2025-05-09 21:34:01 - 运行开始时间: 20250509_213401
2025-05-09 21:34:01 - 日志文件: logs/train_log_yelp_seed64_20250509_213401.txt
2025-05-09 21:34:01 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:34:01 - 无标签数据数量: 457
2025-05-09 21:34:01 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 21:34:02 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:34:02 - 伪标签策略：
2025-05-09 21:34:02 -   使用模型输出和聚类结果的融合
2025-05-09 21:34:02 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 21:34:02 - 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: 2.2864
2025-05-09 21:34:03 - Epoch 0, 测试集 AUC: 0.7006, PRE: 0.2470, REC: 0.8191, MF1: 0.5480, ACC1: 0.8191, ACC0: 0.5754, Gmean: 0.6866
2025-05-09 21:34:03 - 更新最佳测试结果 (Epoch 0): AUC 0.7006, PRE 0.2470, REC 0.8191, MF1 0.5480, ACC1 0.8191, ACC0 0.5754, Gmean 0.6866
2025-05-09 21:34:03 - Epoch 0, val mf1: 0.5454, val ACC1: 0.8345, val ACC0: 0.5662, val Gmean: 0.6874 (best 0.5454)
2025-05-09 21:34:03 - Epoch 1 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 21:34:03 - Epoch 1, 测试集 AUC: 0.6968, PRE: 0.2460, REC: 0.8056, MF1: 0.5481, ACC1: 0.8056, ACC0: 0.5803, Gmean: 0.6837
2025-05-09 21:34:03 - Epoch 1, val mf1: 0.5465, val ACC1: 0.8244, val ACC0: 0.5714, val Gmean: 0.6863 (best 0.5465)
2025-05-09 21:34:03 - Epoch 2 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:34:04 - Epoch 2, 测试集 AUC: 0.6934, PRE: 0.2452, REC: 0.7869, MF1: 0.5491, ACC1: 0.7869, ACC0: 0.5883, Gmean: 0.6804
2025-05-09 21:34:04 - Epoch 2, val mf1: 0.5470, val ACC1: 0.8061, val ACC0: 0.5785, val Gmean: 0.6828 (best 0.5470)
2025-05-09 21:34:04 - Epoch 3 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:34:04 - Epoch 3, 测试集 AUC: 0.6904, PRE: 0.2421, REC: 0.7548, MF1: 0.5481, ACC1: 0.7548, ACC0: 0.5983, Gmean: 0.6720
2025-05-09 21:34:04 - Epoch 3, val mf1: 0.5466, val ACC1: 0.7735, val ACC0: 0.5892, val Gmean: 0.6751 (best 0.5470)
2025-05-09 21:34:05 - Epoch 4 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:34:05 - Epoch 4, 测试集 AUC: 0.6885, PRE: 0.2392, REC: 0.7004, MF1: 0.5499, ACC1: 0.7004, ACC0: 0.6214, Gmean: 0.6597
2025-05-09 21:34:05 - Epoch 4, val mf1: 0.5494, val ACC1: 0.7121, val ACC0: 0.6161, val Gmean: 0.6624 (best 0.5494)
2025-05-09 21:34:05 - Epoch 5 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:34:05 - Epoch 5, 测试集 AUC: 0.6870, PRE: 0.2330, REC: 0.6123, MF1: 0.5503, ACC1: 0.6123, ACC0: 0.6574, Gmean: 0.6345
2025-05-09 21:34:05 - Epoch 5, val mf1: 0.5518, val ACC1: 0.6341, val ACC0: 0.6508, val Gmean: 0.6424 (best 0.5518)
2025-05-09 21:34:06 - Epoch 6 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:34:06 - Epoch 6, 测试集 AUC: 0.6859, PRE: 0.2268, REC: 0.4787, MF1: 0.5528, ACC1: 0.4787, ACC0: 0.7225, Gmean: 0.5881
2025-05-09 21:34:06 - Epoch 6, val mf1: 0.5573, val ACC1: 0.4966, val ACC0: 0.7210, val Gmean: 0.5984 (best 0.5573)
2025-05-09 21:34:06 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:34:07 - Epoch 7, 测试集 AUC: 0.6849, PRE: 0.2209, REC: 0.3161, MF1: 0.5506, ACC1: 0.3161, ACC0: 0.8104, Gmean: 0.5061
2025-05-09 21:34:07 - Epoch 7, val mf1: 0.5581, val ACC1: 0.3352, val ACC0: 0.8104, val Gmean: 0.5212 (best 0.5581)
2025-05-09 21:34:07 - Epoch 8 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:34:07 - Epoch 8, 测试集 AUC: 0.6841, PRE: 0.2186, REC: 0.1802, MF1: 0.5375, ACC1: 0.1802, ACC0: 0.8905, Gmean: 0.4006
2025-05-09 21:34:07 - Epoch 8, val mf1: 0.5453, val ACC1: 0.1962, val ACC0: 0.8896, val Gmean: 0.4178 (best 0.5581)
2025-05-09 21:34:07 - Epoch 9 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:34:08 - Epoch 9, 测试集 AUC: 0.6835, PRE: 0.2288, REC: 0.0928, MF1: 0.5167, ACC1: 0.0928, ACC0: 0.9468, Gmean: 0.2964
2025-05-09 21:34:08 - Epoch 9, val mf1: 0.5238, val ACC1: 0.1032, val ACC0: 0.9467, val Gmean: 0.3125 (best 0.5581)
2025-05-09 21:34:08 - Epoch 10 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:34:08 - Epoch 10, 有标签损失: 0.6535, 一致性损失: 0.0000, 伪标签损失: 0.4627, LPL损失: 45.1328, 聚类损失: 1.5700, 总损失: 2.3917
2025-05-09 21:34:08 - Epoch 10, 测试集 AUC: 0.6836, PRE: 0.2470, REC: 0.0551, MF1: 0.5007, ACC1: 0.0551, ACC0: 0.9714, Gmean: 0.2313
2025-05-09 21:34:08 - Epoch 10, val mf1: 0.5096, val ACC1: 0.0665, val ACC0: 0.9708, val Gmean: 0.2540 (best 0.5581)
2025-05-09 21:34:08 - Epoch 11 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:34:09 - Epoch 11, 测试集 AUC: 0.6843, PRE: 0.2690, REC: 0.0375, MF1: 0.4907, ACC1: 0.0375, ACC0: 0.9827, Gmean: 0.1919
2025-05-09 21:34:09 - Epoch 11, val mf1: 0.4996, val ACC1: 0.0477, val ACC0: 0.9825, val Gmean: 0.2165 (best 0.5581)
2025-05-09 21:34:09 - Epoch 12 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:34:09 - Epoch 12, 测试集 AUC: 0.6851, PRE: 0.2894, REC: 0.0307, MF1: 0.4865, ACC1: 0.0307, ACC0: 0.9872, Gmean: 0.1741
2025-05-09 21:34:09 - Epoch 12, val mf1: 0.4913, val ACC1: 0.0358, val ACC0: 0.9877, val Gmean: 0.1879 (best 0.5581)
2025-05-09 21:34:09 - Epoch 13 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:34:10 - Epoch 13, 测试集 AUC: 0.6853, PRE: 0.3037, REC: 0.0300, MF1: 0.4863, ACC1: 0.0300, ACC0: 0.9883, Gmean: 0.1723
2025-05-09 21:34:10 - Epoch 13, val mf1: 0.4913, val ACC1: 0.0353, val ACC0: 0.9887, val Gmean: 0.1868 (best 0.5581)
2025-05-09 21:34:10 - Epoch 14 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:34:10 - Epoch 14, 测试集 AUC: 0.6844, PRE: 0.2944, REC: 0.0359, MF1: 0.4905, ACC1: 0.0359, ACC0: 0.9854, Gmean: 0.1881
2025-05-09 21:34:10 - Epoch 14, val mf1: 0.4951, val ACC1: 0.0408, val ACC0: 0.9860, val Gmean: 0.2006 (best 0.5581)
2025-05-09 21:34:10 - Epoch 15 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:34:11 - Epoch 15, 测试集 AUC: 0.6817, PRE: 0.2706, REC: 0.0422, MF1: 0.4940, ACC1: 0.0422, ACC0: 0.9807, Gmean: 0.2035
2025-05-09 21:34:11 - Epoch 15, val mf1: 0.5011, val ACC1: 0.0500, val ACC0: 0.9814, val Gmean: 0.2215 (best 0.5581)
2025-05-09 21:34:11 - Epoch 16 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:34:11 - Epoch 16, 测试集 AUC: 0.6765, PRE: 0.2594, REC: 0.0499, MF1: 0.4984, ACC1: 0.0499, ACC0: 0.9758, Gmean: 0.2207
2025-05-09 21:34:11 - Epoch 16, val mf1: 0.5055, val ACC1: 0.0587, val ACC0: 0.9754, val Gmean: 0.2393 (best 0.5581)
2025-05-09 21:34:11 - Epoch 17 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:34:12 - Epoch 17, 测试集 AUC: 0.6669, PRE: 0.2619, REC: 0.0558, MF1: 0.5021, ACC1: 0.0558, ACC0: 0.9733, Gmean: 0.2330
2025-05-09 21:34:12 - Epoch 17, val mf1: 0.5080, val ACC1: 0.0642, val ACC0: 0.9714, val Gmean: 0.2497 (best 0.5581)
2025-05-09 21:34:12 - Epoch 18 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:34:12 - Epoch 18, 测试集 AUC: 0.6502, PRE: 0.2529, REC: 0.0741, MF1: 0.5114, ACC1: 0.0741, ACC0: 0.9628, Gmean: 0.2670
2025-05-09 21:34:12 - Epoch 18, val mf1: 0.5178, val ACC1: 0.0830, val ACC0: 0.9620, val Gmean: 0.2826 (best 0.5581)
2025-05-09 21:34:12 - Epoch 19 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:34:13 - Epoch 19, 测试集 AUC: 0.6418, PRE: 0.2435, REC: 0.0860, MF1: 0.5160, ACC1: 0.0860, ACC0: 0.9546, Gmean: 0.2866
2025-05-09 21:34:13 - Epoch 19, val mf1: 0.5216, val ACC1: 0.0931, val ACC0: 0.9555, val Gmean: 0.2982 (best 0.5581)
2025-05-09 21:34:13 - Epoch 20 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:34:13 - Epoch 20, 有标签损失: 0.5085, 一致性损失: 0.0000, 伪标签损失: 0.4953, LPL损失: 38.8898, 聚类损失: 1.2738, 总损失: 3.1197
2025-05-09 21:34:13 - Epoch 20, 测试集 AUC: 0.6329, PRE: 0.2368, REC: 0.0969, MF1: 0.5196, ACC1: 0.0969, ACC0: 0.9469, Gmean: 0.3029
2025-05-09 21:34:13 - Epoch 20, val mf1: 0.5275, val ACC1: 0.1064, val ACC0: 0.9493, val Gmean: 0.3178 (best 0.5581)
2025-05-09 21:34:14 - Epoch 21 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:34:14 - Epoch 21, 测试集 AUC: 0.6242, PRE: 0.2371, REC: 0.1158, MF1: 0.5266, ACC1: 0.1158, ACC0: 0.9366, Gmean: 0.3294
2025-05-09 21:34:14 - Epoch 21, val mf1: 0.5319, val ACC1: 0.1215, val ACC0: 0.9394, val Gmean: 0.3378 (best 0.5581)
2025-05-09 21:34:14 - Epoch 22 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:34:14 - Epoch 22, 测试集 AUC: 0.6214, PRE: 0.2354, REC: 0.1203, MF1: 0.5278, ACC1: 0.1203, ACC0: 0.9336, Gmean: 0.3352
2025-05-09 21:34:14 - Epoch 22, val mf1: 0.5313, val ACC1: 0.1238, val ACC0: 0.9357, val Gmean: 0.3403 (best 0.5581)
2025-05-09 21:34:15 - Epoch 23 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:34:15 - Epoch 23, 测试集 AUC: 0.6252, PRE: 0.2385, REC: 0.1217, MF1: 0.5289, ACC1: 0.1217, ACC0: 0.9339, Gmean: 0.3371
2025-05-09 21:34:15 - Epoch 23, val mf1: 0.5325, val ACC1: 0.1252, val ACC0: 0.9363, val Gmean: 0.3423 (best 0.5581)
2025-05-09 21:34:15 - Epoch 24 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 21:34:15 - Epoch 24, 测试集 AUC: 0.6323, PRE: 0.2402, REC: 0.1217, MF1: 0.5292, ACC1: 0.1217, ACC0: 0.9346, Gmean: 0.3372
2025-05-09 21:34:15 - Epoch 24, val mf1: 0.5334, val ACC1: 0.1256, val ACC0: 0.9373, val Gmean: 0.3432 (best 0.5581)
2025-05-09 21:34:16 - Epoch 25 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:34:16 - Epoch 25, 测试集 AUC: 0.6413, PRE: 0.2379, REC: 0.1280, MF1: 0.5308, ACC1: 0.1280, ACC0: 0.9303, Gmean: 0.3451
2025-05-09 21:34:16 - Epoch 25, val mf1: 0.5347, val ACC1: 0.1316, val ACC0: 0.9330, val Gmean: 0.3504 (best 0.5581)
2025-05-09 21:34:16 - Epoch 26 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:34:16 - Epoch 26, 测试集 AUC: 0.6469, PRE: 0.2380, REC: 0.1337, MF1: 0.5326, ACC1: 0.1337, ACC0: 0.9273, Gmean: 0.3521
2025-05-09 21:34:16 - Epoch 26, val mf1: 0.5357, val ACC1: 0.1353, val ACC0: 0.9309, val Gmean: 0.3548 (best 0.5581)
2025-05-09 21:34:17 - Epoch 27 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:34:17 - Epoch 27, 测试集 AUC: 0.6516, PRE: 0.2360, REC: 0.1337, MF1: 0.5321, ACC1: 0.1337, ACC0: 0.9264, Gmean: 0.3519
2025-05-09 21:34:17 - Epoch 27, val mf1: 0.5365, val ACC1: 0.1376, val ACC0: 0.9299, val Gmean: 0.3576 (best 0.5581)
2025-05-09 21:34:17 - Epoch 28 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:34:17 - Epoch 28, 测试集 AUC: 0.6571, PRE: 0.2359, REC: 0.1377, MF1: 0.5332, ACC1: 0.1377, ACC0: 0.9242, Gmean: 0.3568
2025-05-09 21:34:17 - Epoch 28, val mf1: 0.5391, val ACC1: 0.1444, val ACC0: 0.9271, val Gmean: 0.3659 (best 0.5581)
2025-05-09 21:34:17 - Epoch 29 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:34:18 - Epoch 29, 测试集 AUC: 0.6624, PRE: 0.2394, REC: 0.1456, MF1: 0.5364, ACC1: 0.1456, ACC0: 0.9214, Gmean: 0.3663
2025-05-09 21:34:18 - Epoch 29, val mf1: 0.5407, val ACC1: 0.1508, val ACC0: 0.9232, val Gmean: 0.3732 (best 0.5581)
2025-05-09 21:34:18 - Epoch 30 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:34:18 - Epoch 30, 有标签损失: 0.4247, 一致性损失: 0.0000, 伪标签损失: 0.5439, LPL损失: 7.3618, 聚类损失: 1.5754, 总损失: 1.0872
2025-05-09 21:34:18 - Epoch 30, 测试集 AUC: 0.6665, PRE: 0.2416, REC: 0.1454, MF1: 0.5369, ACC1: 0.1454, ACC0: 0.9224, Gmean: 0.3662
2025-05-09 21:34:18 - Epoch 30, val mf1: 0.5421, val ACC1: 0.1513, val ACC0: 0.9251, val Gmean: 0.3741 (best 0.5581)
2025-05-09 21:34:19 - Epoch 31 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 21:34:19 - Epoch 31, 测试集 AUC: 0.6682, PRE: 0.2447, REC: 0.1350, MF1: 0.5345, ACC1: 0.1350, ACC0: 0.9291, Gmean: 0.3542
2025-05-09 21:34:19 - Epoch 31, val mf1: 0.5394, val ACC1: 0.1408, val ACC0: 0.9312, val Gmean: 0.3620 (best 0.5581)
2025-05-09 21:34:19 - Epoch 32 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:34:20 - Epoch 32, 测试集 AUC: 0.6702, PRE: 0.2504, REC: 0.1298, MF1: 0.5341, ACC1: 0.1298, ACC0: 0.9339, Gmean: 0.3482
2025-05-09 21:34:20 - Epoch 32, val mf1: 0.5385, val ACC1: 0.1343, val ACC0: 0.9364, val Gmean: 0.3547 (best 0.5581)
2025-05-09 21:34:20 - Epoch 33 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:34:20 - Epoch 33, 测试集 AUC: 0.6721, PRE: 0.2577, REC: 0.1197, MF1: 0.5319, ACC1: 0.1197, ACC0: 0.9414, Gmean: 0.3356
2025-05-09 21:34:20 - Epoch 33, val mf1: 0.5358, val ACC1: 0.1238, val ACC0: 0.9433, val Gmean: 0.3417 (best 0.5581)
2025-05-09 21:34:20 - Epoch 34 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:34:21 - Epoch 34, 测试集 AUC: 0.6737, PRE: 0.2618, REC: 0.1106, MF1: 0.5291, ACC1: 0.1106, ACC0: 0.9470, Gmean: 0.3237
2025-05-09 21:34:21 - Epoch 34, val mf1: 0.5338, val ACC1: 0.1169, val ACC0: 0.9477, val Gmean: 0.3329 (best 0.5581)
2025-05-09 21:34:21 - Epoch 35 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:34:21 - Epoch 35, 测试集 AUC: 0.6746, PRE: 0.2685, REC: 0.1048, MF1: 0.5277, ACC1: 0.1048, ACC0: 0.9515, Gmean: 0.3157
2025-05-09 21:34:21 - Epoch 35, val mf1: 0.5306, val ACC1: 0.1087, val ACC0: 0.9518, val Gmean: 0.3216 (best 0.5581)
2025-05-09 21:34:21 - Epoch 36 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:34:21 - Epoch 36, 测试集 AUC: 0.6755, PRE: 0.2824, REC: 0.0935, MF1: 0.5242, ACC1: 0.0935, ACC0: 0.9596, Gmean: 0.2995
2025-05-09 21:34:21 - Epoch 36, val mf1: 0.5283, val ACC1: 0.0990, val ACC0: 0.9596, val Gmean: 0.3083 (best 0.5581)
2025-05-09 21:34:22 - Epoch 37 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 21:34:22 - Epoch 37, 测试集 AUC: 0.6758, PRE: 0.2950, REC: 0.0858, MF1: 0.5216, ACC1: 0.0858, ACC0: 0.9651, Gmean: 0.2878
2025-05-09 21:34:22 - Epoch 37, val mf1: 0.5234, val ACC1: 0.0885, val ACC0: 0.9647, val Gmean: 0.2922 (best 0.5581)
2025-05-09 21:34:22 - Epoch 38 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:34:22 - Epoch 38, 测试集 AUC: 0.6763, PRE: 0.3102, REC: 0.0808, MF1: 0.5202, ACC1: 0.0808, ACC0: 0.9694, Gmean: 0.2799
2025-05-09 21:34:22 - Epoch 38, val mf1: 0.5200, val ACC1: 0.0807, val ACC0: 0.9692, val Gmean: 0.2797 (best 0.5581)
2025-05-09 21:34:23 - Epoch 39 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:34:23 - Epoch 39, 测试集 AUC: 0.6770, PRE: 0.3151, REC: 0.0765, MF1: 0.5181, ACC1: 0.0765, ACC0: 0.9717, Gmean: 0.2727
2025-05-09 21:34:23 - Epoch 39, val mf1: 0.5182, val ACC1: 0.0766, val ACC0: 0.9719, val Gmean: 0.2728 (best 0.5581)
2025-05-09 21:34:23 - Epoch 40 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:34:23 - Epoch 40, 有标签损失: 0.3248, 一致性损失: 0.0000, 伪标签损失: 0.7067, LPL损失: 36.5561, 聚类损失: 2.0737, 总损失: 3.1589
2025-05-09 21:34:23 - Epoch 40, 测试集 AUC: 0.6761, PRE: 0.3266, REC: 0.0727, MF1: 0.5165, ACC1: 0.0727, ACC0: 0.9745, Gmean: 0.2662
2025-05-09 21:34:23 - Epoch 40, val mf1: 0.5150, val ACC1: 0.0706, val ACC0: 0.9748, val Gmean: 0.2623 (best 0.5581)
2025-05-09 21:34:23 - Epoch 41 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:34:24 - Epoch 41, 测试集 AUC: 0.6751, PRE: 0.3378, REC: 0.0686, MF1: 0.5146, ACC1: 0.0686, ACC0: 0.9771, Gmean: 0.2590
2025-05-09 21:34:24 - Epoch 41, val mf1: 0.5123, val ACC1: 0.0656, val ACC0: 0.9776, val Gmean: 0.2532 (best 0.5581)
2025-05-09 21:34:24 - Epoch 42 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:34:24 - Epoch 42, 测试集 AUC: 0.6741, PRE: 0.3426, REC: 0.0666, MF1: 0.5136, ACC1: 0.0666, ACC0: 0.9783, Gmean: 0.2553
2025-05-09 21:34:24 - Epoch 42, val mf1: 0.5120, val ACC1: 0.0642, val ACC0: 0.9792, val Gmean: 0.2507 (best 0.5581)
2025-05-09 21:34:24 - Epoch 43 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:34:25 - Epoch 43, 测试集 AUC: 0.6737, PRE: 0.3412, REC: 0.0682, MF1: 0.5145, ACC1: 0.0682, ACC0: 0.9776, Gmean: 0.2582
2025-05-09 21:34:25 - Epoch 43, val mf1: 0.5130, val ACC1: 0.0656, val ACC0: 0.9789, val Gmean: 0.2533 (best 0.5581)
2025-05-09 21:34:25 - Epoch 44 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:34:25 - Epoch 44, 测试集 AUC: 0.6734, PRE: 0.3337, REC: 0.0704, MF1: 0.5155, ACC1: 0.0704, ACC0: 0.9761, Gmean: 0.2622
2025-05-09 21:34:25 - Epoch 44, val mf1: 0.5147, val ACC1: 0.0688, val ACC0: 0.9770, val Gmean: 0.2592 (best 0.5581)
2025-05-09 21:34:25 - Epoch 45 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:34:26 - Epoch 45, 测试集 AUC: 0.6725, PRE: 0.3259, REC: 0.0759, MF1: 0.5184, ACC1: 0.0759, ACC0: 0.9733, Gmean: 0.2717
2025-05-09 21:34:26 - Epoch 45, val mf1: 0.5186, val ACC1: 0.0757, val ACC0: 0.9740, val Gmean: 0.2714 (best 0.5581)
2025-05-09 21:34:26 - Epoch 46 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:34:26 - Epoch 46, 测试集 AUC: 0.6713, PRE: 0.3137, REC: 0.0793, MF1: 0.5195, ACC1: 0.0793, ACC0: 0.9705, Gmean: 0.2773
2025-05-09 21:34:26 - Epoch 46, val mf1: 0.5219, val ACC1: 0.0821, val ACC0: 0.9709, val Gmean: 0.2823 (best 0.5581)
2025-05-09 21:34:26 - Epoch 47 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:34:27 - Epoch 47, 测试集 AUC: 0.6701, PRE: 0.3140, REC: 0.0842, MF1: 0.5224, ACC1: 0.0842, ACC0: 0.9687, Gmean: 0.2856
2025-05-09 21:34:27 - Epoch 47, val mf1: 0.5237, val ACC1: 0.0853, val ACC0: 0.9696, val Gmean: 0.2876 (best 0.5581)
2025-05-09 21:34:27 - Epoch 48 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:34:27 - Epoch 48, 测试集 AUC: 0.6685, PRE: 0.3089, REC: 0.0903, MF1: 0.5253, ACC1: 0.0903, ACC0: 0.9656, Gmean: 0.2953
2025-05-09 21:34:27 - Epoch 48, val mf1: 0.5249, val ACC1: 0.0890, val ACC0: 0.9666, val Gmean: 0.2932 (best 0.5581)
2025-05-09 21:34:27 - Epoch 49 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:34:28 - Epoch 49, 测试集 AUC: 0.6689, PRE: 0.2992, REC: 0.0978, MF1: 0.5282, ACC1: 0.0978, ACC0: 0.9611, Gmean: 0.3065
2025-05-09 21:34:28 - Epoch 49, val mf1: 0.5279, val ACC1: 0.0967, val ACC0: 0.9619, val Gmean: 0.3051 (best 0.5581)
2025-05-09 21:34:28 - Epoch 50 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:34:28 - Epoch 50, 有标签损失: 0.1815, 一致性损失: 0.0000, 伪标签损失: 0.7561, LPL损失: 32.2640, 聚类损失: 2.2356, 总损失: 3.1647
2025-05-09 21:34:28 - Epoch 50, 测试集 AUC: 0.6699, PRE: 0.2935, REC: 0.1054, MF1: 0.5313, ACC1: 0.1054, ACC0: 0.9569, Gmean: 0.3176
2025-05-09 21:34:28 - Epoch 50, val mf1: 0.5292, val ACC1: 0.1022, val ACC0: 0.9571, val Gmean: 0.3128 (best 0.5581)
2025-05-09 21:34:28 - Epoch 51 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:34:29 - Epoch 51, 测试集 AUC: 0.6698, PRE: 0.2867, REC: 0.1156, MF1: 0.5350, ACC1: 0.1156, ACC0: 0.9511, Gmean: 0.3316
2025-05-09 21:34:29 - Epoch 51, val mf1: 0.5320, val ACC1: 0.1114, val ACC0: 0.9510, val Gmean: 0.3255 (best 0.5581)
2025-05-09 21:34:29 - Epoch 52 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:34:29 - Epoch 52, 测试集 AUC: 0.6709, PRE: 0.2813, REC: 0.1226, MF1: 0.5371, ACC1: 0.1226, ACC0: 0.9468, Gmean: 0.3407
2025-05-09 21:34:29 - Epoch 52, val mf1: 0.5358, val ACC1: 0.1206, val ACC0: 0.9469, val Gmean: 0.3379 (best 0.5581)
2025-05-09 21:34:29 - Epoch 53 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:34:30 - Epoch 53, 测试集 AUC: 0.6731, PRE: 0.2705, REC: 0.1305, MF1: 0.5383, ACC1: 0.1305, ACC0: 0.9402, Gmean: 0.3503
2025-05-09 21:34:30 - Epoch 53, val mf1: 0.5405, val ACC1: 0.1325, val ACC0: 0.9416, val Gmean: 0.3532 (best 0.5581)
2025-05-09 21:34:30 - Epoch 54 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:34:30 - Epoch 54, 测试集 AUC: 0.6764, PRE: 0.2694, REC: 0.1366, MF1: 0.5403, ACC1: 0.1366, ACC0: 0.9370, Gmean: 0.3578
2025-05-09 21:34:30 - Epoch 54, val mf1: 0.5419, val ACC1: 0.1376, val ACC0: 0.9386, val Gmean: 0.3593 (best 0.5581)
2025-05-09 21:34:31 - Epoch 55 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:34:31 - Epoch 55, 测试集 AUC: 0.6791, PRE: 0.2708, REC: 0.1443, MF1: 0.5433, ACC1: 0.1443, ACC0: 0.9339, Gmean: 0.3671
2025-05-09 21:34:31 - Epoch 55, val mf1: 0.5470, val ACC1: 0.1490, val ACC0: 0.9351, val Gmean: 0.3733 (best 0.5581)
2025-05-09 21:34:31 - Epoch 56 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:34:31 - Epoch 56, 测试集 AUC: 0.6810, PRE: 0.2723, REC: 0.1556, MF1: 0.5473, ACC1: 0.1556, ACC0: 0.9293, Gmean: 0.3802
2025-05-09 21:34:31 - Epoch 56, val mf1: 0.5509, val ACC1: 0.1614, val ACC0: 0.9294, val Gmean: 0.3873 (best 0.5581)
2025-05-09 21:34:32 - Epoch 57 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:34:32 - Epoch 57, 测试集 AUC: 0.6826, PRE: 0.2702, REC: 0.1707, MF1: 0.5514, ACC1: 0.1707, ACC0: 0.9216, Gmean: 0.3966
2025-05-09 21:34:32 - Epoch 57, val mf1: 0.5537, val ACC1: 0.1738, val ACC0: 0.9223, val Gmean: 0.4003 (best 0.5581)
2025-05-09 21:34:32 - Epoch 58 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:34:32 - Epoch 58, 测试集 AUC: 0.6857, PRE: 0.2683, REC: 0.1845, MF1: 0.5547, ACC1: 0.1845, ACC0: 0.9145, Gmean: 0.4107
2025-05-09 21:34:32 - Epoch 58, val mf1: 0.5565, val ACC1: 0.1866, val ACC0: 0.9153, val Gmean: 0.4133 (best 0.5581)
2025-05-09 21:34:33 - Epoch 59 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:34:33 - Epoch 59, 测试集 AUC: 0.6894, PRE: 0.2689, REC: 0.2000, MF1: 0.5588, ACC1: 0.2000, ACC0: 0.9075, Gmean: 0.4261
2025-05-09 21:34:33 - Epoch 59, val mf1: 0.5595, val ACC1: 0.2008, val ACC0: 0.9079, val Gmean: 0.4270 (best 0.5595)
2025-05-09 21:34:33 - Epoch 60 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:34:33 - Epoch 60, 有标签损失: 0.1156, 一致性损失: 0.0000, 伪标签损失: 0.9942, LPL损失: 27.8873, 聚类损失: 3.0534, 总损失: 2.6042
2025-05-09 21:34:33 - Epoch 60, 测试集 AUC: 0.6931, PRE: 0.2698, REC: 0.2163, MF1: 0.5628, ACC1: 0.2163, ACC0: 0.9005, Gmean: 0.4413
2025-05-09 21:34:33 - Epoch 60, val mf1: 0.5643, val ACC1: 0.2196, val ACC0: 0.9000, val Gmean: 0.4446 (best 0.5643)
2025-05-09 21:34:34 - Epoch 61 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:34:34 - Epoch 61, 测试集 AUC: 0.6969, PRE: 0.2712, REC: 0.2387, MF1: 0.5679, ACC1: 0.2387, ACC0: 0.8910, Gmean: 0.4611
2025-05-09 21:34:34 - Epoch 61, val mf1: 0.5690, val ACC1: 0.2398, val ACC0: 0.8918, val Gmean: 0.4624 (best 0.5690)
2025-05-09 21:34:34 - Epoch 62 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:34:35 - Epoch 62, 测试集 AUC: 0.7004, PRE: 0.2700, REC: 0.2511, MF1: 0.5698, ACC1: 0.2511, ACC0: 0.8846, Gmean: 0.4713
2025-05-09 21:34:35 - Epoch 62, val mf1: 0.5726, val ACC1: 0.2558, val ACC0: 0.8853, val Gmean: 0.4759 (best 0.5726)
2025-05-09 21:34:35 - Epoch 63 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:34:35 - Epoch 63, 测试集 AUC: 0.7036, PRE: 0.2704, REC: 0.2556, MF1: 0.5707, ACC1: 0.2556, ACC0: 0.8827, Gmean: 0.4750
2025-05-09 21:34:35 - 更新最佳测试结果 (Epoch 63): AUC 0.7036, PRE 0.2704, REC 0.2556, MF1 0.5707, ACC1 0.2556, ACC0 0.8827, Gmean 0.4750
2025-05-09 21:34:35 - Epoch 63, val mf1: 0.5744, val ACC1: 0.2632, val ACC0: 0.8828, val Gmean: 0.4820 (best 0.5744)
2025-05-09 21:34:36 - Epoch 64 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:34:36 - Epoch 64, 测试集 AUC: 0.7061, PRE: 0.2750, REC: 0.2475, MF1: 0.5711, ACC1: 0.2475, ACC0: 0.8891, Gmean: 0.4691
2025-05-09 21:34:36 - 更新最佳测试结果 (Epoch 64): AUC 0.7061, PRE 0.2750, REC 0.2475, MF1 0.5711, ACC1 0.2475, ACC0 0.8891, Gmean 0.4691
2025-05-09 21:34:36 - Epoch 64, val mf1: 0.5720, val ACC1: 0.2490, val ACC0: 0.8893, val Gmean: 0.4706 (best 0.5744)
2025-05-09 21:34:36 - Epoch 65 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:34:37 - Epoch 65, 测试集 AUC: 0.7081, PRE: 0.2781, REC: 0.2310, MF1: 0.5688, ACC1: 0.2310, ACC0: 0.8981, Gmean: 0.4554
2025-05-09 21:34:37 - 更新最佳测试结果 (Epoch 65): AUC 0.7081, PRE 0.2781, REC 0.2310, MF1 0.5688, ACC1 0.2310, ACC0 0.8981, Gmean 0.4554
2025-05-09 21:34:37 - Epoch 65, val mf1: 0.5704, val ACC1: 0.2352, val ACC0: 0.8972, val Gmean: 0.4594 (best 0.5744)
2025-05-09 21:34:37 - Epoch 66 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:34:37 - Epoch 66, 测试集 AUC: 0.7093, PRE: 0.2890, REC: 0.2077, MF1: 0.5668, ACC1: 0.2077, ACC0: 0.9131, Gmean: 0.4355
2025-05-09 21:34:37 - 更新最佳测试结果 (Epoch 66): AUC 0.7093, PRE 0.2890, REC 0.2077, MF1 0.5668, ACC1 0.2077, ACC0 0.9131, Gmean 0.4355
2025-05-09 21:34:37 - Epoch 66, val mf1: 0.5668, val ACC1: 0.2091, val ACC0: 0.9122, val Gmean: 0.4367 (best 0.5744)
2025-05-09 21:34:37 - Epoch 67 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:34:38 - Epoch 67, 测试集 AUC: 0.7099, PRE: 0.2911, REC: 0.1743, MF1: 0.5576, ACC1: 0.1743, ACC0: 0.9278, Gmean: 0.4022
2025-05-09 21:34:38 - 更新最佳测试结果 (Epoch 67): AUC 0.7099, PRE 0.2911, REC 0.1743, MF1 0.5576, ACC1 0.1743, ACC0 0.9278, Gmean 0.4022
2025-05-09 21:34:38 - Epoch 67, val mf1: 0.5616, val ACC1: 0.1820, val ACC0: 0.9270, val Gmean: 0.4108 (best 0.5744)
2025-05-09 21:34:38 - Epoch 68 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:34:38 - Epoch 68, 测试集 AUC: 0.7105, PRE: 0.2977, REC: 0.1504, MF1: 0.5508, ACC1: 0.1504, ACC0: 0.9397, Gmean: 0.3759
2025-05-09 21:34:38 - 更新最佳测试结果 (Epoch 68): AUC 0.7105, PRE 0.2977, REC 0.1504, MF1 0.5508, ACC1 0.1504, ACC0 0.9397, Gmean 0.3759
2025-05-09 21:34:38 - Epoch 68, val mf1: 0.5573, val ACC1: 0.1600, val ACC0: 0.9403, val Gmean: 0.3879 (best 0.5744)
2025-05-09 21:34:38 - Epoch 69 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:34:39 - Epoch 69, 测试集 AUC: 0.7110, PRE: 0.2521, REC: 0.7514, MF1: 0.5622, ACC1: 0.7514, ACC0: 0.6211, Gmean: 0.6831
2025-05-09 21:34:39 - 更新最佳测试结果 (Epoch 69): AUC 0.7110, PRE 0.2521, REC 0.7514, MF1 0.5622, ACC1 0.7514, ACC0 0.6211, Gmean 0.6831
2025-05-09 21:34:39 - Epoch 69, val mf1: 0.5609, val ACC1: 0.7616, val ACC0: 0.6155, val Gmean: 0.6846 (best 0.5744)
2025-05-09 21:34:39 - Epoch 70 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:34:39 - Epoch 70, 有标签损失: 0.0843, 一致性损失: 0.0000, 伪标签损失: 0.9241, LPL损失: 30.0357, 聚类损失: 3.6854, 总损失: 2.9585
2025-05-09 21:34:39 - Epoch 70, 测试集 AUC: 0.7115, PRE: 0.2540, REC: 0.7365, MF1: 0.5659, ACC1: 0.7365, ACC0: 0.6322, Gmean: 0.6824
2025-05-09 21:34:39 - 更新最佳测试结果 (Epoch 70): AUC 0.7115, PRE 0.2540, REC 0.7365, MF1 0.5659, ACC1 0.7365, ACC0 0.6322, Gmean 0.6824
2025-05-09 21:34:39 - Epoch 70, val mf1: 0.5643, val ACC1: 0.7455, val ACC0: 0.6266, val Gmean: 0.6835 (best 0.5744)
2025-05-09 21:34:39 - Epoch 71 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:34:40 - Epoch 71, 测试集 AUC: 0.7120, PRE: 0.2540, REC: 0.7151, MF1: 0.5676, ACC1: 0.7151, ACC0: 0.6430, Gmean: 0.6781
2025-05-09 21:34:40 - 更新最佳测试结果 (Epoch 71): AUC 0.7120, PRE 0.2540, REC 0.7151, MF1 0.5676, ACC1 0.7151, ACC0 0.6430, Gmean 0.6781
2025-05-09 21:34:40 - Epoch 71, val mf1: 0.5680, val ACC1: 0.7295, val ACC0: 0.6382, val Gmean: 0.6823 (best 0.5744)
2025-05-09 21:34:40 - Epoch 72 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:34:40 - Epoch 72, 测试集 AUC: 0.7124, PRE: 0.2563, REC: 0.6965, MF1: 0.5717, ACC1: 0.6965, ACC0: 0.6564, Gmean: 0.6762
2025-05-09 21:34:40 - 更新最佳测试结果 (Epoch 72): AUC 0.7124, PRE 0.2563, REC 0.6965, MF1 0.5717, ACC1 0.6965, ACC0 0.6564, Gmean 0.6762
2025-05-09 21:34:40 - Epoch 72, val mf1: 0.5724, val ACC1: 0.7098, val ACC0: 0.6524, val Gmean: 0.6805 (best 0.5744)
2025-05-09 21:34:40 - Epoch 73 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:34:41 - Epoch 73, 测试集 AUC: 0.7129, PRE: 0.2576, REC: 0.6837, MF1: 0.5740, ACC1: 0.6837, ACC0: 0.6651, Gmean: 0.6743
2025-05-09 21:34:41 - 更新最佳测试结果 (Epoch 73): AUC 0.7129, PRE 0.2576, REC 0.6837, MF1 0.5740, ACC1 0.6837, ACC0 0.6651, Gmean 0.6743
2025-05-09 21:34:41 - Epoch 73, val mf1: 0.5746, val ACC1: 0.6937, val ACC0: 0.6620, val Gmean: 0.6777 (best 0.5746)
2025-05-09 21:34:41 - Epoch 74 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:34:41 - Epoch 74, 测试集 AUC: 0.7133, PRE: 0.2584, REC: 0.6746, MF1: 0.5755, ACC1: 0.6746, ACC0: 0.6708, Gmean: 0.6727
2025-05-09 21:34:41 - 更新最佳测试结果 (Epoch 74): AUC 0.7133, PRE 0.2584, REC 0.6746, MF1 0.5755, ACC1 0.6746, ACC0 0.6708, Gmean 0.6727
2025-05-09 21:34:41 - Epoch 74, val mf1: 0.5757, val ACC1: 0.6827, val ACC0: 0.6679, val Gmean: 0.6753 (best 0.5757)
2025-05-09 21:34:41 - Epoch 75 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:34:42 - Epoch 75, 测试集 AUC: 0.7136, PRE: 0.2576, REC: 0.6638, MF1: 0.5751, ACC1: 0.6638, ACC0: 0.6747, Gmean: 0.6692
2025-05-09 21:34:42 - 更新最佳测试结果 (Epoch 75): AUC 0.7136, PRE 0.2576, REC 0.6638, MF1 0.5751, ACC1 0.6638, ACC0 0.6747, Gmean 0.6692
2025-05-09 21:34:42 - Epoch 75, val mf1: 0.5772, val ACC1: 0.6754, val ACC0: 0.6732, val Gmean: 0.6743 (best 0.5772)
2025-05-09 21:34:42 - Epoch 76 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:34:42 - Epoch 76, 测试集 AUC: 0.7137, PRE: 0.2577, REC: 0.6640, MF1: 0.5753, ACC1: 0.6640, ACC0: 0.6748, Gmean: 0.6694
2025-05-09 21:34:42 - 更新最佳测试结果 (Epoch 76): AUC 0.7137, PRE 0.2577, REC 0.6640, MF1 0.5753, ACC1 0.6640, ACC0 0.6748, Gmean 0.6694
2025-05-09 21:34:42 - Epoch 76, val mf1: 0.5770, val ACC1: 0.6735, val ACC0: 0.6736, val Gmean: 0.6736 (best 0.5772)
2025-05-09 21:34:43 - Epoch 77 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:34:43 - Epoch 77, 测试集 AUC: 0.7136, PRE: 0.2569, REC: 0.6676, MF1: 0.5742, ACC1: 0.6676, ACC0: 0.6717, Gmean: 0.6697
2025-05-09 21:34:43 - Epoch 77, val mf1: 0.5756, val ACC1: 0.6763, val ACC0: 0.6704, val Gmean: 0.6733 (best 0.5772)
2025-05-09 21:34:43 - Epoch 78 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:34:43 - Epoch 78, 测试集 AUC: 0.7132, PRE: 0.2556, REC: 0.6762, MF1: 0.5721, ACC1: 0.6762, ACC0: 0.6651, Gmean: 0.6707
2025-05-09 21:34:43 - Epoch 78, val mf1: 0.5753, val ACC1: 0.6910, val ACC0: 0.6641, val Gmean: 0.6774 (best 0.5772)
2025-05-09 21:34:44 - Epoch 79 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:34:44 - Epoch 79, 测试集 AUC: 0.7116, PRE: 0.2532, REC: 0.6801, MF1: 0.5691, ACC1: 0.6801, ACC0: 0.6590, Gmean: 0.6694
2025-05-09 21:34:44 - Epoch 79, val mf1: 0.5727, val ACC1: 0.6933, val ACC0: 0.6593, val Gmean: 0.6761 (best 0.5772)
2025-05-09 21:34:44 - Epoch 80 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 21:34:44 - Epoch 80, 有标签损失: 0.0341, 一致性损失: 0.0000, 伪标签损失: 0.9776, LPL损失: 22.2306, 聚类损失: 2.9381, 总损失: 3.8135
2025-05-09 21:34:44 - Epoch 80, 测试集 AUC: 0.7106, PRE: 0.2523, REC: 0.6755, MF1: 0.5684, ACC1: 0.6755, ACC0: 0.6597, Gmean: 0.6676
2025-05-09 21:34:44 - Epoch 80, val mf1: 0.5725, val ACC1: 0.6910, val ACC0: 0.6599, val Gmean: 0.6753 (best 0.5772)
2025-05-09 21:34:45 - Epoch 81 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:34:45 - Epoch 81, 测试集 AUC: 0.7095, PRE: 0.2513, REC: 0.6498, MF1: 0.5689, ACC1: 0.6498, ACC0: 0.6709, Gmean: 0.6603
2025-05-09 21:34:45 - Epoch 81, val mf1: 0.5737, val ACC1: 0.6671, val ACC0: 0.6711, val Gmean: 0.6691 (best 0.5772)
2025-05-09 21:34:45 - Epoch 82 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:34:46 - Epoch 82, 测试集 AUC: 0.7082, PRE: 0.2502, REC: 0.6243, MF1: 0.5692, ACC1: 0.6243, ACC0: 0.6819, Gmean: 0.6525
2025-05-09 21:34:46 - Epoch 82, val mf1: 0.5741, val ACC1: 0.6396, val ACC0: 0.6830, val Gmean: 0.6609 (best 0.5772)
2025-05-09 21:34:46 - Epoch 83 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:34:46 - Epoch 83, 测试集 AUC: 0.7072, PRE: 0.2515, REC: 0.6022, MF1: 0.5718, ACC1: 0.6022, ACC0: 0.6953, Gmean: 0.6471
2025-05-09 21:34:46 - Epoch 83, val mf1: 0.5760, val ACC1: 0.6139, val ACC0: 0.6968, val Gmean: 0.6540 (best 0.5772)
2025-05-09 21:34:46 - Epoch 84 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 21:34:47 - Epoch 84, 测试集 AUC: 0.7058, PRE: 0.2519, REC: 0.5769, MF1: 0.5734, ACC1: 0.5769, ACC0: 0.7087, Gmean: 0.6394
2025-05-09 21:34:47 - Epoch 84, val mf1: 0.5758, val ACC1: 0.5818, val ACC0: 0.7103, val Gmean: 0.6429 (best 0.5772)
2025-05-09 21:34:47 - Epoch 85 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:34:47 - Epoch 85, 测试集 AUC: 0.7043, PRE: 0.2530, REC: 0.5516, MF1: 0.5754, ACC1: 0.5516, ACC0: 0.7232, Gmean: 0.6316
2025-05-09 21:34:47 - Epoch 85, val mf1: 0.5755, val ACC1: 0.5516, val ACC0: 0.7234, val Gmean: 0.6317 (best 0.5772)
2025-05-09 21:34:47 - Epoch 86 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:34:48 - Epoch 86, 测试集 AUC: 0.7040, PRE: 0.2536, REC: 0.5245, MF1: 0.5766, ACC1: 0.5245, ACC0: 0.7376, Gmean: 0.6220
2025-05-09 21:34:48 - Epoch 86, val mf1: 0.5766, val ACC1: 0.5236, val ACC0: 0.7381, val Gmean: 0.6217 (best 0.5772)
2025-05-09 21:34:48 - Epoch 87 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:34:48 - Epoch 87, 测试集 AUC: 0.7032, PRE: 0.2544, REC: 0.4913, MF1: 0.5777, ACC1: 0.4913, ACC0: 0.7552, Gmean: 0.6091
2025-05-09 21:34:48 - Epoch 87, val mf1: 0.5756, val ACC1: 0.4869, val ACC0: 0.7543, val Gmean: 0.6060 (best 0.5772)
2025-05-09 21:34:48 - Epoch 88 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:34:49 - Epoch 88, 测试集 AUC: 0.7031, PRE: 0.2589, REC: 0.4633, MF1: 0.5812, ACC1: 0.4633, ACC0: 0.7745, Gmean: 0.5990
2025-05-09 21:34:49 - Epoch 88, val mf1: 0.5743, val ACC1: 0.4489, val ACC0: 0.7715, val Gmean: 0.5885 (best 0.5772)
2025-05-09 21:34:49 - Epoch 89 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:34:49 - Epoch 89, 测试集 AUC: 0.7025, PRE: 0.2632, REC: 0.4292, MF1: 0.5836, ACC1: 0.4292, ACC0: 0.7957, Gmean: 0.5844
2025-05-09 21:34:49 - Epoch 89, val mf1: 0.5770, val ACC1: 0.4163, val ACC0: 0.7928, val Gmean: 0.5745 (best 0.5772)
2025-05-09 21:34:49 - Epoch 90 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:34:49 - Epoch 90, 有标签损失: 0.0987, 一致性损失: 0.0000, 伪标签损失: 1.0593, LPL损失: 6.1108, 聚类损失: 3.5346, 总损失: 2.5463
2025-05-09 21:34:50 - Epoch 90, 测试集 AUC: 0.7017, PRE: 0.2662, REC: 0.3915, MF1: 0.5837, ACC1: 0.3915, ACC0: 0.8165, Gmean: 0.5654
2025-05-09 21:34:50 - Epoch 90, val mf1: 0.5750, val ACC1: 0.3773, val ACC0: 0.8114, val Gmean: 0.5533 (best 0.5772)
2025-05-09 21:34:50 - Epoch 91 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:34:50 - Epoch 91, 测试集 AUC: 0.7006, PRE: 0.2694, REC: 0.3500, MF1: 0.5825, ACC1: 0.3500, ACC0: 0.8386, Gmean: 0.5418
2025-05-09 21:34:50 - Epoch 91, val mf1: 0.5728, val ACC1: 0.3352, val ACC0: 0.8332, val Gmean: 0.5285 (best 0.5772)
2025-05-09 21:34:50 - Epoch 92 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:34:51 - Epoch 92, 测试集 AUC: 0.6991, PRE: 0.2739, REC: 0.3197, MF1: 0.5817, ACC1: 0.3197, ACC0: 0.8559, Gmean: 0.5231
2025-05-09 21:34:51 - Epoch 92, val mf1: 0.5760, val ACC1: 0.3145, val ACC0: 0.8509, val Gmean: 0.5173 (best 0.5772)
2025-05-09 21:34:51 - Epoch 93 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:34:51 - Epoch 93, 测试集 AUC: 0.6986, PRE: 0.2736, REC: 0.2908, MF1: 0.5777, ACC1: 0.2908, ACC0: 0.8688, Gmean: 0.5026
2025-05-09 21:34:51 - Epoch 93, val mf1: 0.5749, val ACC1: 0.2907, val ACC0: 0.8647, val Gmean: 0.5014 (best 0.5772)
2025-05-09 21:34:51 - Epoch 94 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:34:52 - Epoch 94, 测试集 AUC: 0.6977, PRE: 0.2768, REC: 0.2691, MF1: 0.5756, ACC1: 0.2691, ACC0: 0.8804, Gmean: 0.4868
2025-05-09 21:34:52 - Epoch 94, val mf1: 0.5717, val ACC1: 0.2682, val ACC0: 0.8753, val Gmean: 0.4845 (best 0.5772)
2025-05-09 21:34:52 - Epoch 95 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:34:52 - Epoch 95, 测试集 AUC: 0.6968, PRE: 0.2793, REC: 0.2599, MF1: 0.5750, ACC1: 0.2599, ACC0: 0.8860, Gmean: 0.4798
2025-05-09 21:34:52 - Epoch 95, val mf1: 0.5702, val ACC1: 0.2572, val ACC0: 0.8808, val Gmean: 0.4760 (best 0.5772)
2025-05-09 21:34:52 - Epoch 96 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:34:53 - Epoch 96, 测试集 AUC: 0.6957, PRE: 0.2798, REC: 0.2569, MF1: 0.5747, ACC1: 0.2569, ACC0: 0.8876, Gmean: 0.4776
2025-05-09 21:34:53 - Epoch 96, val mf1: 0.5696, val ACC1: 0.2540, val ACC0: 0.8822, val Gmean: 0.4734 (best 0.5772)
2025-05-09 21:34:53 - Epoch 97 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:34:53 - Epoch 97, 测试集 AUC: 0.6950, PRE: 0.2802, REC: 0.2594, MF1: 0.5753, ACC1: 0.2594, ACC0: 0.8867, Gmean: 0.4796
2025-05-09 21:34:53 - Epoch 97, val mf1: 0.5694, val ACC1: 0.2549, val ACC0: 0.8812, val Gmean: 0.4740 (best 0.5772)
2025-05-09 21:34:54 - Epoch 98 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-09 21:34:54 - Epoch 98, 测试集 AUC: 0.6940, PRE: 0.2777, REC: 0.2680, MF1: 0.5758, ACC1: 0.2680, ACC0: 0.8815, Gmean: 0.4861
2025-05-09 21:34:54 - Epoch 98, val mf1: 0.5693, val ACC1: 0.2618, val ACC0: 0.8762, val Gmean: 0.4789 (best 0.5772)
2025-05-09 21:34:54 - Epoch 99 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:34:55 - Epoch 99, 测试集 AUC: 0.6940, PRE: 0.2791, REC: 0.2671, MF1: 0.5763, ACC1: 0.2671, ACC0: 0.8827, Gmean: 0.4856
2025-05-09 21:34:55 - Epoch 99, val mf1: 0.5704, val ACC1: 0.2623, val ACC0: 0.8775, val Gmean: 0.4797 (best 0.5772)
2025-05-09 21:34:55 - Epoch 100 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:34:55 - Epoch 100, 有标签损失: 0.0605, 一致性损失: 0.0000, 伪标签损失: 0.9302, LPL损失: 28.6755, 聚类损失: 2.9053, 总损失: 3.0447
2025-05-09 21:34:55 - Epoch 100, 测试集 AUC: 0.6936, PRE: 0.2807, REC: 0.2635, MF1: 0.5762, ACC1: 0.2635, ACC0: 0.8852, Gmean: 0.4830
2025-05-09 21:34:55 - Epoch 100, val mf1: 0.5716, val ACC1: 0.2595, val ACC0: 0.8813, val Gmean: 0.4782 (best 0.5772)
2025-05-09 21:34:55 - Epoch 101 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:34:56 - Epoch 101, 测试集 AUC: 0.6932, PRE: 0.2803, REC: 0.2642, MF1: 0.5762, ACC1: 0.2642, ACC0: 0.8847, Gmean: 0.4834
2025-05-09 21:34:56 - Epoch 101, val mf1: 0.5718, val ACC1: 0.2604, val ACC0: 0.8808, val Gmean: 0.4790 (best 0.5772)
2025-05-09 21:34:56 - Epoch 102 伪标签: 正样本: 186 (40.7%), 负样本: 271 (59.3%)
2025-05-09 21:34:56 - Epoch 102, 测试集 AUC: 0.6921, PRE: 0.2780, REC: 0.2630, MF1: 0.5751, ACC1: 0.2630, ACC0: 0.8839, Gmean: 0.4822
2025-05-09 21:34:56 - Epoch 102, val mf1: 0.5719, val ACC1: 0.2618, val ACC0: 0.8801, val Gmean: 0.4800 (best 0.5772)
2025-05-09 21:34:56 - Epoch 103 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:34:57 - Epoch 103, 测试集 AUC: 0.6906, PRE: 0.2765, REC: 0.2676, MF1: 0.5753, ACC1: 0.2676, ACC0: 0.8810, Gmean: 0.4855
2025-05-09 21:34:57 - Epoch 103, val mf1: 0.5715, val ACC1: 0.2641, val ACC0: 0.8779, val Gmean: 0.4815 (best 0.5772)
2025-05-09 21:34:57 - Epoch 104 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:34:57 - Epoch 104, 测试集 AUC: 0.6915, PRE: 0.2798, REC: 0.2685, MF1: 0.5768, ACC1: 0.2685, ACC0: 0.8825, Gmean: 0.4868
2025-05-09 21:34:57 - Epoch 104, val mf1: 0.5719, val ACC1: 0.2636, val ACC0: 0.8787, val Gmean: 0.4813 (best 0.5772)
2025-05-09 21:34:57 - Epoch 105 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:34:58 - Epoch 105, 测试集 AUC: 0.6921, PRE: 0.2818, REC: 0.2746, MF1: 0.5786, ACC1: 0.2746, ACC0: 0.8811, Gmean: 0.4918
2025-05-09 21:34:58 - Epoch 105, val mf1: 0.5745, val ACC1: 0.2710, val ACC0: 0.8775, val Gmean: 0.4876 (best 0.5772)
2025-05-09 21:34:58 - Epoch 106 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:34:58 - Epoch 106, 测试集 AUC: 0.6916, PRE: 0.2839, REC: 0.2807, MF1: 0.5805, ACC1: 0.2807, ACC0: 0.8796, Gmean: 0.4969
2025-05-09 21:34:58 - Epoch 106, val mf1: 0.5743, val ACC1: 0.2737, val ACC0: 0.8753, val Gmean: 0.4895 (best 0.5772)
2025-05-09 21:34:58 - Epoch 107 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:34:59 - Epoch 107, 测试集 AUC: 0.6899, PRE: 0.2809, REC: 0.2876, MF1: 0.5804, ACC1: 0.2876, ACC0: 0.8748, Gmean: 0.5016
2025-05-09 21:34:59 - Epoch 107, val mf1: 0.5756, val ACC1: 0.2824, val ACC0: 0.8713, val Gmean: 0.4961 (best 0.5772)
2025-05-09 21:34:59 - Epoch 108 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-09 21:34:59 - Epoch 108, 测试集 AUC: 0.6873, PRE: 0.2773, REC: 0.2992, MF1: 0.5806, ACC1: 0.2992, ACC0: 0.8675, Gmean: 0.5094
2025-05-09 21:34:59 - Epoch 108, val mf1: 0.5753, val ACC1: 0.2912, val ACC0: 0.8650, val Gmean: 0.5018 (best 0.5772)
2025-05-09 21:34:59 - Epoch 109 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-09 21:35:00 - Epoch 109, 测试集 AUC: 0.6846, PRE: 0.2741, REC: 0.3064, MF1: 0.5801, ACC1: 0.3064, ACC0: 0.8621, Gmean: 0.5139
2025-05-09 21:35:00 - Epoch 109, val mf1: 0.5735, val ACC1: 0.2953, val ACC0: 0.8596, val Gmean: 0.5038 (best 0.5772)
2025-05-09 21:35:00 - Epoch 110 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:35:00 - Epoch 110, 有标签损失: 0.0683, 一致性损失: 0.0000, 伪标签损失: 0.8257, LPL损失: 26.3079, 聚类损失: 2.4967, 总损失: 3.3150
2025-05-09 21:35:00 - Epoch 110, 测试集 AUC: 0.6805, PRE: 0.2722, REC: 0.3077, MF1: 0.5793, ACC1: 0.3077, ACC0: 0.8601, Gmean: 0.5145
2025-05-09 21:35:00 - Epoch 110, val mf1: 0.5722, val ACC1: 0.2948, val ACC0: 0.8579, val Gmean: 0.5029 (best 0.5772)
2025-05-09 21:35:00 - Epoch 111 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:35:01 - Epoch 111, 测试集 AUC: 0.6787, PRE: 0.2683, REC: 0.3179, MF1: 0.5786, ACC1: 0.3179, ACC0: 0.8526, Gmean: 0.5206
2025-05-09 21:35:01 - Epoch 111, val mf1: 0.5721, val ACC1: 0.3054, val ACC0: 0.8509, val Gmean: 0.5097 (best 0.5772)
2025-05-09 21:35:01 - Epoch 112 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:35:01 - Epoch 112, 测试集 AUC: 0.6771, PRE: 0.2694, REC: 0.3116, MF1: 0.5784, ACC1: 0.3116, ACC0: 0.8563, Gmean: 0.5165
2025-05-09 21:35:01 - Epoch 112, val mf1: 0.5725, val ACC1: 0.3008, val ACC0: 0.8545, val Gmean: 0.5070 (best 0.5772)
2025-05-09 21:35:01 - Epoch 113 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:35:02 - Epoch 113, 测试集 AUC: 0.6755, PRE: 0.2712, REC: 0.3039, MF1: 0.5784, ACC1: 0.3039, ACC0: 0.8612, Gmean: 0.5116
2025-05-09 21:35:02 - Epoch 113, val mf1: 0.5730, val ACC1: 0.2944, val ACC0: 0.8596, val Gmean: 0.5030 (best 0.5772)
2025-05-09 21:35:02 - Epoch 114 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:35:02 - Epoch 114, 测试集 AUC: 0.6753, PRE: 0.2750, REC: 0.2908, MF1: 0.5783, ACC1: 0.2908, ACC0: 0.8697, Gmean: 0.5029
2025-05-09 21:35:02 - Epoch 114, val mf1: 0.5733, val ACC1: 0.2806, val ACC0: 0.8692, val Gmean: 0.4939 (best 0.5772)
2025-05-09 21:35:02 - Epoch 115 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:35:03 - Epoch 115, 测试集 AUC: 0.6754, PRE: 0.2778, REC: 0.2707, MF1: 0.5763, ACC1: 0.2707, ACC0: 0.8804, Gmean: 0.4882
2025-05-09 21:35:03 - Epoch 115, val mf1: 0.5733, val ACC1: 0.2655, val ACC0: 0.8796, val Gmean: 0.4832 (best 0.5772)
2025-05-09 21:35:03 - Epoch 116 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:35:03 - Epoch 116, 测试集 AUC: 0.6754, PRE: 0.2786, REC: 0.2628, MF1: 0.5753, ACC1: 0.2628, ACC0: 0.8843, Gmean: 0.4821
2025-05-09 21:35:03 - Epoch 116, val mf1: 0.5734, val ACC1: 0.2600, val ACC0: 0.8837, val Gmean: 0.4793 (best 0.5772)
2025-05-09 21:35:03 - Epoch 117 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:35:04 - Epoch 117, 测试集 AUC: 0.6770, PRE: 0.2829, REC: 0.2608, MF1: 0.5766, ACC1: 0.2608, ACC0: 0.8877, Gmean: 0.4811
2025-05-09 21:35:04 - Epoch 117, val mf1: 0.5736, val ACC1: 0.2568, val ACC0: 0.8861, val Gmean: 0.4770 (best 0.5772)
2025-05-09 21:35:04 - Epoch 118 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:35:04 - Epoch 118, 测试集 AUC: 0.6794, PRE: 0.2834, REC: 0.2671, MF1: 0.5779, ACC1: 0.2671, ACC0: 0.8852, Gmean: 0.4862
2025-05-09 21:35:04 - Epoch 118, val mf1: 0.5747, val ACC1: 0.2609, val ACC0: 0.8848, val Gmean: 0.4805 (best 0.5772)
2025-05-09 21:35:04 - Epoch 119 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:35:05 - Epoch 119, 测试集 AUC: 0.6814, PRE: 0.2830, REC: 0.2676, MF1: 0.5778, ACC1: 0.2676, ACC0: 0.8847, Gmean: 0.4865
2025-05-09 21:35:05 - Epoch 119, val mf1: 0.5751, val ACC1: 0.2641, val ACC0: 0.8832, val Gmean: 0.4830 (best 0.5772)
2025-05-09 21:35:05 - Epoch 120 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
2025-05-09 21:35:05 - Epoch 120, 有标签损失: 0.0826, 一致性损失: 0.0000, 伪标签损失: 0.7894, LPL损失: 28.1072, 聚类损失: 2.4522, 总损失: 3.0130
2025-05-09 21:35:05 - Epoch 120, 测试集 AUC: 0.6824, PRE: 0.2828, REC: 0.2739, MF1: 0.5789, ACC1: 0.2739, ACC0: 0.8819, Gmean: 0.4915
2025-05-09 21:35:05 - Epoch 120, val mf1: 0.5747, val ACC1: 0.2687, val ACC0: 0.8794, val Gmean: 0.4861 (best 0.5772)
2025-05-09 21:35:06 - Epoch 121 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:35:06 - Epoch 121, 测试集 AUC: 0.6838, PRE: 0.2836, REC: 0.2770, MF1: 0.5798, ACC1: 0.2770, ACC0: 0.8810, Gmean: 0.4940
2025-05-09 21:35:06 - Epoch 121, val mf1: 0.5743, val ACC1: 0.2719, val ACC0: 0.8766, val Gmean: 0.4882 (best 0.5772)
2025-05-09 21:35:06 - Epoch 122 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:35:07 - Epoch 122, 测试集 AUC: 0.6857, PRE: 0.2850, REC: 0.2755, MF1: 0.5801, ACC1: 0.2755, ACC0: 0.8825, Gmean: 0.4931
2025-05-09 21:35:07 - Epoch 122, val mf1: 0.5755, val ACC1: 0.2701, val ACC0: 0.8796, val Gmean: 0.4874 (best 0.5772)
2025-05-09 21:35:07 - Epoch 123 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:35:07 - Epoch 123, 测试集 AUC: 0.6868, PRE: 0.2844, REC: 0.2775, MF1: 0.5802, ACC1: 0.2775, ACC0: 0.8813, Gmean: 0.4945
2025-05-09 21:35:07 - Epoch 123, val mf1: 0.5761, val ACC1: 0.2742, val ACC0: 0.8776, val Gmean: 0.4906 (best 0.5772)
2025-05-09 21:35:07 - Epoch 124 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:35:08 - Epoch 124, 测试集 AUC: 0.6868, PRE: 0.2817, REC: 0.2831, MF1: 0.5800, ACC1: 0.2831, ACC0: 0.8773, Gmean: 0.4984
2025-05-09 21:35:08 - Epoch 124, val mf1: 0.5753, val ACC1: 0.2788, val ACC0: 0.8733, val Gmean: 0.4934 (best 0.5772)
2025-05-09 21:35:08 - Epoch 125 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:35:08 - Epoch 125, 测试集 AUC: 0.6862, PRE: 0.2817, REC: 0.2917, MF1: 0.5814, ACC1: 0.2917, ACC0: 0.8735, Gmean: 0.5048
2025-05-09 21:35:08 - Epoch 125, val mf1: 0.5740, val ACC1: 0.2838, val ACC0: 0.8681, val Gmean: 0.4964 (best 0.5772)
2025-05-09 21:35:08 - Epoch 126 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:35:09 - Epoch 126, 测试集 AUC: 0.6852, PRE: 0.2791, REC: 0.3046, MF1: 0.5822, ACC1: 0.3046, ACC0: 0.8663, Gmean: 0.5137
2025-05-09 21:35:09 - Epoch 126, val mf1: 0.5723, val ACC1: 0.2898, val ACC0: 0.8615, val Gmean: 0.4996 (best 0.5772)
2025-05-09 21:35:09 - Epoch 127 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:35:09 - Epoch 127, 测试集 AUC: 0.6834, PRE: 0.2762, REC: 0.3168, MF1: 0.5824, ACC1: 0.3168, ACC0: 0.8589, Gmean: 0.5216
2025-05-09 21:35:09 - Epoch 127, val mf1: 0.5732, val ACC1: 0.3008, val ACC0: 0.8555, val Gmean: 0.5073 (best 0.5772)
2025-05-09 21:35:09 - Epoch 128 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:35:10 - Epoch 128, 测试集 AUC: 0.6811, PRE: 0.2716, REC: 0.3285, MF1: 0.5815, ACC1: 0.3285, ACC0: 0.8502, Gmean: 0.5285
2025-05-09 21:35:10 - Epoch 128, val mf1: 0.5736, val ACC1: 0.3136, val ACC0: 0.8479, val Gmean: 0.5157 (best 0.5772)
2025-05-09 21:35:10 - Epoch 129 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 21:35:10 - Epoch 129, 测试集 AUC: 0.6811, PRE: 0.2751, REC: 0.3265, MF1: 0.5831, ACC1: 0.3265, ACC0: 0.8538, Gmean: 0.5280
2025-05-09 21:35:10 - Epoch 129, val mf1: 0.5741, val ACC1: 0.3109, val ACC0: 0.8504, val Gmean: 0.5142 (best 0.5772)
2025-05-09 21:35:10 - Epoch 130 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:35:11 - Epoch 130, 有标签损失: 0.0533, 一致性损失: 0.0000, 伪标签损失: 0.9438, LPL损失: 26.7899, 聚类损失: 1.9566, 总损失: 3.9860
2025-05-09 21:35:11 - Epoch 130, 测试集 AUC: 0.6862, PRE: 0.2810, REC: 0.3181, MF1: 0.5849, ACC1: 0.3181, ACC0: 0.8616, Gmean: 0.5236
2025-05-09 21:35:11 - Epoch 130, val mf1: 0.5752, val ACC1: 0.3022, val ACC0: 0.8576, val Gmean: 0.5091 (best 0.5772)
2025-05-09 21:35:11 - Epoch 131 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:35:11 - Epoch 131, 测试集 AUC: 0.6922, PRE: 0.2878, REC: 0.3089, MF1: 0.5867, ACC1: 0.3089, ACC0: 0.8700, Gmean: 0.5184
2025-05-09 21:35:11 - Epoch 131, val mf1: 0.5782, val ACC1: 0.2957, val ACC0: 0.8663, val Gmean: 0.5061 (best 0.5782)
2025-05-09 21:35:11 - Epoch 132 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:35:12 - Epoch 132, 测试集 AUC: 0.6966, PRE: 0.2925, REC: 0.2940, MF1: 0.5864, ACC1: 0.2940, ACC0: 0.8791, Gmean: 0.5084
2025-05-09 21:35:12 - Epoch 132, val mf1: 0.5804, val ACC1: 0.2879, val ACC0: 0.8746, val Gmean: 0.5018 (best 0.5804)
2025-05-09 21:35:12 - Epoch 133 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:35:12 - Epoch 133, 测试集 AUC: 0.6995, PRE: 0.2998, REC: 0.2759, MF1: 0.5859, ACC1: 0.2759, ACC0: 0.8905, Gmean: 0.4957
2025-05-09 21:35:12 - Epoch 133, val mf1: 0.5810, val ACC1: 0.2678, val ACC0: 0.8890, val Gmean: 0.4879 (best 0.5810)
2025-05-09 21:35:13 - Epoch 134 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 21:35:13 - Epoch 134, 测试集 AUC: 0.7014, PRE: 0.3077, REC: 0.2639, MF1: 0.5862, ACC1: 0.2639, ACC0: 0.8991, Gmean: 0.4871
2025-05-09 21:35:13 - Epoch 134, val mf1: 0.5818, val ACC1: 0.2563, val ACC0: 0.8981, val Gmean: 0.4798 (best 0.5818)
2025-05-09 21:35:13 - Epoch 135 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 21:35:13 - Epoch 135, 测试集 AUC: 0.7030, PRE: 0.3159, REC: 0.2402, MF1: 0.5831, ACC1: 0.2402, ACC0: 0.9116, Gmean: 0.4680
2025-05-09 21:35:13 - Epoch 135, val mf1: 0.5809, val ACC1: 0.2370, val ACC0: 0.9108, val Gmean: 0.4647 (best 0.5818)
2025-05-09 21:35:14 - Epoch 136 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:35:14 - Epoch 136, 测试集 AUC: 0.7043, PRE: 0.3313, REC: 0.2177, MF1: 0.5809, ACC1: 0.2177, ACC0: 0.9253, Gmean: 0.4488
2025-05-09 21:35:14 - Epoch 136, val mf1: 0.5770, val ACC1: 0.2132, val ACC0: 0.9234, val Gmean: 0.4437 (best 0.5818)
2025-05-09 21:35:14 - Epoch 137 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:35:14 - Epoch 137, 测试集 AUC: 0.7065, PRE: 0.3437, REC: 0.1969, MF1: 0.5768, ACC1: 0.1969, ACC0: 0.9361, Gmean: 0.4293
2025-05-09 21:35:14 - Epoch 137, val mf1: 0.5741, val ACC1: 0.1926, val ACC0: 0.9359, val Gmean: 0.4245 (best 0.5818)
2025-05-09 21:35:15 - Epoch 138 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:35:15 - Epoch 138, 测试集 AUC: 0.7080, PRE: 0.3557, REC: 0.1804, MF1: 0.5729, ACC1: 0.1804, ACC0: 0.9445, Gmean: 0.4128
2025-05-09 21:35:15 - Epoch 138, val mf1: 0.5682, val ACC1: 0.1715, val ACC0: 0.9456, val Gmean: 0.4027 (best 0.5818)
2025-05-09 21:35:15 - Epoch 139 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-09 21:35:15 - Epoch 139, 测试集 AUC: 0.7081, PRE: 0.3661, REC: 0.1725, MF1: 0.5714, ACC1: 0.1725, ACC0: 0.9492, Gmean: 0.4046
2025-05-09 21:35:15 - Epoch 139, val mf1: 0.5651, val ACC1: 0.1609, val ACC0: 0.9507, val Gmean: 0.3912 (best 0.5818)
2025-05-09 21:35:16 - Epoch 140 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-09 21:35:16 - Epoch 140, 有标签损失: 0.0962, 一致性损失: 0.0000, 伪标签损失: 1.0487, LPL损失: 27.6104, 聚类损失: 1.9621, 总损失: 3.7698
2025-05-09 21:35:16 - Epoch 140, 测试集 AUC: 0.7075, PRE: 0.3697, REC: 0.1682, MF1: 0.5702, ACC1: 0.1682, ACC0: 0.9513, Gmean: 0.4000
2025-05-09 21:35:16 - Epoch 140, val mf1: 0.5654, val ACC1: 0.1596, val ACC0: 0.9525, val Gmean: 0.3898 (best 0.5818)
2025-05-09 21:35:16 - Epoch 141 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:35:16 - Epoch 141, 测试集 AUC: 0.7075, PRE: 0.3713, REC: 0.1700, MF1: 0.5712, ACC1: 0.1700, ACC0: 0.9511, Gmean: 0.4021
2025-05-09 21:35:16 - Epoch 141, val mf1: 0.5671, val ACC1: 0.1628, val ACC0: 0.9519, val Gmean: 0.3936 (best 0.5818)
2025-05-09 21:35:17 - Epoch 142 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:35:17 - Epoch 142, 测试集 AUC: 0.7089, PRE: 0.3768, REC: 0.1689, MF1: 0.5715, ACC1: 0.1689, ACC0: 0.9525, Gmean: 0.4011
2025-05-09 21:35:17 - Epoch 142, val mf1: 0.5664, val ACC1: 0.1605, val ACC0: 0.9529, val Gmean: 0.3911 (best 0.5818)
2025-05-09 21:35:17 - Epoch 143 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:35:18 - Epoch 143, 测试集 AUC: 0.7096, PRE: 0.3784, REC: 0.1693, MF1: 0.5720, ACC1: 0.1693, ACC0: 0.9527, Gmean: 0.4017
2025-05-09 21:35:18 - Epoch 143, val mf1: 0.5679, val ACC1: 0.1632, val ACC0: 0.9526, val Gmean: 0.3943 (best 0.5818)
2025-05-09 21:35:18 - Epoch 144 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-09 21:35:18 - Epoch 144, 测试集 AUC: 0.7112, PRE: 0.3752, REC: 0.1752, MF1: 0.5740, ACC1: 0.1752, ACC0: 0.9504, Gmean: 0.4081
2025-05-09 21:35:18 - Epoch 144, val mf1: 0.5714, val ACC1: 0.1706, val ACC0: 0.9508, val Gmean: 0.4027 (best 0.5818)
2025-05-09 21:35:18 - Epoch 145 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
