2025-05-09 20:41:23 - 运行开始时间: 20250509_204123
2025-05-09 20:41:23 - 日志文件: logs/train_log_yelp_seed64_20250509_204123.txt
2025-05-09 20:41:23 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:41:23 - 无标签数据数量: 457
2025-05-09 20:41:23 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 20:41:24 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:41:24 - 伪标签策略：
2025-05-09 20:41:24 -   使用模型输出和聚类结果的融合
2025-05-09 20:41:24 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 20:41:24 - Epoch 0, 有标签损失: 0.7135, 一致性损失: 0.0000, 伪标签损失: 0.3396, LPL损失: 43.0767, 聚类损失: 1.1331, 总损失: 1.1638
2025-05-09 20:41:24 - Epoch 0, 测试集 AUC: 0.4729, PRE: 0.1528, REC: 0.0025, MF1: 0.4628, ACC1: 0.0025, ACC0: 0.9977, Gmean: 0.0498
2025-05-09 20:41:24 - 更新最佳测试结果 (Epoch 0): AUC 0.4729, PRE 0.1528, REC 0.0025, MF1 0.4628, ACC1 0.0025, ACC0 0.9977, Gmean 0.0498
2025-05-09 20:41:24 - Epoch 0, val mf1: 0.4665, val ACC1: 0.0060, val ACC0: 0.9984, val Gmean: 0.0771 (best 0.4665)
2025-05-09 20:41:25 - Epoch 1 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:41:25 - Epoch 1, 测试集 AUC: 0.3078, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:25 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4665)
2025-05-09 20:41:25 - Epoch 2 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:41:26 - Epoch 2, 测试集 AUC: 0.3107, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:26 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4665)
2025-05-09 20:41:26 - Epoch 3 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 20:41:26 - Epoch 3, 测试集 AUC: 0.3334, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:26 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4665)
2025-05-09 20:41:27 - Epoch 4 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 20:41:27 - Epoch 4, 测试集 AUC: 0.3680, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:27 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4665)
2025-05-09 20:41:27 - Epoch 5 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-09 20:41:27 - Epoch 5, 测试集 AUC: 0.3969, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:27 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4665)
2025-05-09 20:41:28 - Epoch 6 伪标签: 正样本: 152 (33.3%), 负样本: 305 (66.7%)
2025-05-09 20:41:28 - Epoch 6, 测试集 AUC: 0.4069, PRE: 0.0741, REC: 0.0009, MF1: 0.4613, ACC1: 0.0009, ACC0: 0.9981, Gmean: 0.0300
2025-05-09 20:41:28 - Epoch 6, val mf1: 0.4618, val ACC1: 0.0014, val ACC0: 0.9983, val Gmean: 0.0371 (best 0.4665)
2025-05-09 20:41:28 - Epoch 7 伪标签: 正样本: 165 (36.1%), 负样本: 292 (63.9%)
2025-05-09 20:41:29 - Epoch 7, 测试集 AUC: 0.4012, PRE: 0.0994, REC: 0.0072, MF1: 0.4650, ACC1: 0.0072, ACC0: 0.9889, Gmean: 0.0845
2025-05-09 20:41:29 - Epoch 7, val mf1: 0.4624, val ACC1: 0.0041, val ACC0: 0.9899, val Gmean: 0.0639 (best 0.4665)
2025-05-09 20:41:29 - Epoch 8 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 20:41:29 - Epoch 8, 测试集 AUC: 0.4096, PRE: 0.0991, REC: 0.1242, MF1: 0.4680, ACC1: 0.1242, ACC0: 0.8080, Gmean: 0.3168
2025-05-09 20:41:29 - Epoch 8, val mf1: 0.4725, val ACC1: 0.1302, val ACC0: 0.8119, val Gmean: 0.3251 (best 0.4725)
2025-05-09 20:41:30 - Epoch 9 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:41:30 - Epoch 9, 测试集 AUC: 0.3937, PRE: 0.0944, REC: 0.0406, MF1: 0.4737, ACC1: 0.0406, ACC0: 0.9338, Gmean: 0.1948
2025-05-09 20:41:30 - Epoch 9, val mf1: 0.4744, val ACC1: 0.0403, val ACC0: 0.9362, val Gmean: 0.1944 (best 0.4744)
2025-05-09 20:41:30 - Epoch 10 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:41:30 - Epoch 10, 有标签损失: 0.0005, 一致性损失: 0.0000, 伪标签损失: 0.9258, LPL损失: 31.4058, 聚类损失: 2.6800, 总损失: 0.4318
2025-05-09 20:41:30 - Epoch 10, 测试集 AUC: 0.3735, PRE: 0.0861, REC: 0.0124, MF1: 0.4665, ACC1: 0.0124, ACC0: 0.9776, Gmean: 0.1102
2025-05-09 20:41:30 - Epoch 10, val mf1: 0.4659, val ACC1: 0.0110, val ACC0: 0.9797, val Gmean: 0.1038 (best 0.4744)
2025-05-09 20:41:31 - Epoch 11 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 20:41:31 - Epoch 11, 测试集 AUC: 0.3561, PRE: 0.0955, REC: 0.0034, MF1: 0.4629, ACC1: 0.0034, ACC0: 0.9945, Gmean: 0.0580
2025-05-09 20:41:31 - Epoch 11, val mf1: 0.4616, val ACC1: 0.0018, val ACC0: 0.9958, val Gmean: 0.0427 (best 0.4744)
2025-05-09 20:41:31 - Epoch 12 伪标签: 正样本: 172 (37.6%), 负样本: 285 (62.4%)
2025-05-09 20:41:31 - Epoch 12, 测试集 AUC: 0.3844, PRE: 0.0963, REC: 0.0077, MF1: 0.4652, ACC1: 0.0077, ACC0: 0.9878, Gmean: 0.0871
2025-05-09 20:41:31 - Epoch 12, val mf1: 0.4627, val ACC1: 0.0050, val ACC0: 0.9878, val Gmean: 0.0706 (best 0.4744)
2025-05-09 20:41:32 - Epoch 13 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-09 20:41:32 - Epoch 13, 测试集 AUC: 0.4356, PRE: 0.0943, REC: 0.0485, MF1: 0.4742, ACC1: 0.0485, ACC0: 0.9207, Gmean: 0.2114
2025-05-09 20:41:32 - Epoch 13, val mf1: 0.4691, val ACC1: 0.0403, val ACC0: 0.9221, val Gmean: 0.1929 (best 0.4744)
2025-05-09 20:41:32 - Epoch 14 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 20:41:32 - Epoch 14, 测试集 AUC: 0.4735, PRE: 0.1382, REC: 0.1953, MF1: 0.4918, ACC1: 0.1953, ACC0: 0.7930, Gmean: 0.3935
2025-05-09 20:41:32 - 更新最佳测试结果 (Epoch 14): AUC 0.4735, PRE 0.1382, REC 0.1953, MF1 0.4918, ACC1 0.1953, ACC0 0.7930, Gmean 0.3935
2025-05-09 20:41:32 - Epoch 14, val mf1: 0.4916, val ACC1: 0.1889, val ACC0: 0.7978, val Gmean: 0.3882 (best 0.4916)
2025-05-09 20:41:33 - Epoch 15 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-09 20:41:33 - Epoch 15, 测试集 AUC: 0.4876, PRE: 0.1438, REC: 0.2513, MF1: 0.4895, ACC1: 0.2513, ACC0: 0.7456, Gmean: 0.4328
2025-05-09 20:41:33 - 更新最佳测试结果 (Epoch 15): AUC 0.4876, PRE 0.1438, REC 0.2513, MF1 0.4895, ACC1 0.2513, ACC0 0.7456, Gmean 0.4328
2025-05-09 20:41:33 - Epoch 15, val mf1: 0.4884, val ACC1: 0.2421, val ACC0: 0.7499, val Gmean: 0.4261 (best 0.4916)
2025-05-09 20:41:33 - Epoch 16 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-09 20:41:33 - Epoch 16, 测试集 AUC: 0.4986, PRE: 0.1543, REC: 0.1707, MF1: 0.5054, ACC1: 0.1707, ACC0: 0.8410, Gmean: 0.3789
2025-05-09 20:41:33 - 更新最佳测试结果 (Epoch 16): AUC 0.4986, PRE 0.1543, REC 0.1707, MF1 0.5054, ACC1 0.1707, ACC0 0.8410, Gmean 0.3789
2025-05-09 20:41:33 - Epoch 16, val mf1: 0.5022, val ACC1: 0.1623, val ACC0: 0.8427, val Gmean: 0.3698 (best 0.5022)
2025-05-09 20:41:34 - Epoch 17 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-09 20:41:34 - Epoch 17, 测试集 AUC: 0.5218, PRE: 0.1840, REC: 0.1181, MF1: 0.5139, ACC1: 0.1181, ACC0: 0.9110, Gmean: 0.3280
2025-05-09 20:41:34 - 更新最佳测试结果 (Epoch 17): AUC 0.5218, PRE 0.1840, REC 0.1181, MF1 0.5139, ACC1 0.1181, ACC0 0.9110, Gmean 0.3280
2025-05-09 20:41:34 - Epoch 17, val mf1: 0.5083, val ACC1: 0.1077, val ACC0: 0.9121, val Gmean: 0.3135 (best 0.5083)
2025-05-09 20:41:34 - Epoch 18 伪标签: 正样本: 164 (35.9%), 负样本: 293 (64.1%)
2025-05-09 20:41:35 - Epoch 18, 测试集 AUC: 0.5707, PRE: 0.1845, REC: 0.4543, MF1: 0.5072, ACC1: 0.4543, ACC0: 0.6586, Gmean: 0.5470
2025-05-09 20:41:35 - 更新最佳测试结果 (Epoch 18): AUC 0.5707, PRE 0.1845, REC 0.4543, MF1 0.5072, ACC1 0.4543, ACC0 0.6586, Gmean 0.5470
2025-05-09 20:41:35 - Epoch 18, val mf1: 0.5025, val ACC1: 0.4301, val ACC0: 0.6626, val Gmean: 0.5338 (best 0.5083)
2025-05-09 20:41:35 - Epoch 19 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-09 20:41:35 - Epoch 19, 测试集 AUC: 0.5954, PRE: 0.2831, REC: 0.0623, MF1: 0.5074, ACC1: 0.0623, ACC0: 0.9732, Gmean: 0.2463
2025-05-09 20:41:35 - 更新最佳测试结果 (Epoch 19): AUC 0.5954, PRE 0.2831, REC 0.0623, MF1 0.5074, ACC1 0.0623, ACC0 0.9732, Gmean 0.2463
2025-05-09 20:41:35 - Epoch 19, val mf1: 0.5024, val ACC1: 0.0578, val ACC0: 0.9704, val Gmean: 0.2368 (best 0.5083)
2025-05-09 20:41:35 - Epoch 20 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 20:41:36 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.7244, LPL损失: 7.1597, 聚类损失: 1.8064, 总损失: 0.1449
2025-05-09 20:41:36 - Epoch 20, 测试集 AUC: 0.6085, PRE: 0.2742, REC: 0.1016, MF1: 0.5270, ACC1: 0.1016, ACC0: 0.9543, Gmean: 0.3114
2025-05-09 20:41:36 - 更新最佳测试结果 (Epoch 20): AUC 0.6085, PRE 0.2742, REC 0.1016, MF1 0.5270, ACC1 0.1016, ACC0 0.9543, Gmean 0.3114
2025-05-09 20:41:36 - Epoch 20, val mf1: 0.5232, val ACC1: 0.0977, val ACC0: 0.9525, val Gmean: 0.3050 (best 0.5232)
2025-05-09 20:41:36 - Epoch 21 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 20:41:36 - Epoch 21, 测试集 AUC: 0.6051, PRE: 0.1947, REC: 0.4999, MF1: 0.5143, ACC1: 0.4999, ACC0: 0.6486, Gmean: 0.5694
2025-05-09 20:41:36 - Epoch 21, val mf1: 0.5150, val ACC1: 0.4878, val ACC0: 0.6555, val Gmean: 0.5655 (best 0.5232)
2025-05-09 20:41:36 - Epoch 22 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 20:41:37 - Epoch 22, 测试集 AUC: 0.5866, PRE: 0.2013, REC: 0.3468, MF1: 0.5355, ACC1: 0.3468, ACC0: 0.7661, Gmean: 0.5155
2025-05-09 20:41:37 - Epoch 22, val mf1: 0.5294, val ACC1: 0.3310, val ACC0: 0.7654, val Gmean: 0.5034 (best 0.5294)
2025-05-09 20:41:37 - Epoch 23 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:41:37 - Epoch 23, 测试集 AUC: 0.5676, PRE: 0.2212, REC: 0.2039, MF1: 0.5422, ACC1: 0.2039, ACC0: 0.8779, Gmean: 0.4231
2025-05-09 20:41:37 - Epoch 23, val mf1: 0.5365, val ACC1: 0.1953, val ACC0: 0.8756, val Gmean: 0.4136 (best 0.5365)
2025-05-09 20:41:37 - Epoch 24 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:41:38 - Epoch 24, 测试集 AUC: 0.5639, PRE: 0.2373, REC: 0.1100, MF1: 0.5246, ACC1: 0.1100, ACC0: 0.9399, Gmean: 0.3215
2025-05-09 20:41:38 - Epoch 24, val mf1: 0.5230, val ACC1: 0.1110, val ACC0: 0.9359, val Gmean: 0.3222 (best 0.5365)
2025-05-09 20:41:38 - Epoch 25 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 20:41:38 - Epoch 25, 测试集 AUC: 0.5818, PRE: 0.2670, REC: 0.0745, MF1: 0.5130, ACC1: 0.0745, ACC0: 0.9652, Gmean: 0.2682
2025-05-09 20:41:38 - Epoch 25, val mf1: 0.5124, val ACC1: 0.0766, val ACC0: 0.9610, val Gmean: 0.2713 (best 0.5365)
2025-05-09 20:41:38 - Epoch 26 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:41:39 - Epoch 26, 测试集 AUC: 0.6149, PRE: 0.2809, REC: 0.0914, MF1: 0.5231, ACC1: 0.0914, ACC0: 0.9602, Gmean: 0.2963
2025-05-09 20:41:39 - 更新最佳测试结果 (Epoch 26): AUC 0.6149, PRE 0.2809, REC 0.0914, MF1 0.5231, ACC1 0.0914, ACC0 0.9602, Gmean 0.2963
2025-05-09 20:41:39 - Epoch 26, val mf1: 0.5224, val ACC1: 0.0935, val ACC0: 0.9564, val Gmean: 0.2991 (best 0.5365)
2025-05-09 20:41:39 - Epoch 27 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 20:41:39 - Epoch 27, 测试集 AUC: 0.6434, PRE: 0.2769, REC: 0.1325, MF1: 0.5402, ACC1: 0.1325, ACC0: 0.9412, Gmean: 0.3532
2025-05-09 20:41:39 - 更新最佳测试结果 (Epoch 27): AUC 0.6434, PRE 0.2769, REC 0.1325, MF1 0.5402, ACC1 0.1325, ACC0 0.9412, Gmean 0.3532
2025-05-09 20:41:39 - Epoch 27, val mf1: 0.5376, val ACC1: 0.1330, val ACC0: 0.9363, val Gmean: 0.3528 (best 0.5376)
2025-05-09 20:41:39 - Epoch 28 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:41:40 - Epoch 28, 测试集 AUC: 0.6562, PRE: 0.2699, REC: 0.1815, MF1: 0.5544, ACC1: 0.1815, ACC0: 0.9165, Gmean: 0.4079
2025-05-09 20:41:40 - 更新最佳测试结果 (Epoch 28): AUC 0.6562, PRE 0.2699, REC 0.1815, MF1 0.5544, ACC1 0.1815, ACC0 0.9165, Gmean 0.4079
2025-05-09 20:41:40 - Epoch 28, val mf1: 0.5529, val ACC1: 0.1834, val ACC0: 0.9126, val Gmean: 0.4091 (best 0.5529)
2025-05-09 20:41:40 - Epoch 29 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 20:41:40 - Epoch 29, 测试集 AUC: 0.6583, PRE: 0.2615, REC: 0.2172, MF1: 0.5601, ACC1: 0.2172, ACC0: 0.8957, Gmean: 0.4411
2025-05-09 20:41:40 - 更新最佳测试结果 (Epoch 29): AUC 0.6583, PRE 0.2615, REC 0.2172, MF1 0.5601, ACC1 0.2172, ACC0 0.8957, Gmean 0.4411
2025-05-09 20:41:40 - Epoch 29, val mf1: 0.5597, val ACC1: 0.2187, val ACC0: 0.8938, val Gmean: 0.4421 (best 0.5597)
2025-05-09 20:41:41 - Epoch 30 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 20:41:41 - Epoch 30, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4725, LPL损失: 5.7199, 聚类损失: 0.4106, 总损失: 0.1196
2025-05-09 20:41:41 - Epoch 30, 测试集 AUC: 0.6563, PRE: 0.2625, REC: 0.2359, MF1: 0.5641, ACC1: 0.2359, ACC0: 0.8873, Gmean: 0.4576
2025-05-09 20:41:41 - Epoch 30, val mf1: 0.5607, val ACC1: 0.2325, val ACC0: 0.8847, val Gmean: 0.4535 (best 0.5607)
2025-05-09 20:41:41 - Epoch 31 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 20:41:41 - Epoch 31, 测试集 AUC: 0.6527, PRE: 0.2670, REC: 0.2353, MF1: 0.5657, ACC1: 0.2353, ACC0: 0.8902, Gmean: 0.4576
2025-05-09 20:41:41 - Epoch 31, val mf1: 0.5617, val ACC1: 0.2288, val ACC0: 0.8891, val Gmean: 0.4510 (best 0.5617)
2025-05-09 20:41:42 - Epoch 32 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:41:42 - Epoch 32, 测试集 AUC: 0.6481, PRE: 0.2748, REC: 0.2122, MF1: 0.5635, ACC1: 0.2122, ACC0: 0.9048, Gmean: 0.4382
2025-05-09 20:41:42 - Epoch 32, val mf1: 0.5619, val ACC1: 0.2114, val ACC0: 0.9031, val Gmean: 0.4369 (best 0.5619)
2025-05-09 20:41:42 - Epoch 33 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 20:41:43 - Epoch 33, 测试集 AUC: 0.6405, PRE: 0.2887, REC: 0.1788, MF1: 0.5585, ACC1: 0.1788, ACC0: 0.9251, Gmean: 0.4067
2025-05-09 20:41:43 - Epoch 33, val mf1: 0.5569, val ACC1: 0.1797, val ACC0: 0.9220, val Gmean: 0.4071 (best 0.5619)
2025-05-09 20:41:43 - Epoch 34 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 20:41:43 - Epoch 34, 测试集 AUC: 0.6297, PRE: 0.3101, REC: 0.1359, MF1: 0.5472, ACC1: 0.1359, ACC0: 0.9486, Gmean: 0.3591
2025-05-09 20:41:43 - Epoch 34, val mf1: 0.5424, val ACC1: 0.1330, val ACC0: 0.9442, val Gmean: 0.3543 (best 0.5619)
2025-05-09 20:41:43 - Epoch 35 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:41:44 - Epoch 35, 测试集 AUC: 0.6145, PRE: 0.3284, REC: 0.0953, MF1: 0.5298, ACC1: 0.0953, ACC0: 0.9669, Gmean: 0.3035
2025-05-09 20:41:44 - Epoch 35, val mf1: 0.5335, val ACC1: 0.1027, val ACC0: 0.9638, val Gmean: 0.3146 (best 0.5619)
2025-05-09 20:41:44 - Epoch 36 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:41:44 - Epoch 36, 测试集 AUC: 0.5945, PRE: 0.3546, REC: 0.0691, MF1: 0.5158, ACC1: 0.0691, ACC0: 0.9786, Gmean: 0.2600
2025-05-09 20:41:44 - Epoch 36, val mf1: 0.5167, val ACC1: 0.0720, val ACC0: 0.9760, val Gmean: 0.2651 (best 0.5619)
2025-05-09 20:41:45 - Epoch 37 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 20:41:45 - Epoch 37, 测试集 AUC: 0.5712, PRE: 0.3645, REC: 0.0537, MF1: 0.5056, ACC1: 0.0537, ACC0: 0.9841, Gmean: 0.2300
2025-05-09 20:41:45 - Epoch 37, val mf1: 0.5053, val ACC1: 0.0546, val ACC0: 0.9819, val Gmean: 0.2315 (best 0.5619)
2025-05-09 20:41:45 - Epoch 38 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 20:41:45 - Epoch 38, 测试集 AUC: 0.5490, PRE: 0.3641, REC: 0.0445, MF1: 0.4988, ACC1: 0.0445, ACC0: 0.9868, Gmean: 0.2095
2025-05-09 20:41:45 - Epoch 38, val mf1: 0.4982, val ACC1: 0.0445, val ACC0: 0.9855, val Gmean: 0.2094 (best 0.5619)
2025-05-09 20:41:46 - Epoch 39 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 20:41:46 - Epoch 39, 测试集 AUC: 0.5303, PRE: 0.3683, REC: 0.0388, MF1: 0.4945, ACC1: 0.0388, ACC0: 0.9887, Gmean: 0.1959
2025-05-09 20:41:46 - Epoch 39, val mf1: 0.4956, val ACC1: 0.0403, val ACC0: 0.9879, val Gmean: 0.1997 (best 0.5619)
2025-05-09 20:41:46 - Epoch 40 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:41:46 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4695, LPL损失: 29.0393, 聚类损失: 0.2497, 总损失: 0.6483
2025-05-09 20:41:46 - Epoch 40, 测试集 AUC: 0.5148, PRE: 0.3720, REC: 0.0312, MF1: 0.4885, ACC1: 0.0312, ACC0: 0.9911, Gmean: 0.1757
2025-05-09 20:41:46 - Epoch 40, val mf1: 0.4899, val ACC1: 0.0330, val ACC0: 0.9903, val Gmean: 0.1808 (best 0.5619)
2025-05-09 20:41:47 - Epoch 41 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:41:47 - Epoch 41, 测试集 AUC: 0.5034, PRE: 0.3630, REC: 0.0248, MF1: 0.4831, ACC1: 0.0248, ACC0: 0.9926, Gmean: 0.1570
2025-05-09 20:41:47 - Epoch 41, val mf1: 0.4831, val ACC1: 0.0248, val ACC0: 0.9927, val Gmean: 0.1568 (best 0.5619)
2025-05-09 20:41:47 - Epoch 42 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 20:41:47 - Epoch 42, 测试集 AUC: 0.4967, PRE: 0.3556, REC: 0.0192, MF1: 0.4783, ACC1: 0.0192, ACC0: 0.9941, Gmean: 0.1381
2025-05-09 20:41:47 - Epoch 42, val mf1: 0.4795, val ACC1: 0.0202, val ACC0: 0.9949, val Gmean: 0.1417 (best 0.5619)
2025-05-09 20:41:48 - Epoch 43 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:41:48 - Epoch 43, 测试集 AUC: 0.4941, PRE: 0.3176, REC: 0.0122, MF1: 0.4719, ACC1: 0.0122, ACC0: 0.9955, Gmean: 0.1102
2025-05-09 20:41:48 - Epoch 43, val mf1: 0.4755, val ACC1: 0.0156, val ACC0: 0.9964, val Gmean: 0.1246 (best 0.5619)
2025-05-09 20:41:48 - Epoch 44 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:41:48 - Epoch 44, 测试集 AUC: 0.4932, PRE: 0.3390, REC: 0.0090, MF1: 0.4692, ACC1: 0.0090, ACC0: 0.9970, Gmean: 0.0949
2025-05-09 20:41:48 - Epoch 44, val mf1: 0.4682, val ACC1: 0.0078, val ACC0: 0.9977, val Gmean: 0.0882 (best 0.5619)
2025-05-09 20:41:49 - Epoch 45 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 20:41:49 - Epoch 45, 测试集 AUC: 0.4952, PRE: 0.3333, REC: 0.0054, MF1: 0.4659, ACC1: 0.0054, ACC0: 0.9982, Gmean: 0.0735
2025-05-09 20:41:49 - Epoch 45, val mf1: 0.4648, val ACC1: 0.0041, val ACC0: 0.9989, val Gmean: 0.0642 (best 0.5619)
2025-05-09 20:41:49 - Epoch 46 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:41:49 - Epoch 46, 测试集 AUC: 0.5020, PRE: 0.2979, REC: 0.0032, MF1: 0.4638, ACC1: 0.0032, ACC0: 0.9987, Gmean: 0.0562
2025-05-09 20:41:49 - Epoch 46, val mf1: 0.4626, val ACC1: 0.0018, val ACC0: 0.9993, val Gmean: 0.0428 (best 0.5619)
2025-05-09 20:41:49 - Epoch 47 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 20:41:50 - Epoch 47, 测试集 AUC: 0.5147, PRE: 0.3243, REC: 0.0027, MF1: 0.4634, ACC1: 0.0027, ACC0: 0.9990, Gmean: 0.0520
2025-05-09 20:41:50 - Epoch 47, val mf1: 0.4626, val ACC1: 0.0018, val ACC0: 0.9994, val Gmean: 0.0428 (best 0.5619)
2025-05-09 20:41:50 - Epoch 48 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:41:50 - Epoch 48, 测试集 AUC: 0.5305, PRE: 0.3333, REC: 0.0027, MF1: 0.4634, ACC1: 0.0027, ACC0: 0.9991, Gmean: 0.0520
2025-05-09 20:41:50 - Epoch 48, val mf1: 0.4621, val ACC1: 0.0014, val ACC0: 0.9994, val Gmean: 0.0371 (best 0.5619)
2025-05-09 20:41:51 - Epoch 49 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:41:51 - Epoch 49, 测试集 AUC: 0.5460, PRE: 0.3429, REC: 0.0027, MF1: 0.4634, ACC1: 0.0027, ACC0: 0.9991, Gmean: 0.0520
2025-05-09 20:41:51 - Epoch 49, val mf1: 0.4626, val ACC1: 0.0018, val ACC0: 0.9994, val Gmean: 0.0428 (best 0.5619)
2025-05-09 20:41:51 - Epoch 50 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:41:51 - Epoch 50, 有标签损失: 0.0002, 一致性损失: 0.0000, 伪标签损失: 0.4620, LPL损失: 8.6824, 聚类损失: 0.1707, 总损失: 0.2436
2025-05-09 20:41:51 - Epoch 50, 测试集 AUC: 0.5616, PRE: 0.3333, REC: 0.0029, MF1: 0.4636, ACC1: 0.0029, ACC0: 0.9990, Gmean: 0.0542
2025-05-09 20:41:51 - Epoch 50, val mf1: 0.4626, val ACC1: 0.0018, val ACC0: 0.9994, val Gmean: 0.0428 (best 0.5619)
2025-05-09 20:41:52 - Epoch 51 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:41:52 - Epoch 51, 测试集 AUC: 0.5762, PRE: 0.3333, REC: 0.0032, MF1: 0.4638, ACC1: 0.0032, ACC0: 0.9989, Gmean: 0.0562
2025-05-09 20:41:52 - Epoch 51, val mf1: 0.4630, val ACC1: 0.0023, val ACC0: 0.9994, val Gmean: 0.0479 (best 0.5619)
2025-05-09 20:41:52 - Epoch 52 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:41:53 - Epoch 52, 测试集 AUC: 0.5857, PRE: 0.3333, REC: 0.0032, MF1: 0.4638, ACC1: 0.0032, ACC0: 0.9989, Gmean: 0.0562
2025-05-09 20:41:53 - Epoch 52, val mf1: 0.4630, val ACC1: 0.0023, val ACC0: 0.9994, val Gmean: 0.0479 (best 0.5619)
2025-05-09 20:41:53 - Epoch 53 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:41:53 - Epoch 53, 测试集 AUC: 0.5892, PRE: 0.3714, REC: 0.0029, MF1: 0.4636, ACC1: 0.0029, ACC0: 0.9992, Gmean: 0.0542
2025-05-09 20:41:53 - Epoch 53, val mf1: 0.4616, val ACC1: 0.0009, val ACC0: 0.9995, val Gmean: 0.0303 (best 0.5619)
2025-05-09 20:41:53 - Epoch 54 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:41:54 - Epoch 54, 测试集 AUC: 0.5888, PRE: 0.3871, REC: 0.0027, MF1: 0.4634, ACC1: 0.0027, ACC0: 0.9993, Gmean: 0.0520
2025-05-09 20:41:54 - Epoch 54, val mf1: 0.4616, val ACC1: 0.0009, val ACC0: 0.9995, val Gmean: 0.0303 (best 0.5619)
2025-05-09 20:41:54 - Epoch 55 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:41:54 - Epoch 55, 测试集 AUC: 0.5841, PRE: 0.3929, REC: 0.0025, MF1: 0.4632, ACC1: 0.0025, ACC0: 0.9993, Gmean: 0.0498
2025-05-09 20:41:54 - Epoch 55, val mf1: 0.4617, val ACC1: 0.0009, val ACC0: 0.9995, val Gmean: 0.0303 (best 0.5619)
2025-05-09 20:41:54 - Epoch 56 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 20:41:55 - Epoch 56, 测试集 AUC: 0.5765, PRE: 0.3478, REC: 0.0018, MF1: 0.4625, ACC1: 0.0018, ACC0: 0.9994, Gmean: 0.0425
2025-05-09 20:41:55 - Epoch 56, val mf1: 0.4617, val ACC1: 0.0009, val ACC0: 0.9996, val Gmean: 0.0303 (best 0.5619)
2025-05-09 20:41:55 - Epoch 57 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 20:41:55 - Epoch 57, 测试集 AUC: 0.5713, PRE: 0.3158, REC: 0.0014, MF1: 0.4621, ACC1: 0.0014, ACC0: 0.9995, Gmean: 0.0368
2025-05-09 20:41:55 - Epoch 57, val mf1: 0.4617, val ACC1: 0.0009, val ACC0: 0.9997, val Gmean: 0.0303 (best 0.5619)
2025-05-09 20:41:55 - Epoch 58 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:41:56 - Epoch 58, 测试集 AUC: 0.5717, PRE: 0.2857, REC: 0.0009, MF1: 0.4617, ACC1: 0.0009, ACC0: 0.9996, Gmean: 0.0300
2025-05-09 20:41:56 - Epoch 58, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:41:56 - Epoch 59 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 20:41:56 - Epoch 59, 测试集 AUC: 0.5679, PRE: 0.3077, REC: 0.0009, MF1: 0.4617, ACC1: 0.0009, ACC0: 0.9997, Gmean: 0.0300
2025-05-09 20:41:56 - Epoch 59, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:41:56 - Epoch 60 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 20:41:56 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4639, LPL损失: 38.8469, 聚类损失: 0.1516, 总损失: 1.2323
2025-05-09 20:41:56 - Epoch 60, 测试集 AUC: 0.5602, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:56 - Epoch 60, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5619)
2025-05-09 20:41:57 - Epoch 61 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:41:57 - Epoch 61, 测试集 AUC: 0.5478, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:57 - Epoch 61, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5619)
2025-05-09 20:41:57 - Epoch 62 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:41:57 - Epoch 62, 测试集 AUC: 0.5369, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:57 - Epoch 62, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5619)
2025-05-09 20:41:58 - Epoch 63 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:41:58 - Epoch 63, 测试集 AUC: 0.5122, PRE: 0.1667, REC: 0.0002, MF1: 0.4610, ACC1: 0.0002, ACC0: 0.9998, Gmean: 0.0150
2025-05-09 20:41:58 - Epoch 63, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5619)
2025-05-09 20:41:58 - Epoch 64 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:41:58 - Epoch 64, 测试集 AUC: 0.5305, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:41:58 - Epoch 64, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5619)
2025-05-09 20:41:59 - Epoch 65 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 20:41:59 - Epoch 65, 测试集 AUC: 0.5356, PRE: 0.2857, REC: 0.0009, MF1: 0.4617, ACC1: 0.0009, ACC0: 0.9996, Gmean: 0.0300
2025-05-09 20:41:59 - Epoch 65, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:41:59 - Epoch 66 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 20:41:59 - Epoch 66, 测试集 AUC: 0.5344, PRE: 0.2857, REC: 0.0014, MF1: 0.4621, ACC1: 0.0014, ACC0: 0.9994, Gmean: 0.0368
2025-05-09 20:41:59 - Epoch 66, val mf1: 0.4617, val ACC1: 0.0009, val ACC0: 0.9995, val Gmean: 0.0303 (best 0.5619)
2025-05-09 20:41:59 - Epoch 67 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:42:00 - Epoch 67, 测试集 AUC: 0.5397, PRE: 0.2381, REC: 0.0011, MF1: 0.4618, ACC1: 0.0011, ACC0: 0.9994, Gmean: 0.0336
2025-05-09 20:42:00 - Epoch 67, val mf1: 0.4612, val ACC1: 0.0005, val ACC0: 0.9996, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:00 - Epoch 68 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 20:42:00 - Epoch 68, 测试集 AUC: 0.5189, PRE: 0.2500, REC: 0.0009, MF1: 0.4616, ACC1: 0.0009, ACC0: 0.9995, Gmean: 0.0300
2025-05-09 20:42:00 - Epoch 68, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:01 - Epoch 69 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:42:01 - Epoch 69, 测试集 AUC: 0.5213, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:01 - Epoch 69, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:01 - Epoch 70 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:42:01 - Epoch 70, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4610, LPL损失: 45.0777, 聚类损失: 0.1404, 总损失: 1.6975
2025-05-09 20:42:02 - Epoch 70, 测试集 AUC: 0.5192, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:02 - Epoch 70, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:02 - Epoch 71 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 20:42:02 - Epoch 71, 测试集 AUC: 0.5134, PRE: 0.2500, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9997, Gmean: 0.0260
2025-05-09 20:42:02 - Epoch 71, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:02 - Epoch 72 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 20:42:03 - Epoch 72, 测试集 AUC: 0.5167, PRE: 0.2500, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9997, Gmean: 0.0260
2025-05-09 20:42:03 - Epoch 72, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:03 - Epoch 73 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 20:42:03 - Epoch 73, 测试集 AUC: 0.5190, PRE: 0.2500, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9997, Gmean: 0.0260
2025-05-09 20:42:03 - Epoch 73, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:03 - Epoch 74 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 20:42:04 - Epoch 74, 测试集 AUC: 0.5192, PRE: 0.2500, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9997, Gmean: 0.0260
2025-05-09 20:42:04 - Epoch 74, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:04 - Epoch 75 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 20:42:04 - Epoch 75, 测试集 AUC: 0.5177, PRE: 0.2143, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:04 - Epoch 75, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:05 - Epoch 76 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 20:42:05 - Epoch 76, 测试集 AUC: 0.5155, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:05 - Epoch 76, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:05 - Epoch 77 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 20:42:05 - Epoch 77, 测试集 AUC: 0.5126, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:05 - Epoch 77, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:06 - Epoch 78 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:42:06 - Epoch 78, 测试集 AUC: 0.5086, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:06 - Epoch 78, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:06 - Epoch 79 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 20:42:06 - Epoch 79, 测试集 AUC: 0.5035, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:06 - Epoch 79, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:07 - Epoch 80 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:42:07 - Epoch 80, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4632, LPL损失: 41.5347, 聚类损失: 0.1310, 总损失: 1.8556
2025-05-09 20:42:07 - Epoch 80, 测试集 AUC: 0.4943, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:07 - Epoch 80, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:07 - Epoch 81 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 20:42:07 - Epoch 81, 测试集 AUC: 0.4701, PRE: 0.2308, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9996, Gmean: 0.0260
2025-05-09 20:42:07 - Epoch 81, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:08 - Epoch 82 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 20:42:08 - Epoch 82, 测试集 AUC: 0.4859, PRE: 0.2500, REC: 0.0007, MF1: 0.4614, ACC1: 0.0007, ACC0: 0.9997, Gmean: 0.0260
2025-05-09 20:42:08 - Epoch 82, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:08 - Epoch 83 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 20:42:08 - Epoch 83, 测试集 AUC: 0.4790, PRE: 0.3000, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9997, Gmean: 0.0260
2025-05-09 20:42:08 - Epoch 83, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:09 - Epoch 84 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:42:09 - Epoch 84, 测试集 AUC: 0.4733, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:09 - Epoch 84, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:09 - Epoch 85 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 20:42:09 - Epoch 85, 测试集 AUC: 0.4727, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:09 - Epoch 85, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:10 - Epoch 86 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 20:42:10 - Epoch 86, 测试集 AUC: 0.4736, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:10 - Epoch 86, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:10 - Epoch 87 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:42:10 - Epoch 87, 测试集 AUC: 0.4740, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:10 - Epoch 87, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:11 - Epoch 88 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:42:11 - Epoch 88, 测试集 AUC: 0.4806, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:11 - Epoch 88, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:11 - Epoch 89 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 20:42:12 - Epoch 89, 测试集 AUC: 0.4872, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:12 - Epoch 89, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:12 - Epoch 90 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 20:42:12 - Epoch 90, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4634, LPL损失: 41.2347, 聚类损失: 0.1199, 总损失: 2.1745
2025-05-09 20:42:12 - Epoch 90, 测试集 AUC: 0.4973, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:12 - Epoch 90, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:12 - Epoch 91 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:42:13 - Epoch 91, 测试集 AUC: 0.5012, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:13 - Epoch 91, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:13 - Epoch 92 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:42:13 - Epoch 92, 测试集 AUC: 0.5051, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:13 - Epoch 92, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:13 - Epoch 93 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:42:14 - Epoch 93, 测试集 AUC: 0.5068, PRE: 0.3750, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:14 - Epoch 93, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:14 - Epoch 94 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:42:14 - Epoch 94, 测试集 AUC: 0.5106, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:14 - Epoch 94, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:14 - Epoch 95 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 20:42:15 - Epoch 95, 测试集 AUC: 0.5121, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:15 - Epoch 95, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:15 - Epoch 96 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:42:15 - Epoch 96, 测试集 AUC: 0.5179, PRE: 0.3333, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:15 - Epoch 96, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:15 - Epoch 97 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:42:16 - Epoch 97, 测试集 AUC: 0.5163, PRE: 0.3750, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:16 - Epoch 97, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:16 - Epoch 98 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 20:42:16 - Epoch 98, 测试集 AUC: 0.5080, PRE: 0.3750, REC: 0.0007, MF1: 0.4615, ACC1: 0.0007, ACC0: 0.9998, Gmean: 0.0260
2025-05-09 20:42:16 - Epoch 98, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:16 - Epoch 99 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 20:42:17 - Epoch 99, 测试集 AUC: 0.5077, PRE: 0.3333, REC: 0.0005, MF1: 0.4613, ACC1: 0.0005, ACC0: 0.9998, Gmean: 0.0212
2025-05-09 20:42:17 - Epoch 99, val mf1: 0.4613, val ACC1: 0.0005, val ACC0: 0.9998, val Gmean: 0.0214 (best 0.5619)
2025-05-09 20:42:17 - time cost: 53.03 s
2025-05-09 20:42:17 - 基于验证集最佳模型的测试结果: REC 21.22 PRE 27.48 MF1 56.35 AUC 64.81 ACC1 21.22 ACC0 90.48 Gmean 43.82
2025-05-09 20:42:17 - 测试集上观察到的最佳结果 (Epoch 29): AUC 65.83 PRE 26.15 REC 21.72 MF1 56.01 ACC1 21.72 ACC0 89.57 Gmean 44.11
