2025-05-09 21:33:31 - 运行开始时间: 20250509_213331
2025-05-09 21:33:31 - 日志文件: logs/train_log_yelp_seed64_20250509_213331.txt
2025-05-09 21:33:31 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:33:31 - 无标签数据数量: 457
2025-05-09 21:33:31 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 21:33:31 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:33:31 - 伪标签策略：
2025-05-09 21:33:31 -   使用模型输出和聚类结果的融合
2025-05-09 21:33:32 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 21:33:32 - 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 21:33:32 - 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 21:33:32 - 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 21:33:32 - Epoch 0, val mf1: 0.5454, val ACC1: 0.8345, val ACC0: 0.5662, val Gmean: 0.6874 (best 0.5454)
2025-05-09 21:33:32 - Epoch 1 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 21:33:33 - 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 21:33:33 - Epoch 1, val mf1: 0.5465, val ACC1: 0.8244, val ACC0: 0.5714, val Gmean: 0.6863 (best 0.5465)
2025-05-09 21:33:33 - Epoch 2 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:33:33 - 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 21:33:33 - Epoch 2, val mf1: 0.5470, val ACC1: 0.8061, val ACC0: 0.5785, val Gmean: 0.6828 (best 0.5470)
2025-05-09 21:33:33 - Epoch 3 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:33:34 - 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 21:33:34 - Epoch 3, val mf1: 0.5466, val ACC1: 0.7735, val ACC0: 0.5892, val Gmean: 0.6751 (best 0.5470)
2025-05-09 21:33:34 - Epoch 4 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:33:34 - 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 21:33:34 - Epoch 4, val mf1: 0.5494, val ACC1: 0.7121, val ACC0: 0.6161, val Gmean: 0.6624 (best 0.5494)
2025-05-09 21:33:35 - Epoch 5 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:33:35 - 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 21:33:35 - Epoch 5, val mf1: 0.5518, val ACC1: 0.6341, val ACC0: 0.6508, val Gmean: 0.6424 (best 0.5518)
2025-05-09 21:33:35 - Epoch 6 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:33:35 - 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 21:33:35 - Epoch 6, val mf1: 0.5573, val ACC1: 0.4966, val ACC0: 0.7210, val Gmean: 0.5984 (best 0.5573)
2025-05-09 21:33:36 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:33:36 - 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 21:33:36 - Epoch 7, val mf1: 0.5581, val ACC1: 0.3352, val ACC0: 0.8104, val Gmean: 0.5212 (best 0.5581)
2025-05-09 21:33:36 - Epoch 8 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:33:36 - 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 21:33:36 - Epoch 8, val mf1: 0.5453, val ACC1: 0.1962, val ACC0: 0.8896, val Gmean: 0.4178 (best 0.5581)
2025-05-09 21:33:37 - Epoch 9 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:33:37 - 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 21:33:37 - Epoch 9, val mf1: 0.5238, val ACC1: 0.1032, val ACC0: 0.9467, val Gmean: 0.3125 (best 0.5581)
2025-05-09 21:33:37 - Epoch 10 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:33:37 - 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 21:33:38 - 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 21:33:38 - Epoch 10, val mf1: 0.5096, val ACC1: 0.0665, val ACC0: 0.9708, val Gmean: 0.2540 (best 0.5581)
2025-05-09 21:33:38 - Epoch 11 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:33:38 - 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 21:33:38 - Epoch 11, val mf1: 0.4996, val ACC1: 0.0477, val ACC0: 0.9825, val Gmean: 0.2165 (best 0.5581)
2025-05-09 21:33:38 - Epoch 12 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:33:39 - 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 21:33:39 - Epoch 12, val mf1: 0.4913, val ACC1: 0.0358, val ACC0: 0.9877, val Gmean: 0.1879 (best 0.5581)
2025-05-09 21:33:39 - Epoch 13 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:33:39 - 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 21:33:39 - Epoch 13, val mf1: 0.4913, val ACC1: 0.0353, val ACC0: 0.9887, val Gmean: 0.1868 (best 0.5581)
2025-05-09 21:33:39 - Epoch 14 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:33:40 - 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 21:33:40 - Epoch 14, val mf1: 0.4951, val ACC1: 0.0408, val ACC0: 0.9860, val Gmean: 0.2006 (best 0.5581)
2025-05-09 21:33:40 - Epoch 15 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:33:40 - 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 21:33:40 - Epoch 15, val mf1: 0.5011, val ACC1: 0.0500, val ACC0: 0.9814, val Gmean: 0.2215 (best 0.5581)
2025-05-09 21:33:40 - Epoch 16 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:33:41 - 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 21:33:41 - Epoch 16, val mf1: 0.5055, val ACC1: 0.0587, val ACC0: 0.9754, val Gmean: 0.2393 (best 0.5581)
2025-05-09 21:33:41 - Epoch 17 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:33:41 - 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 21:33:41 - Epoch 17, val mf1: 0.5080, val ACC1: 0.0642, val ACC0: 0.9714, val Gmean: 0.2497 (best 0.5581)
2025-05-09 21:33:41 - Epoch 18 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:33:42 - 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 21:33:42 - Epoch 18, val mf1: 0.5178, val ACC1: 0.0830, val ACC0: 0.9620, val Gmean: 0.2826 (best 0.5581)
2025-05-09 21:33:42 - Epoch 19 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:33:42 - 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 21:33:42 - Epoch 19, val mf1: 0.5216, val ACC1: 0.0931, val ACC0: 0.9555, val Gmean: 0.2982 (best 0.5581)
2025-05-09 21:33:43 - Epoch 20 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:33:43 - 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 21:33:43 - 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 21:33:43 - Epoch 20, val mf1: 0.5275, val ACC1: 0.1064, val ACC0: 0.9493, val Gmean: 0.3178 (best 0.5581)
2025-05-09 21:33:43 - Epoch 21 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:33:43 - 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 21:33:43 - Epoch 21, val mf1: 0.5319, val ACC1: 0.1215, val ACC0: 0.9394, val Gmean: 0.3378 (best 0.5581)
2025-05-09 21:33:44 - Epoch 22 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:33:44 - 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 21:33:44 - Epoch 22, val mf1: 0.5313, val ACC1: 0.1238, val ACC0: 0.9357, val Gmean: 0.3403 (best 0.5581)
2025-05-09 21:33:44 - Epoch 23 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:33:45 - 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 21:33:45 - Epoch 23, val mf1: 0.5325, val ACC1: 0.1252, val ACC0: 0.9363, val Gmean: 0.3423 (best 0.5581)
2025-05-09 21:33:45 - Epoch 24 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 21:33:45 - 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 21:33:45 - Epoch 24, val mf1: 0.5334, val ACC1: 0.1256, val ACC0: 0.9373, val Gmean: 0.3432 (best 0.5581)
2025-05-09 21:33:45 - Epoch 25 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:33:46 - 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 21:33:46 - Epoch 25, val mf1: 0.5347, val ACC1: 0.1316, val ACC0: 0.9330, val Gmean: 0.3504 (best 0.5581)
2025-05-09 21:33:46 - Epoch 26 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:33:46 - 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 21:33:46 - Epoch 26, val mf1: 0.5357, val ACC1: 0.1353, val ACC0: 0.9309, val Gmean: 0.3548 (best 0.5581)
2025-05-09 21:33:46 - Epoch 27 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:33:47 - 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 21:33:47 - Epoch 27, val mf1: 0.5365, val ACC1: 0.1376, val ACC0: 0.9299, val Gmean: 0.3576 (best 0.5581)
2025-05-09 21:33:47 - Epoch 28 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:33:47 - 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 21:33:47 - Epoch 28, val mf1: 0.5391, val ACC1: 0.1444, val ACC0: 0.9271, val Gmean: 0.3659 (best 0.5581)
2025-05-09 21:33:48 - Epoch 29 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:33:48 - 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 21:33:48 - Epoch 29, val mf1: 0.5407, val ACC1: 0.1508, val ACC0: 0.9232, val Gmean: 0.3732 (best 0.5581)
2025-05-09 21:33:48 - Epoch 30 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:33:48 - 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 21:33:48 - 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 21:33:48 - Epoch 30, val mf1: 0.5421, val ACC1: 0.1513, val ACC0: 0.9251, val Gmean: 0.3741 (best 0.5581)
2025-05-09 21:33:49 - Epoch 31 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 21:33:49 - 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 21:33:49 - Epoch 31, val mf1: 0.5394, val ACC1: 0.1408, val ACC0: 0.9312, val Gmean: 0.3620 (best 0.5581)
2025-05-09 21:33:49 - Epoch 32 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:33:50 - 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 21:33:50 - Epoch 32, val mf1: 0.5385, val ACC1: 0.1343, val ACC0: 0.9364, val Gmean: 0.3547 (best 0.5581)
2025-05-09 21:33:50 - Epoch 33 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:33:50 - 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 21:33:50 - Epoch 33, val mf1: 0.5358, val ACC1: 0.1238, val ACC0: 0.9433, val Gmean: 0.3417 (best 0.5581)
2025-05-09 21:33:51 - Epoch 34 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:33:51 - 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 21:33:51 - Epoch 34, val mf1: 0.5338, val ACC1: 0.1169, val ACC0: 0.9477, val Gmean: 0.3329 (best 0.5581)
2025-05-09 21:33:51 - Epoch 35 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:33:51 - 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 21:33:51 - Epoch 35, val mf1: 0.5306, val ACC1: 0.1087, val ACC0: 0.9518, val Gmean: 0.3216 (best 0.5581)
2025-05-09 21:33:52 - Epoch 36 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
