 0.0829 (best 0.5671)
2025-05-08 21:36:56 - Epoch 29 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:36:56 - Epoch 29, 测试集 AUC: 0.4608, PRE: 0.5000, REC: 0.0027, MF1: 0.4635, ACC1: 0.0027, ACC0: 0.9995, Gmean: 0.0520
2025-05-08 21:36:56 - Epoch 29, val mf1: 0.4640, val ACC1: 0.0032, val ACC0: 0.9996, val Gmean: 0.0566 (best 0.5671)
2025-05-08 21:36:56 - Epoch 30 伪标签: 正样本: 248 (54.3%), 负样本: 209 (45.7%)
2025-05-08 21:36:57 - Epoch 30, 有标签损失: 0.0004, 一致性损失: 0.0007, 伪标签损失: 0.6811, LPL损失: 25.9559, 聚类损失: 0.9886, 总损失: 0.0011
2025-05-08 21:36:57 - Epoch 30, 测试集 AUC: 0.4744, PRE: 0.2973, REC: 0.0124, MF1: 0.4720, ACC1: 0.0124, ACC0: 0.9950, Gmean: 0.1112
2025-05-08 21:36:57 - Epoch 30, val mf1: 0.4737, val ACC1: 0.0142, val ACC0: 0.9949, val Gmean: 0.1189 (best 0.5671)
2025-05-08 21:36:57 - Epoch 31 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:36:57 - Epoch 31, 测试集 AUC: 0.4864, PRE: 0.2190, REC: 0.0427, MF1: 0.4916, ACC1: 0.0427, ACC0: 0.9741, Gmean: 0.2039
2025-05-08 21:36:57 - Epoch 31, val mf1: 0.4970, val ACC1: 0.0491, val ACC0: 0.9742, val Gmean: 0.2186 (best 0.5671)
2025-05-08 21:36:57 - Epoch 32 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:36:58 - Epoch 32, 测试集 AUC: 0.4899, PRE: 0.2199, REC: 0.0404, MF1: 0.4903, ACC1: 0.0404, ACC0: 0.9756, Gmean: 0.1986
2025-05-08 21:36:58 - Epoch 32, val mf1: 0.4964, val ACC1: 0.0472, val ACC0: 0.9764, val Gmean: 0.2147 (best 0.5671)
2025-05-08 21:36:58 - Epoch 33 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:36:58 - Epoch 33, 测试集 AUC: 0.4901, PRE: 0.2599, REC: 0.0296, MF1: 0.4849, ACC1: 0.0296, ACC0: 0.9857, Gmean: 0.1707
2025-05-08 21:36:58 - Epoch 33, val mf1: 0.4930, val ACC1: 0.0385, val ACC0: 0.9857, val Gmean: 0.1948 (best 0.5671)
2025-05-08 21:36:58 - Epoch 34 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:36:59 - Epoch 34, 测试集 AUC: 0.4915, PRE: 0.2609, REC: 0.0271, MF1: 0.4831, ACC1: 0.0271, ACC0: 0.9869, Gmean: 0.1635
2025-05-08 21:36:59 - Epoch 34, val mf1: 0.4883, val ACC1: 0.0326, val ACC0: 0.9875, val Gmean: 0.1793 (best 0.5671)
2025-05-08 21:36:59 - Epoch 35 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:36:59 - Epoch 35, 测试集 AUC: 0.4950, PRE: 0.2493, REC: 0.0397, MF1: 0.4914, ACC1: 0.0397, ACC0: 0.9797, Gmean: 0.1973
2025-05-08 21:36:59 - Epoch 35, val mf1: 0.4965, val ACC1: 0.0454, val ACC0: 0.9801, val Gmean: 0.2109 (best 0.5671)
2025-05-08 21:36:59 - Epoch 36 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:37:00 - Epoch 36, 测试集 AUC: 0.4995, PRE: 0.2040, REC: 0.0653, MF1: 0.5016, ACC1: 0.0653, ACC0: 0.9567, Gmean: 0.2499
2025-05-08 21:37:00 - Epoch 36, val mf1: 0.5087, val ACC1: 0.0738, val ACC0: 0.9579, val Gmean: 0.2659 (best 0.5671)
2025-05-08 21:37:00 - Epoch 37 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:37:00 - Epoch 37, 测试集 AUC: 0.5031, PRE: 0.1850, REC: 0.1005, MF1: 0.5102, ACC1: 0.1005, ACC0: 0.9247, Gmean: 0.3048
2025-05-08 21:37:00 - Epoch 37, val mf1: 0.5143, val ACC1: 0.1055, val ACC0: 0.9265, val Gmean: 0.3126 (best 0.5671)
2025-05-08 21:37:01 - Epoch 38 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:37:01 - Epoch 38, 测试集 AUC: 0.5043, PRE: 0.1752, REC: 0.1122, MF1: 0.5100, ACC1: 0.1122, ACC0: 0.9102, Gmean: 0.3196
2025-05-08 21:37:01 - Epoch 38, val mf1: 0.5134, val ACC1: 0.1183, val ACC0: 0.9098, val Gmean: 0.3281 (best 0.5671)
2025-05-08 21:37:01 - Epoch 39 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:37:01 - Epoch 39, 测试集 AUC: 0.5028, PRE: 0.1810, REC: 0.0948, MF1: 0.5077, ACC1: 0.0948, ACC0: 0.9271, Gmean: 0.2965
2025-05-08 21:37:01 - Epoch 39, val mf1: 0.5143, val ACC1: 0.1050, val ACC0: 0.9271, val Gmean: 0.3120 (best 0.5671)
2025-05-08 21:37:02 - Epoch 40 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:37:02 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0006, 伪标签损失: 1.2040, LPL损失: 12.2731, 聚类损失: 1.6163, 总损失: 0.0006
2025-05-08 21:37:02 - Epoch 40, 测试集 AUC: 0.5001, PRE: 0.1991, REC: 0.0682, MF1: 0.5022, ACC1: 0.0682, ACC0: 0.9534, Gmean: 0.2550
2025-05-08 21:37:02 - Epoch 40, val mf1: 0.5070, val ACC1: 0.0747, val ACC0: 0.9532, val Gmean: 0.2669 (best 0.5671)
2025-05-08 21:37:02 - Epoch 41 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:37:02 - Epoch 41, 测试集 AUC: 0.4976, PRE: 0.2315, REC: 0.0531, MF1: 0.4984, ACC1: 0.0531, ACC0: 0.9701, Gmean: 0.2269
2025-05-08 21:37:02 - Epoch 41, val mf1: 0.5013, val ACC1: 0.0573, val ACC0: 0.9690, val Gmean: 0.2357 (best 0.5671)
2025-05-08 21:37:03 - Epoch 42 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:37:03 - Epoch 42, 测试集 AUC: 0.4958, PRE: 0.2445, REC: 0.0474, MF1: 0.4960, ACC1: 0.0474, ACC0: 0.9751, Gmean: 0.2150
2025-05-08 21:37:03 - Epoch 42, val mf1: 0.4979, val ACC1: 0.0495, val ACC0: 0.9753, val Gmean: 0.2198 (best 0.5671)
2025-05-08 21:37:03 - Epoch 43 伪标签: 正样本: 254 (55.6%), 负样本: 203 (44.4%)
2025-05-08 21:37:04 - Epoch 43, 测试集 AUC: 0.4948, PRE: 0.2425, REC: 0.0490, MF1: 0.4968, ACC1: 0.0490, ACC0: 0.9740, Gmean: 0.2184
2025-05-08 21:37:04 - Epoch 43, val mf1: 0.4983, val ACC1: 0.0509, val ACC0: 0.9737, val Gmean: 0.2226 (best 0.5671)
2025-05-08 21:37:04 - Epoch 44 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:37:04 - Epoch 44, 测试集 AUC: 0.4943, PRE: 0.2368, REC: 0.0528, MF1: 0.4986, ACC1: 0.0528, ACC0: 0.9711, Gmean: 0.2265
2025-05-08 21:37:04 - Epoch 44, val mf1: 0.5009, val ACC1: 0.0559, val ACC0: 0.9704, val Gmean: 0.2330 (best 0.5671)
2025-05-08 21:37:04 - Epoch 45 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:37:05 - Epoch 45, 测试集 AUC: 0.4932, PRE: 0.2389, REC: 0.0510, MF1: 0.4978, ACC1: 0.0510, ACC0: 0.9724, Gmean: 0.2227
2025-05-08 21:37:05 - Epoch 45, val mf1: 0.4991, val ACC1: 0.0527, val ACC0: 0.9722, val Gmean: 0.2264 (best 0.5671)
2025-05-08 21:37:05 - Epoch 46 伪标签: 正样本: 253 (55.4%), 负样本: 204 (44.6%)
2025-05-08 21:37:05 - Epoch 46, 测试集 AUC: 0.4911, PRE: 0.2587, REC: 0.0404, MF1: 0.4923, ACC1: 0.0404, ACC0: 0.9803, Gmean: 0.1990
2025-05-08 21:37:05 - Epoch 46, val mf1: 0.4921, val ACC1: 0.0399, val ACC0: 0.9809, val Gmean: 0.1978 (best 0.5671)
2025-05-08 21:37:05 - Epoch 47 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:37:06 - Epoch 47, 测试集 AUC: 0.4886, PRE: 0.2894, REC: 0.0303, MF1: 0.4862, ACC1: 0.0303, ACC0: 0.9874, Gmean: 0.1728
2025-05-08 21:37:06 - Epoch 47, val mf1: 0.4905, val ACC1: 0.0348, val ACC0: 0.9876, val Gmean: 0.1855 (best 0.5671)
2025-05-08 21:37:06 - Epoch 48 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:37:06 - Epoch 48, 测试集 AUC: 0.4861, PRE: 0.3201, REC: 0.0255, MF1: 0.4831, ACC1: 0.0255, ACC0: 0.9908, Gmean: 0.1590
2025-05-08 21:37:06 - Epoch 48, val mf1: 0.4845, val ACC1: 0.0271, val ACC0: 0.9908, val Gmean: 0.1637 (best 0.5671)
2025-05-08 21:37:06 - Epoch 49 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-08 21:37:07 - Epoch 49, 测试集 AUC: 0.4838, PRE: 0.3311, REC: 0.0228, MF1: 0.4810, ACC1: 0.0228, ACC0: 0.9922, Gmean: 0.1504
2025-05-08 21:37:07 - Epoch 49, val mf1: 0.4822, val ACC1: 0.0238, val ACC0: 0.9928, val Gmean: 0.1538 (best 0.5671)
2025-05-08 21:37:07 - time cost: 25.53 s
2025-05-08 21:37:07 - 基于验证集最佳模型的测试结果: REC 30.93 PRE 25.45 MF1 57.05 AUC 66.15 ACC1 30.93 ACC0 84.60 Gmean 51.15
2025-05-08 21:37:07 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.95 PRE 24.64 REC 81.35 MF1 54.78 ACC1 81.35 ACC0 57.71 Gmean 68.52
