2025-05-09 21:13:21 - 运行开始时间: 20250509_211321
2025-05-09 21:13:21 - 日志文件: logs/train_log_yelp_seed64_20250509_211321.txt
2025-05-09 21:13:22 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:13:22 - 无标签数据数量: 457
2025-05-09 21:13:22 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 21:13:22 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:13:22 - 伪标签策略：
2025-05-09 21:13:22 -   使用模型输出和聚类结果的融合
2025-05-09 21:13:22 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 21:13:23 - 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 21:13:23 - 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 21:13:23 - 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 21:13:23 - Epoch 0, val mf1: 0.5449, val ACC1: 0.8359, val ACC0: 0.5650, val Gmean: 0.6872 (best 0.5449)
2025-05-09 21:13:23 - Epoch 1 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 21:13:24 - 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 21:13:24 - Epoch 1, val mf1: 0.5467, val ACC1: 0.8262, val ACC0: 0.5710, val Gmean: 0.6869 (best 0.5467)
2025-05-09 21:13:24 - Epoch 2 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:13:24 - 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 21:13:24 - Epoch 2, val mf1: 0.5469, val ACC1: 0.8102, val ACC0: 0.5768, val Gmean: 0.6836 (best 0.5469)
2025-05-09 21:13:24 - Epoch 3 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:13:25 - 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 21:13:25 - Epoch 3, val mf1: 0.5470, val ACC1: 0.7831, val ACC0: 0.5864, val Gmean: 0.6777 (best 0.5470)
2025-05-09 21:13:25 - Epoch 4 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:13:25 - 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 21:13:25 - Epoch 4, val mf1: 0.5473, val ACC1: 0.7231, val ACC0: 0.6088, val Gmean: 0.6635 (best 0.5473)
2025-05-09 21:13:26 - Epoch 5 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:13:26 - 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 21:13:26 - Epoch 5, val mf1: 0.5497, val ACC1: 0.6474, val ACC0: 0.6420, val Gmean: 0.6447 (best 0.5497)
2025-05-09 21:13:26 - Epoch 6 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:13:27 - 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 21:13:27 - Epoch 6, val mf1: 0.5558, val ACC1: 0.5218, val ACC0: 0.7065, val Gmean: 0.6072 (best 0.5558)
2025-05-09 21:13:27 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:13:27 - 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 21:13:27 - Epoch 7, val mf1: 0.5584, val ACC1: 0.3645, val ACC0: 0.7932, val Gmean: 0.5377 (best 0.5584)
2025-05-09 21:13:28 - Epoch 8 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:13:28 - 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 21:13:28 - Epoch 8, val mf1: 0.5512, val ACC1: 0.2302, val ACC0: 0.8716, val Gmean: 0.4479 (best 0.5584)
2025-05-09 21:13:28 - Epoch 9 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:13:29 - 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 21:13:29 - Epoch 9, val mf1: 0.5367, val ACC1: 0.1426, val ACC0: 0.9250, val Gmean: 0.3632 (best 0.5584)
2025-05-09 21:13:29 - Epoch 10 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:13:29 - 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 21:13:29 - 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 21:13:29 - Epoch 10, val mf1: 0.5240, val ACC1: 0.0995, val ACC0: 0.9516, val Gmean: 0.3077 (best 0.5584)
2025-05-09 21:13:30 - Epoch 11 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:13:30 - 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 21:13:30 - Epoch 11, val mf1: 0.5159, val ACC1: 0.0802, val ACC0: 0.9624, val Gmean: 0.2779 (best 0.5584)
2025-05-09 21:13:30 - Epoch 12 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:13:31 - 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 21:13:31 - Epoch 12, val mf1: 0.5140, val ACC1: 0.0743, val ACC0: 0.9674, val Gmean: 0.2681 (best 0.5584)
2025-05-09 21:13:31 - Epoch 13 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:13:31 - 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 21:13:31 - Epoch 13, val mf1: 0.5143, val ACC1: 0.0761, val ACC0: 0.9654, val Gmean: 0.2711 (best 0.5584)
2025-05-09 21:13:31 - Epoch 14 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:13:32 - 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 21:13:32 - Epoch 14, val mf1: 0.5178, val ACC1: 0.0848, val ACC0: 0.9595, val Gmean: 0.2853 (best 0.5584)
2025-05-09 21:13:32 - Epoch 15 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:13:32 - 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 21:13:32 - Epoch 15, val mf1: 0.5250, val ACC1: 0.1009, val ACC0: 0.9516, val Gmean: 0.3098 (best 0.5584)
2025-05-09 21:13:33 - Epoch 16 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:13:33 - 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 21:13:33 - Epoch 16, val mf1: 0.5279, val ACC1: 0.1110, val ACC0: 0.9446, val Gmean: 0.3237 (best 0.5584)
2025-05-09 21:13:33 - Epoch 17 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:13:33 - 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 21:13:33 - Epoch 17, val mf1: 0.5306, val ACC1: 0.1201, val ACC0: 0.9387, val Gmean: 0.3358 (best 0.5584)
2025-05-09 21:13:34 - Epoch 18 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:13:34 - 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 21:13:34 - Epoch 18, val mf1: 0.5332, val ACC1: 0.1403, val ACC0: 0.9214, val Gmean: 0.3596 (best 0.5584)
2025-05-09 21:13:34 - Epoch 19 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:13:35 - 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 21:13:35 - Epoch 19, val mf1: 0.5337, val ACC1: 0.1458, val ACC0: 0.9167, val Gmean: 0.3656 (best 0.5584)
2025-05-09 21:13:35 - Epoch 20 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:13:35 - 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 21:13:35 - 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 21:13:35 - Epoch 20, val mf1: 0.5381, val ACC1: 0.1582, val ACC0: 0.9119, val Gmean: 0.3798 (best 0.5584)
2025-05-09 21:13:35 - Epoch 21 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:13:36 - 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 21:13:36 - Epoch 21, val mf1: 0.5406, val ACC1: 0.1701, val ACC0: 0.9048, val Gmean: 0.3923 (best 0.5584)
2025-05-09 21:13:36 - Epoch 22 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:13:36 - 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 21:13:36 - Epoch 22, val mf1: 0.5418, val ACC1: 0.1724, val ACC0: 0.9047, val Gmean: 0.3949 (best 0.5584)
2025-05-09 21:13:36 - Epoch 23 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:13:37 - 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 21:13:37 - Epoch 23, val mf1: 0.5412, val ACC1: 0.1696, val ACC0: 0.9062, val Gmean: 0.3921 (best 0.5584)
2025-05-09 21:13:37 - Epoch 24 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 21:13:37 - 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 21:13:37 - Epoch 24, val mf1: 0.5417, val ACC1: 0.1724, val ACC0: 0.9046, val Gmean: 0.3949 (best 0.5584)
2025-05-09 21:13:37 - Epoch 25 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:13:38 - 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 21:13:38 - Epoch 25, val mf1: 0.5437, val ACC1: 0.1820, val ACC0: 0.8992, val Gmean: 0.4046 (best 0.5584)
2025-05-09 21:13:38 - Epoch 26 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:13:38 - 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 21:13:38 - Epoch 26, val mf1: 0.5464, val ACC1: 0.1930, val ACC0: 0.8939, val Gmean: 0.4154 (best 0.5584)
2025-05-09 21:13:38 - Epoch 27 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:13:39 - 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 21:13:39 - Epoch 27, val mf1: 0.5476, val ACC1: 0.1917, val ACC0: 0.8971, val Gmean: 0.4147 (best 0.5584)
2025-05-09 21:13:39 - Epoch 28 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:13:39 - 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 21:13:39 - Epoch 28, val mf1: 0.5493, val ACC1: 0.1958, val ACC0: 0.8963, val Gmean: 0.4189 (best 0.5584)
2025-05-09 21:13:40 - Epoch 29 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:13:40 - 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 21:13:40 - Epoch 29, val mf1: 0.5530, val ACC1: 0.2059, val ACC0: 0.8938, val Gmean: 0.4290 (best 0.5584)
2025-05-09 21:13:40 - Epoch 30 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:13:40 - 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 21:13:40 - 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 21:13:40 - Epoch 30, val mf1: 0.5529, val ACC1: 0.2022, val ACC0: 0.8966, val Gmean: 0.4258 (best 0.5584)
2025-05-09 21:13:41 - Epoch 31 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:13:41 - 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 21:13:41 - Epoch 31, val mf1: 0.5501, val ACC1: 0.1912, val ACC0: 0.9014, val Gmean: 0.4151 (best 0.5584)
2025-05-09 21:13:41 - Epoch 32 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:13:41 - 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 21:13:41 - Epoch 32, val mf1: 0.5499, val ACC1: 0.1871, val ACC0: 0.9048, val Gmean: 0.4114 (best 0.5584)
2025-05-09 21:13:42 - Epoch 33 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:13:42 - 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 21:13:42 - Epoch 33, val mf1: 0.5489, val ACC1: 0.1765, val ACC0: 0.9125, val Gmean: 0.4013 (best 0.5584)
2025-05-09 21:13:42 - Epoch 34 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:13:42 - 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 21:13:42 - Epoch 34, val mf1: 0.5469, val ACC1: 0.1655, val ACC0: 0.9193, val Gmean: 0.3901 (best 0.5584)
2025-05-09 21:13:43 - Epoch 35 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:13:43 - 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 21:13:43 - Epoch 35, val mf1: 0.5444, val ACC1: 0.1545, val ACC0: 0.9257, val Gmean: 0.3782 (best 0.5584)
2025-05-09 21:13:43 - Epoch 36 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:13:44 - 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 21:13:44 - Epoch 36, val mf1: 0.5420, val ACC1: 0.1398, val ACC0: 0.9363, val Gmean: 0.3619 (best 0.5584)
2025-05-09 21:13:44 - Epoch 37 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:13:44 - 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 21:13:44 - Epoch 37, val mf1: 0.5382, val ACC1: 0.1261, val ACC0: 0.9447, val Gmean: 0.3451 (best 0.5584)
2025-05-09 21:13:44 - Epoch 38 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:13:45 - 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 21:13:45 - Epoch 38, val mf1: 0.5354, val ACC1: 0.1133, val ACC0: 0.9545, val Gmean: 0.3288 (best 0.5584)
2025-05-09 21:13:45 - Epoch 39 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:13:45 - 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 21:13:45 - Epoch 39, val mf1: 0.5306, val ACC1: 0.1018, val ACC0: 0.9601, val Gmean: 0.3126 (best 0.5584)
2025-05-09 21:13:45 - Epoch 40 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:13:46 - 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 21:13:46 - 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 21:13:46 - Epoch 40, val mf1: 0.5260, val ACC1: 0.0922, val ACC0: 0.9645, val Gmean: 0.2981 (best 0.5584)
2025-05-09 21:13:46 - Epoch 41 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:13:46 - 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 21:13:46 - Epoch 41, val mf1: 0.5210, val ACC1: 0.8239, val ACC0: 0.5326, val Gmean: 0.6624 (best 0.5584)
2025-05-09 21:13:46 - Epoch 42 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:13:47 - 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 21:13:47 - Epoch 42, val mf1: 0.5338, val ACC1: 0.8111, val ACC0: 0.5566, val Gmean: 0.6719 (best 0.5584)
2025-05-09 21:13:47 - Epoch 43 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:13:47 - 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 21:13:47 - Epoch 43, val mf1: 0.5422, val ACC1: 0.7992, val ACC0: 0.5735, val Gmean: 0.6770 (best 0.5584)
2025-05-09 21:13:48 - Epoch 44 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:13:48 - 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 21:13:48 - Epoch 44, val mf1: 0.5465, val ACC1: 0.7845, val ACC0: 0.5852, val Gmean: 0.6775 (best 0.5584)
2025-05-09 21:13:48 - Epoch 45 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:13:49 - 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 21:13:49 - Epoch 45, val mf1: 0.5500, val ACC1: 0.7717, val ACC0: 0.5951, val Gmean: 0.6776 (best 0.5584)
2025-05-09 21:13:49 - Epoch 46 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:13:49 - 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 21:13:49 - Epoch 46, val mf1: 0.5535, val ACC1: 0.7616, val ACC0: 0.6042, val Gmean: 0.6783 (best 0.5584)
2025-05-09 21:13:50 - Epoch 47 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:13:50 - 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 21:13:50 - Epoch 47, val mf1: 0.5578, val ACC1: 0.7451, val ACC0: 0.6167, val Gmean: 0.6779 (best 0.5584)
2025-05-09 21:13:50 - Epoch 48 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:13:50 - 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 21:13:50 - Epoch 48, val mf1: 0.5594, val ACC1: 0.7322, val ACC0: 0.6240, val Gmean: 0.6759 (best 0.5594)
2025-05-09 21:13:51 - Epoch 49 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:13:51 - 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 21:13:51 - Epoch 49, val mf1: 0.5608, val ACC1: 0.7272, val ACC0: 0.6281, val Gmean: 0.6758 (best 0.5608)
2025-05-09 21:13:51 - time cost: 29.14 s
2025-05-09 21:13:51 - 基于验证集最佳模型的测试结果: REC 71.46 PRE 24.72 MF1 55.90 AUC 70.05 ACC1 71.46 ACC0 63.00 Gmean 67.10
2025-05-09 21:13:51 - 测试集上观察到的最佳结果 (Epoch 0): AUC 70.06 PRE 24.71 REC 82.12 MF1 54.80 ACC1 82.12 ACC0 57.48 Gmean 68.70
