2025-05-08 21:20:52 - 运行开始时间: 20250508_212052
2025-05-08 21:20:52 - 日志文件: logs/train_log_yelp_seed64_20250508_212052.txt
2025-05-08 21:20:52 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:20:52 - 无标签数据数量: 18379
2025-05-08 21:20:52 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-08 21:20:52 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:20:52 - 伪标签策略：
2025-05-08 21:20:52 -   使用模型输出和聚类结果的融合
2025-05-08 21:20:53 - Epoch 0 伪标签: 正样本: 9473 (51.5%), 负样本: 8906 (48.5%)
2025-05-08 21:20:53 - Epoch 0, 有标签损失: 0.6755, 一致性损失: 0.0016, 伪标签损失: 0.4180, LPL损失: 43.5099, 聚类损失: 0.8506, 总损失: 1.2912
2025-05-08 21:20:53 - Epoch 0, 测试集 AUC: 0.6802, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:20:53 - 更新最佳测试结果 (Epoch 0): AUC 0.6802, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:20:53 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:20:54 - Epoch 1 伪标签: 正样本: 9377 (51.0%), 负样本: 9002 (49.0%)
2025-05-08 21:20:54 - Epoch 1, 测试集 AUC: 0.6755, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:20:54 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:20:55 - Epoch 2 伪标签: 正样本: 9400 (51.1%), 负样本: 8979 (48.9%)
2025-05-08 21:20:55 - Epoch 2, 测试集 AUC: 0.6728, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:20:55 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:20:56 - Epoch 3 伪标签: 正样本: 9467 (51.5%), 负样本: 8912 (48.5%)
2025-05-08 21:20:56 - Epoch 3, 测试集 AUC: 0.6705, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:20:56 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:20:57 - Epoch 4 伪标签: 正样本: 9341 (50.8%), 负样本: 9038 (49.2%)
2025-05-08 21:20:57 - Epoch 4, 测试集 AUC: 0.6676, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:20:57 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:20:58 - Epoch 5 伪标签: 正样本: 9461 (51.5%), 负样本: 8918 (48.5%)
2025-05-08 21:20:58 - Epoch 5, 测试集 AUC: 0.6643, PRE: 0.2667, REC: 0.0134, MF1: 0.4725, ACC1: 0.0134, ACC0: 0.9937, Gmean: 0.1155
2025-05-08 21:20:58 - Epoch 5, val mf1: 0.4689, val ACC1: 0.0098, val ACC0: 0.9932, val Gmean: 0.0988 (best 0.4689)
2025-05-08 21:20:58 - Epoch 6 伪标签: 正样本: 9456 (51.5%), 负样本: 8923 (48.5%)
2025-05-08 21:20:59 - Epoch 6, 测试集 AUC: 0.6610, PRE: 0.2284, REC: 0.0462, MF1: 0.4943, ACC1: 0.0462, ACC0: 0.9735, Gmean: 0.2121
2025-05-08 21:20:59 - Epoch 6, val mf1: 0.5049, val ACC1: 0.0590, val ACC0: 0.9736, val Gmean: 0.2397 (best 0.5049)
2025-05-08 21:20:59 - Epoch 7 伪标签: 正样本: 9362 (50.9%), 负样本: 9017 (49.1%)
2025-05-08 21:21:00 - Epoch 7, 测试集 AUC: 0.6569, PRE: 0.2242, REC: 0.0961, MF1: 0.5172, ACC1: 0.0961, ACC0: 0.9434, Gmean: 0.3011
2025-05-08 21:21:00 - Epoch 7, val mf1: 0.5343, val ACC1: 0.1172, val ACC0: 0.9481, val Gmean: 0.3334 (best 0.5343)
2025-05-08 21:21:00 - Epoch 8 伪标签: 正样本: 9331 (50.8%), 负样本: 9048 (49.2%)
2025-05-08 21:21:01 - Epoch 8, 测试集 AUC: 0.6526, PRE: 0.2260, REC: 0.1479, MF1: 0.5333, ACC1: 0.1479, ACC0: 0.9139, Gmean: 0.3677
2025-05-08 21:21:01 - Epoch 8, val mf1: 0.5538, val ACC1: 0.1808, val ACC0: 0.9163, val Gmean: 0.4070 (best 0.5538)
2025-05-08 21:21:01 - Epoch 9 伪标签: 正样本: 9293 (50.6%), 负样本: 9086 (49.4%)
2025-05-08 21:21:01 - Epoch 9, 测试集 AUC: 0.6486, PRE: 0.2246, REC: 0.2008, MF1: 0.5432, ACC1: 0.2008, ACC0: 0.8821, Gmean: 0.4209
2025-05-08 21:21:01 - Epoch 9, val mf1: 0.5619, val ACC1: 0.2300, val ACC0: 0.8885, val Gmean: 0.4520 (best 0.5619)
2025-05-08 21:21:02 - Epoch 10 伪标签: 正样本: 9204 (50.1%), 负样本: 9175 (49.9%)
2025-05-08 21:21:02 - Epoch 10, 有标签损失: 0.0697, 一致性损失: 0.0141, 伪标签损失: 0.7073, LPL损失: 5.9165, 聚类损失: 1.9924, 总损失: 0.1191
2025-05-08 21:21:02 - Epoch 10, 测试集 AUC: 0.6441, PRE: 0.2191, REC: 0.2459, MF1: 0.5458, ACC1: 0.2459, ACC0: 0.8510, Gmean: 0.4574
2025-05-08 21:21:02 - Epoch 10, val mf1: 0.5620, val ACC1: 0.2716, val ACC0: 0.8583, val Gmean: 0.4828 (best 0.5620)
2025-05-08 21:21:02 - Epoch 11 伪标签: 正样本: 9219 (50.2%), 负样本: 9160 (49.8%)
2025-05-08 21:21:03 - Epoch 11, 测试集 AUC: 0.6393, PRE: 0.2202, REC: 0.2865, MF1: 0.5491, ACC1: 0.2865, ACC0: 0.8275, Gmean: 0.4869
2025-05-08 21:21:03 - Epoch 11, val mf1: 0.5648, val ACC1: 0.3109, val ACC0: 0.8363, val Gmean: 0.5099 (best 0.5648)
2025-05-08 21:21:03 - Epoch 12 伪标签: 正样本: 9196 (50.0%), 负样本: 9183 (50.0%)
2025-05-08 21:21:04 - Epoch 12, 测试集 AUC: 0.6336, PRE: 0.2181, REC: 0.3126, MF1: 0.5487, ACC1: 0.3126, ACC0: 0.8095, Gmean: 0.5030
2025-05-08 21:21:04 - Epoch 12, val mf1: 0.5604, val ACC1: 0.3313, val ACC0: 0.8164, val Gmean: 0.5201 (best 0.5648)
2025-05-08 21:21:04 - Epoch 13 伪标签: 正样本: 9009 (49.0%), 负样本: 9370 (51.0%)
2025-05-08 21:21:05 - Epoch 13, 测试集 AUC: 0.6265, PRE: 0.2158, REC: 0.3271, MF1: 0.5473, ACC1: 0.3271, ACC0: 0.7979, Gmean: 0.5109
2025-05-08 21:21:05 - Epoch 13, val mf1: 0.5575, val ACC1: 0.3419, val ACC0: 0.8053, val Gmean: 0.5247 (best 0.5648)
2025-05-08 21:21:05 - Epoch 14 伪标签: 正样本: 9064 (49.3%), 负样本: 9315 (50.7%)
2025-05-08 21:21:05 - Epoch 14, 测试集 AUC: 0.6179, PRE: 0.2105, REC: 0.3294, MF1: 0.5433, ACC1: 0.3294, ACC0: 0.7900, Gmean: 0.5101
2025-05-08 21:21:05 - Epoch 14, val mf1: 0.5520, val ACC1: 0.3427, val ACC0: 0.7959, val Gmean: 0.5222 (best 0.5648)
2025-05-08 21:21:06 - Epoch 15 伪标签: 正样本: 8952 (48.7%), 负样本: 9427 (51.3%)
2025-05-08 21:21:06 - Epoch 15, 测试集 AUC: 0.6078, PRE: 0.2031, REC: 0.3212, MF1: 0.5377, ACC1: 0.3212, ACC0: 0.7858, Gmean: 0.5024
2025-05-08 21:21:06 - Epoch 15, val mf1: 0.5475, val ACC1: 0.3351, val ACC0: 0.7932, val Gmean: 0.5156 (best 0.5648)
2025-05-08 21:21:06 - Epoch 16 伪标签: 正样本: 8966 (48.8%), 负样本: 9413 (51.2%)
2025-05-08 21:21:07 - Epoch 16, 测试集 AUC: 0.5963, PRE: 0.1966, REC: 0.3100, MF1: 0.5329, ACC1: 0.3100, ACC0: 0.7847, Gmean: 0.4932
2025-05-08 21:21:07 - Epoch 16, val mf1: 0.5419, val ACC1: 0.3207, val ACC0: 0.7931, val Gmean: 0.5044 (best 0.5648)
2025-05-08 21:21:07 - Epoch 17 伪标签: 正样本: 8978 (48.8%), 负样本: 9401 (51.2%)
2025-05-08 21:21:08 - Epoch 17, 测试集 AUC: 0.5836, PRE: 0.1887, REC: 0.2932, MF1: 0.5271, ACC1: 0.2932, ACC0: 0.7857, Gmean: 0.4800
2025-05-08 21:21:08 - Epoch 17, val mf1: 0.5394, val ACC1: 0.3101, val ACC0: 0.7957, val Gmean: 0.4968 (best 0.5648)
2025-05-08 21:21:08 - Epoch 18 伪标签: 正样本: 8835 (48.1%), 负样本: 9544 (51.9%)
2025-05-08 21:21:09 - Epoch 18, 测试集 AUC: 0.5700, PRE: 0.1810, REC: 0.2742, MF1: 0.5216, ACC1: 0.2742, ACC0: 0.7891, Gmean: 0.4652
2025-05-08 21:21:09 - Epoch 18, val mf1: 0.5371, val ACC1: 0.2943, val ACC0: 0.8022, val Gmean: 0.4859 (best 0.5648)
2025-05-08 21:21:09 - Epoch 19 伪标签: 正样本: 8760 (47.7%), 负样本: 9619 (52.3%)
2025-05-08 21:21:09 - Epoch 19, 测试集 AUC: 0.5559, PRE: 0.1755, REC: 0.2552, MF1: 0.5181, ACC1: 0.2552, ACC0: 0.7962, Gmean: 0.4508
2025-05-08 21:21:09 - Epoch 19, val mf1: 0.5346, val ACC1: 0.2776, val ACC0: 0.8094, val Gmean: 0.4740 (best 0.5648)
2025-05-08 21:21:10 - Epoch 20 伪标签: 正样本: 8627 (46.9%), 负样本: 9752 (53.1%)
2025-05-08 21:21:10 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0303, 伪标签损失: 1.1584, LPL损失: 26.7525, 聚类损失: 4.0624, 总损失: 0.1897
2025-05-08 21:21:10 - Epoch 20, 测试集 AUC: 0.5417, PRE: 0.1688, REC: 0.2340, MF1: 0.5138, ACC1: 0.2340, ACC0: 0.8041, Gmean: 0.4338
2025-05-08 21:21:10 - Epoch 20, val mf1: 0.5323, val ACC1: 0.2587, val ACC0: 0.8188, val Gmean: 0.4602 (best 0.5648)
2025-05-08 21:21:10 - Epoch 21 伪标签: 正样本: 8312 (45.2%), 负样本: 10067 (54.8%)
2025-05-08 21:21:11 - Epoch 21, 测试集 AUC: 0.5276, PRE: 0.1598, REC: 0.2068, MF1: 0.5082, ACC1: 0.2068, ACC0: 0.8152, Gmean: 0.4106
2025-05-08 21:21:11 - Epoch 21, val mf1: 0.5278, val ACC1: 0.2398, val ACC0: 0.8249, val Gmean: 0.4447 (best 0.5648)
2025-05-08 21:21:11 - Epoch 22 伪标签: 正样本: 8116 (44.2%), 负样本: 10263 (55.8%)
2025-05-08 21:21:12 - Epoch 22, 测试集 AUC: 0.5139, PRE: 0.1510, REC: 0.1848, MF1: 0.5028, ACC1: 0.1848, ACC0: 0.8234, Gmean: 0.3901
2025-05-08 21:21:12 - Epoch 22, val mf1: 0.5220, val ACC1: 0.2179, val ACC0: 0.8317, val Gmean: 0.4257 (best 0.5648)
2025-05-08 21:21:12 - Epoch 23 伪标签: 正样本: 8072 (43.9%), 负样本: 10307 (56.1%)
2025-05-08 21:21:12 - Epoch 23, 测试集 AUC: 0.5007, PRE: 0.1444, REC: 0.1669, MF1: 0.4990, ACC1: 0.1669, ACC0: 0.8319, Gmean: 0.3726
2025-05-08 21:21:13 - Epoch 23, val mf1: 0.5202, val ACC1: 0.2020, val ACC0: 0.8415, val Gmean: 0.4122 (best 0.5648)
2025-05-08 21:21:13 - Epoch 24 伪标签: 正样本: 7843 (42.7%), 负样本: 10536 (57.3%)
2025-05-08 21:21:13 - Epoch 24, 测试集 AUC: 0.4880, PRE: 0.1376, REC: 0.1505, MF1: 0.4951, ACC1: 0.1505, ACC0: 0.8396, Gmean: 0.3555
2025-05-08 21:21:13 - Epoch 24, val mf1: 0.5165, val ACC1: 0.1861, val ACC0: 0.8483, val Gmean: 0.3973 (best 0.5648)
2025-05-08 21:21:14 - Epoch 25 伪标签: 正样本: 7816 (42.5%), 负样本: 10563 (57.5%)
2025-05-08 21:21:14 - Epoch 25, 测试集 AUC: 0.4761, PRE: 0.1320, REC: 0.1390, MF1: 0.4920, ACC1: 0.1390, ACC0: 0.8447, Gmean: 0.3426
2025-05-08 21:21:14 - Epoch 25, val mf1: 0.5100, val ACC1: 0.1657, val ACC0: 0.8546, val Gmean: 0.3763 (best 0.5648)
2025-05-08 21:21:14 - Epoch 26 伪标签: 正样本: 7771 (42.3%), 负样本: 10608 (57.7%)
2025-05-08 21:21:15 - Epoch 26, 测试集 AUC: 0.4649, PRE: 0.1271, REC: 0.1297, MF1: 0.4892, ACC1: 0.1297, ACC0: 0.8486, Gmean: 0.3317
2025-05-08 21:21:15 - Epoch 26, val mf1: 0.5055, val ACC1: 0.1520, val ACC0: 0.8589, val Gmean: 0.3614 (best 0.5648)
2025-05-08 21:21:15 - Epoch 27 伪标签: 正样本: 7685 (41.8%), 负样本: 10694 (58.2%)
