2025-05-08 21:42:12 - 运行开始时间: 20250508_214212
2025-05-08 21:42:12 - 日志文件: logs/train_log_yelp_seed64_20250508_214212.txt
2025-05-08 21:42:12 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:42:12 - 无标签数据数量: 457
2025-05-08 21:42:12 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:42:13 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:42:13 - 伪标签策略：
2025-05-08 21:42:13 -   使用模型输出和聚类结果的融合
2025-05-08 21:42:13 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:42:14 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4170, LPL损失: 303.8334, 聚类损失: 0.9275, 总损失: 14.0359
2025-05-08 21:42:14 - Epoch 0, 测试集 AUC: 0.6837, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:42:14 - 更新最佳测试结果 (Epoch 0): AUC 0.6837, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:42:14 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:42:14 - Epoch 1 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:42:14 - Epoch 1, 测试集 AUC: 0.6808, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:42:14 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:42:15 - Epoch 2 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:42:15 - Epoch 2, 测试集 AUC: 0.6826, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:42:15 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:42:15 - Epoch 3 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:42:16 - Epoch 3, 测试集 AUC: 0.6853, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:42:16 - 更新最佳测试结果 (Epoch 3): AUC 0.6853, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:42:16 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:42:16 - Epoch 4 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:42:16 - Epoch 4, 测试集 AUC: 0.6874, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:42:16 - 更新最佳测试结果 (Epoch 4): AUC 0.6874, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:42:16 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:42:16 - Epoch 5 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:42:17 - Epoch 5, 测试集 AUC: 0.6879, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:42:17 - 更新最佳测试结果 (Epoch 5): AUC 0.6879, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:42:17 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:42:17 - Epoch 6 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:42:17 - Epoch 6, 测试集 AUC: 0.6863, PRE: 0.4884, REC: 0.0047, MF1: 0.4655, ACC1: 0.0047, ACC0: 0.9992, Gmean: 0.0688
2025-05-08 21:42:17 - Epoch 6, val mf1: 0.4638, val ACC1: 0.0032, val ACC0: 0.9986, val Gmean: 0.0566 (best 0.4638)
2025-05-08 21:42:17 - Epoch 7 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:42:18 - Epoch 7, 测试集 AUC: 0.6824, PRE: 0.3006, REC: 0.0235, MF1: 0.4811, ACC1: 0.0235, ACC0: 0.9907, Gmean: 0.1525
2025-05-08 21:42:18 - Epoch 7, val mf1: 0.4769, val ACC1: 0.0193, val ACC0: 0.9899, val Gmean: 0.1381 (best 0.4769)
2025-05-08 21:42:18 - Epoch 8 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:42:18 - Epoch 8, 测试集 AUC: 0.6756, PRE: 0.2725, REC: 0.0935, MF1: 0.5231, ACC1: 0.0935, ACC0: 0.9576, Gmean: 0.2992
2025-05-08 21:42:18 - Epoch 8, val mf1: 0.5146, val ACC1: 0.0844, val ACC0: 0.9542, val Gmean: 0.2837 (best 0.5146)
2025-05-08 21:42:19 - Epoch 9 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:42:19 - Epoch 9, 测试集 AUC: 0.6659, PRE: 0.2584, REC: 0.2210, MF1: 0.5598, ACC1: 0.2210, ACC0: 0.8921, Gmean: 0.4441
2025-05-08 21:42:19 - Epoch 9, val mf1: 0.5532, val ACC1: 0.2132, val ACC0: 0.8881, val Gmean: 0.4351 (best 0.5532)
2025-05-08 21:42:19 - Epoch 10 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-08 21:42:19 - Epoch 10, 有标签损失: 0.1944, 一致性损失: 0.0036, 伪标签损失: 0.6128, LPL损失: 126.6152, 聚类损失: 1.3608, 总损失: 6.5349
2025-05-08 21:42:19 - Epoch 10, 测试集 AUC: 0.6554, PRE: 0.2398, REC: 0.3538, MF1: 0.5646, ACC1: 0.3538, ACC0: 0.8094, Gmean: 0.5351
2025-05-08 21:42:19 - Epoch 10, val mf1: 0.5632, val ACC1: 0.3535, val ACC0: 0.8072, val Gmean: 0.5342 (best 0.5632)
2025-05-08 21:42:20 - Epoch 11 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:42:20 - Epoch 11, 测试集 AUC: 0.6457, PRE: 0.2240, REC: 0.4665, MF1: 0.5507, ACC1: 0.4665, ACC0: 0.7253, Gmean: 0.5817
2025-05-08 21:42:20 - Epoch 11, val mf1: 0.5496, val ACC1: 0.4672, val ACC0: 0.7231, val Gmean: 0.5812 (best 0.5632)
2025-05-08 21:42:20 - Epoch 12 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-08 21:42:21 - Epoch 12, 测试集 AUC: 0.6376, PRE: 0.2091, REC: 0.5455, MF1: 0.5272, ACC1: 0.5455, ACC0: 0.6492, Gmean: 0.5951
2025-05-08 21:42:21 - Epoch 12, val mf1: 0.5295, val ACC1: 0.5520, val ACC0: 0.6501, val Gmean: 0.5991 (best 0.5632)
2025-05-08 21:42:21 - Epoch 13 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:42:21 - Epoch 13, 测试集 AUC: 0.6316, PRE: 0.1999, REC: 0.5909, MF1: 0.5079, ACC1: 0.5909, ACC0: 0.5979, Gmean: 0.5944
2025-05-08 21:42:21 - Epoch 13, val mf1: 0.5090, val ACC1: 0.6002, val ACC0: 0.5959, val Gmean: 0.5980 (best 0.5632)
2025-05-08 21:42:21 - Epoch 14 伪标签: 正样本: 179 (39.2%), 负样本: 278 (60.8%)
2025-05-08 21:42:22 - Epoch 14, 测试集 AUC: 0.6278, PRE: 0.2727, REC: 0.0806, MF1: 0.5167, ACC1: 0.0806, ACC0: 0.9635, Gmean: 0.2787
2025-05-08 21:42:22 - Epoch 14, val mf1: 0.5138, val ACC1: 0.0775, val ACC0: 0.9624, val Gmean: 0.2731 (best 0.5632)
2025-05-08 21:42:22 - Epoch 15 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:42:22 - Epoch 15, 测试集 AUC: 0.6256, PRE: 0.2639, REC: 0.0989, MF1: 0.5244, ACC1: 0.0989, ACC0: 0.9531, Gmean: 0.3070
2025-05-08 21:42:22 - Epoch 15, val mf1: 0.5224, val ACC1: 0.0972, val ACC0: 0.9517, val Gmean: 0.3041 (best 0.5632)
2025-05-08 21:42:22 - Epoch 16 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:42:23 - Epoch 16, 测试集 AUC: 0.6245, PRE: 0.2685, REC: 0.0998, MF1: 0.5255, ACC1: 0.0998, ACC0: 0.9538, Gmean: 0.3085
2025-05-08 21:42:23 - Epoch 16, val mf1: 0.5225, val ACC1: 0.0967, val ACC0: 0.9524, val Gmean: 0.3035 (best 0.5632)
2025-05-08 21:42:23 - Epoch 17 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:42:23 - Epoch 17, 测试集 AUC: 0.6217, PRE: 0.2683, REC: 0.1036, MF1: 0.5271, ACC1: 0.1036, ACC0: 0.9519, Gmean: 0.3141
2025-05-08 21:42:23 - Epoch 17, val mf1: 0.5262, val ACC1: 0.1036, val ACC0: 0.9503, val Gmean: 0.3138 (best 0.5632)
2025-05-08 21:42:23 - Epoch 18 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-08 21:42:24 - Epoch 18, 测试集 AUC: 0.6179, PRE: 0.2716, REC: 0.1149, MF1: 0.5324, ACC1: 0.1149, ACC0: 0.9476, Gmean: 0.3300
2025-05-08 21:42:24 - Epoch 18, val mf1: 0.5297, val ACC1: 0.1137, val ACC0: 0.9444, val Gmean: 0.3277 (best 0.5632)
2025-05-08 21:42:24 - Epoch 19 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:42:24 - Epoch 19, 测试集 AUC: 0.6140, PRE: 0.2728, REC: 0.1282, MF1: 0.5379, ACC1: 0.1282, ACC0: 0.9419, Gmean: 0.3476
2025-05-08 21:42:24 - Epoch 19, val mf1: 0.5338, val ACC1: 0.1247, val ACC0: 0.9390, val Gmean: 0.3422 (best 0.5632)
2025-05-08 21:42:24 - Epoch 20 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:42:25 - Epoch 20, 有标签损失: 0.0032, 一致性损失: 0.0094, 伪标签损失: 0.8636, LPL损失: 47.1345, 聚类损失: 2.2104, 总损失: 3.0166
2025-05-08 21:42:25 - Epoch 20, 测试集 AUC: 0.6119, PRE: 0.2862, REC: 0.1156, MF1: 0.5349, ACC1: 0.1156, ACC0: 0.9510, Gmean: 0.3316
2025-05-08 21:42:25 - Epoch 20, val mf1: 0.5313, val ACC1: 0.1123, val ACC0: 0.9488, val Gmean: 0.3265 (best 0.5632)
2025-05-08 21:42:25 - Epoch 21 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:42:25 - Epoch 21, 测试集 AUC: 0.6112, PRE: 0.2987, REC: 0.0793, MF1: 0.5184, ACC1: 0.0793, ACC0: 0.9684, Gmean: 0.2770
2025-05-08 21:42:25 - Epoch 21, val mf1: 0.5236, val ACC1: 0.0862, val ACC0: 0.9680, val Gmean: 0.2889 (best 0.5632)
2025-05-08 21:42:26 - Epoch 22 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:42:26 - Epoch 22, 测试集 AUC: 0.6107, PRE: 0.2028, REC: 0.4452, MF1: 0.5303, ACC1: 0.4452, ACC0: 0.7025, Gmean: 0.5593
2025-05-08 21:42:26 - Epoch 22, val mf1: 0.5348, val ACC1: 0.4512, val ACC0: 0.7069, val Gmean: 0.5647 (best 0.5632)
2025-05-08 21:42:26 - Epoch 23 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:42:26 - Epoch 23, 测试集 AUC: 0.6111, PRE: 0.2096, REC: 0.4222, MF1: 0.5392, ACC1: 0.4222, ACC0: 0.7294, Gmean: 0.5549
2025-05-08 21:42:26 - Epoch 23, val mf1: 0.5407, val ACC1: 0.4237, val ACC0: 0.7312, val Gmean: 0.5566 (best 0.5632)
2025-05-08 21:42:27 - Epoch 24 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:42:27 - Epoch 24, 测试集 AUC: 0.6126, PRE: 0.2168, REC: 0.4107, MF1: 0.5465, ACC1: 0.4107, ACC0: 0.7477, Gmean: 0.5542
2025-05-08 21:42:27 - Epoch 24, val mf1: 0.5453, val ACC1: 0.4081, val ACC0: 0.7472, val Gmean: 0.5522 (best 0.5632)
2025-05-08 21:42:27 - Epoch 25 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-08 21:42:28 - Epoch 25, 测试集 AUC: 0.6149, PRE: 0.2293, REC: 0.3534, MF1: 0.5573, ACC1: 0.3534, ACC0: 0.7981, Gmean: 0.5310
2025-05-08 21:42:28 - Epoch 25, val mf1: 0.5555, val ACC1: 0.3544, val ACC0: 0.7945, val Gmean: 0.5307 (best 0.5632)
2025-05-08 21:42:28 - Epoch 26 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:42:28 - Epoch 26, 测试集 AUC: 0.6170, PRE: 0.2522, REC: 0.2705, MF1: 0.5650, ACC1: 0.2705, ACC0: 0.8637, Gmean: 0.4833
2025-05-08 21:42:28 - Epoch 26, val mf1: 0.5664, val ACC1: 0.2742, val ACC0: 0.8632, val Gmean: 0.4865 (best 0.5664)
2025-05-08 21:42:28 - Epoch 27 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:42:29 - Epoch 27, 测试集 AUC: 0.6184, PRE: 0.2819, REC: 0.2183, MF1: 0.5673, ACC1: 0.2183, ACC0: 0.9055, Gmean: 0.4446
2025-05-08 21:42:29 - Epoch 27, val mf1: 0.5644, val ACC1: 0.2182, val ACC0: 0.9013, val Gmean: 0.4435 (best 0.5664)
2025-05-08 21:42:29 - Epoch 28 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:42:29 - Epoch 28, 测试集 AUC: 0.6191, PRE: 0.3059, REC: 0.1869, MF1: 0.5651, ACC1: 0.1869, ACC0: 0.9279, Gmean: 0.4165
2025-05-08 21:42:29 - Epoch 28, val mf1: 0.5647, val ACC1: 0.1898, val ACC0: 0.9248, val Gmean: 0.4190 (best 0.5664)
2025-05-08 21:42:29 - Epoch 29 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:42:30 - Epoch 29, 测试集 AUC: 0.6190, PRE: 0.3181, REC: 0.1745, MF1: 0.5636, ACC1: 0.1745, ACC0: 0.9364, Gmean: 0.4043
2025-05-08 21:42:30 - Epoch 29, val mf1: 0.5613, val ACC1: 0.1733, val ACC0: 0.9341, val Gmean: 0.4024 (best 0.5664)
2025-05-08 21:42:30 - Epoch 30 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:42:30 - Epoch 30, 有标签损失: 0.0248, 一致性损失: 0.0014, 伪标签损失: 0.6151, LPL损失: 41.6649, 聚类损失: 1.0376, 总损失: 3.1603
2025-05-08 21:42:30 - Epoch 30, 测试集 AUC: 0.6165, PRE: 0.3372, REC: 0.1438, MF1: 0.5547, ACC1: 0.1438, ACC0: 0.9519, Gmean: 0.3700
2025-05-08 21:42:30 - Epoch 30, val mf1: 0.5527, val ACC1: 0.1426, val ACC0: 0.9503, val Gmean: 0.3681 (best 0.5664)
2025-05-08 21:42:30 - Epoch 31 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:42:31 - Epoch 31, 测试集 AUC: 0.6109, PRE: 0.3628, REC: 0.1120, MF1: 0.5420, ACC1: 0.1120, ACC0: 0.9666, Gmean: 0.3290
2025-05-08 21:42:31 - Epoch 31, val mf1: 0.5432, val ACC1: 0.1142, val ACC0: 0.9659, val Gmean: 0.3321 (best 0.5664)
2025-05-08 21:42:31 - Epoch 32 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:42:31 - Epoch 32, 测试集 AUC: 0.6033, PRE: 0.3951, REC: 0.0842, MF1: 0.5278, ACC1: 0.0842, ACC0: 0.9781, Gmean: 0.2870
2025-05-08 21:42:31 - Epoch 32, val mf1: 0.5290, val ACC1: 0.0867, val ACC0: 0.9768, val Gmean: 0.2909 (best 0.5664)
2025-05-08 21:42:31 - Epoch 33 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:42:32 - Epoch 33, 测试集 AUC: 0.5965, PRE: 0.4044, REC: 0.0750, MF1: 0.5221, ACC1: 0.0750, ACC0: 0.9812, Gmean: 0.2712
2025-05-08 21:42:32 - Epoch 33, val mf1: 0.5250, val ACC1: 0.0793, val ACC0: 0.9800, val Gmean: 0.2788 (best 0.5664)
2025-05-08 21:42:32 - Epoch 34 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:42:32 - Epoch 34, 测试集 AUC: 0.5914, PRE: 0.3986, REC: 0.0768, MF1: 0.5230, ACC1: 0.0768, ACC0: 0.9803, Gmean: 0.2743
2025-05-08 21:42:32 - Epoch 34, val mf1: 0.5245, val ACC1: 0.0793, val ACC0: 0.9791, val Gmean: 0.2787 (best 0.5664)
2025-05-08 21:42:32 - Epoch 35 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:42:33 - Epoch 35, 测试集 AUC: 0.5888, PRE: 0.3916, REC: 0.0905, MF1: 0.5316, ACC1: 0.0905, ACC0: 0.9761, Gmean: 0.2973
2025-05-08 21:42:33 - Epoch 35, val mf1: 0.5304, val ACC1: 0.0894, val ACC0: 0.9755, val Gmean: 0.2953 (best 0.5664)
2025-05-08 21:42:33 - Epoch 36 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:42:33 - Epoch 36, 测试集 AUC: 0.5872, PRE: 0.3779, REC: 0.1041, MF1: 0.5389, ACC1: 0.1041, ACC0: 0.9709, Gmean: 0.3179
2025-05-08 21:42:33 - Epoch 36, val mf1: 0.5369, val ACC1: 0.1022, val ACC0: 0.9699, val Gmean: 0.3149 (best 0.5664)
2025-05-08 21:42:33 - Epoch 37 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:42:34 - Epoch 37, 测试集 AUC: 0.5838, PRE: 0.3717, REC: 0.1079, MF1: 0.5406, ACC1: 0.1079, ACC0: 0.9690, Gmean: 0.3234
2025-05-08 21:42:34 - Epoch 37, val mf1: 0.5385, val ACC1: 0.1059, val ACC0: 0.9681, val Gmean: 0.3202 (best 0.5664)
2025-05-08 21:42:34 - Epoch 38 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:42:34 - Epoch 38, 测试集 AUC: 0.5777, PRE: 0.3708, REC: 0.0991, MF1: 0.5354, ACC1: 0.0991, ACC0: 0.9714, Gmean: 0.3103
2025-05-08 21:42:34 - Epoch 38, val mf1: 0.5347, val ACC1: 0.0986, val ACC0: 0.9709, val Gmean: 0.3094 (best 0.5664)
2025-05-08 21:42:35 - Epoch 39 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:42:35 - Epoch 39, 测试集 AUC: 0.5698, PRE: 0.3815, REC: 0.0847, MF1: 0.5273, ACC1: 0.0847, ACC0: 0.9767, Gmean: 0.2876
2025-05-08 21:42:35 - Epoch 39, val mf1: 0.5291, val ACC1: 0.0871, val ACC0: 0.9764, val Gmean: 0.2916 (best 0.5664)
2025-05-08 21:42:35 - Epoch 40 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:42:35 - Epoch 40, 有标签损失: 0.0057, 一致性损失: 0.0008, 伪标签损失: 0.5939, LPL损失: 199.9597, 聚类损失: 0.9694, 总损失: 17.5672
2025-05-08 21:42:35 - Epoch 40, 测试集 AUC: 0.5630, PRE: 0.3777, REC: 0.0781, MF1: 0.5229, ACC1: 0.0781, ACC0: 0.9781, Gmean: 0.2764
2025-05-08 21:42:35 - Epoch 40, val mf1: 0.5272, val ACC1: 0.0834, val ACC0: 0.9782, val Gmean: 0.2857 (best 0.5664)
2025-05-08 21:42:36 - Epoch 41 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:42:36 - Epoch 41, 测试集 AUC: 0.5588, PRE: 0.3695, REC: 0.0793, MF1: 0.5232, ACC1: 0.0793, ACC0: 0.9770, Gmean: 0.2783
2025-05-08 21:42:36 - Epoch 41, val mf1: 0.5283, val ACC1: 0.0857, val ACC0: 0.9769, val Gmean: 0.2894 (best 0.5664)
2025-05-08 21:42:36 - Epoch 42 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:42:36 - Epoch 42, 测试集 AUC: 0.5561, PRE: 0.3647, REC: 0.0885, MF1: 0.5287, ACC1: 0.0885, ACC0: 0.9738, Gmean: 0.2936
2025-05-08 21:42:36 - Epoch 42, val mf1: 0.5306, val ACC1: 0.0917, val ACC0: 0.9729, val Gmean: 0.2987 (best 0.5664)
2025-05-08 21:42:37 - Epoch 43 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:42:37 - Epoch 43, 测试集 AUC: 0.5495, PRE: 0.3563, REC: 0.0862, MF1: 0.5267, ACC1: 0.0862, ACC0: 0.9735, Gmean: 0.2898
2025-05-08 21:42:37 - Epoch 43, val mf1: 0.5297, val ACC1: 0.0903, val ACC0: 0.9732, val Gmean: 0.2965 (best 0.5664)
2025-05-08 21:42:37 - Epoch 44 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:42:37 - Epoch 44, 测试集 AUC: 0.5381, PRE: 0.3543, REC: 0.0738, MF1: 0.5189, ACC1: 0.0738, ACC0: 0.9771, Gmean: 0.2686
2025-05-08 21:42:37 - Epoch 44, val mf1: 0.5253, val ACC1: 0.0825, val ACC0: 0.9762, val Gmean: 0.2838 (best 0.5664)
2025-05-08 21:42:38 - Epoch 45 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:42:38 - Epoch 45, 测试集 AUC: 0.5225, PRE: 0.3696, REC: 0.0653, MF1: 0.5139, ACC1: 0.0653, ACC0: 0.9811, Gmean: 0.2530
2025-05-08 21:42:38 - Epoch 45, val mf1: 0.5165, val ACC1: 0.0683, val ACC0: 0.9811, val Gmean: 0.2589 (best 0.5664)
2025-05-08 21:42:38 - Epoch 46 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:42:38 - Epoch 46, 测试集 AUC: 0.5100, PRE: 0.3632, REC: 0.0576, MF1: 0.5083, ACC1: 0.0576, ACC0: 0.9828, Gmean: 0.2379
2025-05-08 21:42:38 - Epoch 46, val mf1: 0.5132, val ACC1: 0.0633, val ACC0: 0.9829, val Gmean: 0.2494 (best 0.5664)
2025-05-08 21:42:39 - Epoch 47 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:42:39 - Epoch 47, 测试集 AUC: 0.5019, PRE: 0.3541, REC: 0.0564, MF1: 0.5072, ACC1: 0.0564, ACC0: 0.9825, Gmean: 0.2355
2025-05-08 21:42:39 - Epoch 47, val mf1: 0.5105, val ACC1: 0.0601, val ACC0: 0.9829, val Gmean: 0.2430 (best 0.5664)
2025-05-08 21:42:39 - Epoch 48 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:42:39 - Epoch 48, 测试集 AUC: 0.4984, PRE: 0.3520, REC: 0.0610, MF1: 0.5102, ACC1: 0.0610, ACC0: 0.9809, Gmean: 0.2445
2025-05-08 21:42:39 - Epoch 48, val mf1: 0.5131, val ACC1: 0.0642, val ACC0: 0.9813, val Gmean: 0.2510 (best 0.5664)
2025-05-08 21:42:39 - Epoch 49 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:42:40 - Epoch 49, 测试集 AUC: 0.4936, PRE: 0.3457, REC: 0.0589, MF1: 0.5086, ACC1: 0.0589, ACC0: 0.9810, Gmean: 0.2404
2025-05-08 21:42:40 - Epoch 49, val mf1: 0.5116, val ACC1: 0.0619, val ACC0: 0.9820, val Gmean: 0.2465 (best 0.5664)
2025-05-08 21:42:40 - time cost: 27.03 s
2025-05-08 21:42:40 - 基于验证集最佳模型的测试结果: REC 27.05 PRE 25.22 MF1 56.50 AUC 61.70 ACC1 27.05 ACC0 86.37 Gmean 48.33
2025-05-08 21:42:40 - 测试集上观察到的最佳结果 (Epoch 5): AUC 68.79 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
