2025-05-09 21:16:03 - 运行开始时间: 20250509_211603
2025-05-09 21:16:03 - 日志文件: logs/train_log_yelp_seed64_20250509_211603.txt
2025-05-09 21:16:03 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:16:03 - 无标签数据数量: 457
2025-05-09 21:16:03 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 21:16:03 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:16:03 - 伪标签策略：
2025-05-09 21:16:03 -   使用模型输出和聚类结果的融合
2025-05-09 21:16:03 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 21:16:04 - 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: 1.8361
2025-05-09 21:16:04 - Epoch 0, 测试集 AUC: 0.7006, PRE: 0.2471, REC: 0.8212, MF1: 0.5480, ACC1: 0.8212, ACC0: 0.5748, Gmean: 0.6870
2025-05-09 21:16:04 - 更新最佳测试结果 (Epoch 0): AUC 0.7006, PRE 0.2471, REC 0.8212, MF1 0.5480, ACC1 0.8212, ACC0 0.5748, Gmean 0.6870
2025-05-09 21:16:04 - Epoch 0, val mf1: 0.5449, val ACC1: 0.8359, val ACC0: 0.5650, val Gmean: 0.6872 (best 0.5449)
2025-05-09 21:16:04 - Epoch 1 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 21:16:04 - Epoch 1, 测试集 AUC: 0.6968, PRE: 0.2462, REC: 0.8083, MF1: 0.5481, ACC1: 0.8083, ACC0: 0.5793, Gmean: 0.6843
2025-05-09 21:16:04 - Epoch 1, val mf1: 0.5467, val ACC1: 0.8262, val ACC0: 0.5710, val Gmean: 0.6869 (best 0.5467)
2025-05-09 21:16:05 - Epoch 2 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:16:05 - Epoch 2, 测试集 AUC: 0.6934, PRE: 0.2453, REC: 0.7911, MF1: 0.5488, ACC1: 0.7911, ACC0: 0.5863, Gmean: 0.6811
2025-05-09 21:16:05 - Epoch 2, val mf1: 0.5469, val ACC1: 0.8102, val ACC0: 0.5768, val Gmean: 0.6836 (best 0.5469)
2025-05-09 21:16:05 - Epoch 3 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:16:06 - Epoch 3, 测试集 AUC: 0.6904, PRE: 0.2429, REC: 0.7636, MF1: 0.5482, ACC1: 0.7636, ACC0: 0.5953, Gmean: 0.6742
2025-05-09 21:16:06 - Epoch 3, val mf1: 0.5470, val ACC1: 0.7831, val ACC0: 0.5864, val Gmean: 0.6777 (best 0.5470)
2025-05-09 21:16:06 - Epoch 4 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:16:06 - Epoch 4, 测试集 AUC: 0.6885, PRE: 0.2390, REC: 0.7105, MF1: 0.5485, ACC1: 0.7105, ACC0: 0.6153, Gmean: 0.6612
2025-05-09 21:16:06 - Epoch 4, val mf1: 0.5473, val ACC1: 0.7231, val ACC0: 0.6088, val Gmean: 0.6635 (best 0.5473)
2025-05-09 21:16:06 - Epoch 5 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:16:07 - Epoch 5, 测试集 AUC: 0.6870, PRE: 0.2329, REC: 0.6272, MF1: 0.5487, ACC1: 0.6272, ACC0: 0.6487, Gmean: 0.6379
2025-05-09 21:16:07 - Epoch 5, val mf1: 0.5497, val ACC1: 0.6474, val ACC0: 0.6420, val Gmean: 0.6447 (best 0.5497)
2025-05-09 21:16:07 - Epoch 6 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:16:07 - Epoch 6, 测试集 AUC: 0.6859, PRE: 0.2279, REC: 0.5040, MF1: 0.5526, ACC1: 0.5040, ACC0: 0.7098, Gmean: 0.5981
2025-05-09 21:16:07 - Epoch 6, val mf1: 0.5558, val ACC1: 0.5218, val ACC0: 0.7065, val Gmean: 0.6072 (best 0.5558)
2025-05-09 21:16:07 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:16:08 - Epoch 7, 测试集 AUC: 0.6849, PRE: 0.2197, REC: 0.3418, MF1: 0.5502, ACC1: 0.3418, ACC0: 0.7936, Gmean: 0.5209
2025-05-09 21:16:08 - Epoch 7, val mf1: 0.5584, val ACC1: 0.3645, val ACC0: 0.7932, val Gmean: 0.5377 (best 0.5584)
2025-05-09 21:16:08 - Epoch 8 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:16:08 - Epoch 8, 测试集 AUC: 0.6840, PRE: 0.2155, REC: 0.2086, MF1: 0.5403, ACC1: 0.2086, ACC0: 0.8709, Gmean: 0.4262
2025-05-09 21:16:08 - Epoch 8, val mf1: 0.5512, val ACC1: 0.2302, val ACC0: 0.8716, val Gmean: 0.4479 (best 0.5584)
2025-05-09 21:16:09 - Epoch 9 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:16:09 - Epoch 9, 测试集 AUC: 0.6832, PRE: 0.2296, REC: 0.1276, MF1: 0.5287, ACC1: 0.1276, ACC0: 0.9272, Gmean: 0.3439
2025-05-09 21:16:09 - Epoch 9, val mf1: 0.5367, val ACC1: 0.1426, val ACC0: 0.9250, val Gmean: 0.3632 (best 0.5584)
2025-05-09 21:16:09 - Epoch 10 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:16:09 - Epoch 10, 有标签损失: 0.6578, 一致性损失: 0.0000, 伪标签损失: 0.4638, LPL损失: 8.1783, 聚类损失: 1.8013, 总损失: 1.8151
2025-05-09 21:16:09 - Epoch 10, 测试集 AUC: 0.6830, PRE: 0.2322, REC: 0.0860, MF1: 0.5144, ACC1: 0.0860, ACC0: 0.9516, Gmean: 0.2861
2025-05-09 21:16:09 - Epoch 10, val mf1: 0.5240, val ACC1: 0.0995, val ACC0: 0.9516, val Gmean: 0.3077 (best 0.5584)
2025-05-09 21:16:10 - Epoch 11 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:16:10 - Epoch 11, 测试集 AUC: 0.6833, PRE: 0.2508, REC: 0.0698, MF1: 0.5090, ACC1: 0.0698, ACC0: 0.9646, Gmean: 0.2594
2025-05-09 21:16:10 - Epoch 11, val mf1: 0.5159, val ACC1: 0.0802, val ACC0: 0.9624, val Gmean: 0.2779 (best 0.5584)
2025-05-09 21:16:10 - Epoch 12 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:16:10 - Epoch 12, 测试集 AUC: 0.6835, PRE: 0.2532, REC: 0.0634, MF1: 0.5058, ACC1: 0.0634, ACC0: 0.9682, Gmean: 0.2478
2025-05-09 21:16:10 - Epoch 12, val mf1: 0.5140, val ACC1: 0.0743, val ACC0: 0.9674, val Gmean: 0.2681 (best 0.5584)
2025-05-09 21:16:11 - Epoch 13 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:16:11 - Epoch 13, 测试集 AUC: 0.6831, PRE: 0.2473, REC: 0.0668, MF1: 0.5071, ACC1: 0.0668, ACC0: 0.9654, Gmean: 0.2540
2025-05-09 21:16:11 - Epoch 13, val mf1: 0.5143, val ACC1: 0.0761, val ACC0: 0.9654, val Gmean: 0.2711 (best 0.5584)
2025-05-09 21:16:11 - Epoch 14 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:16:12 - Epoch 14, 测试集 AUC: 0.6819, PRE: 0.2464, REC: 0.0770, MF1: 0.5121, ACC1: 0.0770, ACC0: 0.9600, Gmean: 0.2719
2025-05-09 21:16:12 - Epoch 14, val mf1: 0.5178, val ACC1: 0.0848, val ACC0: 0.9595, val Gmean: 0.2853 (best 0.5584)
2025-05-09 21:16:12 - Epoch 15 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:16:12 - Epoch 15, 测试集 AUC: 0.6792, PRE: 0.2396, REC: 0.0896, MF1: 0.5170, ACC1: 0.0896, ACC0: 0.9516, Gmean: 0.2921
2025-05-09 21:16:12 - Epoch 15, val mf1: 0.5250, val ACC1: 0.1009, val ACC0: 0.9516, val Gmean: 0.3098 (best 0.5584)
2025-05-09 21:16:12 - Epoch 16 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:16:13 - Epoch 16, 测试集 AUC: 0.6743, PRE: 0.2426, REC: 0.1043, MF1: 0.5234, ACC1: 0.1043, ACC0: 0.9447, Gmean: 0.3139
2025-05-09 21:16:13 - Epoch 16, val mf1: 0.5279, val ACC1: 0.1110, val ACC0: 0.9446, val Gmean: 0.3237 (best 0.5584)
2025-05-09 21:16:13 - Epoch 17 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:16:13 - Epoch 17, 测试集 AUC: 0.6655, PRE: 0.2425, REC: 0.1154, MF1: 0.5275, ACC1: 0.1154, ACC0: 0.9387, Gmean: 0.3291
2025-05-09 21:16:13 - Epoch 17, val mf1: 0.5306, val ACC1: 0.1201, val ACC0: 0.9387, val Gmean: 0.3358 (best 0.5584)
2025-05-09 21:16:14 - Epoch 18 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:16:14 - Epoch 18, 测试集 AUC: 0.6499, PRE: 0.2398, REC: 0.1445, MF1: 0.5362, ACC1: 0.1445, ACC0: 0.9221, Gmean: 0.3650
2025-05-09 21:16:14 - Epoch 18, val mf1: 0.5332, val ACC1: 0.1403, val ACC0: 0.9214, val Gmean: 0.3596 (best 0.5584)
2025-05-09 21:16:14 - Epoch 19 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:16:14 - Epoch 19, 测试集 AUC: 0.6435, PRE: 0.2346, REC: 0.1499, MF1: 0.5363, ACC1: 0.1499, ACC0: 0.9169, Gmean: 0.3708
2025-05-09 21:16:14 - Epoch 19, val mf1: 0.5337, val ACC1: 0.1458, val ACC0: 0.9167, val Gmean: 0.3656 (best 0.5584)
2025-05-09 21:16:15 - Epoch 20 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:16:15 - Epoch 20, 有标签损失: 0.4898, 一致性损失: 0.0000, 伪标签损失: 0.5041, LPL损失: 39.4393, 聚类损失: 1.4953, 总损失: 2.3949
2025-05-09 21:16:15 - Epoch 20, 测试集 AUC: 0.6425, PRE: 0.2335, REC: 0.1599, MF1: 0.5384, ACC1: 0.1599, ACC0: 0.9108, Gmean: 0.3816
2025-05-09 21:16:15 - Epoch 20, val mf1: 0.5381, val ACC1: 0.1582, val ACC0: 0.9119, val Gmean: 0.3798 (best 0.5584)
2025-05-09 21:16:15 - Epoch 21 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:15 - Epoch 21, 测试集 AUC: 0.6422, PRE: 0.2305, REC: 0.1711, MF1: 0.5400, ACC1: 0.1711, ACC0: 0.9029, Gmean: 0.3931
2025-05-09 21:16:15 - Epoch 21, val mf1: 0.5406, val ACC1: 0.1701, val ACC0: 0.9048, val Gmean: 0.3923 (best 0.5584)
2025-05-09 21:16:16 - Epoch 22 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:16:16 - Epoch 22, 测试集 AUC: 0.6444, PRE: 0.2341, REC: 0.1759, MF1: 0.5422, ACC1: 0.1759, ACC0: 0.9022, Gmean: 0.3984
2025-05-09 21:16:16 - Epoch 22, val mf1: 0.5418, val ACC1: 0.1724, val ACC0: 0.9047, val Gmean: 0.3949 (best 0.5584)
2025-05-09 21:16:16 - Epoch 23 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:16:16 - Epoch 23, 测试集 AUC: 0.6497, PRE: 0.2364, REC: 0.1752, MF1: 0.5428, ACC1: 0.1752, ACC0: 0.9038, Gmean: 0.3979
2025-05-09 21:16:16 - Epoch 23, val mf1: 0.5412, val ACC1: 0.1696, val ACC0: 0.9062, val Gmean: 0.3921 (best 0.5584)
2025-05-09 21:16:17 - Epoch 24 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 21:16:17 - Epoch 24, 测试集 AUC: 0.6537, PRE: 0.2361, REC: 0.1770, MF1: 0.5431, ACC1: 0.1770, ACC0: 0.9027, Gmean: 0.3997
2025-05-09 21:16:17 - Epoch 24, val mf1: 0.5417, val ACC1: 0.1724, val ACC0: 0.9046, val Gmean: 0.3949 (best 0.5584)
2025-05-09 21:16:17 - Epoch 25 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:16:17 - Epoch 25, 测试集 AUC: 0.6596, PRE: 0.2363, REC: 0.1865, MF1: 0.5451, ACC1: 0.1865, ACC0: 0.8975, Gmean: 0.4091
2025-05-09 21:16:17 - Epoch 25, val mf1: 0.5437, val ACC1: 0.1820, val ACC0: 0.8992, val Gmean: 0.4046 (best 0.5584)
2025-05-09 21:16:18 - Epoch 26 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:16:18 - Epoch 26, 测试集 AUC: 0.6649, PRE: 0.2376, REC: 0.1949, MF1: 0.5472, ACC1: 0.1949, ACC0: 0.8937, Gmean: 0.4173
2025-05-09 21:16:18 - Epoch 26, val mf1: 0.5464, val ACC1: 0.1930, val ACC0: 0.8939, val Gmean: 0.4154 (best 0.5584)
2025-05-09 21:16:18 - Epoch 27 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:16:19 - Epoch 27, 测试集 AUC: 0.6696, PRE: 0.2382, REC: 0.1915, MF1: 0.5468, ACC1: 0.1915, ACC0: 0.8959, Gmean: 0.4142
2025-05-09 21:16:19 - Epoch 27, val mf1: 0.5476, val ACC1: 0.1917, val ACC0: 0.8971, val Gmean: 0.4147 (best 0.5584)
2025-05-09 21:16:19 - Epoch 28 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:16:19 - Epoch 28, 测试集 AUC: 0.6732, PRE: 0.2419, REC: 0.1955, MF1: 0.5489, ACC1: 0.1955, ACC0: 0.8958, Gmean: 0.4185
2025-05-09 21:16:19 - Epoch 28, val mf1: 0.5493, val ACC1: 0.1958, val ACC0: 0.8963, val Gmean: 0.4189 (best 0.5584)
2025-05-09 21:16:19 - Epoch 29 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:16:20 - Epoch 29, 测试集 AUC: 0.6757, PRE: 0.2419, REC: 0.2034, MF1: 0.5504, ACC1: 0.2034, ACC0: 0.8916, Gmean: 0.4259
2025-05-09 21:16:20 - Epoch 29, val mf1: 0.5530, val ACC1: 0.2059, val ACC0: 0.8938, val Gmean: 0.4290 (best 0.5584)
2025-05-09 21:16:20 - Epoch 30 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:16:20 - Epoch 30, 有标签损失: 0.3716, 一致性损失: 0.0000, 伪标签损失: 0.6392, LPL损失: 6.8651, 聚类损失: 2.0374, 总损失: 0.8083
2025-05-09 21:16:20 - Epoch 30, 测试集 AUC: 0.6781, PRE: 0.2453, REC: 0.2000, MF1: 0.5510, ACC1: 0.2000, ACC0: 0.8954, Gmean: 0.4232
2025-05-09 21:16:20 - Epoch 30, val mf1: 0.5529, val ACC1: 0.2022, val ACC0: 0.8966, val Gmean: 0.4258 (best 0.5584)
2025-05-09 21:16:20 - Epoch 31 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:16:21 - Epoch 31, 测试集 AUC: 0.6778, PRE: 0.2487, REC: 0.1912, MF1: 0.5503, ACC1: 0.1912, ACC0: 0.9018, Gmean: 0.4153
2025-05-09 21:16:21 - Epoch 31, val mf1: 0.5501, val ACC1: 0.1912, val ACC0: 0.9014, val Gmean: 0.4151 (best 0.5584)
2025-05-09 21:16:21 - Epoch 32 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:21 - Epoch 32, 测试集 AUC: 0.6776, PRE: 0.2504, REC: 0.1854, MF1: 0.5496, ACC1: 0.1854, ACC0: 0.9057, Gmean: 0.4097
2025-05-09 21:16:21 - Epoch 32, val mf1: 0.5499, val ACC1: 0.1871, val ACC0: 0.9048, val Gmean: 0.4114 (best 0.5584)
2025-05-09 21:16:21 - Epoch 33 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:16:22 - Epoch 33, 测试集 AUC: 0.6802, PRE: 0.2530, REC: 0.1732, MF1: 0.5474, ACC1: 0.1732, ACC0: 0.9131, Gmean: 0.3976
2025-05-09 21:16:22 - Epoch 33, val mf1: 0.5489, val ACC1: 0.1765, val ACC0: 0.9125, val Gmean: 0.4013 (best 0.5584)
2025-05-09 21:16:22 - Epoch 34 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:16:22 - Epoch 34, 测试集 AUC: 0.6826, PRE: 0.2593, REC: 0.1666, MF1: 0.5474, ACC1: 0.1666, ACC0: 0.9191, Gmean: 0.3913
2025-05-09 21:16:22 - Epoch 34, val mf1: 0.5469, val ACC1: 0.1655, val ACC0: 0.9193, val Gmean: 0.3901 (best 0.5584)
2025-05-09 21:16:22 - Epoch 35 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:16:23 - Epoch 35, 测试集 AUC: 0.6844, PRE: 0.2640, REC: 0.1553, MF1: 0.5453, ACC1: 0.1553, ACC0: 0.9264, Gmean: 0.3793
2025-05-09 21:16:23 - Epoch 35, val mf1: 0.5444, val ACC1: 0.1545, val ACC0: 0.9257, val Gmean: 0.3782 (best 0.5584)
2025-05-09 21:16:23 - Epoch 36 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:16:23 - Epoch 36, 测试集 AUC: 0.6870, PRE: 0.2695, REC: 0.1375, MF1: 0.5406, ACC1: 0.1375, ACC0: 0.9366, Gmean: 0.3589
2025-05-09 21:16:23 - Epoch 36, val mf1: 0.5420, val ACC1: 0.1398, val ACC0: 0.9363, val Gmean: 0.3619 (best 0.5584)
2025-05-09 21:16:23 - Epoch 37 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:16:24 - Epoch 37, 测试集 AUC: 0.6886, PRE: 0.2824, REC: 0.1255, MF1: 0.5385, ACC1: 0.1255, ACC0: 0.9458, Gmean: 0.3446
2025-05-09 21:16:24 - Epoch 37, val mf1: 0.5382, val ACC1: 0.1261, val ACC0: 0.9447, val Gmean: 0.3451 (best 0.5584)
2025-05-09 21:16:24 - Epoch 38 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:16:24 - Epoch 38, 测试集 AUC: 0.6905, PRE: 0.2915, REC: 0.1106, MF1: 0.5334, ACC1: 0.1106, ACC0: 0.9543, Gmean: 0.3249
2025-05-09 21:16:24 - Epoch 38, val mf1: 0.5354, val ACC1: 0.1133, val ACC0: 0.9545, val Gmean: 0.3288 (best 0.5584)
2025-05-09 21:16:24 - Epoch 39 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:16:25 - Epoch 39, 测试集 AUC: 0.6923, PRE: 0.3044, REC: 0.1023, MF1: 0.5310, ACC1: 0.1023, ACC0: 0.9603, Gmean: 0.3134
2025-05-09 21:16:25 - Epoch 39, val mf1: 0.5306, val ACC1: 0.1018, val ACC0: 0.9601, val Gmean: 0.3126 (best 0.5584)
2025-05-09 21:16:25 - Epoch 40 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:16:25 - Epoch 40, 有标签损失: 0.2380, 一致性损失: 0.0000, 伪标签损失: 0.8968, LPL损失: 34.4200, 聚类损失: 2.9100, 总损失: 2.4423
2025-05-09 21:16:25 - Epoch 40, 测试集 AUC: 0.6943, PRE: 0.3070, REC: 0.0896, MF1: 0.5248, ACC1: 0.0896, ACC0: 0.9656, Gmean: 0.2942
2025-05-09 21:16:25 - Epoch 40, val mf1: 0.5260, val ACC1: 0.0922, val ACC0: 0.9645, val Gmean: 0.2981 (best 0.5584)
2025-05-09 21:16:25 - Epoch 41 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:16:26 - Epoch 41, 测试集 AUC: 0.6959, PRE: 0.2311, REC: 0.8133, MF1: 0.5235, ACC1: 0.8133, ACC0: 0.5400, Gmean: 0.6627
2025-05-09 21:16:26 - Epoch 41, val mf1: 0.5210, val ACC1: 0.8239, val ACC0: 0.5326, val Gmean: 0.6624 (best 0.5584)
2025-05-09 21:16:26 - Epoch 42 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:26 - Epoch 42, 测试集 AUC: 0.6970, PRE: 0.2375, REC: 0.8009, MF1: 0.5358, ACC1: 0.8009, ACC0: 0.5630, Gmean: 0.6715
2025-05-09 21:16:26 - Epoch 42, val mf1: 0.5338, val ACC1: 0.8111, val ACC0: 0.5566, val Gmean: 0.6719 (best 0.5584)
2025-05-09 21:16:26 - Epoch 43 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:16:27 - Epoch 43, 测试集 AUC: 0.6981, PRE: 0.2417, REC: 0.7896, MF1: 0.5435, ACC1: 0.7896, ACC0: 0.5788, Gmean: 0.6760
2025-05-09 21:16:27 - Epoch 43, val mf1: 0.5422, val ACC1: 0.7992, val ACC0: 0.5735, val Gmean: 0.6770 (best 0.5584)
2025-05-09 21:16:27 - Epoch 44 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:16:27 - Epoch 44, 测试集 AUC: 0.6987, PRE: 0.2435, REC: 0.7753, MF1: 0.5479, ACC1: 0.7753, ACC0: 0.5905, Gmean: 0.6767
2025-05-09 21:16:27 - Epoch 44, val mf1: 0.5465, val ACC1: 0.7845, val ACC0: 0.5852, val Gmean: 0.6775 (best 0.5584)
2025-05-09 21:16:27 - Epoch 45 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:16:28 - Epoch 45, 测试集 AUC: 0.6991, PRE: 0.2455, REC: 0.7632, MF1: 0.5521, ACC1: 0.7632, ACC0: 0.6013, Gmean: 0.6774
2025-05-09 21:16:28 - Epoch 45, val mf1: 0.5500, val ACC1: 0.7717, val ACC0: 0.5951, val Gmean: 0.6776 (best 0.5584)
2025-05-09 21:16:28 - Epoch 46 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:28 - Epoch 46, 测试集 AUC: 0.6993, PRE: 0.2463, REC: 0.7489, MF1: 0.5546, ACC1: 0.7489, ACC0: 0.6104, Gmean: 0.6762
2025-05-09 21:16:28 - Epoch 46, val mf1: 0.5535, val ACC1: 0.7616, val ACC0: 0.6042, val Gmean: 0.6783 (best 0.5584)
2025-05-09 21:16:28 - Epoch 47 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:16:29 - Epoch 47, 测试集 AUC: 0.6998, PRE: 0.2469, REC: 0.7324, MF1: 0.5570, ACC1: 0.7324, ACC0: 0.6202, Gmean: 0.6740
2025-05-09 21:16:29 - Epoch 47, val mf1: 0.5578, val ACC1: 0.7451, val ACC0: 0.6167, val Gmean: 0.6779 (best 0.5584)
2025-05-09 21:16:29 - Epoch 48 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:16:29 - Epoch 48, 测试集 AUC: 0.7000, PRE: 0.2473, REC: 0.7212, MF1: 0.5585, ACC1: 0.7212, ACC0: 0.6268, Gmean: 0.6723
2025-05-09 21:16:29 - Epoch 48, val mf1: 0.5594, val ACC1: 0.7322, val ACC0: 0.6240, val Gmean: 0.6759 (best 0.5594)
2025-05-09 21:16:29 - Epoch 49 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:16:30 - Epoch 49, 测试集 AUC: 0.7005, PRE: 0.2472, REC: 0.7146, MF1: 0.5590, ACC1: 0.7146, ACC0: 0.6300, Gmean: 0.6710
2025-05-09 21:16:30 - Epoch 49, val mf1: 0.5608, val ACC1: 0.7272, val ACC0: 0.6281, val Gmean: 0.6758 (best 0.5608)
2025-05-09 21:16:30 - Epoch 50 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:16:30 - Epoch 50, 有标签损失: 0.1048, 一致性损失: 0.0000, 伪标签损失: 0.8831, LPL损失: 28.1926, 聚类损失: 3.6781, 总损失: 2.0406
2025-05-09 21:16:30 - Epoch 50, 测试集 AUC: 0.7011, PRE: 0.2474, REC: 0.7081, MF1: 0.5598, ACC1: 0.7081, ACC0: 0.6338, Gmean: 0.6699
2025-05-09 21:16:30 - 更新最佳测试结果 (Epoch 50): AUC 0.7011, PRE 0.2474, REC 0.7081, MF1 0.5598, ACC1 0.7081, ACC0 0.6338, Gmean 0.6699
2025-05-09 21:16:30 - Epoch 50, val mf1: 0.5621, val ACC1: 0.7226, val ACC0: 0.6318, val Gmean: 0.6757 (best 0.5621)
2025-05-09 21:16:31 - Epoch 51 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:16:31 - Epoch 51, 测试集 AUC: 0.7015, PRE: 0.2474, REC: 0.7035, MF1: 0.5602, ACC1: 0.7035, ACC0: 0.6361, Gmean: 0.6690
2025-05-09 21:16:31 - 更新最佳测试结果 (Epoch 51): AUC 0.7015, PRE 0.2474, REC 0.7035, MF1 0.5602, ACC1 0.7035, ACC0 0.6361, Gmean 0.6690
2025-05-09 21:16:31 - Epoch 51, val mf1: 0.5617, val ACC1: 0.7180, val ACC0: 0.6329, val Gmean: 0.6741 (best 0.5621)
2025-05-09 21:16:31 - Epoch 52 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:16:31 - Epoch 52, 测试集 AUC: 0.7018, PRE: 0.2473, REC: 0.7022, MF1: 0.5602, ACC1: 0.7022, ACC0: 0.6366, Gmean: 0.6686
2025-05-09 21:16:31 - 更新最佳测试结果 (Epoch 52): AUC 0.7018, PRE 0.2473, REC 0.7022, MF1 0.5602, ACC1 0.7022, ACC0 0.6366, Gmean 0.6686
2025-05-09 21:16:31 - Epoch 52, val mf1: 0.5622, val ACC1: 0.7185, val ACC0: 0.6335, val Gmean: 0.6746 (best 0.5622)
2025-05-09 21:16:32 - Epoch 53 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:16:32 - Epoch 53, 测试集 AUC: 0.7025, PRE: 0.2482, REC: 0.7060, MF1: 0.5610, ACC1: 0.7060, ACC0: 0.6364, Gmean: 0.6703
2025-05-09 21:16:32 - 更新最佳测试结果 (Epoch 53): AUC 0.7025, PRE 0.2482, REC 0.7060, MF1 0.5610, ACC1 0.7060, ACC0 0.6364, Gmean 0.6703
2025-05-09 21:16:32 - Epoch 53, val mf1: 0.5623, val ACC1: 0.7189, val ACC0: 0.6334, val Gmean: 0.6748 (best 0.5623)
2025-05-09 21:16:32 - Epoch 54 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:16:32 - Epoch 54, 测试集 AUC: 0.7032, PRE: 0.2491, REC: 0.7103, MF1: 0.5619, ACC1: 0.7103, ACC0: 0.6360, Gmean: 0.6722
2025-05-09 21:16:32 - 更新最佳测试结果 (Epoch 54): AUC 0.7032, PRE 0.2491, REC 0.7103, MF1 0.5619, ACC1 0.7103, ACC0 0.6360, Gmean 0.6722
2025-05-09 21:16:32 - Epoch 54, val mf1: 0.5624, val ACC1: 0.7199, val ACC0: 0.6333, val Gmean: 0.6752 (best 0.5624)
2025-05-09 21:16:33 - Epoch 55 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:16:33 - Epoch 55, 测试集 AUC: 0.7037, PRE: 0.2494, REC: 0.7146, MF1: 0.5619, ACC1: 0.7146, ACC0: 0.6345, Gmean: 0.6734
2025-05-09 21:16:33 - 更新最佳测试结果 (Epoch 55): AUC 0.7037, PRE 0.2494, REC 0.7146, MF1 0.5619, ACC1 0.7146, ACC0 0.6345, Gmean 0.6734
2025-05-09 21:16:33 - Epoch 55, val mf1: 0.5624, val ACC1: 0.7240, val ACC0: 0.6318, val Gmean: 0.6763 (best 0.5624)
2025-05-09 21:16:33 - Epoch 56 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:16:33 - Epoch 56, 测试集 AUC: 0.7038, PRE: 0.2493, REC: 0.7203, MF1: 0.5612, ACC1: 0.7203, ACC0: 0.6313, Gmean: 0.6743
2025-05-09 21:16:33 - 更新最佳测试结果 (Epoch 56): AUC 0.7038, PRE 0.2493, REC 0.7203, MF1 0.5612, ACC1 0.7203, ACC0 0.6313, Gmean 0.6743
2025-05-09 21:16:33 - Epoch 56, val mf1: 0.5618, val ACC1: 0.7304, val ACC0: 0.6284, val Gmean: 0.6775 (best 0.5624)
2025-05-09 21:16:34 - Epoch 57 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:16:34 - Epoch 57, 测试集 AUC: 0.7039, PRE: 0.2775, REC: 0.2014, MF1: 0.5618, ACC1: 0.2014, ACC0: 0.9109, Gmean: 0.4283
2025-05-09 21:16:34 - 更新最佳测试结果 (Epoch 57): AUC 0.7039, PRE 0.2775, REC 0.2014, MF1 0.5618, ACC1 0.2014, ACC0 0.9109, Gmean 0.4283
2025-05-09 21:16:34 - Epoch 57, val mf1: 0.5643, val ACC1: 0.2072, val ACC0: 0.9099, val Gmean: 0.4343 (best 0.5643)
2025-05-09 21:16:34 - Epoch 58 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:35 - Epoch 58, 测试集 AUC: 0.7046, PRE: 0.2752, REC: 0.2235, MF1: 0.5662, ACC1: 0.2235, ACC0: 0.8999, Gmean: 0.4485
2025-05-09 21:16:35 - 更新最佳测试结果 (Epoch 58): AUC 0.7046, PRE 0.2752, REC 0.2235, MF1 0.5662, ACC1 0.2235, ACC0 0.8999, Gmean 0.4485
2025-05-09 21:16:35 - Epoch 58, val mf1: 0.5694, val ACC1: 0.2311, val ACC0: 0.8988, val Gmean: 0.4558 (best 0.5694)
2025-05-09 21:16:35 - Epoch 59 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:16:35 - Epoch 59, 测试集 AUC: 0.7058, PRE: 0.2770, REC: 0.2504, MF1: 0.5724, ACC1: 0.2504, ACC0: 0.8889, Gmean: 0.4718
2025-05-09 21:16:35 - 更新最佳测试结果 (Epoch 59): AUC 0.7058, PRE 0.2770, REC 0.2504, MF1 0.5724, ACC1 0.2504, ACC0 0.8889, Gmean 0.4718
2025-05-09 21:16:35 - Epoch 59, val mf1: 0.5713, val ACC1: 0.2517, val ACC0: 0.8865, val Gmean: 0.4724 (best 0.5713)
2025-05-09 21:16:35 - Epoch 60 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:16:36 - Epoch 60, 有标签损失: 0.0550, 一致性损失: 0.0000, 伪标签损失: 1.1510, LPL损失: 23.4591, 聚类损失: 5.1949, 总损失: 1.4802
2025-05-09 21:16:36 - Epoch 60, 测试集 AUC: 0.7071, PRE: 0.2764, REC: 0.2721, MF1: 0.5760, ACC1: 0.2721, ACC0: 0.8789, Gmean: 0.4890
2025-05-09 21:16:36 - 更新最佳测试结果 (Epoch 60): AUC 0.7071, PRE 0.2764, REC 0.2721, MF1 0.5760, ACC1 0.2721, ACC0 0.8789, Gmean 0.4890
2025-05-09 21:16:36 - Epoch 60, val mf1: 0.5716, val ACC1: 0.2673, val ACC0: 0.8758, val Gmean: 0.4838 (best 0.5716)
2025-05-09 21:16:36 - Epoch 61 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:16:36 - Epoch 61, 测试集 AUC: 0.7088, PRE: 0.2732, REC: 0.2960, MF1: 0.5782, ACC1: 0.2960, ACC0: 0.8661, Gmean: 0.5063
2025-05-09 21:16:36 - 更新最佳测试结果 (Epoch 61): AUC 0.7088, PRE 0.2732, REC 0.2960, MF1 0.5782, ACC1 0.2960, ACC0 0.8661, Gmean 0.5063
2025-05-09 21:16:36 - Epoch 61, val mf1: 0.5770, val ACC1: 0.2971, val ACC0: 0.8635, val Gmean: 0.5065 (best 0.5770)
2025-05-09 21:16:36 - Epoch 62 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:16:37 - Epoch 62, 测试集 AUC: 0.7105, PRE: 0.2726, REC: 0.3136, MF1: 0.5802, ACC1: 0.3136, ACC0: 0.8577, Gmean: 0.5186
2025-05-09 21:16:37 - 更新最佳测试结果 (Epoch 62): AUC 0.7105, PRE 0.2726, REC 0.3136, MF1 0.5802, ACC1 0.3136, ACC0 0.8577, Gmean 0.5186
2025-05-09 21:16:37 - Epoch 62, val mf1: 0.5806, val ACC1: 0.3177, val ACC0: 0.8556, val Gmean: 0.5214 (best 0.5806)
2025-05-09 21:16:37 - Epoch 63 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:37 - Epoch 63, 测试集 AUC: 0.7123, PRE: 0.2751, REC: 0.3281, MF1: 0.5833, ACC1: 0.3281, ACC0: 0.8531, Gmean: 0.5290
2025-05-09 21:16:37 - 更新最佳测试结果 (Epoch 63): AUC 0.7123, PRE 0.2751, REC 0.3281, MF1 0.5833, ACC1 0.3281, ACC0 0.8531, Gmean 0.5290
2025-05-09 21:16:37 - Epoch 63, val mf1: 0.5824, val ACC1: 0.3301, val ACC0: 0.8506, val Gmean: 0.5299 (best 0.5824)
2025-05-09 21:16:37 - Epoch 64 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:16:38 - Epoch 64, 测试集 AUC: 0.7137, PRE: 0.2754, REC: 0.3254, MF1: 0.5831, ACC1: 0.3254, ACC0: 0.8545, Gmean: 0.5273
2025-05-09 21:16:38 - 更新最佳测试结果 (Epoch 64): AUC 0.7137, PRE 0.2754, REC 0.3254, MF1 0.5831, ACC1 0.3254, ACC0 0.8545, Gmean 0.5273
2025-05-09 21:16:38 - Epoch 64, val mf1: 0.5828, val ACC1: 0.3287, val ACC0: 0.8519, val Gmean: 0.5292 (best 0.5828)
2025-05-09 21:16:38 - Epoch 65 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:16:38 - Epoch 65, 测试集 AUC: 0.7150, PRE: 0.2795, REC: 0.3197, MF1: 0.5844, ACC1: 0.3197, ACC0: 0.8599, Gmean: 0.5243
2025-05-09 21:16:38 - 更新最佳测试结果 (Epoch 65): AUC 0.7150, PRE 0.2795, REC 0.3197, MF1 0.5844, ACC1 0.3197, ACC0 0.8599, Gmean 0.5243
2025-05-09 21:16:38 - Epoch 65, val mf1: 0.5838, val ACC1: 0.3223, val ACC0: 0.8574, val Gmean: 0.5257 (best 0.5838)
2025-05-09 21:16:39 - Epoch 66 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:16:39 - Epoch 66, 测试集 AUC: 0.7159, PRE: 0.2822, REC: 0.3026, MF1: 0.5833, ACC1: 0.3026, ACC0: 0.8692, Gmean: 0.5128
2025-05-09 21:16:39 - 更新最佳测试结果 (Epoch 66): AUC 0.7159, PRE 0.2822, REC 0.3026, MF1 0.5833, ACC1 0.3026, ACC0 0.8692, Gmean 0.5128
2025-05-09 21:16:39 - Epoch 66, val mf1: 0.5842, val ACC1: 0.3086, val ACC0: 0.8667, val Gmean: 0.5171 (best 0.5842)
2025-05-09 21:16:39 - Epoch 67 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:16:39 - Epoch 67, 测试集 AUC: 0.7165, PRE: 0.2886, REC: 0.2908, MF1: 0.5842, ACC1: 0.2908, ACC0: 0.8781, Gmean: 0.5053
2025-05-09 21:16:39 - 更新最佳测试结果 (Epoch 67): AUC 0.7165, PRE 0.2886, REC 0.2908, MF1 0.5842, ACC1 0.2908, ACC0 0.8781, Gmean 0.5053
2025-05-09 21:16:39 - Epoch 67, val mf1: 0.5831, val ACC1: 0.2925, val ACC0: 0.8754, val Gmean: 0.5060 (best 0.5842)
2025-05-09 21:16:40 - Epoch 68 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:16:40 - Epoch 68, 测试集 AUC: 0.7172, PRE: 0.2907, REC: 0.2856, MF1: 0.5842, ACC1: 0.2856, ACC0: 0.8815, Gmean: 0.5018
2025-05-09 21:16:40 - 更新最佳测试结果 (Epoch 68): AUC 0.7172, PRE 0.2907, REC 0.2856, MF1 0.5842, ACC1 0.2856, ACC0 0.8815, Gmean 0.5018
2025-05-09 21:16:40 - Epoch 68, val mf1: 0.5834, val ACC1: 0.2870, val ACC0: 0.8795, val Gmean: 0.5024 (best 0.5842)
2025-05-09 21:16:40 - Epoch 69 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:16:41 - Epoch 69, 测试集 AUC: 0.7179, PRE: 0.2918, REC: 0.2917, MF1: 0.5857, ACC1: 0.2917, ACC0: 0.8797, Gmean: 0.5066
2025-05-09 21:16:41 - 更新最佳测试结果 (Epoch 69): AUC 0.7179, PRE 0.2918, REC 0.2917, MF1 0.5857, ACC1 0.2917, ACC0 0.8797, Gmean 0.5066
2025-05-09 21:16:41 - Epoch 69, val mf1: 0.5847, val ACC1: 0.2934, val ACC0: 0.8771, val Gmean: 0.5073 (best 0.5847)
2025-05-09 21:16:41 - Epoch 70 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:41 - Epoch 70, 有标签损失: 0.0383, 一致性损失: 0.0000, 伪标签损失: 0.7569, LPL损失: 24.4533, 聚类损失: 7.2247, 总损失: 1.5721
2025-05-09 21:16:41 - Epoch 70, 测试集 AUC: 0.7187, PRE: 0.2944, REC: 0.3019, MF1: 0.5885, ACC1: 0.3019, ACC0: 0.8770, Gmean: 0.5145
2025-05-09 21:16:41 - 更新最佳测试结果 (Epoch 70): AUC 0.7187, PRE 0.2944, REC 0.3019, MF1 0.5885, ACC1 0.3019, ACC0 0.8770, Gmean 0.5145
2025-05-09 21:16:41 - Epoch 70, val mf1: 0.5865, val ACC1: 0.3035, val ACC0: 0.8732, val Gmean: 0.5148 (best 0.5865)
2025-05-09 21:16:41 - Epoch 71 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-09 21:16:41 - Epoch 71, 测试集 AUC: 0.7194, PRE: 0.2953, REC: 0.3041, MF1: 0.5893, ACC1: 0.3041, ACC0: 0.8766, Gmean: 0.5163
2025-05-09 21:16:41 - 更新最佳测试结果 (Epoch 71): AUC 0.7194, PRE 0.2953, REC 0.3041, MF1 0.5893, ACC1 0.3041, ACC0 0.8766, Gmean 0.5163
2025-05-09 21:16:41 - Epoch 71, val mf1: 0.5881, val ACC1: 0.3095, val ACC0: 0.8716, val Gmean: 0.5194 (best 0.5881)
2025-05-09 21:16:42 - Epoch 72 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:16:42 - Epoch 72, 测试集 AUC: 0.7200, PRE: 0.2982, REC: 0.3075, MF1: 0.5911, ACC1: 0.3075, ACC0: 0.8770, Gmean: 0.5193
2025-05-09 21:16:42 - 更新最佳测试结果 (Epoch 72): AUC 0.7200, PRE 0.2982, REC 0.3075, MF1 0.5911, ACC1 0.3075, ACC0 0.8770, Gmean 0.5193
2025-05-09 21:16:42 - Epoch 72, val mf1: 0.5885, val ACC1: 0.3109, val ACC0: 0.8713, val Gmean: 0.5205 (best 0.5885)
2025-05-09 21:16:42 - Epoch 73 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:16:43 - Epoch 73, 测试集 AUC: 0.7207, PRE: 0.2966, REC: 0.3213, MF1: 0.5926, ACC1: 0.3213, ACC0: 0.8705, Gmean: 0.5288
2025-05-09 21:16:43 - 更新最佳测试结果 (Epoch 73): AUC 0.7207, PRE 0.2966, REC 0.3213, MF1 0.5926, ACC1 0.3213, ACC0 0.8705, Gmean 0.5288
2025-05-09 21:16:43 - Epoch 73, val mf1: 0.5906, val ACC1: 0.3255, val ACC0: 0.8651, val Gmean: 0.5307 (best 0.5906)
2025-05-09 21:16:43 - Epoch 74 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:16:43 - Epoch 74, 测试集 AUC: 0.7215, PRE: 0.2927, REC: 0.3409, MF1: 0.5936, ACC1: 0.3409, ACC0: 0.8599, Gmean: 0.5415
2025-05-09 21:16:43 - 更新最佳测试结果 (Epoch 74): AUC 0.7215, PRE 0.2927, REC 0.3409, MF1 0.5936, ACC1 0.3409, ACC0 0.8599, Gmean 0.5415
2025-05-09 21:16:43 - Epoch 74, val mf1: 0.5935, val ACC1: 0.3471, val ACC0: 0.8562, val Gmean: 0.5451 (best 0.5935)
2025-05-09 21:16:43 - Epoch 75 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:16:44 - Epoch 75, 测试集 AUC: 0.7222, PRE: 0.2906, REC: 0.3705, MF1: 0.5961, ACC1: 0.3705, ACC0: 0.8463, Gmean: 0.5600
2025-05-09 21:16:44 - 更新最佳测试结果 (Epoch 75): AUC 0.7222, PRE 0.2906, REC 0.3705, MF1 0.5961, ACC1 0.3705, ACC0 0.8463, Gmean 0.5600
2025-05-09 21:16:44 - Epoch 75, val mf1: 0.5953, val ACC1: 0.3764, val ACC0: 0.8418, val Gmean: 0.5629 (best 0.5953)
2025-05-09 21:16:44 - Epoch 76 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:16:44 - Epoch 76, 测试集 AUC: 0.7227, PRE: 0.2847, REC: 0.4044, MF1: 0.5960, ACC1: 0.4044, ACC0: 0.8273, Gmean: 0.5784
2025-05-09 21:16:44 - 更新最佳测试结果 (Epoch 76): AUC 0.7227, PRE 0.2847, REC 0.4044, MF1 0.5960, ACC1 0.4044, ACC0 0.8273, Gmean 0.5784
2025-05-09 21:16:44 - Epoch 76, val mf1: 0.5952, val ACC1: 0.4072, val ACC0: 0.8247, val Gmean: 0.5794 (best 0.5953)
2025-05-09 21:16:44 - Epoch 77 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 21:16:45 - Epoch 77, 测试集 AUC: 0.7230, PRE: 0.2824, REC: 0.4414, MF1: 0.5972, ACC1: 0.4414, ACC0: 0.8093, Gmean: 0.5977
2025-05-09 21:16:45 - 更新最佳测试结果 (Epoch 77): AUC 0.7230, PRE 0.2824, REC 0.4414, MF1 0.5972, ACC1 0.4414, ACC0 0.8093, Gmean 0.5977
2025-05-09 21:16:45 - Epoch 77, val mf1: 0.5944, val ACC1: 0.4402, val ACC0: 0.8059, val Gmean: 0.5956 (best 0.5953)
2025-05-09 21:16:45 - Epoch 78 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:16:45 - Epoch 78, 测试集 AUC: 0.7230, PRE: 0.2768, REC: 0.4782, MF1: 0.5951, ACC1: 0.4782, ACC0: 0.7876, Gmean: 0.6137
2025-05-09 21:16:45 - 更新最佳测试结果 (Epoch 78): AUC 0.7230, PRE 0.2768, REC 0.4782, MF1 0.5951, ACC1 0.4782, ACC0 0.7876, Gmean 0.6137
2025-05-09 21:16:45 - Epoch 78, val mf1: 0.5955, val ACC1: 0.4846, val ACC0: 0.7850, val Gmean: 0.6168 (best 0.5955)
2025-05-09 21:16:45 - Epoch 79 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:16:46 - Epoch 79, 测试集 AUC: 0.7224, PRE: 0.2736, REC: 0.5087, MF1: 0.5935, ACC1: 0.5087, ACC0: 0.7704, Gmean: 0.6260
2025-05-09 21:16:46 - Epoch 79, val mf1: 0.5942, val ACC1: 0.5117, val ACC0: 0.7700, val Gmean: 0.6277 (best 0.5955)
2025-05-09 21:16:46 - Epoch 80 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:16:46 - Epoch 80, 有标签损失: 0.0032, 一致性损失: 0.0000, 伪标签损失: 1.1615, LPL损失: 18.0457, 聚类损失: 7.1045, 总损失: 2.0898
2025-05-09 21:16:46 - Epoch 80, 测试集 AUC: 0.7221, PRE: 0.2704, REC: 0.5252, MF1: 0.5911, ACC1: 0.5252, ACC0: 0.7591, Gmean: 0.6314
2025-05-09 21:16:46 - Epoch 80, val mf1: 0.5927, val ACC1: 0.5319, val ACC0: 0.7584, val Gmean: 0.6351 (best 0.5955)
2025-05-09 21:16:46 - Epoch 81 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:16:47 - Epoch 81, 测试集 AUC: 0.7223, PRE: 0.2709, REC: 0.5238, MF1: 0.5915, ACC1: 0.5238, ACC0: 0.7603, Gmean: 0.6311
2025-05-09 21:16:47 - Epoch 81, val mf1: 0.5915, val ACC1: 0.5273, val ACC0: 0.7587, val Gmean: 0.6325 (best 0.5955)
2025-05-09 21:16:47 - Epoch 82 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:16:47 - Epoch 82, 测试集 AUC: 0.7222, PRE: 0.2720, REC: 0.5225, MF1: 0.5924, ACC1: 0.5225, ACC0: 0.7623, Gmean: 0.6311
2025-05-09 21:16:47 - Epoch 82, val mf1: 0.5914, val ACC1: 0.5232, val ACC0: 0.7606, val Gmean: 0.6308 (best 0.5955)
2025-05-09 21:16:47 - Epoch 83 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:48 - Epoch 83, 测试集 AUC: 0.7220, PRE: 0.2712, REC: 0.5157, MF1: 0.5917, ACC1: 0.5157, ACC0: 0.7644, Gmean: 0.6279
2025-05-09 21:16:48 - Epoch 83, val mf1: 0.5917, val ACC1: 0.5186, val ACC0: 0.7632, val Gmean: 0.6291 (best 0.5955)
2025-05-09 21:16:48 - Epoch 84 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:16:48 - Epoch 84, 测试集 AUC: 0.7215, PRE: 0.2713, REC: 0.5094, MF1: 0.5917, ACC1: 0.5094, ACC0: 0.7675, Gmean: 0.6252
2025-05-09 21:16:48 - Epoch 84, val mf1: 0.5911, val ACC1: 0.5103, val ACC0: 0.7661, val Gmean: 0.6253 (best 0.5955)
2025-05-09 21:16:48 - Epoch 85 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:16:49 - Epoch 85, 测试集 AUC: 0.7207, PRE: 0.2713, REC: 0.5033, MF1: 0.5915, ACC1: 0.5033, ACC0: 0.7702, Gmean: 0.6226
2025-05-09 21:16:49 - Epoch 85, val mf1: 0.5908, val ACC1: 0.5016, val ACC0: 0.7700, val Gmean: 0.6215 (best 0.5955)
2025-05-09 21:16:49 - Epoch 86 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:16:49 - Epoch 86, 测试集 AUC: 0.7205, PRE: 0.2721, REC: 0.4992, MF1: 0.5921, ACC1: 0.4992, ACC0: 0.7730, Gmean: 0.6212
2025-05-09 21:16:49 - Epoch 86, val mf1: 0.5915, val ACC1: 0.4989, val ACC0: 0.7723, val Gmean: 0.6207 (best 0.5955)
2025-05-09 21:16:49 - Epoch 87 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:16:50 - Epoch 87, 测试集 AUC: 0.7200, PRE: 0.2721, REC: 0.4906, MF1: 0.5919, ACC1: 0.4906, ACC0: 0.7768, Gmean: 0.6174
2025-05-09 21:16:50 - Epoch 87, val mf1: 0.5907, val ACC1: 0.4892, val ACC0: 0.7758, val Gmean: 0.6161 (best 0.5955)
2025-05-09 21:16:50 - Epoch 88 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:16:50 - Epoch 88, 测试集 AUC: 0.7200, PRE: 0.2730, REC: 0.4823, MF1: 0.5924, ACC1: 0.4823, ACC0: 0.7817, Gmean: 0.6140
2025-05-09 21:16:50 - Epoch 88, val mf1: 0.5903, val ACC1: 0.4791, val ACC0: 0.7801, val Gmean: 0.6114 (best 0.5955)
2025-05-09 21:16:50 - Epoch 89 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:51 - Epoch 89, 测试集 AUC: 0.7197, PRE: 0.2746, REC: 0.4696, MF1: 0.5932, ACC1: 0.4696, ACC0: 0.7891, Gmean: 0.6088
2025-05-09 21:16:51 - Epoch 89, val mf1: 0.5908, val ACC1: 0.4672, val ACC0: 0.7869, val Gmean: 0.6063 (best 0.5955)
2025-05-09 21:16:51 - Epoch 90 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:16:51 - Epoch 90, 有标签损失: 0.0167, 一致性损失: 0.0000, 伪标签损失: 1.7767, LPL损失: 23.3019, 聚类损失: 9.3536, 总损失: 1.7123
2025-05-09 21:16:51 - Epoch 90, 测试集 AUC: 0.7193, PRE: 0.2763, REC: 0.4599, MF1: 0.5940, ACC1: 0.4599, ACC0: 0.7952, Gmean: 0.6048
2025-05-09 21:16:51 - Epoch 90, val mf1: 0.5905, val ACC1: 0.4548, val ACC0: 0.7926, val Gmean: 0.6004 (best 0.5955)
2025-05-09 21:16:51 - Epoch 91 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:16:52 - Epoch 91, 测试集 AUC: 0.7189, PRE: 0.2774, REC: 0.4457, MF1: 0.5941, ACC1: 0.4457, ACC0: 0.8026, Gmean: 0.5981
2025-05-09 21:16:52 - Epoch 91, val mf1: 0.5904, val ACC1: 0.4397, val ACC0: 0.8003, val Gmean: 0.5932 (best 0.5955)
2025-05-09 21:16:52 - Epoch 92 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:16:52 - Epoch 92, 测试集 AUC: 0.7184, PRE: 0.2767, REC: 0.4294, MF1: 0.5928, ACC1: 0.4294, ACC0: 0.8092, Gmean: 0.5895
2025-05-09 21:16:52 - Epoch 92, val mf1: 0.5899, val ACC1: 0.4241, val ACC0: 0.8077, val Gmean: 0.5853 (best 0.5955)
2025-05-09 21:16:52 - Epoch 93 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:16:53 - Epoch 93, 测试集 AUC: 0.7185, PRE: 0.2776, REC: 0.4274, MF1: 0.5933, ACC1: 0.4274, ACC0: 0.8109, Gmean: 0.5887
2025-05-09 21:16:53 - Epoch 93, val mf1: 0.5906, val ACC1: 0.4223, val ACC0: 0.8099, val Gmean: 0.5848 (best 0.5955)
2025-05-09 21:16:53 - Epoch 94 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:16:53 - Epoch 94, 测试集 AUC: 0.7185, PRE: 0.2777, REC: 0.4238, MF1: 0.5931, ACC1: 0.4238, ACC0: 0.8126, Gmean: 0.5868
2025-05-09 21:16:53 - Epoch 94, val mf1: 0.5908, val ACC1: 0.4191, val ACC0: 0.8118, val Gmean: 0.5833 (best 0.5955)
2025-05-09 21:16:54 - Epoch 95 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:16:54 - Epoch 95, 测试集 AUC: 0.7185, PRE: 0.2781, REC: 0.4249, MF1: 0.5934, ACC1: 0.4249, ACC0: 0.8125, Gmean: 0.5876
2025-05-09 21:16:54 - Epoch 95, val mf1: 0.5899, val ACC1: 0.4172, val ACC0: 0.8115, val Gmean: 0.5819 (best 0.5955)
2025-05-09 21:16:54 - Epoch 96 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:16:54 - Epoch 96, 测试集 AUC: 0.7183, PRE: 0.2782, REC: 0.4281, MF1: 0.5937, ACC1: 0.4281, ACC0: 0.8112, Gmean: 0.5893
2025-05-09 21:16:54 - Epoch 96, val mf1: 0.5900, val ACC1: 0.4195, val ACC0: 0.8105, val Gmean: 0.5831 (best 0.5955)
2025-05-09 21:16:55 - Epoch 97 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:16:55 - Epoch 97, 测试集 AUC: 0.7183, PRE: 0.2778, REC: 0.4351, MF1: 0.5938, ACC1: 0.4351, ACC0: 0.8077, Gmean: 0.5928
2025-05-09 21:16:55 - Epoch 97, val mf1: 0.5905, val ACC1: 0.4269, val ACC0: 0.8072, val Gmean: 0.5870 (best 0.5955)
2025-05-09 21:16:55 - Epoch 98 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:16:56 - Epoch 98, 测试集 AUC: 0.7182, PRE: 0.2785, REC: 0.4464, MF1: 0.5949, ACC1: 0.4464, ACC0: 0.8034, Gmean: 0.5988
2025-05-09 21:16:56 - Epoch 98, val mf1: 0.5903, val ACC1: 0.4374, val ACC0: 0.8014, val Gmean: 0.5921 (best 0.5955)
2025-05-09 21:16:56 - Epoch 99 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:16:56 - Epoch 99, 测试集 AUC: 0.7187, PRE: 0.2769, REC: 0.4599, MF1: 0.5944, ACC1: 0.4599, ACC0: 0.7958, Gmean: 0.6050
2025-05-09 21:16:56 - Epoch 99, val mf1: 0.5898, val ACC1: 0.4507, val ACC0: 0.7938, val Gmean: 0.5981 (best 0.5955)
2025-05-09 21:16:56 - Epoch 100 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:16:57 - Epoch 100, 有标签损失: 0.0023, 一致性损失: 0.0000, 伪标签损失: 1.3781, LPL损失: 23.1404, 聚类损失: 9.2367, 总损失: 0.9594
2025-05-09 21:16:57 - Epoch 100, 测试集 AUC: 0.7192, PRE: 0.2759, REC: 0.4674, MF1: 0.5941, ACC1: 0.4674, ACC0: 0.7915, Gmean: 0.6082
2025-05-09 21:16:57 - Epoch 100, val mf1: 0.5895, val ACC1: 0.4590, val ACC0: 0.7891, val Gmean: 0.6018 (best 0.5955)
2025-05-09 21:16:57 - Epoch 101 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:16:57 - Epoch 101, 测试集 AUC: 0.7194, PRE: 0.2747, REC: 0.4807, MF1: 0.5936, ACC1: 0.4807, ACC0: 0.7842, Gmean: 0.6140
2025-05-09 21:16:57 - Epoch 101, val mf1: 0.5902, val ACC1: 0.4755, val ACC0: 0.7818, val Gmean: 0.6097 (best 0.5955)
2025-05-09 21:16:57 - Epoch 102 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-09 21:16:58 - Epoch 102, 测试集 AUC: 0.7194, PRE: 0.2739, REC: 0.4848, MF1: 0.5931, ACC1: 0.4848, ACC0: 0.7815, Gmean: 0.6155
2025-05-09 21:16:58 - Epoch 102, val mf1: 0.5896, val ACC1: 0.4801, val ACC0: 0.7787, val Gmean: 0.6114 (best 0.5955)
2025-05-09 21:16:58 - Epoch 103 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:16:58 - Epoch 103, 测试集 AUC: 0.7195, PRE: 0.2730, REC: 0.4875, MF1: 0.5925, ACC1: 0.4875, ACC0: 0.7793, Gmean: 0.6164
2025-05-09 21:16:58 - Epoch 103, val mf1: 0.5884, val ACC1: 0.4814, val ACC0: 0.7763, val Gmean: 0.6113 (best 0.5955)
2025-05-09 21:16:58 - Epoch 104 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:16:59 - Epoch 104, 测试集 AUC: 0.7200, PRE: 0.2720, REC: 0.4983, MF1: 0.5920, ACC1: 0.4983, ACC0: 0.7732, Gmean: 0.6207
2025-05-09 21:16:59 - Epoch 104, val mf1: 0.5877, val ACC1: 0.4924, val ACC0: 0.7697, val Gmean: 0.6157 (best 0.5955)
2025-05-09 21:16:59 - Epoch 105 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:16:59 - Epoch 105, 测试集 AUC: 0.7204, PRE: 0.2709, REC: 0.5089, MF1: 0.5914, ACC1: 0.5089, ACC0: 0.7672, Gmean: 0.6249
2025-05-09 21:16:59 - Epoch 105, val mf1: 0.5866, val ACC1: 0.5039, val ACC0: 0.7625, val Gmean: 0.6199 (best 0.5955)
2025-05-09 21:16:59 - Epoch 106 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:17:00 - Epoch 106, 测试集 AUC: 0.7208, PRE: 0.2707, REC: 0.5130, MF1: 0.5912, ACC1: 0.5130, ACC0: 0.7651, Gmean: 0.6265
2025-05-09 21:17:00 - Epoch 106, val mf1: 0.5867, val ACC1: 0.5080, val ACC0: 0.7608, val Gmean: 0.6217 (best 0.5955)
2025-05-09 21:17:00 - Epoch 107 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:17:00 - Epoch 107, 测试集 AUC: 0.7211, PRE: 0.2701, REC: 0.5164, MF1: 0.5908, ACC1: 0.5164, ACC0: 0.7628, Gmean: 0.6276
2025-05-09 21:17:00 - Epoch 107, val mf1: 0.5869, val ACC1: 0.5122, val ACC0: 0.7590, val Gmean: 0.6235 (best 0.5955)
2025-05-09 21:17:00 - Epoch 108 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:17:01 - Epoch 108, 测试集 AUC: 0.7209, PRE: 0.2706, REC: 0.5216, MF1: 0.5912, ACC1: 0.5216, ACC0: 0.7609, Gmean: 0.6300
2025-05-09 21:17:01 - Epoch 108, val mf1: 0.5853, val ACC1: 0.5122, val ACC0: 0.7566, val Gmean: 0.6225 (best 0.5955)
2025-05-09 21:17:01 - Epoch 109 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-09 21:17:01 - Epoch 109, 测试集 AUC: 0.7211, PRE: 0.2687, REC: 0.5277, MF1: 0.5897, ACC1: 0.5277, ACC0: 0.7559, Gmean: 0.6315
2025-05-09 21:17:01 - Epoch 109, val mf1: 0.5850, val ACC1: 0.5190, val ACC0: 0.7529, val Gmean: 0.6251 (best 0.5955)
2025-05-09 21:17:01 - Epoch 110 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:17:02 - Epoch 110, 有标签损失: 0.0047, 一致性损失: 0.0000, 伪标签损失: 1.2030, LPL损失: 21.2258, 聚类损失: 9.7447, 总损失: 1.1948
2025-05-09 21:17:02 - Epoch 110, 测试集 AUC: 0.7210, PRE: 0.2693, REC: 0.5310, MF1: 0.5902, ACC1: 0.5310, ACC0: 0.7550, Gmean: 0.6332
2025-05-09 21:17:02 - Epoch 110, val mf1: 0.5841, val ACC1: 0.5177, val ACC0: 0.7523, val Gmean: 0.6240 (best 0.5955)
2025-05-09 21:17:02 - Epoch 111 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:17:02 - Epoch 111, 测试集 AUC: 0.7211, PRE: 0.2693, REC: 0.5365, MF1: 0.5902, ACC1: 0.5365, ACC0: 0.7525, Gmean: 0.6354
2025-05-09 21:17:02 - Epoch 111, val mf1: 0.5831, val ACC1: 0.5218, val ACC0: 0.7488, val Gmean: 0.6251 (best 0.5955)
2025-05-09 21:17:02 - Epoch 112 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:17:03 - Epoch 112, 测试集 AUC: 0.7213, PRE: 0.2706, REC: 0.5295, MF1: 0.5913, ACC1: 0.5295, ACC0: 0.7573, Gmean: 0.6332
2025-05-09 21:17:03 - Epoch 112, val mf1: 0.5832, val ACC1: 0.5131, val ACC0: 0.7530, val Gmean: 0.6216 (best 0.5955)
2025-05-09 21:17:03 - Epoch 113 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:17:03 - Epoch 113, 测试集 AUC: 0.7216, PRE: 0.2716, REC: 0.5247, MF1: 0.5921, ACC1: 0.5247, ACC0: 0.7608, Gmean: 0.6318
2025-05-09 21:17:03 - Epoch 113, val mf1: 0.5843, val ACC1: 0.5099, val ACC0: 0.7563, val Gmean: 0.6210 (best 0.5955)
2025-05-09 21:17:03 - Epoch 114 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:17:04 - Epoch 114, 测试集 AUC: 0.7218, PRE: 0.2716, REC: 0.5234, MF1: 0.5920, ACC1: 0.5234, ACC0: 0.7613, Gmean: 0.6312
2025-05-09 21:17:04 - Epoch 114, val mf1: 0.5856, val ACC1: 0.5112, val ACC0: 0.7575, val Gmean: 0.6223 (best 0.5955)
2025-05-09 21:17:04 - Epoch 115 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:17:04 - Epoch 115, 测试集 AUC: 0.7218, PRE: 0.2715, REC: 0.5272, MF1: 0.5921, ACC1: 0.5272, ACC0: 0.7596, Gmean: 0.6328
2025-05-09 21:17:04 - Epoch 115, val mf1: 0.5851, val ACC1: 0.5144, val ACC0: 0.7552, val Gmean: 0.6233 (best 0.5955)
2025-05-09 21:17:04 - Epoch 116 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:17:05 - Epoch 116, 测试集 AUC: 0.7215, PRE: 0.2716, REC: 0.5360, MF1: 0.5921, ACC1: 0.5360, ACC0: 0.7556, Gmean: 0.6364
2025-05-09 21:17:05 - Epoch 116, val mf1: 0.5839, val ACC1: 0.5213, val ACC0: 0.7502, val Gmean: 0.6254 (best 0.5955)
2025-05-09 21:17:05 - Epoch 117 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:17:05 - Epoch 117, 测试集 AUC: 0.7211, PRE: 0.2699, REC: 0.5484, MF1: 0.5907, ACC1: 0.5484, ACC0: 0.7478, Gmean: 0.6404
2025-05-09 21:17:05 - Epoch 117, val mf1: 0.5823, val ACC1: 0.5309, val ACC0: 0.7433, val Gmean: 0.6282 (best 0.5955)
2025-05-09 21:17:05 - Epoch 118 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:17:05 - Epoch 118, 测试集 AUC: 0.7205, PRE: 0.2673, REC: 0.5640, MF1: 0.5883, ACC1: 0.5640, ACC0: 0.7372, Gmean: 0.6448
2025-05-09 21:17:05 - Epoch 118, val mf1: 0.5817, val ACC1: 0.5484, val ACC0: 0.7343, val Gmean: 0.6345 (best 0.5955)
2025-05-09 21:17:06 - Epoch 119 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:17:06 - Epoch 119, 测试集 AUC: 0.7201, PRE: 0.2652, REC: 0.5805, MF1: 0.5862, ACC1: 0.5805, ACC0: 0.7266, Gmean: 0.6494
2025-05-09 21:17:06 - Epoch 119, val mf1: 0.5806, val ACC1: 0.5653, val ACC0: 0.7249, val Gmean: 0.6402 (best 0.5955)
2025-05-09 21:17:06 - Epoch 120 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:17:06 - Epoch 120, 有标签损失: 0.0056, 一致性损失: 0.0000, 伪标签损失: 1.4228, LPL损失: 19.4067, 聚类损失: 11.6098, 总损失: 0.4981
2025-05-09 21:17:06 - Epoch 120, 测试集 AUC: 0.7196, PRE: 0.2931, REC: 0.3091, MF1: 0.5891, ACC1: 0.3091, ACC0: 0.8733, Gmean: 0.5196
2025-05-09 21:17:06 - Epoch 120, val mf1: 0.5795, val ACC1: 0.2934, val ACC0: 0.8696, val Gmean: 0.5052 (best 0.5955)
2025-05-09 21:17:07 - Epoch 121 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:17:07 - Epoch 121, 测试集 AUC: 0.7193, PRE: 0.2926, REC: 0.3278, MF1: 0.5917, ACC1: 0.3278, ACC0: 0.8653, Gmean: 0.5326
2025-05-09 21:17:07 - Epoch 121, val mf1: 0.5797, val ACC1: 0.3040, val ACC0: 0.8632, val Gmean: 0.5122 (best 0.5955)
2025-05-09 21:17:07 - Epoch 122 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:17:07 - Epoch 122, 测试集 AUC: 0.7190, PRE: 0.2913, REC: 0.3369, MF1: 0.5924, ACC1: 0.3369, ACC0: 0.8607, Gmean: 0.5385
2025-05-09 21:17:07 - Epoch 122, val mf1: 0.5806, val ACC1: 0.3136, val ACC0: 0.8582, val Gmean: 0.5188 (best 0.5955)
2025-05-09 21:17:07 - Epoch 123 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:17:08 - Epoch 123, 测试集 AUC: 0.7185, PRE: 0.2897, REC: 0.3439, MF1: 0.5925, ACC1: 0.3439, ACC0: 0.8566, Gmean: 0.5427
2025-05-09 21:17:08 - Epoch 123, val mf1: 0.5806, val ACC1: 0.3196, val ACC0: 0.8544, val Gmean: 0.5225 (best 0.5955)
2025-05-09 21:17:08 - Epoch 124 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:17:08 - Epoch 124, 测试集 AUC: 0.7176, PRE: 0.2900, REC: 0.3473, MF1: 0.5931, ACC1: 0.3473, ACC0: 0.8555, Gmean: 0.5450
2025-05-09 21:17:08 - Epoch 124, val mf1: 0.5812, val ACC1: 0.3246, val ACC0: 0.8522, val Gmean: 0.5260 (best 0.5955)
2025-05-09 21:17:08 - Epoch 125 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:17:09 - Epoch 125, 测试集 AUC: 0.7163, PRE: 0.2879, REC: 0.3466, MF1: 0.5919, ACC1: 0.3466, ACC0: 0.8543, Gmean: 0.5441
2025-05-09 21:17:09 - Epoch 125, val mf1: 0.5800, val ACC1: 0.3237, val ACC0: 0.8511, val Gmean: 0.5249 (best 0.5955)
2025-05-09 21:17:09 - Epoch 126 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:17:09 - Epoch 126, 测试集 AUC: 0.7148, PRE: 0.2860, REC: 0.3448, MF1: 0.5908, ACC1: 0.3448, ACC0: 0.8537, Gmean: 0.5425
2025-05-09 21:17:09 - Epoch 126, val mf1: 0.5812, val ACC1: 0.3278, val ACC0: 0.8502, val Gmean: 0.5279 (best 0.5955)
2025-05-09 21:17:09 - Epoch 127 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:17:10 - Epoch 127, 测试集 AUC: 0.7125, PRE: 0.2843, REC: 0.3403, MF1: 0.5894, ACC1: 0.3403, ACC0: 0.8544, Gmean: 0.5392
2025-05-09 21:17:10 - Epoch 127, val mf1: 0.5812, val ACC1: 0.3265, val ACC0: 0.8511, val Gmean: 0.5271 (best 0.5955)
2025-05-09 21:17:10 - Epoch 128 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:17:10 - Epoch 128, 测试集 AUC: 0.7096, PRE: 0.2841, REC: 0.3375, MF1: 0.5889, ACC1: 0.3375, ACC0: 0.8554, Gmean: 0.5373
2025-05-09 21:17:10 - Epoch 128, val mf1: 0.5799, val ACC1: 0.3210, val ACC0: 0.8526, val Gmean: 0.5231 (best 0.5955)
2025-05-09 21:17:10 - Epoch 129 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:17:11 - Epoch 129, 测试集 AUC: 0.7090, PRE: 0.2914, REC: 0.3240, MF1: 0.5906, ACC1: 0.3240, ACC0: 0.8661, Gmean: 0.5297
2025-05-09 21:17:11 - Epoch 129, val mf1: 0.5795, val ACC1: 0.3049, val ACC0: 0.8622, val Gmean: 0.5127 (best 0.5955)
2025-05-09 21:17:11 - Epoch 130 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:17:11 - Epoch 130, 有标签损失: 0.0011, 一致性损失: 0.0000, 伪标签损失: 1.5345, LPL损失: 22.0971, 聚类损失: 9.7698, 总损失: 0.4357
2025-05-09 21:17:11 - Epoch 130, 测试集 AUC: 0.7092, PRE: 0.2929, REC: 0.3118, MF1: 0.5894, ACC1: 0.3118, ACC0: 0.8720, Gmean: 0.5214
2025-05-09 21:17:11 - Epoch 130, val mf1: 0.5782, val ACC1: 0.2925, val ACC0: 0.8684, val Gmean: 0.5040 (best 0.5955)
2025-05-09 21:17:11 - Epoch 131 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:17:12 - Epoch 131, 测试集 AUC: 0.7098, PRE: 0.2969, REC: 0.3023, MF1: 0.5896, ACC1: 0.3023, ACC0: 0.8783, Gmean: 0.5153
2025-05-09 21:17:12 - Epoch 131, val mf1: 0.5781, val ACC1: 0.2843, val ACC0: 0.8737, val Gmean: 0.4984 (best 0.5955)
2025-05-09 21:17:12 - Epoch 132 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:17:12 - Epoch 132, 测试集 AUC: 0.7102, PRE: 0.2683, REC: 0.5170, MF1: 0.5893, ACC1: 0.5170, ACC0: 0.7603, Gmean: 0.6270
2025-05-09 21:17:12 - Epoch 132, val mf1: 0.5768, val ACC1: 0.4938, val ACC0: 0.7527, val Gmean: 0.6097 (best 0.5955)
2025-05-09 21:17:12 - Epoch 133 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:17:13 - Epoch 133, 测试集 AUC: 0.7104, PRE: 0.2696, REC: 0.5046, MF1: 0.5903, ACC1: 0.5046, ACC0: 0.7676, Gmean: 0.6224
2025-05-09 21:17:13 - Epoch 133, val mf1: 0.5785, val ACC1: 0.4837, val ACC0: 0.7603, val Gmean: 0.6064 (best 0.5955)
2025-05-09 21:17:13 - Epoch 134 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:17:13 - Epoch 134, 测试集 AUC: 0.7103, PRE: 0.2711, REC: 0.4936, MF1: 0.5912, ACC1: 0.4936, ACC0: 0.7744, Gmean: 0.6182
2025-05-09 21:17:13 - Epoch 134, val mf1: 0.5786, val ACC1: 0.4732, val ACC0: 0.7657, val Gmean: 0.6019 (best 0.5955)
2025-05-09 21:17:13 - Epoch 135 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:17:14 - Epoch 135, 测试集 AUC: 0.7109, PRE: 0.2745, REC: 0.4579, MF1: 0.5927, ACC1: 0.4579, ACC0: 0.7943, Gmean: 0.6031
2025-05-09 21:17:14 - Epoch 135, val mf1: 0.5802, val ACC1: 0.4374, val ACC0: 0.7863, val Gmean: 0.5865 (best 0.5955)
2025-05-09 21:17:14 - Epoch 136 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:17:14 - Epoch 136, 测试集 AUC: 0.7120, PRE: 0.2789, REC: 0.4127, MF1: 0.5931, ACC1: 0.4127, ACC0: 0.8186, Gmean: 0.5813
2025-05-09 21:17:14 - Epoch 136, val mf1: 0.5825, val ACC1: 0.3961, val ACC0: 0.8121, val Gmean: 0.5672 (best 0.5955)
2025-05-09 21:17:14 - Epoch 137 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:17:15 - Epoch 137, 测试集 AUC: 0.7140, PRE: 0.2880, REC: 0.3744, MF1: 0.5951, ACC1: 0.3744, ACC0: 0.8427, Gmean: 0.5617
2025-05-09 21:17:15 - Epoch 137, val mf1: 0.5821, val ACC1: 0.3526, val ACC0: 0.8366, val Gmean: 0.5431 (best 0.5955)
2025-05-09 21:17:15 - Epoch 138 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:17:15 - Epoch 138, 测试集 AUC: 0.7155, PRE: 0.2936, REC: 0.3317, MF1: 0.5927, ACC1: 0.3317, ACC0: 0.8644, Gmean: 0.5354
2025-05-09 21:17:15 - Epoch 138, val mf1: 0.5837, val ACC1: 0.3196, val ACC0: 0.8589, val Gmean: 0.5239 (best 0.5955)
2025-05-09 21:17:15 - Epoch 139 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 21:17:16 - Epoch 139, 测试集 AUC: 0.7165, PRE: 0.3030, REC: 0.3050, MF1: 0.5926, ACC1: 0.3050, ACC0: 0.8807, Gmean: 0.5183
2025-05-09 21:17:16 - Epoch 139, val mf1: 0.5835, val ACC1: 0.2912, val ACC0: 0.8769, val Gmean: 0.5053 (best 0.5955)
2025-05-09 21:17:16 - Epoch 140 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-09 21:17:16 - Epoch 140, 有标签损失: 0.0088, 一致性损失: 0.0000, 伪标签损失: 1.6227, LPL损失: 19.9429, 聚类损失: 10.9577, 总损失: 0.2760
2025-05-09 21:17:16 - Epoch 140, 测试集 AUC: 0.7170, PRE: 0.3106, REC: 0.2825, MF1: 0.5912, ACC1: 0.2825, ACC0: 0.8934, Gmean: 0.5023
2025-05-09 21:17:16 - Epoch 140, val mf1: 0.5834, val ACC1: 0.2701, val ACC0: 0.8910, val Gmean: 0.4905 (best 0.5955)
2025-05-09 21:17:16 - Epoch 141 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:17:17 - Epoch 141, 测试集 AUC: 0.7177, PRE: 0.3158, REC: 0.2612, MF1: 0.5883, ACC1: 0.2612, ACC0: 0.9038, Gmean: 0.4859
2025-05-09 21:17:17 - Epoch 141, val mf1: 0.5790, val ACC1: 0.2462, val ACC0: 0.9015, val Gmean: 0.4711 (best 0.5955)
2025-05-09 21:17:17 - Epoch 142 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:17:17 - Epoch 142, 测试集 AUC: 0.7187, PRE: 0.2781, REC: 0.4884, MF1: 0.5964, ACC1: 0.4884, ACC0: 0.7845, Gmean: 0.6190
2025-05-09 21:17:17 - Epoch 142, val mf1: 0.5804, val ACC1: 0.4608, val ACC0: 0.7746, val Gmean: 0.5974 (best 0.5955)
2025-05-09 21:17:17 - Epoch 143 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:17:18 - Epoch 143, 测试集 AUC: 0.7193, PRE: 0.2809, REC: 0.4656, MF1: 0.5975, ACC1: 0.4656, ACC0: 0.7974, Gmean: 0.6093
2025-05-09 21:17:18 - Epoch 143, val mf1: 0.5818, val ACC1: 0.4392, val ACC0: 0.7879, val Gmean: 0.5883 (best 0.5955)
2025-05-09 21:17:18 - Epoch 144 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-09 21:17:18 - Epoch 144, 测试集 AUC: 0.7200, PRE: 0.2837, REC: 0.4419, MF1: 0.5981, ACC1: 0.4419, ACC0: 0.8104, Gmean: 0.5984
2025-05-09 21:17:18 - Epoch 144, val mf1: 0.5833, val ACC1: 0.4177, val ACC0: 0.8015, val Gmean: 0.5786 (best 0.5955)
2025-05-09 21:17:18 - Epoch 145 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:17:18 - Epoch 145, 测试集 AUC: 0.7204, PRE: 0.2868, REC: 0.4231, MF1: 0.5988, ACC1: 0.4231, ACC0: 0.8211, Gmean: 0.5894
2025-05-09 21:17:18 - Epoch 145, val mf1: 0.5839, val ACC1: 0.3994, val ACC0: 0.8124, val Gmean: 0.5696 (best 0.5955)
2025-05-09 21:17:19 - Epoch 146 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-09 21:17:19 - Epoch 146, 测试集 AUC: 0.7210, PRE: 0.2903, REC: 0.4075, MF1: 0.5996, ACC1: 0.4075, ACC0: 0.8307, Gmean: 0.5818
2025-05-09 21:17:19 - Epoch 146, val mf1: 0.5846, val ACC1: 0.3833, val ACC0: 0.8224, val Gmean: 0.5615 (best 0.5955)
2025-05-09 21:17:19 - Epoch 147 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:17:19 - Epoch 147, 测试集 AUC: 0.7213, PRE: 0.2920, REC: 0.3897, MF1: 0.5989, ACC1: 0.3897, ACC0: 0.8394, Gmean: 0.5719
2025-05-09 21:17:19 - Epoch 147, val mf1: 0.5873, val ACC1: 0.3718, val ACC0: 0.8328, val Gmean: 0.5565 (best 0.5955)
2025-05-09 21:17:20 - Epoch 148 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:17:20 - Epoch 148, 测试集 AUC: 0.7215, PRE: 0.2956, REC: 0.3780, MF1: 0.5996, ACC1: 0.3780, ACC0: 0.8469, Gmean: 0.5658
2025-05-09 21:17:20 - Epoch 148, val mf1: 0.5861, val ACC1: 0.3558, val ACC0: 0.8405, val Gmean: 0.5468 (best 0.5955)
2025-05-09 21:17:20 - Epoch 149 伪标签: 正样本: 179 (39.2%), 负样本: 278 (60.8%)
2025-05-09 21:17:20 - Epoch 149, 测试集 AUC: 0.7221, PRE: 0.2997, REC: 0.3624, MF1: 0.5998, ACC1: 0.3624, ACC0: 0.8560, Gmean: 0.5570
2025-05-09 21:17:20 - Epoch 149, val mf1: 0.5873, val ACC1: 0.3443, val ACC0: 0.8490, val Gmean: 0.5407 (best 0.5955)
2025-05-09 21:17:21 - Epoch 150 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-09 21:17:21 - Epoch 150, 有标签损失: 0.0016, 一致性损失: 0.0000, 伪标签损失: 1.2148, LPL损失: 17.0581, 聚类损失: 10.7829, 总损失: 0.2647
2025-05-09 21:17:21 - Epoch 150, 测试集 AUC: 0.7226, PRE: 0.3019, REC: 0.3531, MF1: 0.5996, ACC1: 0.3531, ACC0: 0.8612, Gmean: 0.5515
2025-05-09 21:17:21 - Epoch 150, val mf1: 0.5872, val ACC1: 0.3356, val ACC0: 0.8541, val Gmean: 0.5354 (best 0.5955)
2025-05-09 21:17:21 - Epoch 151 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:17:21 - Epoch 151, 测试集 AUC: 0.7231, PRE: 0.3033, REC: 0.3500, MF1: 0.5999, ACC1: 0.3500, ACC0: 0.8634, Gmean: 0.5497
2025-05-09 21:17:21 - 更新最佳测试结果 (Epoch 151): AUC 0.7231, PRE 0.3033, REC 0.3500, MF1 0.5999, ACC1 0.3500, ACC0 0.8634, Gmean 0.5497
2025-05-09 21:17:21 - Epoch 151, val mf1: 0.5880, val ACC1: 0.3315, val ACC0: 0.8578, val Gmean: 0.5332 (best 0.5955)
2025-05-09 21:17:22 - Epoch 152 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-09 21:17:22 - Epoch 152, 测试集 AUC: 0.7233, PRE: 0.3041, REC: 0.3513, MF1: 0.6005, ACC1: 0.3513, ACC0: 0.8634, Gmean: 0.5507
2025-05-09 21:17:22 - 更新最佳测试结果 (Epoch 152): AUC 0.7233, PRE 0.3041, REC 0.3513, MF1 0.6005, ACC1 0.3513, ACC0 0.8634, Gmean 0.5507
2025-05-09 21:17:22 - Epoch 152, val mf1: 0.5886, val ACC1: 0.3329, val ACC0: 0.8579, val Gmean: 0.5344 (best 0.5955)
2025-05-09 21:17:22 - Epoch 153 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-09 21:17:22 - Epoch 153, 测试集 AUC: 0.7235, PRE: 0.3040, REC: 0.3538, MF1: 0.6007, ACC1: 0.3538, ACC0: 0.8623, Gmean: 0.5523
2025-05-09 21:17:22 - 更新最佳测试结果 (Epoch 153): AUC 0.7235, PRE 0.3040, REC 0.3538, MF1 0.6007, ACC1 0.3538, ACC0 0.8623, Gmean 0.5523
2025-05-09 21:17:22 - Epoch 153, val mf1: 0.5889, val ACC1: 0.3352, val ACC0: 0.8568, val Gmean: 0.5359 (best 0.5955)
2025-05-09 21:17:23 - Epoch 154 伪标签: 正样本: 173 (37.9%), 负样本: 284 (62.1%)
2025-05-09 21:17:23 - Epoch 154, 测试集 AUC: 0.7239, PRE: 0.3058, REC: 0.3547, MF1: 0.6017, ACC1: 0.3547, ACC0: 0.8631, Gmean: 0.5533
2025-05-09 21:17:23 - 更新最佳测试结果 (Epoch 154): AUC 0.7239, PRE 0.3058, REC 0.3547, MF1 0.6017, ACC1 0.3547, ACC0 0.8631, Gmean 0.5533
2025-05-09 21:17:23 - Epoch 154, val mf1: 0.5891, val ACC1: 0.3352, val ACC0: 0.8571, val Gmean: 0.5360 (best 0.5955)
2025-05-09 21:17:23 - Epoch 155 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-09 21:17:23 - Epoch 155, 测试集 AUC: 0.7242, PRE: 0.3080, REC: 0.3547, MF1: 0.6028, ACC1: 0.3547, ACC0: 0.8645, Gmean: 0.5538
2025-05-09 21:17:23 - 更新最佳测试结果 (Epoch 155): AUC 0.7242, PRE 0.3080, REC 0.3547, MF1 0.6028, ACC1 0.3547, ACC0 0.8645, Gmean 0.5538
2025-05-09 21:17:23 - Epoch 155, val mf1: 0.5894, val ACC1: 0.3338, val ACC0: 0.8584, val Gmean: 0.5353 (best 0.5955)
2025-05-09 21:17:24 - Epoch 156 伪标签: 正样本: 185 (40.5%), 负样本: 272 (59.5%)
2025-05-09 21:17:24 - Epoch 156, 测试集 AUC: 0.7242, PRE: 0.3083, REC: 0.3534, MF1: 0.6027, ACC1: 0.3534, ACC0: 0.8652, Gmean: 0.5529
2025-05-09 21:17:24 - 更新最佳测试结果 (Epoch 156): AUC 0.7242, PRE 0.3083, REC 0.3534, MF1 0.6027, ACC1 0.3534, ACC0 0.8652, Gmean 0.5529
2025-05-09 21:17:24 - Epoch 156, val mf1: 0.5900, val ACC1: 0.3338, val ACC0: 0.8593, val Gmean: 0.5355 (best 0.5955)
2025-05-09 21:17:24 - Epoch 157 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 21:17:24 - Epoch 157, 测试集 AUC: 0.7240, PRE: 0.3096, REC: 0.3583, MF1: 0.6040, ACC1: 0.3583, ACC0: 0.8642, Gmean: 0.5565
2025-05-09 21:17:24 - Epoch 157, val mf1: 0.5900, val ACC1: 0.3352, val ACC0: 0.8584, val Gmean: 0.5364 (best 0.5955)
2025-05-09 21:17:25 - Epoch 158 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:17:25 - Epoch 158, 测试集 AUC: 0.7235, PRE: 0.3089, REC: 0.3610, MF1: 0.6041, ACC1: 0.3610, ACC0: 0.8627, Gmean: 0.5581
2025-05-09 21:17:25 - Epoch 158, val mf1: 0.5897, val ACC1: 0.3375, val ACC0: 0.8565, val Gmean: 0.5376 (best 0.5955)
2025-05-09 21:17:25 - Epoch 159 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:17:25 - Epoch 159, 测试集 AUC: 0.7226, PRE: 0.3091, REC: 0.3594, MF1: 0.6039, ACC1: 0.3594, ACC0: 0.8634, Gmean: 0.5571
2025-05-09 21:17:25 - Epoch 159, val mf1: 0.5902, val ACC1: 0.3365, val ACC0: 0.8578, val Gmean: 0.5373 (best 0.5955)
2025-05-09 21:17:25 - Epoch 160 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-09 21:17:26 - Epoch 160, 有标签损失: 0.0005, 一致性损失: 0.0000, 伪标签损失: 1.3039, LPL损失: 15.8656, 聚类损失: 9.8011, 总损失: 2.7061
2025-05-09 21:17:26 - Epoch 160, 测试集 AUC: 0.7233, PRE: 0.3122, REC: 0.3427, MF1: 0.6028, ACC1: 0.3427, ACC0: 0.8716, Gmean: 0.5466
2025-05-09 21:17:26 - Epoch 160, val mf1: 0.5904, val ACC1: 0.3205, val ACC0: 0.8680, val Gmean: 0.5274 (best 0.5955)
2025-05-09 21:17:26 - Epoch 161 伪标签: 正样本: 178 (38.9%), 负样本: 279 (61.1%)
2025-05-09 21:17:26 - Epoch 161, 测试集 AUC: 0.7237, PRE: 0.3143, REC: 0.3315, MF1: 0.6019, ACC1: 0.3315, ACC0: 0.8771, Gmean: 0.5392
2025-05-09 21:17:26 - Epoch 161, val mf1: 0.5907, val ACC1: 0.3099, val ACC0: 0.8749, val Gmean: 0.5208 (best 0.5955)
2025-05-09 21:17:26 - Epoch 162 伪标签: 正样本: 185 (40.5%), 负样本: 272 (59.5%)
2025-05-09 21:17:27 - Epoch 162, 测试集 AUC: 0.7244, PRE: 0.3178, REC: 0.3120, MF1: 0.5998, ACC1: 0.3120, ACC0: 0.8862, Gmean: 0.5258
2025-05-09 21:17:27 - 更新最佳测试结果 (Epoch 162): AUC 0.7244, PRE 0.3178, REC 0.3120, MF1 0.5998, ACC1 0.3120, ACC0 0.8862, Gmean 0.5258
2025-05-09 21:17:27 - Epoch 162, val mf1: 0.5890, val ACC1: 0.2907, val ACC0: 0.8849, val Gmean: 0.5072 (best 0.5955)
2025-05-09 21:17:27 - Epoch 163 伪标签: 正样本: 173 (37.9%), 负样本: 284 (62.1%)
2025-05-09 21:17:27 - Epoch 163, 测试集 AUC: 0.7252, PRE: 0.3238, REC: 0.2974, MF1: 0.5992, ACC1: 0.2974, ACC0: 0.8944, Gmean: 0.5157
2025-05-09 21:17:27 - 更新最佳测试结果 (Epoch 163): AUC 0.7252, PRE 0.3238, REC 0.2974, MF1 0.5992, ACC1 0.2974, ACC0 0.8944, Gmean 0.5157
2025-05-09 21:17:27 - Epoch 163, val mf1: 0.5888, val ACC1: 0.2783, val ACC0: 0.8928, val Gmean: 0.4985 (best 0.5955)
2025-05-09 21:17:27 - Epoch 164 伪标签: 正样本: 177 (38.7%), 负样本: 280 (61.3%)
2025-05-09 21:17:28 - Epoch 164, 测试集 AUC: 0.7263, PRE: 0.3323, REC: 0.2827, MF1: 0.5988, ACC1: 0.2827, ACC0: 0.9034, Gmean: 0.5054
2025-05-09 21:17:28 - 更新最佳测试结果 (Epoch 164): AUC 0.7263, PRE 0.3323, REC 0.2827, MF1 0.5988, ACC1 0.2827, ACC0 0.9034, Gmean 0.5054
2025-05-09 21:17:28 - Epoch 164, val mf1: 0.5872, val ACC1: 0.2613, val ACC0: 0.9021, val Gmean: 0.4856 (best 0.5955)
2025-05-09 21:17:28 - Epoch 165 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-09 21:17:28 - Epoch 165, 测试集 AUC: 0.7275, PRE: 0.3362, REC: 0.2764, MF1: 0.5985, ACC1: 0.2764, ACC0: 0.9072, Gmean: 0.5007
2025-05-09 21:17:28 - 更新最佳测试结果 (Epoch 165): AUC 0.7275, PRE 0.3362, REC 0.2764, MF1 0.5985, ACC1 0.2764, ACC0 0.9072, Gmean 0.5007
2025-05-09 21:17:28 - Epoch 165, val mf1: 0.5879, val ACC1: 0.2545, val ACC0: 0.9079, val Gmean: 0.4807 (best 0.5955)
2025-05-09 21:17:28 - Epoch 166 伪标签: 正样本: 173 (37.9%), 负样本: 284 (62.1%)
2025-05-09 21:17:29 - Epoch 166, 测试集 AUC: 0.7284, PRE: 0.3373, REC: 0.2721, MF1: 0.5978, ACC1: 0.2721, ACC0: 0.9091, Gmean: 0.4973
2025-05-09 21:17:29 - 更新最佳测试结果 (Epoch 166): AUC 0.7284, PRE 0.3373, REC 0.2721, MF1 0.5978, ACC1 0.2721, ACC0 0.9091, Gmean 0.4973
2025-05-09 21:17:29 - Epoch 166, val mf1: 0.5877, val ACC1: 0.2522, val ACC0: 0.9093, val Gmean: 0.4789 (best 0.5955)
2025-05-09 21:17:29 - Epoch 167 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:17:29 - Epoch 167, 测试集 AUC: 0.7292, PRE: 0.3386, REC: 0.2730, MF1: 0.5984, ACC1: 0.2730, ACC0: 0.9093, Gmean: 0.4982
2025-05-09 21:17:29 - 更新最佳测试结果 (Epoch 167): AUC 0.7292, PRE 0.3386, REC 0.2730, MF1 0.5984, ACC1 0.2730, ACC0 0.9093, Gmean 0.4982
2025-05-09 21:17:29 - Epoch 167, val mf1: 0.5884, val ACC1: 0.2540, val ACC0: 0.9090, val Gmean: 0.4805 (best 0.5955)
2025-05-09 21:17:29 - Epoch 168 伪标签: 正样本: 171 (37.4%), 负样本: 286 (62.6%)
2025-05-09 21:17:30 - Epoch 168, 测试集 AUC: 0.7294, PRE: 0.2837, REC: 0.5408, MF1: 0.6020, ACC1: 0.5408, ACC0: 0.7679, Gmean: 0.6444
2025-05-09 21:17:30 - 更新最佳测试结果 (Epoch 168): AUC 0.7294, PRE 0.2837, REC 0.5408, MF1 0.6020, ACC1 0.5408, ACC0 0.7679, Gmean 0.6444
2025-05-09 21:17:30 - Epoch 168, val mf1: 0.5884, val ACC1: 0.5167, val ACC0: 0.7591, val Gmean: 0.6263 (best 0.5955)
2025-05-09 21:17:30 - Epoch 169 伪标签: 正样本: 175 (38.3%), 负样本: 282 (61.7%)
2025-05-09 21:17:30 - Epoch 169, 测试集 AUC: 0.7300, PRE: 0.3345, REC: 0.2852, MF1: 0.6001, ACC1: 0.2852, ACC0: 0.9035, Gmean: 0.5076
2025-05-09 21:17:30 - 更新最佳测试结果 (Epoch 169): AUC 0.7300, PRE 0.3345, REC 0.2852, MF1 0.6001, ACC1 0.2852, ACC0 0.9035, Gmean 0.5076
2025-05-09 21:17:30 - Epoch 169, val mf1: 0.5912, val ACC1: 0.2687, val ACC0: 0.9027, val Gmean: 0.4925 (best 0.5955)
2025-05-09 21:17:30 - Epoch 170 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-09 21:17:31 - Epoch 170, 有标签损失: 0.0009, 一致性损失: 0.0000, 伪标签损失: 1.3681, LPL损失: 16.8220, 聚类损失: 11.3777, 总损失: 0.1452
2025-05-09 21:17:31 - Epoch 170, 测试集 AUC: 0.7304, PRE: 0.3331, REC: 0.2965, MF1: 0.6022, ACC1: 0.2965, ACC0: 0.8991, Gmean: 0.5163
2025-05-09 21:17:31 - 更新最佳测试结果 (Epoch 170): AUC 0.7304, PRE 0.3331, REC 0.2965, MF1 0.6022, ACC1 0.2965, ACC0 0.8991, Gmean 0.5163
2025-05-09 21:17:31 - Epoch 170, val mf1: 0.5945, val ACC1: 0.2806, val ACC0: 0.8991, val Gmean: 0.5023 (best 0.5955)
2025-05-09 21:17:31 - Epoch 171 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-09 21:17:31 - Epoch 171, 测试集 AUC: 0.7306, PRE: 0.3286, REC: 0.3111, MF1: 0.6038, ACC1: 0.3111, ACC0: 0.8919, Gmean: 0.5268
2025-05-09 21:17:31 - 更新最佳测试结果 (Epoch 171): AUC 0.7306, PRE 0.3286, REC 0.3111, MF1 0.6038, ACC1 0.3111, ACC0 0.8919, Gmean 0.5268
2025-05-09 21:17:31 - Epoch 171, val mf1: 0.5963, val ACC1: 0.2953, val ACC0: 0.8920, val Gmean: 0.5132 (best 0.5963)
2025-05-09 21:17:32 - Epoch 172 伪标签: 正样本: 180 (39.4%), 负样本: 277 (60.6%)
2025-05-09 21:17:32 - Epoch 172, 测试集 AUC: 0.7306, PRE: 0.3268, REC: 0.3305, MF1: 0.6069, ACC1: 0.3305, ACC0: 0.8842, Gmean: 0.5406
2025-05-09 21:17:32 - 更新最佳测试结果 (Epoch 172): AUC 0.7306, PRE 0.3268, REC 0.3305, MF1 0.6069, ACC1 0.3305, ACC0 0.8842, Gmean 0.5406
2025-05-09 21:17:32 - Epoch 172, val mf1: 0.5972, val ACC1: 0.3095, val ACC0: 0.8842, val Gmean: 0.5231 (best 0.5972)
2025-05-09 21:17:32 - Epoch 173 伪标签: 正样本: 178 (38.9%), 负样本: 279 (61.1%)
2025-05-09 21:17:32 - Epoch 173, 测试集 AUC: 0.7306, PRE: 0.3287, REC: 0.3199, MF1: 0.6056, ACC1: 0.3199, ACC0: 0.8889, Gmean: 0.5333
2025-05-09 21:17:32 - 更新最佳测试结果 (Epoch 173): AUC 0.7306, PRE 0.3287, REC 0.3199, MF1 0.6056, ACC1 0.3199, ACC0 0.8889, Gmean 0.5333
2025-05-09 21:17:32 - Epoch 173, val mf1: 0.5977, val ACC1: 0.3031, val ACC0: 0.8889, val Gmean: 0.5191 (best 0.5977)
2025-05-09 21:17:32 - Epoch 174 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-09 21:17:33 - Epoch 174, 测试集 AUC: 0.7305, PRE: 0.3321, REC: 0.3179, MF1: 0.6065, ACC1: 0.3179, ACC0: 0.8913, Gmean: 0.5323
2025-05-09 21:17:33 - Epoch 174, val mf1: 0.5976, val ACC1: 0.2999, val ACC0: 0.8908, val Gmean: 0.5168 (best 0.5977)
2025-05-09 21:17:33 - Epoch 175 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-09 21:17:33 - Epoch 175, 测试集 AUC: 0.7302, PRE: 0.3337, REC: 0.3170, MF1: 0.6069, ACC1: 0.3170, ACC0: 0.8924, Gmean: 0.5319
2025-05-09 21:17:33 - Epoch 175, val mf1: 0.5985, val ACC1: 0.2999, val ACC0: 0.8920, val Gmean: 0.5172 (best 0.5985)
2025-05-09 21:17:33 - Epoch 176 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-09 21:17:34 - Epoch 176, 测试集 AUC: 0.7299, PRE: 0.3344, REC: 0.3177, MF1: 0.6073, ACC1: 0.3177, ACC0: 0.8925, Gmean: 0.5325
2025-05-09 21:17:34 - Epoch 176, val mf1: 0.5988, val ACC1: 0.2999, val ACC0: 0.8925, val Gmean: 0.5173 (best 0.5988)
2025-05-09 21:17:34 - Epoch 177 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-09 21:17:34 - Epoch 177, 测试集 AUC: 0.7293, PRE: 0.3327, REC: 0.3188, MF1: 0.6069, ACC1: 0.3188, ACC0: 0.8913, Gmean: 0.5331
2025-05-09 21:17:34 - Epoch 177, val mf1: 0.5989, val ACC1: 0.3022, val ACC0: 0.8911, val Gmean: 0.5189 (best 0.5989)
2025-05-09 21:17:34 - Epoch 178 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-09 21:17:35 - Epoch 178, 测试集 AUC: 0.7287, PRE: 0.3316, REC: 0.3222, MF1: 0.6071, ACC1: 0.3222, ACC0: 0.8896, Gmean: 0.5354
2025-05-09 21:17:35 - Epoch 178, val mf1: 0.5996, val ACC1: 0.3072, val ACC0: 0.8889, val Gmean: 0.5226 (best 0.5996)
2025-05-09 21:17:35 - Epoch 179 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:17:35 - Epoch 179, 测试集 AUC: 0.7289, PRE: 0.3361, REC: 0.3143, MF1: 0.6072, ACC1: 0.3143, ACC0: 0.8944, Gmean: 0.5302
2025-05-09 21:17:35 - Epoch 179, val mf1: 0.5994, val ACC1: 0.2980, val ACC0: 0.8943, val Gmean: 0.5163 (best 0.5996)
2025-05-09 21:17:35 - Epoch 180 伪标签: 正样本: 174 (38.1%), 负样本: 283 (61.9%)
2025-05-09 21:17:35 - Epoch 180, 有标签损失: 0.0003, 一致性损失: 0.0000, 伪标签损失: 1.4585, LPL损失: 15.9099, 聚类损失: 9.5286, 总损失: 0.1992
2025-05-09 21:17:36 - Epoch 180, 测试集 AUC: 0.7291, PRE: 0.3394, REC: 0.3071, MF1: 0.6068, ACC1: 0.3071, ACC0: 0.8984, Gmean: 0.5252
2025-05-09 21:17:36 - Epoch 180, val mf1: 0.5970, val ACC1: 0.2889, val ACC0: 0.8970, val Gmean: 0.5090 (best 0.5996)
2025-05-09 21:17:36 - Epoch 181 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-09 21:17:36 - Epoch 181, 测试集 AUC: 0.7294, PRE: 0.3447, REC: 0.3048, MF1: 0.6081, ACC1: 0.3048, ACC0: 0.9015, Gmean: 0.5242
2025-05-09 21:17:36 - Epoch 181, val mf1: 0.5961, val ACC1: 0.2838, val ACC0: 0.8992, val Gmean: 0.5052 (best 0.5996)
2025-05-09 21:17:36 - Epoch 182 伪标签: 正样本: 168 (36.8%), 负样本: 289 (63.2%)
2025-05-09 21:17:36 - Epoch 182, 测试集 AUC: 0.7294, PRE: 0.3450, REC: 0.3093, MF1: 0.6093, ACC1: 0.3093, ACC0: 0.9002, Gmean: 0.5277
2025-05-09 21:17:36 - Epoch 182, val mf1: 0.5975, val ACC1: 0.2884, val ACC0: 0.8981, val Gmean: 0.5089 (best 0.5996)
2025-05-09 21:17:37 - Epoch 183 伪标签: 正样本: 168 (36.8%), 负样本: 289 (63.2%)
2025-05-09 21:17:37 - Epoch 183, 测试集 AUC: 0.7298, PRE: 0.3513, REC: 0.2946, MF1: 0.6079, ACC1: 0.2946, ACC0: 0.9075, Gmean: 0.5171
2025-05-09 21:17:37 - Epoch 183, val mf1: 0.5962, val ACC1: 0.2737, val ACC0: 0.9059, val Gmean: 0.4980 (best 0.5996)
2025-05-09 21:17:37 - Epoch 184 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-09 21:17:37 - Epoch 184, 测试集 AUC: 0.7301, PRE: 0.2885, REC: 0.5421, MF1: 0.6059, ACC1: 0.5421, ACC0: 0.7728, Gmean: 0.6472
2025-05-09 21:17:37 - Epoch 184, val mf1: 0.5973, val ACC1: 0.5282, val ACC0: 0.7668, val Gmean: 0.6364 (best 0.5996)
2025-05-09 21:17:38 - Epoch 185 伪标签: 正样本: 180 (39.4%), 负样本: 277 (60.6%)
2025-05-09 21:17:38 - Epoch 185, 测试集 AUC: 0.7304, PRE: 0.2904, REC: 0.5301, MF1: 0.6069, ACC1: 0.5301, ACC0: 0.7798, Gmean: 0.6429
2025-05-09 21:17:38 - Epoch 185, val mf1: 0.5996, val ACC1: 0.5204, val ACC0: 0.7738, val Gmean: 0.6346 (best 0.5996)
2025-05-09 21:17:38 - Epoch 186 伪标签: 正样本: 179 (39.2%), 负样本: 278 (60.8%)
2025-05-09 21:17:38 - Epoch 186, 测试集 AUC: 0.7308, PRE: 0.2935, REC: 0.5211, MF1: 0.6089, ACC1: 0.5211, ACC0: 0.7867, Gmean: 0.6403
2025-05-09 21:17:38 - 更新最佳测试结果 (Epoch 186): AUC 0.7308, PRE 0.2935, REC 0.5211, MF1 0.6089, ACC1 0.5211, ACC0 0.7867, Gmean 0.6403
2025-05-09 21:17:38 - Epoch 186, val mf1: 0.6016, val ACC1: 0.5103, val ACC0: 0.7814, val Gmean: 0.6315 (best 0.6016)
2025-05-09 21:17:39 - Epoch 187 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 21:17:39 - Epoch 187, 测试集 AUC: 0.7329, PRE: 0.2955, REC: 0.5195, MF1: 0.6103, ACC1: 0.5195, ACC0: 0.7894, Gmean: 0.6404
2025-05-09 21:17:39 - 更新最佳测试结果 (Epoch 187): AUC 0.7329, PRE 0.2955, REC 0.5195, MF1 0.6103, ACC1 0.5195, ACC0 0.7894, Gmean 0.6404
2025-05-09 21:17:39 - Epoch 187, val mf1: 0.6039, val ACC1: 0.5089, val ACC0: 0.7855, val Gmean: 0.6323 (best 0.6039)
2025-05-09 21:17:39 - Epoch 188 伪标签: 正样本: 166 (36.3%), 负样本: 291 (63.7%)
2025-05-09 21:17:39 - Epoch 188, 测试集 AUC: 0.7335, PRE: 0.2968, REC: 0.5182, MF1: 0.6111, ACC1: 0.5182, ACC0: 0.7913, Gmean: 0.6403
2025-05-09 21:17:39 - 更新最佳测试结果 (Epoch 188): AUC 0.7335, PRE 0.2968, REC 0.5182, MF1 0.6111, ACC1 0.5182, ACC0 0.7913, Gmean 0.6403
2025-05-09 21:17:39 - Epoch 188, val mf1: 0.6050, val ACC1: 0.5085, val ACC0: 0.7872, val Gmean: 0.6327 (best 0.6050)
2025-05-09 21:17:40 - Epoch 189 伪标签: 正样本: 185 (40.5%), 负样本: 272 (59.5%)
2025-05-09 21:17:40 - Epoch 189, 测试集 AUC: 0.7356, PRE: 0.3007, REC: 0.5103, MF1: 0.6135, ACC1: 0.5103, ACC0: 0.7983, Gmean: 0.6382
2025-05-09 21:17:40 - 更新最佳测试结果 (Epoch 189): AUC 0.7356, PRE 0.3007, REC 0.5103, MF1 0.6135, ACC1 0.5103, ACC0 0.7983, Gmean 0.6382
2025-05-09 21:17:40 - Epoch 189, val mf1: 0.6071, val ACC1: 0.5011, val ACC0: 0.7936, val Gmean: 0.6307 (best 0.6071)
2025-05-09 21:17:40 - Epoch 190 伪标签: 正样本: 175 (38.3%), 负样本: 282 (61.7%)
2025-05-09 21:17:40 - Epoch 190, 有标签损失: 0.0004, 一致性损失: 0.0000, 伪标签损失: 1.4662, LPL损失: 17.3996, 聚类损失: 8.9765, 总损失: 1.4800
2025-05-09 21:17:40 - Epoch 190, 测试集 AUC: 0.7385, PRE: 0.3092, REC: 0.5001, MF1: 0.6185, ACC1: 0.5001, ACC0: 0.8100, Gmean: 0.6365
2025-05-09 21:17:40 - 更新最佳测试结果 (Epoch 190): AUC 0.7385, PRE 0.3092, REC 0.5001, MF1 0.6185, ACC1 0.5001, ACC0 0.8100, Gmean 0.6365
2025-05-09 21:17:40 - Epoch 190, val mf1: 0.6101, val ACC1: 0.4860, val ACC0: 0.8053, val Gmean: 0.6256 (best 0.6101)
2025-05-09 21:17:40 - Epoch 191 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-09 21:17:41 - Epoch 191, 测试集 AUC: 0.7405, PRE: 0.3123, REC: 0.4947, MF1: 0.6201, ACC1: 0.4947, ACC0: 0.8148, Gmean: 0.6349
2025-05-09 21:17:41 - 更新最佳测试结果 (Epoch 191): AUC 0.7405, PRE 0.3123, REC 0.4947, MF1 0.6201, ACC1 0.4947, ACC0 0.8148, Gmean 0.6349
2025-05-09 21:17:41 - Epoch 191, val mf1: 0.6115, val ACC1: 0.4801, val ACC0: 0.8101, val Gmean: 0.6236 (best 0.6115)
2025-05-09 21:17:41 - Epoch 192 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-09 21:17:41 - Epoch 192, 测试集 AUC: 0.7423, PRE: 0.3199, REC: 0.4766, MF1: 0.6233, ACC1: 0.4766, ACC0: 0.8278, Gmean: 0.6281
2025-05-09 21:17:41 - 更新最佳测试结果 (Epoch 192): AUC 0.7423, PRE 0.3199, REC 0.4766, MF1 0.6233, ACC1 0.4766, ACC0 0.8278, Gmean 0.6281
2025-05-09 21:17:41 - Epoch 192, val mf1: 0.6146, val ACC1: 0.4626, val ACC0: 0.8229, val Gmean: 0.6170 (best 0.6146)
2025-05-09 21:17:41 - Epoch 193 伪标签: 正样本: 167 (36.5%), 负样本: 290 (63.5%)
2025-05-09 21:17:42 - Epoch 193, 测试集 AUC: 0.7442, PRE: 0.3296, REC: 0.4527, MF1: 0.6263, ACC1: 0.4527, ACC0: 0.8435, Gmean: 0.6179
2025-05-09 21:17:42 - 更新最佳测试结果 (Epoch 193): AUC 0.7442, PRE 0.3296, REC 0.4527, MF1 0.6263, ACC1 0.4527, ACC0 0.8435, Gmean 0.6179
2025-05-09 21:17:42 - Epoch 193, val mf1: 0.6174, val ACC1: 0.4402, val ACC0: 0.8381, val Gmean: 0.6074 (best 0.6174)
2025-05-09 21:17:42 - Epoch 194 伪标签: 正样本: 169 (37.0%), 负样本: 288 (63.0%)
2025-05-09 21:17:42 - Epoch 194, 测试集 AUC: 0.7451, PRE: 0.3443, REC: 0.4082, MF1: 0.6277, ACC1: 0.4082, ACC0: 0.8678, Gmean: 0.5952
2025-05-09 21:17:42 - 更新最佳测试结果 (Epoch 194): AUC 0.7451, PRE 0.3443, REC 0.4082, MF1 0.6277, ACC1 0.4082, ACC0 0.8678, Gmean 0.5952
2025-05-09 21:17:42 - Epoch 194, val mf1: 0.6159, val ACC1: 0.3902, val ACC0: 0.8623, val Gmean: 0.5801 (best 0.6174)
2025-05-09 21:17:42 - Epoch 195 伪标签: 正样本: 170 (37.2%), 负样本: 287 (62.8%)
2025-05-09 21:17:43 - Epoch 195, 测试集 AUC: 0.7460, PRE: 0.3575, REC: 0.3597, MF1: 0.6246, ACC1: 0.3597, ACC0: 0.8901, Gmean: 0.5658
2025-05-09 21:17:43 - 更新最佳测试结果 (Epoch 195): AUC 0.7460, PRE 0.3575, REC 0.3597, MF1 0.6246, ACC1 0.3597, ACC0 0.8901, Gmean 0.5658
2025-05-09 21:17:43 - Epoch 195, val mf1: 0.6127, val ACC1: 0.3416, val ACC0: 0.8853, val Gmean: 0.5499 (best 0.6174)
2025-05-09 21:17:43 - Epoch 196 伪标签: 正样本: 158 (34.6%), 负样本: 299 (65.4%)
2025-05-09 21:17:43 - Epoch 196, 测试集 AUC: 0.7467, PRE: 0.3734, REC: 0.3260, MF1: 0.6227, ACC1: 0.3260, ACC0: 0.9070, Gmean: 0.5438
2025-05-09 21:17:43 - 更新最佳测试结果 (Epoch 196): AUC 0.7467, PRE 0.3734, REC 0.3260, MF1 0.6227, ACC1 0.3260, ACC0 0.9070, Gmean 0.5438
2025-05-09 21:17:43 - Epoch 196, val mf1: 0.6076, val ACC1: 0.3017, val ACC0: 0.9028, val Gmean: 0.5219 (best 0.6174)
2025-05-09 21:17:43 - Epoch 197 伪标签: 正样本: 173 (37.9%), 负样本: 284 (62.1%)
2025-05-09 21:17:43 - Epoch 197, 测试集 AUC: 0.7477, PRE: 0.2857, REC: 0.6548, MF1: 0.6042, ACC1: 0.6548, ACC0: 0.7216, Gmean: 0.6874
2025-05-09 21:17:43 - 更新最佳测试结果 (Epoch 197): AUC 0.7477, PRE 0.2857, REC 0.6548, MF1 0.6042, ACC1 0.6548, ACC0 0.7216, Gmean 0.6874
2025-05-09 21:17:43 - Epoch 197, val mf1: 0.6036, val ACC1: 0.6690, val ACC0: 0.7149, val Gmean: 0.6916 (best 0.6174)
2025-05-09 21:17:44 - Epoch 198 伪标签: 正样本: 155 (33.9%), 负样本: 302 (66.1%)
2025-05-09 21:17:44 - Epoch 198, 测试集 AUC: 0.7484, PRE: 0.2923, REC: 0.6293, MF1: 0.6104, ACC1: 0.6293, ACC0: 0.7410, Gmean: 0.6829
2025-05-09 21:17:44 - 更新最佳测试结果 (Epoch 198): AUC 0.7484, PRE 0.2923, REC 0.6293, MF1 0.6104, ACC1 0.6293, ACC0 0.7410, Gmean 0.6829
2025-05-09 21:17:44 - Epoch 198, val mf1: 0.6073, val ACC1: 0.6392, val ACC0: 0.7325, val Gmean: 0.6843 (best 0.6174)
2025-05-09 21:17:44 - Epoch 199 伪标签: 正样本: 151 (33.0%), 负样本: 306 (67.0%)
2025-05-09 21:17:44 - Epoch 199, 测试集 AUC: 0.7492, PRE: 0.2997, REC: 0.6015, MF1: 0.6162, ACC1: 0.6015, ACC0: 0.7610, Gmean: 0.6766
2025-05-09 21:17:44 - 更新最佳测试结果 (Epoch 199): AUC 0.7492, PRE 0.2997, REC 0.6015, MF1 0.6162, ACC1 0.6015, ACC0 0.7610, Gmean 0.6766
2025-05-09 21:17:44 - Epoch 199, val mf1: 0.6140, val ACC1: 0.6075, val ACC0: 0.7555, val Gmean: 0.6775 (best 0.6174)
2025-05-09 21:17:44 - time cost: 101.32 s
2025-05-09 21:17:44 - 基于验证集最佳模型的测试结果: REC 45.27 PRE 32.96 MF1 62.63 AUC 74.42 ACC1 45.27 ACC0 84.35 Gmean 61.79
2025-05-09 21:17:44 - 测试集上观察到的最佳结果 (Epoch 199): AUC 74.92 PRE 29.97 REC 60.15 MF1 61.62 ACC1 60.15 ACC0 76.10 Gmean 67.66
