2025-05-08 21:37:39 - 运行开始时间: 20250508_213739
2025-05-08 21:37:39 - 日志文件: logs/train_log_yelp_seed64_20250508_213739.txt
2025-05-08 21:37:39 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:37:39 - 无标签数据数量: 457
2025-05-08 21:37:39 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:37:39 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:37:39 - 伪标签策略：
2025-05-08 21:37:39 -   使用模型输出和聚类结果的融合
2025-05-08 21:37:39 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:37:40 - 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 21:37:40 - Epoch 0, 测试集 AUC: 0.6887, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:40 - 更新最佳测试结果 (Epoch 0): AUC 0.6887, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:37:40 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:40 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:37:40 - Epoch 1, 测试集 AUC: 0.6870, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:40 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:41 - Epoch 2 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:37:41 - Epoch 2, 测试集 AUC: 0.6861, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:41 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:41 - Epoch 3 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:37:41 - Epoch 3, 测试集 AUC: 0.6863, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:41 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:42 - Epoch 4 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:37:42 - Epoch 4, 测试集 AUC: 0.6870, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:42 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:42 - Epoch 5 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:37:43 - Epoch 5, 测试集 AUC: 0.6880, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:43 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:43 - Epoch 6 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:37:43 - Epoch 6, 测试集 AUC: 0.6888, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:43 - 更新最佳测试结果 (Epoch 6): AUC 0.6888, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:37:43 - Epoch 6, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:43 - Epoch 7 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:37:44 - Epoch 7, 测试集 AUC: 0.6896, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:44 - 更新最佳测试结果 (Epoch 7): AUC 0.6896, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:37:44 - Epoch 7, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:44 - Epoch 8 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:37:44 - Epoch 8, 测试集 AUC: 0.6902, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:44 - 更新最佳测试结果 (Epoch 8): AUC 0.6902, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:37:44 - Epoch 8, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:44 - Epoch 9 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:37:45 - Epoch 9, 测试集 AUC: 0.6905, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:45 - 更新最佳测试结果 (Epoch 9): AUC 0.6905, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:37:45 - Epoch 9, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:45 - Epoch 10 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:37:45 - Epoch 10, 有标签损失: 0.5444, 一致性损失: 0.0012, 伪标签损失: 0.4603, LPL损失: 8.9997, 聚类损失: 0.9542, 总损失: 0.5456
2025-05-08 21:37:45 - Epoch 10, 测试集 AUC: 0.6903, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:45 - Epoch 10, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:45 - Epoch 11 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:37:46 - Epoch 11, 测试集 AUC: 0.6897, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:37:46 - Epoch 11, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:37:46 - Epoch 12 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:37:46 - Epoch 12, 测试集 AUC: 0.6885, PRE: 0.5000, REC: 0.0032, MF1: 0.4640, ACC1: 0.0032, ACC0: 0.9995, Gmean: 0.0562
2025-05-08 21:37:46 - Epoch 12, val mf1: 0.4629, val ACC1: 0.0023, val ACC0: 0.9989, val Gmean: 0.0479 (best 0.4629)
2025-05-08 21:37:46 - Epoch 13 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:37:47 - Epoch 13, 测试集 AUC: 0.6867, PRE: 0.4274, REC: 0.0113, MF1: 0.4716, ACC1: 0.0113, ACC0: 0.9974, Gmean: 0.1061
2025-05-08 21:37:47 - Epoch 13, val mf1: 0.4656, val ACC1: 0.0055, val ACC0: 0.9969, val Gmean: 0.0741 (best 0.4656)
2025-05-08 21:37:47 - Epoch 14 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:37:47 - Epoch 14, 测试集 AUC: 0.6842, PRE: 0.3200, REC: 0.0235, MF1: 0.4814, ACC1: 0.0235, ACC0: 0.9915, Gmean: 0.1526
2025-05-08 21:37:47 - Epoch 14, val mf1: 0.4770, val ACC1: 0.0193, val ACC0: 0.9903, val Gmean: 0.1381 (best 0.4770)
2025-05-08 21:37:47 - Epoch 15 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:37:48 - Epoch 15, 测试集 AUC: 0.6809, PRE: 0.3020, REC: 0.0537, MF1: 0.5031, ACC1: 0.0537, ACC0: 0.9789, Gmean: 0.2294
2025-05-08 21:37:48 - Epoch 15, val mf1: 0.4928, val ACC1: 0.0422, val ACC0: 0.9779, val Gmean: 0.2031 (best 0.4928)
2025-05-08 21:37:48 - Epoch 16 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:37:48 - Epoch 16, 测试集 AUC: 0.6771, PRE: 0.2779, REC: 0.0912, MF1: 0.5226, ACC1: 0.0912, ACC0: 0.9597, Gmean: 0.2959
2025-05-08 21:37:48 - Epoch 16, val mf1: 0.5117, val ACC1: 0.0784, val ACC0: 0.9571, val Gmean: 0.2739 (best 0.5117)
2025-05-08 21:37:48 - Epoch 17 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:37:49 - Epoch 17, 测试集 AUC: 0.6730, PRE: 0.2668, REC: 0.1459, MF1: 0.5430, ACC1: 0.1459, ACC0: 0.9319, Gmean: 0.3687
2025-05-08 21:37:49 - Epoch 17, val mf1: 0.5328, val ACC1: 0.1343, val ACC0: 0.9270, val Gmean: 0.3529 (best 0.5328)
2025-05-08 21:37:49 - Epoch 18 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:37:49 - Epoch 18, 测试集 AUC: 0.6686, PRE: 0.2639, REC: 0.2138, MF1: 0.5603, ACC1: 0.2138, ACC0: 0.8986, Gmean: 0.4383
2025-05-08 21:37:49 - Epoch 18, val mf1: 0.5514, val ACC1: 0.2027, val ACC0: 0.8939, val Gmean: 0.4256 (best 0.5514)
2025-05-08 21:37:49 - Epoch 19 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:37:49 - Epoch 19, 测试集 AUC: 0.6641, PRE: 0.2559, REC: 0.2861, MF1: 0.5687, ACC1: 0.2861, ACC0: 0.8586, Gmean: 0.4956
2025-05-08 21:37:49 - Epoch 19, val mf1: 0.5596, val ACC1: 0.2742, val ACC0: 0.8527, val Gmean: 0.4835 (best 0.5596)
2025-05-08 21:37:50 - Epoch 20 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:37:50 - Epoch 20, 有标签损失: 0.1508, 一致性损失: 0.0043, 伪标签损失: 0.6422, LPL损失: 7.7141, 聚类损失: 1.6032, 总损失: 0.1551
2025-05-08 21:37:50 - Epoch 20, 测试集 AUC: 0.6598, PRE: 0.2444, REC: 0.3554, MF1: 0.5678, ACC1: 0.3554, ACC0: 0.8133, Gmean: 0.5376
2025-05-08 21:37:50 - Epoch 20, val mf1: 0.5654, val ACC1: 0.3530, val ACC0: 0.8110, val Gmean: 0.5351 (best 0.5654)
2025-05-08 21:37:50 - Epoch 21 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:37:50 - Epoch 21, 测试集 AUC: 0.6557, PRE: 0.2347, REC: 0.4240, MF1: 0.5617, ACC1: 0.4240, ACC0: 0.7650, Gmean: 0.5695
2025-05-08 21:37:50 - Epoch 21, val mf1: 0.5632, val ACC1: 0.4260, val ACC0: 0.7663, val Gmean: 0.5713 (best 0.5654)
2025-05-08 21:37:51 - Epoch 22 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:37:51 - Epoch 22, 测试集 AUC: 0.6521, PRE: 0.2272, REC: 0.4863, MF1: 0.5528, ACC1: 0.4863, ACC0: 0.7188, Gmean: 0.5912
2025-05-08 21:37:51 - Epoch 22, val mf1: 0.5533, val ACC1: 0.4883, val ACC0: 0.7185, val Gmean: 0.5923 (best 0.5654)
2025-05-08 21:37:51 - Epoch 23 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:37:51 - Epoch 23, 测试集 AUC: 0.6488, PRE: 0.2197, REC: 0.5450, MF1: 0.5404, ACC1: 0.5450, ACC0: 0.6710, Gmean: 0.6047
2025-05-08 21:37:51 - Epoch 23, val mf1: 0.5395, val ACC1: 0.5424, val ACC0: 0.6708, val Gmean: 0.6032 (best 0.5654)
2025-05-08 21:37:51 - Epoch 24 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:37:52 - Epoch 24, 测试集 AUC: 0.6458, PRE: 0.2122, REC: 0.5956, MF1: 0.5251, ACC1: 0.5956, ACC0: 0.6241, Gmean: 0.6097
2025-05-08 21:37:52 - Epoch 24, val mf1: 0.5260, val ACC1: 0.6020, val ACC0: 0.6229, val Gmean: 0.6124 (best 0.5654)
2025-05-08 21:37:52 - Epoch 25 伪标签: 正样本: 176 (38.5%), 负样本: 281 (61.5%)
2025-05-08 21:37:52 - Epoch 25, 测试集 AUC: 0.6432, PRE: 0.2050, REC: 0.6401, MF1: 0.5079, ACC1: 0.6401, ACC0: 0.5781, Gmean: 0.6083
2025-05-08 21:37:52 - Epoch 25, val mf1: 0.5081, val ACC1: 0.6437, val ACC0: 0.5770, val Gmean: 0.6095 (best 0.5654)
2025-05-08 21:37:52 - Epoch 26 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:37:53 - Epoch 26, 测试集 AUC: 0.6407, PRE: 0.2560, REC: 0.1115, MF1: 0.5285, ACC1: 0.1115, ACC0: 0.9449, Gmean: 0.3246
2025-05-08 21:37:53 - Epoch 26, val mf1: 0.5226, val ACC1: 0.1055, val ACC0: 0.9418, val Gmean: 0.3151 (best 0.5654)
2025-05-08 21:37:53 - Epoch 27 伪标签: 正样本: 169 (37.0%), 负样本: 288 (63.0%)
2025-05-08 21:37:53 - Epoch 27, 测试集 AUC: 0.6384, PRE: 0.2526, REC: 0.1675, MF1: 0.5458, ACC1: 0.1675, ACC0: 0.9157, Gmean: 0.3917
2025-05-08 21:37:53 - Epoch 27, val mf1: 0.5366, val ACC1: 0.1541, val ACC0: 0.9134, val Gmean: 0.3751 (best 0.5654)
2025-05-08 21:37:53 - Epoch 28 伪标签: 正样本: 179 (39.2%), 负样本: 278 (60.8%)
2025-05-08 21:37:54 - Epoch 28, 测试集 AUC: 0.6361, PRE: 0.2484, REC: 0.2251, MF1: 0.5567, ACC1: 0.2251, ACC0: 0.8842, Gmean: 0.4461
2025-05-08 21:37:54 - Epoch 28, val mf1: 0.5462, val ACC1: 0.2091, val ACC0: 0.8802, val Gmean: 0.4290 (best 0.5654)
2025-05-08 21:37:54 - Epoch 29 伪标签: 正样本: 172 (37.6%), 负样本: 285 (62.4%)
2025-05-08 21:37:54 - Epoch 29, 测试集 AUC: 0.6337, PRE: 0.2369, REC: 0.2746, MF1: 0.5578, ACC1: 0.2746, ACC0: 0.8496, Gmean: 0.4830
2025-05-08 21:37:54 - Epoch 29, val mf1: 0.5536, val ACC1: 0.2714, val ACC0: 0.8452, val Gmean: 0.4790 (best 0.5654)
2025-05-08 21:37:54 - Epoch 30 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:37:55 - Epoch 30, 有标签损失: 0.0039, 一致性损失: 0.0190, 伪标签损失: 1.1355, LPL损失: 10.0235, 聚类损失: 3.8290, 总损失: 0.0229
2025-05-08 21:37:55 - Epoch 30, 测试集 AUC: 0.6313, PRE: 0.2293, REC: 0.3222, MF1: 0.5565, ACC1: 0.3222, ACC0: 0.8159, Gmean: 0.5127
2025-05-08 21:37:55 - Epoch 30, val mf1: 0.5530, val ACC1: 0.3173, val ACC0: 0.8135, val Gmean: 0.5081 (best 0.5654)
2025-05-08 21:37:55 - Epoch 31 伪标签: 正样本: 180 (39.4%), 负样本: 277 (60.6%)
2025-05-08 21:37:55 - Epoch 31, 测试集 AUC: 0.6287, PRE: 0.2232, REC: 0.3633, MF1: 0.5529, ACC1: 0.3633, ACC0: 0.7851, Gmean: 0.5341
2025-05-08 21:37:55 - Epoch 31, val mf1: 0.5522, val ACC1: 0.3636, val ACC0: 0.7838, val Gmean: 0.5338 (best 0.5654)
2025-05-08 21:37:55 - Epoch 32 伪标签: 正样本: 179 (39.2%), 负样本: 278 (60.8%)
2025-05-08 21:37:56 - Epoch 32, 测试集 AUC: 0.6260, PRE: 0.2172, REC: 0.3983, MF1: 0.5474, ACC1: 0.3983, ACC0: 0.7560, Gmean: 0.5487
2025-05-08 21:37:56 - Epoch 32, val mf1: 0.5481, val ACC1: 0.4007, val ACC0: 0.7558, val Gmean: 0.5504 (best 0.5654)
2025-05-08 21:37:56 - Epoch 33 伪标签: 正样本: 175 (38.3%), 负样本: 282 (61.7%)
2025-05-08 21:37:56 - Epoch 33, 测试集 AUC: 0.6231, PRE: 0.2117, REC: 0.4281, MF1: 0.5409, ACC1: 0.4281, ACC0: 0.7291, Gmean: 0.5587
2025-05-08 21:37:56 - Epoch 33, val mf1: 0.5420, val ACC1: 0.4301, val ACC0: 0.7298, val Gmean: 0.5602 (best 0.5654)
2025-05-08 21:37:56 - Epoch 34 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-08 21:37:57 - Epoch 34, 测试集 AUC: 0.6200, PRE: 0.2047, REC: 0.4477, MF1: 0.5322, ACC1: 0.4477, ACC0: 0.7044, Gmean: 0.5616
2025-05-08 21:37:57 - Epoch 34, val mf1: 0.5365, val ACC1: 0.4553, val ACC0: 0.7078, val Gmean: 0.5677 (best 0.5654)
2025-05-08 21:37:57 - Epoch 35 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-08 21:37:57 - Epoch 35, 测试集 AUC: 0.6167, PRE: 0.2003, REC: 0.4649, MF1: 0.5255, ACC1: 0.4649, ACC0: 0.6845, Gmean: 0.5641
2025-05-08 21:37:57 - Epoch 35, val mf1: 0.5311, val ACC1: 0.4764, val ACC0: 0.6882, val Gmean: 0.5726 (best 0.5654)
2025-05-08 21:37:57 - Epoch 36 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-08 21:37:58 - Epoch 36, 测试集 AUC: 0.6133, PRE: 0.1969, REC: 0.4821, MF1: 0.5194, ACC1: 0.4821, ACC0: 0.6658, Gmean: 0.5665
2025-05-08 21:37:58 - Epoch 36, val mf1: 0.5258, val ACC1: 0.4934, val ACC0: 0.6711, val Gmean: 0.5754 (best 0.5654)
2025-05-08 21:37:58 - Epoch 37 伪标签: 正样本: 163 (35.7%), 负样本: 294 (64.3%)
2025-05-08 21:37:58 - Epoch 37, 测试集 AUC: 0.6098, PRE: 0.2367, REC: 0.0982, MF1: 0.5201, ACC1: 0.0982, ACC0: 0.9461, Gmean: 0.3048
2025-05-08 21:37:58 - Epoch 37, val mf1: 0.5188, val ACC1: 0.0977, val ACC0: 0.9445, val Gmean: 0.3037 (best 0.5654)
2025-05-08 21:37:58 - Epoch 38 伪标签: 正样本: 172 (37.6%), 负样本: 285 (62.4%)
2025-05-08 21:37:59 - Epoch 38, 测试集 AUC: 0.6062, PRE: 0.2326, REC: 0.1088, MF1: 0.5233, ACC1: 0.1088, ACC0: 0.9390, Gmean: 0.3197
2025-05-08 21:37:59 - Epoch 38, val mf1: 0.5200, val ACC1: 0.1064, val ACC0: 0.9359, val Gmean: 0.3155 (best 0.5654)
2025-05-08 21:37:59 - Epoch 39 伪标签: 正样本: 173 (37.9%), 负样本: 284 (62.1%)
2025-05-08 21:37:59 - Epoch 39, 测试集 AUC: 0.6025, PRE: 0.2278, REC: 0.1170, MF1: 0.5251, ACC1: 0.1170, ACC0: 0.9326, Gmean: 0.3303
2025-05-08 21:37:59 - Epoch 39, val mf1: 0.5205, val ACC1: 0.1123, val ACC0: 0.9297, val Gmean: 0.3232 (best 0.5654)
2025-05-08 21:37:59 - Epoch 40 伪标签: 正样本: 167 (36.5%), 负样本: 290 (63.5%)
2025-05-08 21:37:59 - Epoch 40, 有标签损失: 0.0003, 一致性损失: 0.0186, 伪标签损失: 1.2953, LPL损失: 15.1076, 聚类损失: 4.7185, 总损失: 0.0188
2025-05-08 21:37:59 - Epoch 40, 测试集 AUC: 0.5987, PRE: 0.2234, REC: 0.1235, MF1: 0.5261, ACC1: 0.1235, ACC0: 0.9270, Gmean: 0.3384
2025-05-08 21:37:59 - Epoch 40, val mf1: 0.5207, val ACC1: 0.1178, val ACC0: 0.9238, val Gmean: 0.3299 (best 0.5654)
2025-05-08 21:38:00 - Epoch 41 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-08 21:38:00 - Epoch 41, 测试集 AUC: 0.5950, PRE: 0.2200, REC: 0.1294, MF1: 0.5269, ACC1: 0.1294, ACC0: 0.9220, Gmean: 0.3454
2025-05-08 21:38:00 - Epoch 41, val mf1: 0.5215, val ACC1: 0.1238, val ACC0: 0.9186, val Gmean: 0.3372 (best 0.5654)
2025-05-08 21:38:00 - Epoch 42 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:38:00 - Epoch 42, 测试集 AUC: 0.5912, PRE: 0.2154, REC: 0.1330, MF1: 0.5266, ACC1: 0.1330, ACC0: 0.9177, Gmean: 0.3493
2025-05-08 21:38:00 - Epoch 42, val mf1: 0.5211, val ACC1: 0.1270, val ACC0: 0.9144, val Gmean: 0.3408 (best 0.5654)
2025-05-08 21:38:01 - Epoch 43 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:38:01 - Epoch 43, 测试集 AUC: 0.5875, PRE: 0.2105, REC: 0.1355, MF1: 0.5258, ACC1: 0.1355, ACC0: 0.9136, Gmean: 0.3518
2025-05-08 21:38:01 - Epoch 43, val mf1: 0.5207, val ACC1: 0.1302, val ACC0: 0.9100, val Gmean: 0.3442 (best 0.5654)
2025-05-08 21:38:01 - Epoch 44 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-08 21:38:01 - Epoch 44, 测试集 AUC: 0.5839, PRE: 0.2088, REC: 0.1375, MF1: 0.5258, ACC1: 0.1375, ACC0: 0.9114, Gmean: 0.3540
2025-05-08 21:38:01 - Epoch 44, val mf1: 0.5199, val ACC1: 0.1316, val ACC0: 0.9071, val Gmean: 0.3455 (best 0.5654)
2025-05-08 21:38:01 - Epoch 45 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:38:02 - Epoch 45, 测试集 AUC: 0.5803, PRE: 0.2046, REC: 0.1375, MF1: 0.5245, ACC1: 0.1375, ACC0: 0.9091, Gmean: 0.3536
2025-05-08 21:38:02 - Epoch 45, val mf1: 0.5187, val ACC1: 0.1325, val ACC0: 0.9039, val Gmean: 0.3461 (best 0.5654)
2025-05-08 21:38:02 - Epoch 46 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:38:02 - Epoch 46, 测试集 AUC: 0.5768, PRE: 0.1989, REC: 0.1364, MF1: 0.5224, ACC1: 0.1364, ACC0: 0.9066, Gmean: 0.3516
2025-05-08 21:38:02 - Epoch 46, val mf1: 0.5172, val ACC1: 0.1316, val ACC0: 0.9022, val Gmean: 0.3446 (best 0.5654)
2025-05-08 21:38:02 - Epoch 47 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-08 21:38:03 - Epoch 47, 测试集 AUC: 0.5734, PRE: 0.1961, REC: 0.1355, MF1: 0.5213, ACC1: 0.1355, ACC0: 0.9056, Gmean: 0.3503
2025-05-08 21:38:03 - Epoch 47, val mf1: 0.5158, val ACC1: 0.1302, val ACC0: 0.9010, val Gmean: 0.3425 (best 0.5654)
2025-05-08 21:38:03 - Epoch 48 伪标签: 正样本: 185 (40.5%), 负样本: 272 (59.5%)
2025-05-08 21:38:03 - Epoch 48, 测试集 AUC: 0.5701, PRE: 0.1912, REC: 0.1334, MF1: 0.5193, ACC1: 0.1334, ACC0: 0.9040, Gmean: 0.3473
2025-05-08 21:38:03 - Epoch 48, val mf1: 0.5153, val ACC1: 0.1302, val ACC0: 0.9002, val Gmean: 0.3424 (best 0.5654)
2025-05-08 21:38:03 - Epoch 49 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:38:04 - Epoch 49, 测试集 AUC: 0.5670, PRE: 0.1861, REC: 0.1307, MF1: 0.5171, ACC1: 0.1307, ACC0: 0.9028, Gmean: 0.3435
2025-05-08 21:38:04 - Epoch 49, val mf1: 0.5144, val ACC1: 0.1288, val ACC0: 0.8998, val Gmean: 0.3405 (best 0.5654)
2025-05-08 21:38:04 - time cost: 24.72 s
2025-05-08 21:38:04 - 基于验证集最佳模型的测试结果: REC 35.54 PRE 24.44 MF1 56.78 AUC 65.98 ACC1 35.54 ACC0 81.33 Gmean 53.76
2025-05-08 21:38:04 - 测试集上观察到的最佳结果 (Epoch 9): AUC 69.05 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
