2025-05-09 21:14:15 - 运行开始时间: 20250509_211415
2025-05-09 21:14:15 - 日志文件: logs/train_log_yelp_seed64_20250509_211415.txt
2025-05-09 21:14:15 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:14:15 - 无标签数据数量: 457
2025-05-09 21:14:15 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 21:14:15 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:14:15 - 伪标签策略：
2025-05-09 21:14:15 -   使用模型输出和聚类结果的融合
2025-05-09 21:14:16 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 21:14:16 - Epoch 0, 有标签损失: 0.7135, 一致性损失: 0.0000, 伪标签损失: 0.3399, LPL损失: 581.7744, 聚类损失: 1.1331, 总损失: 1.8361
2025-05-09 21:14:16 - 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 21:14:16 - 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 21:14:16 - Epoch 0, val mf1: 0.5449, val ACC1: 0.8359, val ACC0: 0.5650, val Gmean: 0.6872 (best 0.5449)
2025-05-09 21:14:16 - Epoch 1 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 21:14:17 - 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 21:14:17 - Epoch 1, val mf1: 0.5467, val ACC1: 0.8262, val ACC0: 0.5710, val Gmean: 0.6869 (best 0.5467)
2025-05-09 21:14:17 - Epoch 2 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:14:17 - 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 21:14:17 - Epoch 2, val mf1: 0.5469, val ACC1: 0.8102, val ACC0: 0.5768, val Gmean: 0.6836 (best 0.5469)
2025-05-09 21:14:18 - Epoch 3 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:14:18 - 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 21:14:18 - Epoch 3, val mf1: 0.5470, val ACC1: 0.7831, val ACC0: 0.5864, val Gmean: 0.6777 (best 0.5470)
2025-05-09 21:14:18 - Epoch 4 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:14:18 - 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 21:14:18 - Epoch 4, val mf1: 0.5473, val ACC1: 0.7231, val ACC0: 0.6088, val Gmean: 0.6635 (best 0.5473)
2025-05-09 21:14:19 - Epoch 5 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:14:19 - 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 21:14:19 - Epoch 5, val mf1: 0.5497, val ACC1: 0.6474, val ACC0: 0.6420, val Gmean: 0.6447 (best 0.5497)
2025-05-09 21:14:19 - Epoch 6 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:14:20 - 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 21:14:20 - Epoch 6, val mf1: 0.5558, val ACC1: 0.5218, val ACC0: 0.7065, val Gmean: 0.6072 (best 0.5558)
2025-05-09 21:14:20 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:14:20 - 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 21:14:20 - Epoch 7, val mf1: 0.5584, val ACC1: 0.3645, val ACC0: 0.7932, val Gmean: 0.5377 (best 0.5584)
2025-05-09 21:14:20 - Epoch 8 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:14:21 - 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 21:14:21 - Epoch 8, val mf1: 0.5512, val ACC1: 0.2302, val ACC0: 0.8716, val Gmean: 0.4479 (best 0.5584)
2025-05-09 21:14:21 - Epoch 9 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:14:21 - 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 21:14:21 - Epoch 9, val mf1: 0.5367, val ACC1: 0.1426, val ACC0: 0.9250, val Gmean: 0.3632 (best 0.5584)
2025-05-09 21:14:21 - Epoch 10 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:14:22 - Epoch 10, 有标签损失: 0.6578, 一致性损失: 0.0000, 伪标签损失: 0.4652, LPL损失: 110.7560, 聚类损失: 1.8013, 总损失: 1.8151
2025-05-09 21:14:22 - 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 21:14:22 - Epoch 10, val mf1: 0.5240, val ACC1: 0.0995, val ACC0: 0.9516, val Gmean: 0.3077 (best 0.5584)
2025-05-09 21:14:22 - Epoch 11 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:14:22 - 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 21:14:22 - Epoch 11, val mf1: 0.5159, val ACC1: 0.0802, val ACC0: 0.9624, val Gmean: 0.2779 (best 0.5584)
2025-05-09 21:14:23 - Epoch 12 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:14:23 - 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 21:14:23 - Epoch 12, val mf1: 0.5140, val ACC1: 0.0743, val ACC0: 0.9674, val Gmean: 0.2681 (best 0.5584)
2025-05-09 21:14:23 - Epoch 13 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:14:24 - 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 21:14:24 - Epoch 13, val mf1: 0.5143, val ACC1: 0.0761, val ACC0: 0.9654, val Gmean: 0.2711 (best 0.5584)
2025-05-09 21:14:24 - Epoch 14 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:14:24 - 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 21:14:24 - Epoch 14, val mf1: 0.5178, val ACC1: 0.0848, val ACC0: 0.9595, val Gmean: 0.2853 (best 0.5584)
2025-05-09 21:14:24 - Epoch 15 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:14:25 - 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 21:14:25 - Epoch 15, val mf1: 0.5250, val ACC1: 0.1009, val ACC0: 0.9516, val Gmean: 0.3098 (best 0.5584)
2025-05-09 21:14:25 - Epoch 16 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:14:25 - 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 21:14:25 - Epoch 16, val mf1: 0.5279, val ACC1: 0.1110, val ACC0: 0.9446, val Gmean: 0.3237 (best 0.5584)
2025-05-09 21:14:25 - Epoch 17 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:14:26 - 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 21:14:26 - Epoch 17, val mf1: 0.5306, val ACC1: 0.1201, val ACC0: 0.9387, val Gmean: 0.3358 (best 0.5584)
2025-05-09 21:14:26 - Epoch 18 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:14:26 - 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 21:14:26 - Epoch 18, val mf1: 0.5332, val ACC1: 0.1403, val ACC0: 0.9214, val Gmean: 0.3596 (best 0.5584)
2025-05-09 21:14:27 - Epoch 19 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:14:27 - 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 21:14:27 - Epoch 19, val mf1: 0.5337, val ACC1: 0.1458, val ACC0: 0.9167, val Gmean: 0.3656 (best 0.5584)
2025-05-09 21:14:27 - Epoch 20 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:14:27 - Epoch 20, 有标签损失: 0.4898, 一致性损失: 0.0000, 伪标签损失: 0.5308, LPL损失: 538.6002, 聚类损失: 1.4953, 总损失: 2.3949
2025-05-09 21:14:28 - 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 21:14:28 - Epoch 20, val mf1: 0.5381, val ACC1: 0.1582, val ACC0: 0.9119, val Gmean: 0.3798 (best 0.5584)
2025-05-09 21:14:28 - Epoch 21 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:14:28 - 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 21:14:28 - Epoch 21, val mf1: 0.5406, val ACC1: 0.1701, val ACC0: 0.9048, val Gmean: 0.3923 (best 0.5584)
2025-05-09 21:14:28 - Epoch 22 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:14:29 - 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 21:14:29 - Epoch 22, val mf1: 0.5418, val ACC1: 0.1724, val ACC0: 0.9047, val Gmean: 0.3949 (best 0.5584)
2025-05-09 21:14:29 - Epoch 23 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:14:29 - 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 21:14:29 - Epoch 23, val mf1: 0.5412, val ACC1: 0.1696, val ACC0: 0.9062, val Gmean: 0.3921 (best 0.5584)
2025-05-09 21:14:29 - Epoch 24 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 21:14:30 - 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 21:14:30 - Epoch 24, val mf1: 0.5417, val ACC1: 0.1724, val ACC0: 0.9046, val Gmean: 0.3949 (best 0.5584)
2025-05-09 21:14:30 - Epoch 25 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:14:30 - 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 21:14:30 - Epoch 25, val mf1: 0.5437, val ACC1: 0.1820, val ACC0: 0.8992, val Gmean: 0.4046 (best 0.5584)
2025-05-09 21:14:30 - Epoch 26 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:14:31 - 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 21:14:31 - Epoch 26, val mf1: 0.5464, val ACC1: 0.1930, val ACC0: 0.8939, val Gmean: 0.4154 (best 0.5584)
2025-05-09 21:14:31 - Epoch 27 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:14:31 - 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 21:14:31 - Epoch 27, val mf1: 0.5476, val ACC1: 0.1917, val ACC0: 0.8971, val Gmean: 0.4147 (best 0.5584)
2025-05-09 21:14:31 - Epoch 28 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:14:32 - 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 21:14:32 - Epoch 28, val mf1: 0.5493, val ACC1: 0.1958, val ACC0: 0.8963, val Gmean: 0.4189 (best 0.5584)
2025-05-09 21:14:32 - Epoch 29 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:14:32 - 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 21:14:32 - Epoch 29, val mf1: 0.5530, val ACC1: 0.2059, val ACC0: 0.8938, val Gmean: 0.4290 (best 0.5584)
2025-05-09 21:14:32 - Epoch 30 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:14:33 - Epoch 30, 有标签损失: 0.3716, 一致性损失: 0.0000, 伪标签损失: 0.6853, LPL损失: 92.6498, 聚类损失: 2.0374, 总损失: 0.8083
2025-05-09 21:14:33 - 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 21:14:33 - Epoch 30, val mf1: 0.5529, val ACC1: 0.2022, val ACC0: 0.8966, val Gmean: 0.4258 (best 0.5584)
2025-05-09 21:14:33 - Epoch 31 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:14:33 - 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 21:14:33 - Epoch 31, val mf1: 0.5501, val ACC1: 0.1912, val ACC0: 0.9014, val Gmean: 0.4151 (best 0.5584)
2025-05-09 21:14:34 - Epoch 32 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:14:34 - 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 21:14:34 - Epoch 32, val mf1: 0.5499, val ACC1: 0.1871, val ACC0: 0.9048, val Gmean: 0.4114 (best 0.5584)
2025-05-09 21:14:34 - Epoch 33 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:14:34 - 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 21:14:34 - Epoch 33, val mf1: 0.5489, val ACC1: 0.1765, val ACC0: 0.9125, val Gmean: 0.4013 (best 0.5584)
2025-05-09 21:14:35 - Epoch 34 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:14:35 - 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 21:14:35 - Epoch 34, val mf1: 0.5469, val ACC1: 0.1655, val ACC0: 0.9193, val Gmean: 0.3901 (best 0.5584)
2025-05-09 21:14:35 - Epoch 35 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:14:35 - 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 21:14:35 - Epoch 35, val mf1: 0.5444, val ACC1: 0.1545, val ACC0: 0.9257, val Gmean: 0.3782 (best 0.5584)
2025-05-09 21:14:36 - Epoch 36 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:14:36 - 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 21:14:36 - Epoch 36, val mf1: 0.5420, val ACC1: 0.1398, val ACC0: 0.9363, val Gmean: 0.3619 (best 0.5584)
2025-05-09 21:14:36 - Epoch 37 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:14:37 - 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 21:14:37 - Epoch 37, val mf1: 0.5382, val ACC1: 0.1261, val ACC0: 0.9447, val Gmean: 0.3451 (best 0.5584)
2025-05-09 21:14:37 - Epoch 38 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:14:37 - 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 21:14:37 - Epoch 38, val mf1: 0.5354, val ACC1: 0.1133, val ACC0: 0.9545, val Gmean: 0.3288 (best 0.5584)
2025-05-09 21:14:38 - Epoch 39 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:14:38 - 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 21:14:38 - Epoch 39, val mf1: 0.5306, val ACC1: 0.1018, val ACC0: 0.9601, val Gmean: 0.3126 (best 0.5584)
2025-05-09 21:14:38 - Epoch 40 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:14:38 - Epoch 40, 有标签损失: 0.2380, 一致性损失: 0.0000, 伪标签损失: 0.9100, LPL损失: 468.5131, 聚类损失: 2.9100, 总损失: 2.4423
2025-05-09 21:14:39 - 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 21:14:39 - Epoch 40, val mf1: 0.5260, val ACC1: 0.0922, val ACC0: 0.9645, val Gmean: 0.2981 (best 0.5584)
2025-05-09 21:14:39 - Epoch 41 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:14:39 - 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 21:14:39 - Epoch 41, val mf1: 0.5210, val ACC1: 0.8239, val ACC0: 0.5326, val Gmean: 0.6624 (best 0.5584)
2025-05-09 21:14:39 - Epoch 42 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:14:40 - 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 21:14:40 - Epoch 42, val mf1: 0.5338, val ACC1: 0.8111, val ACC0: 0.5566, val Gmean: 0.6719 (best 0.5584)
2025-05-09 21:14:40 - Epoch 43 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:14:40 - 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 21:14:40 - Epoch 43, val mf1: 0.5422, val ACC1: 0.7992, val ACC0: 0.5735, val Gmean: 0.6770 (best 0.5584)
2025-05-09 21:14:41 - Epoch 44 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:14:41 - 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 21:14:41 - Epoch 44, val mf1: 0.5465, val ACC1: 0.7845, val ACC0: 0.5852, val Gmean: 0.6775 (best 0.5584)
2025-05-09 21:14:41 - Epoch 45 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:14:42 - 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 21:14:42 - Epoch 45, val mf1: 0.5500, val ACC1: 0.7717, val ACC0: 0.5951, val Gmean: 0.6776 (best 0.5584)
2025-05-09 21:14:42 - Epoch 46 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:14:42 - 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 21:14:42 - Epoch 46, val mf1: 0.5535, val ACC1: 0.7616, val ACC0: 0.6042, val Gmean: 0.6783 (best 0.5584)
2025-05-09 21:14:42 - Epoch 47 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:14:43 - 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 21:14:43 - Epoch 47, val mf1: 0.5578, val ACC1: 0.7451, val ACC0: 0.6167, val Gmean: 0.6779 (best 0.5584)
2025-05-09 21:14:43 - Epoch 48 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:14:43 - 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 21:14:43 - Epoch 48, val mf1: 0.5594, val ACC1: 0.7322, val ACC0: 0.6240, val Gmean: 0.6759 (best 0.5594)
2025-05-09 21:14:43 - Epoch 49 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:14:44 - 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 21:14:44 - Epoch 49, val mf1: 0.5608, val ACC1: 0.7272, val ACC0: 0.6281, val Gmean: 0.6758 (best 0.5608)
2025-05-09 21:14:44 - Epoch 50 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:14:44 - Epoch 50, 有标签损失: 0.1048, 一致性损失: 0.0000, 伪标签损失: 0.7854, LPL损失: 375.5061, 聚类损失: 3.6781, 总损失: 2.0406
2025-05-09 21:14:44 - 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 21:14:44 - 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 21:14:44 - Epoch 50, val mf1: 0.5621, val ACC1: 0.7226, val ACC0: 0.6318, val Gmean: 0.6757 (best 0.5621)
2025-05-09 21:14:44 - Epoch 51 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:14:45 - 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 21:14:45 - 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 21:14:45 - Epoch 51, val mf1: 0.5617, val ACC1: 0.7180, val ACC0: 0.6329, val Gmean: 0.6741 (best 0.5621)
2025-05-09 21:14:45 - Epoch 52 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:14:45 - 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 21:14:45 - 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 21:14:45 - Epoch 52, val mf1: 0.5622, val ACC1: 0.7185, val ACC0: 0.6335, val Gmean: 0.6746 (best 0.5622)
2025-05-09 21:14:46 - Epoch 53 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:14:46 - 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 21:14:46 - 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 21:14:46 - Epoch 53, val mf1: 0.5623, val ACC1: 0.7189, val ACC0: 0.6334, val Gmean: 0.6748 (best 0.5623)
2025-05-09 21:14:46 - Epoch 54 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:14:47 - 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 21:14:47 - 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 21:14:47 - Epoch 54, val mf1: 0.5624, val ACC1: 0.7199, val ACC0: 0.6333, val Gmean: 0.6752 (best 0.5624)
2025-05-09 21:14:47 - Epoch 55 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:14:47 - 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 21:14:47 - 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 21:14:47 - Epoch 55, val mf1: 0.5624, val ACC1: 0.7240, val ACC0: 0.6318, val Gmean: 0.6763 (best 0.5624)
2025-05-09 21:14:47 - Epoch 56 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:14:48 - 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 21:14:48 - 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 21:14:48 - Epoch 56, val mf1: 0.5618, val ACC1: 0.7304, val ACC0: 0.6284, val Gmean: 0.6775 (best 0.5624)
2025-05-09 21:14:48 - Epoch 57 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:14:48 - 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 21:14:48 - 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 21:14:48 - Epoch 57, val mf1: 0.5643, val ACC1: 0.2072, val ACC0: 0.9099, val Gmean: 0.4343 (best 0.5643)
2025-05-09 21:14:48 - Epoch 58 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:14:49 - 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 21:14:49 - 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 21:14:49 - Epoch 58, val mf1: 0.5694, val ACC1: 0.2311, val ACC0: 0.8988, val Gmean: 0.4558 (best 0.5694)
2025-05-09 21:14:49 - Epoch 59 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:14:49 - 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 21:14:49 - 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 21:14:49 - Epoch 59, val mf1: 0.5713, val ACC1: 0.2517, val ACC0: 0.8865, val Gmean: 0.4724 (best 0.5713)
2025-05-09 21:14:49 - Epoch 60 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:14:50 - Epoch 60, 有标签损失: 0.0550, 一致性损失: 0.0000, 伪标签损失: 0.9765, LPL损失: 317.2190, 聚类损失: 5.1949, 总损失: 1.4802
2025-05-09 21:14:50 - 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 21:14:50 - 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 21:14:50 - Epoch 60, val mf1: 0.5716, val ACC1: 0.2673, val ACC0: 0.8758, val Gmean: 0.4838 (best 0.5716)
2025-05-09 21:14:50 - Epoch 61 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:14:50 - 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 21:14:50 - 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 21:14:50 - Epoch 61, val mf1: 0.5770, val ACC1: 0.2971, val ACC0: 0.8635, val Gmean: 0.5065 (best 0.5770)
2025-05-09 21:14:51 - Epoch 62 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:14:51 - 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 21:14:51 - 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 21:14:51 - Epoch 62, val mf1: 0.5806, val ACC1: 0.3177, val ACC0: 0.8556, val Gmean: 0.5214 (best 0.5806)
2025-05-09 21:14:51 - Epoch 63 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:14:52 - 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 21:14:52 - 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 21:14:52 - Epoch 63, val mf1: 0.5824, val ACC1: 0.3301, val ACC0: 0.8506, val Gmean: 0.5299 (best 0.5824)
2025-05-09 21:14:52 - Epoch 64 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:14:52 - 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 21:14:52 - 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 21:14:52 - Epoch 64, val mf1: 0.5828, val ACC1: 0.3287, val ACC0: 0.8519, val Gmean: 0.5292 (best 0.5828)
2025-05-09 21:14:52 - Epoch 65 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:14:53 - 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 21:14:53 - 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 21:14:53 - Epoch 65, val mf1: 0.5838, val ACC1: 0.3223, val ACC0: 0.8574, val Gmean: 0.5257 (best 0.5838)
2025-05-09 21:14:53 - Epoch 66 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:14:53 - 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 21:14:53 - 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 21:14:53 - Epoch 66, val mf1: 0.5842, val ACC1: 0.3086, val ACC0: 0.8667, val Gmean: 0.5171 (best 0.5842)
2025-05-09 21:14:53 - Epoch 67 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:14:54 - 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 21:14:54 - 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 21:14:54 - Epoch 67, val mf1: 0.5831, val ACC1: 0.2925, val ACC0: 0.8754, val Gmean: 0.5060 (best 0.5842)
2025-05-09 21:14:54 - Epoch 68 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:14:54 - 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 21:14:54 - 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 21:14:54 - Epoch 68, val mf1: 0.5834, val ACC1: 0.2870, val ACC0: 0.8795, val Gmean: 0.5024 (best 0.5842)
2025-05-09 21:14:54 - Epoch 69 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:14:55 - 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 21:14:55 - 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 21:14:55 - Epoch 69, val mf1: 0.5847, val ACC1: 0.2934, val ACC0: 0.8771, val Gmean: 0.5073 (best 0.5847)
2025-05-09 21:14:55 - Epoch 70 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:14:55 - Epoch 70, 有标签损失: 0.0383, 一致性损失: 0.0000, 伪标签损失: 0.7050, LPL损失: 310.7449, 聚类损失: 7.2247, 总损失: 1.5721
2025-05-09 21:14:55 - 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 21:14:55 - 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 21:14:55 - Epoch 70, val mf1: 0.5865, val ACC1: 0.3035, val ACC0: 0.8732, val Gmean: 0.5148 (best 0.5865)
2025-05-09 21:14:56 - Epoch 71 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-09 21:14:56 - 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 21:14:56 - 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 21:14:56 - Epoch 71, val mf1: 0.5881, val ACC1: 0.3095, val ACC0: 0.8716, val Gmean: 0.5194 (best 0.5881)
2025-05-09 21:14:56 - Epoch 72 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:14:57 - 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 21:14:57 - 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 21:14:57 - Epoch 72, val mf1: 0.5885, val ACC1: 0.3109, val ACC0: 0.8713, val Gmean: 0.5205 (best 0.5885)
2025-05-09 21:14:57 - Epoch 73 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:14:57 - 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 21:14:57 - 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 21:14:57 - Epoch 73, val mf1: 0.5906, val ACC1: 0.3255, val ACC0: 0.8651, val Gmean: 0.5307 (best 0.5906)
2025-05-09 21:14:57 - Epoch 74 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:14:58 - 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 21:14:58 - 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 21:14:58 - Epoch 74, val mf1: 0.5935, val ACC1: 0.3471, val ACC0: 0.8562, val Gmean: 0.5451 (best 0.5935)
2025-05-09 21:14:58 - Epoch 75 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:14:58 - 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 21:14:58 - 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 21:14:58 - Epoch 75, val mf1: 0.5953, val ACC1: 0.3764, val ACC0: 0.8418, val Gmean: 0.5629 (best 0.5953)
2025-05-09 21:14:58 - Epoch 76 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:14:59 - 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 21:14:59 - 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 21:14:59 - Epoch 76, val mf1: 0.5952, val ACC1: 0.4072, val ACC0: 0.8247, val Gmean: 0.5794 (best 0.5953)
2025-05-09 21:14:59 - Epoch 77 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 21:14:59 - 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 21:14:59 - 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 21:14:59 - Epoch 77, val mf1: 0.5944, val ACC1: 0.4402, val ACC0: 0.8059, val Gmean: 0.5956 (best 0.5953)
2025-05-09 21:14:59 - Epoch 78 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:15:00 - 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 21:15:00 - 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 21:15:00 - Epoch 78, val mf1: 0.5955, val ACC1: 0.4846, val ACC0: 0.7850, val Gmean: 0.6168 (best 0.5955)
2025-05-09 21:15:00 - Epoch 79 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:15:00 - 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 21:15:00 - Epoch 79, val mf1: 0.5942, val ACC1: 0.5117, val ACC0: 0.7700, val Gmean: 0.6277 (best 0.5955)
2025-05-09 21:15:01 - Epoch 80 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:15:01 - Epoch 80, 有标签损失: 0.0032, 一致性损失: 0.0000, 伪标签损失: 0.9586, LPL损失: 241.1698, 聚类损失: 7.1045, 总损失: 2.0898
2025-05-09 21:15:01 - 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 21:15:01 - Epoch 80, val mf1: 0.5927, val ACC1: 0.5319, val ACC0: 0.7584, val Gmean: 0.6351 (best 0.5955)
2025-05-09 21:15:01 - Epoch 81 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:15:02 - 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 21:15:02 - Epoch 81, val mf1: 0.5915, val ACC1: 0.5273, val ACC0: 0.7587, val Gmean: 0.6325 (best 0.5955)
2025-05-09 21:15:02 - Epoch 82 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:15:02 - 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 21:15:02 - Epoch 82, val mf1: 0.5914, val ACC1: 0.5232, val ACC0: 0.7606, val Gmean: 0.6308 (best 0.5955)
2025-05-09 21:15:03 - Epoch 83 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:15:03 - 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 21:15:03 - Epoch 83, val mf1: 0.5917, val ACC1: 0.5186, val ACC0: 0.7632, val Gmean: 0.6291 (best 0.5955)
2025-05-09 21:15:03 - Epoch 84 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:15:03 - 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 21:15:03 - Epoch 84, val mf1: 0.5911, val ACC1: 0.5103, val ACC0: 0.7661, val Gmean: 0.6253 (best 0.5955)
2025-05-09 21:15:04 - Epoch 85 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:15:04 - 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 21:15:04 - Epoch 85, val mf1: 0.5908, val ACC1: 0.5016, val ACC0: 0.7700, val Gmean: 0.6215 (best 0.5955)
2025-05-09 21:15:04 - Epoch 86 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:15:05 - 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 21:15:05 - Epoch 86, val mf1: 0.5915, val ACC1: 0.4989, val ACC0: 0.7723, val Gmean: 0.6207 (best 0.5955)
2025-05-09 21:15:05 - Epoch 87 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:15:05 - 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 21:15:05 - Epoch 87, val mf1: 0.5907, val ACC1: 0.4892, val ACC0: 0.7758, val Gmean: 0.6161 (best 0.5955)
2025-05-09 21:15:05 - Epoch 88 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:15:06 - 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 21:15:06 - Epoch 88, val mf1: 0.5903, val ACC1: 0.4791, val ACC0: 0.7801, val Gmean: 0.6114 (best 0.5955)
2025-05-09 21:15:06 - Epoch 89 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:15:06 - 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 21:15:06 - Epoch 89, val mf1: 0.5908, val ACC1: 0.4672, val ACC0: 0.7869, val Gmean: 0.6063 (best 0.5955)
2025-05-09 21:15:06 - Epoch 90 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:15:07 - Epoch 90, 有标签损失: 0.0167, 一致性损失: 0.0000, 伪标签损失: 1.1689, LPL损失: 323.0698, 聚类损失: 9.3536, 总损失: 1.7123
2025-05-09 21:15:07 - 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 21:15:07 - Epoch 90, val mf1: 0.5905, val ACC1: 0.4548, val ACC0: 0.7926, val Gmean: 0.6004 (best 0.5955)
2025-05-09 21:15:07 - Epoch 91 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:15:07 - 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 21:15:07 - Epoch 91, val mf1: 0.5904, val ACC1: 0.4397, val ACC0: 0.8003, val Gmean: 0.5932 (best 0.5955)
2025-05-09 21:15:08 - Epoch 92 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:15:08 - 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 21:15:08 - Epoch 92, val mf1: 0.5899, val ACC1: 0.4241, val ACC0: 0.8077, val Gmean: 0.5853 (best 0.5955)
2025-05-09 21:15:08 - Epoch 93 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:15:08 - 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 21:15:08 - Epoch 93, val mf1: 0.5906, val ACC1: 0.4223, val ACC0: 0.8099, val Gmean: 0.5848 (best 0.5955)
2025-05-09 21:15:09 - Epoch 94 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:15:09 - 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 21:15:09 - Epoch 94, val mf1: 0.5908, val ACC1: 0.4191, val ACC0: 0.8118, val Gmean: 0.5833 (best 0.5955)
2025-05-09 21:15:09 - Epoch 95 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:15:10 - 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 21:15:10 - Epoch 95, val mf1: 0.5899, val ACC1: 0.4172, val ACC0: 0.8115, val Gmean: 0.5819 (best 0.5955)
2025-05-09 21:15:10 - Epoch 96 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:15:11 - 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 21:15:11 - Epoch 96, val mf1: 0.5900, val ACC1: 0.4195, val ACC0: 0.8105, val Gmean: 0.5831 (best 0.5955)
2025-05-09 21:15:11 - Epoch 97 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:15:11 - 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 21:15:11 - Epoch 97, val mf1: 0.5905, val ACC1: 0.4269, val ACC0: 0.8072, val Gmean: 0.5870 (best 0.5955)
2025-05-09 21:15:11 - Epoch 98 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:15:12 - 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 21:15:12 - Epoch 98, val mf1: 0.5903, val ACC1: 0.4374, val ACC0: 0.8014, val Gmean: 0.5921 (best 0.5955)
2025-05-09 21:15:12 - Epoch 99 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:15:12 - 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 21:15:12 - Epoch 99, val mf1: 0.5898, val ACC1: 0.4507, val ACC0: 0.7938, val Gmean: 0.5981 (best 0.5955)
2025-05-09 21:15:12 - time cost: 57.20 s
2025-05-09 21:15:12 - 基于验证集最佳模型的测试结果: REC 47.82 PRE 27.68 MF1 59.51 AUC 72.30 ACC1 47.82 ACC0 78.76 Gmean 61.37
2025-05-09 21:15:12 - 测试集上观察到的最佳结果 (Epoch 78): AUC 72.30 PRE 27.68 REC 47.82 MF1 59.51 ACC1 47.82 ACC0 78.76 Gmean 61.37
