2025-05-09 20:35:40 - 运行开始时间: 20250509_203540
2025-05-09 20:35:40 - 日志文件: logs/train_log_yelp_seed64_20250509_203540.txt
2025-05-09 20:35:40 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:35:40 - 无标签数据数量: 18379
2025-05-09 20:35:40 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-09 20:35:40 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:35:40 - 伪标签策略：
2025-05-09 20:35:40 -   使用模型输出和聚类结果的融合
2025-05-09 20:35:41 - Epoch 0 伪标签: 正样本: 9824 (53.5%), 负样本: 8555 (46.5%)
2025-05-09 20:35:41 - Epoch 0, 有标签损失: 0.7138, 一致性损失: 0.0000, 伪标签损失: 0.3400, LPL损失: 41.8952, 聚类损失: 1.0369, 总损失: 1.6771
2025-05-09 20:35:41 - Epoch 0, 测试集 AUC: 0.7110, PRE: 0.5000, REC: 0.0462, MF1: 0.5028, ACC1: 0.0462, ACC0: 0.9921, Gmean: 0.2141
2025-05-09 20:35:41 - 更新最佳测试结果 (Epoch 0): AUC 0.7110, PRE 0.5000, REC 0.0462, MF1 0.5028, ACC1 0.0462, ACC0 0.9921, Gmean 0.2141
2025-05-09 20:35:41 - Epoch 0, val mf1: 0.5072, val ACC1: 0.0507, val ACC0: 0.9927, val Gmean: 0.2243 (best 0.5072)
2025-05-09 20:35:42 - Epoch 1 伪标签: 正样本: 9346 (50.9%), 负样本: 9033 (49.1%)
2025-05-09 20:35:42 - Epoch 1, 测试集 AUC: 0.5836, PRE: 0.1740, REC: 0.0235, MF1: 0.4776, ACC1: 0.0235, ACC0: 0.9811, Gmean: 0.1517
2025-05-09 20:35:42 - Epoch 1, val mf1: 0.4816, val ACC1: 0.0280, val ACC0: 0.9808, val Gmean: 0.1657 (best 0.5072)
2025-05-09 20:35:43 - Epoch 2 伪标签: 正样本: 8936 (48.6%), 负样本: 9443 (51.4%)
2025-05-09 20:35:43 - Epoch 2, 测试集 AUC: 0.5876, PRE: 0.1652, REC: 0.0566, MF1: 0.4927, ACC1: 0.0566, ACC0: 0.9514, Gmean: 0.2321
2025-05-09 20:35:43 - Epoch 2, val mf1: 0.5016, val ACC1: 0.0643, val ACC0: 0.9582, val Gmean: 0.2482 (best 0.5072)
2025-05-09 20:35:44 - Epoch 3 伪标签: 正样本: 8484 (46.2%), 负样本: 9895 (53.8%)
2025-05-09 20:35:44 - Epoch 3, 测试集 AUC: 0.5486, PRE: 0.1695, REC: 0.0958, MF1: 0.5049, ACC1: 0.0958, ACC0: 0.9203, Gmean: 0.2968
2025-05-09 20:35:44 - Epoch 3, val mf1: 0.5162, val ACC1: 0.1082, val ACC0: 0.9268, val Gmean: 0.3166 (best 0.5162)
2025-05-09 20:35:44 - Epoch 4 伪标签: 正样本: 8397 (45.7%), 负样本: 9982 (54.3%)
2025-05-09 20:35:45 - Epoch 4, 测试集 AUC: 0.5300, PRE: 0.1715, REC: 0.1475, MF1: 0.5136, ACC1: 0.1475, ACC0: 0.8788, Gmean: 0.3601
2025-05-09 20:35:45 - Epoch 4, val mf1: 0.5246, val ACC1: 0.1604, val ACC0: 0.8866, val Gmean: 0.3771 (best 0.5246)
2025-05-09 20:35:45 - Epoch 5 伪标签: 正样本: 8353 (45.4%), 负样本: 10026 (54.6%)
2025-05-09 20:35:46 - Epoch 5, 测试集 AUC: 0.5273, PRE: 0.1785, REC: 0.2303, MF1: 0.5208, ACC1: 0.2303, ACC0: 0.8198, Gmean: 0.4345
2025-05-09 20:35:46 - Epoch 5, val mf1: 0.5306, val ACC1: 0.2368, val ACC0: 0.8322, val Gmean: 0.4439 (best 0.5306)
2025-05-09 20:35:46 - Epoch 6 伪标签: 正样本: 8753 (47.6%), 负样本: 9626 (52.4%)
2025-05-09 20:35:47 - Epoch 6, 测试集 AUC: 0.5386, PRE: 0.1896, REC: 0.2425, MF1: 0.5283, ACC1: 0.2425, ACC0: 0.8238, Gmean: 0.4470
2025-05-09 20:35:47 - Epoch 6, val mf1: 0.5352, val ACC1: 0.2443, val ACC0: 0.8344, val Gmean: 0.4515 (best 0.5352)
2025-05-09 20:35:47 - Epoch 7 伪标签: 正样本: 8823 (48.0%), 负样本: 9556 (52.0%)
2025-05-09 20:35:48 - Epoch 7, 测试集 AUC: 0.5605, PRE: 0.1953, REC: 0.2649, MF1: 0.5324, ACC1: 0.2649, ACC0: 0.8145, Gmean: 0.4645
2025-05-09 20:35:48 - Epoch 7, val mf1: 0.5369, val ACC1: 0.2625, val ACC0: 0.8240, val Gmean: 0.4651 (best 0.5369)
2025-05-09 20:35:48 - Epoch 8 伪标签: 正样本: 8946 (48.7%), 负样本: 9433 (51.3%)
2025-05-09 20:35:49 - Epoch 8, 测试集 AUC: 0.5875, PRE: 0.2023, REC: 0.4061, MF1: 0.5330, ACC1: 0.4061, ACC0: 0.7279, Gmean: 0.5437
2025-05-09 20:35:49 - Epoch 8, val mf1: 0.5406, val ACC1: 0.4183, val ACC0: 0.7338, val Gmean: 0.5540 (best 0.5406)
2025-05-09 20:35:49 - Epoch 9 伪标签: 正样本: 8669 (47.2%), 负样本: 9710 (52.8%)
2025-05-09 20:35:49 - Epoch 9, 测试集 AUC: 0.6122, PRE: 0.2088, REC: 0.4434, MF1: 0.5369, ACC1: 0.4434, ACC0: 0.7144, Gmean: 0.5628
2025-05-09 20:35:49 - Epoch 9, val mf1: 0.5464, val ACC1: 0.4569, val ACC0: 0.7232, val Gmean: 0.5748 (best 0.5464)
2025-05-09 20:35:50 - Epoch 10 伪标签: 正样本: 8993 (48.9%), 负样本: 9386 (51.1%)
2025-05-09 20:35:50 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.2786, LPL损失: 22.4384, 聚类损失: 13.4999, 总损失: 0.1528
2025-05-09 20:35:51 - Epoch 10, 测试集 AUC: 0.6357, PRE: 0.2173, REC: 0.4840, MF1: 0.5428, ACC1: 0.4840, ACC0: 0.7037, Gmean: 0.5836
2025-05-09 20:35:51 - Epoch 10, val mf1: 0.5552, val ACC1: 0.5068, val ACC0: 0.7126, val Gmean: 0.6010 (best 0.5552)
2025-05-09 20:35:51 - Epoch 11 伪标签: 正样本: 9562 (52.0%), 负样本: 8817 (48.0%)
2025-05-09 20:35:52 - Epoch 11, 测试集 AUC: 0.6562, PRE: 0.2186, REC: 0.5768, MF1: 0.5359, ACC1: 0.5768, ACC0: 0.6496, Gmean: 0.6121
2025-05-09 20:35:52 - Epoch 11, val mf1: 0.5506, val ACC1: 0.6218, val ACC0: 0.6540, val Gmean: 0.6377 (best 0.5552)
2025-05-09 20:35:52 - Epoch 12 伪标签: 正样本: 10684 (58.1%), 负样本: 7695 (41.9%)
2025-05-09 20:35:52 - Epoch 12, 测试集 AUC: 0.6627, PRE: 0.2251, REC: 0.6241, MF1: 0.5391, ACC1: 0.6241, ACC0: 0.6348, Gmean: 0.6294
2025-05-09 20:35:52 - Epoch 12, val mf1: 0.5500, val ACC1: 0.6573, val ACC0: 0.6384, val Gmean: 0.6478 (best 0.5552)
2025-05-09 20:35:53 - Epoch 13 伪标签: 正样本: 11713 (63.7%), 负样本: 6666 (36.3%)
2025-05-09 20:35:53 - Epoch 13, 测试集 AUC: 0.6583, PRE: 0.2459, REC: 0.8059, MF1: 0.5479, ACC1: 0.8059, ACC0: 0.5799, Gmean: 0.6836
2025-05-09 20:35:53 - Epoch 13, val mf1: 0.5513, val ACC1: 0.8245, val ACC0: 0.5786, val Gmean: 0.6907 (best 0.5552)
2025-05-09 20:35:54 - Epoch 14 伪标签: 正样本: 12185 (66.3%), 负样本: 6194 (33.7%)
2025-05-09 20:35:54 - Epoch 14, 测试集 AUC: 0.6564, PRE: 0.2468, REC: 0.8077, MF1: 0.5491, ACC1: 0.8077, ACC0: 0.5811, Gmean: 0.6851
2025-05-09 20:35:54 - Epoch 14, val mf1: 0.5536, val ACC1: 0.8290, val ACC0: 0.5806, val Gmean: 0.6938 (best 0.5552)
2025-05-09 20:35:54 - Epoch 15 伪标签: 正样本: 12063 (65.6%), 负样本: 6316 (34.4%)
2025-05-09 20:35:55 - Epoch 15, 测试集 AUC: 0.6575, PRE: 0.2473, REC: 0.8111, MF1: 0.5494, ACC1: 0.8111, ACC0: 0.5804, Gmean: 0.6861
2025-05-09 20:35:55 - Epoch 15, val mf1: 0.5540, val ACC1: 0.8313, val ACC0: 0.5803, val Gmean: 0.6946 (best 0.5552)
2025-05-09 20:35:55 - Epoch 16 伪标签: 正样本: 11236 (61.1%), 负样本: 7143 (38.9%)
2025-05-09 20:35:56 - Epoch 16, 测试集 AUC: 0.6567, PRE: 0.2476, REC: 0.8126, MF1: 0.5497, ACC1: 0.8126, ACC0: 0.5802, Gmean: 0.6867
2025-05-09 20:35:56 - Epoch 16, val mf1: 0.5542, val ACC1: 0.8328, val ACC0: 0.5802, val Gmean: 0.6951 (best 0.5552)
2025-05-09 20:35:56 - Epoch 17 伪标签: 正样本: 10721 (58.3%), 负样本: 7658 (41.7%)
2025-05-09 20:35:57 - Epoch 17, 测试集 AUC: 0.6558, PRE: 0.2476, REC: 0.8126, MF1: 0.5497, ACC1: 0.8126, ACC0: 0.5803, Gmean: 0.6867
2025-05-09 20:35:57 - Epoch 17, val mf1: 0.5542, val ACC1: 0.8328, val ACC0: 0.5802, val Gmean: 0.6951 (best 0.5552)
2025-05-09 20:35:57 - Epoch 18 伪标签: 正样本: 10270 (55.9%), 负样本: 8109 (44.1%)
2025-05-09 20:35:58 - Epoch 18, 测试集 AUC: 0.6548, PRE: 0.2474, REC: 0.8115, MF1: 0.5495, ACC1: 0.8115, ACC0: 0.5803, Gmean: 0.6862
2025-05-09 20:35:58 - Epoch 18, val mf1: 0.5543, val ACC1: 0.8328, val ACC0: 0.5803, val Gmean: 0.6952 (best 0.5552)
2025-05-09 20:35:58 - Epoch 19 伪标签: 正样本: 10051 (54.7%), 负样本: 8328 (45.3%)
2025-05-09 20:35:59 - Epoch 19, 测试集 AUC: 0.6564, PRE: 0.2473, REC: 0.8130, MF1: 0.5493, ACC1: 0.8130, ACC0: 0.5795, Gmean: 0.6864
2025-05-09 20:35:59 - Epoch 19, val mf1: 0.5535, val ACC1: 0.8328, val ACC0: 0.5790, val Gmean: 0.6944 (best 0.5552)
2025-05-09 20:35:59 - Epoch 20 伪标签: 正样本: 9775 (53.2%), 负样本: 8604 (46.8%)
2025-05-09 20:35:59 - Epoch 20, 有标签损失: 0.0025, 一致性损失: 0.0000, 伪标签损失: 0.8678, LPL损失: 6.4942, 聚类损失: 3.4048, 总损失: 0.0562
2025-05-09 20:36:00 - Epoch 20, 测试集 AUC: 0.6595, PRE: 0.2469, REC: 0.8122, MF1: 0.5487, ACC1: 0.8122, ACC0: 0.5788, Gmean: 0.6857
2025-05-09 20:36:00 - Epoch 20, val mf1: 0.5533, val ACC1: 0.8328, val ACC0: 0.5788, val Gmean: 0.6943 (best 0.5552)
2025-05-09 20:36:00 - Epoch 21 伪标签: 正样本: 9713 (52.8%), 负样本: 8666 (47.2%)
2025-05-09 20:36:00 - Epoch 21, 测试集 AUC: 0.6620, PRE: 0.2455, REC: 0.8115, MF1: 0.5468, ACC1: 0.8115, ACC0: 0.5762, Gmean: 0.6838
2025-05-09 20:36:00 - Epoch 21, val mf1: 0.5513, val ACC1: 0.8336, val ACC0: 0.5755, val Gmean: 0.6927 (best 0.5552)
2025-05-09 20:36:01 - Epoch 22 伪标签: 正样本: 9884 (53.8%), 负样本: 8495 (46.2%)
2025-05-09 20:36:01 - Epoch 22, 测试集 AUC: 0.6628, PRE: 0.2457, REC: 0.8066, MF1: 0.5476, ACC1: 0.8066, ACC0: 0.5791, Gmean: 0.6835
2025-05-09 20:36:01 - Epoch 22, val mf1: 0.5513, val ACC1: 0.8245, val ACC0: 0.5785, val Gmean: 0.6906 (best 0.5552)
2025-05-09 20:36:01 - Epoch 23 伪标签: 正样本: 9862 (53.7%), 负样本: 8517 (46.3%)
2025-05-09 20:36:02 - Epoch 23, 测试集 AUC: 0.6620, PRE: 0.2431, REC: 0.7861, MF1: 0.5461, ACC1: 0.7861, ACC0: 0.5840, Gmean: 0.6776
2025-05-09 20:36:02 - Epoch 23, val mf1: 0.5496, val ACC1: 0.7995, val ACC0: 0.5845, val Gmean: 0.6836 (best 0.5552)
2025-05-09 20:36:02 - Epoch 24 伪标签: 正样本: 9776 (53.2%), 负样本: 8603 (46.8%)
2025-05-09 20:36:03 - Epoch 24, 测试集 AUC: 0.6615, PRE: 0.2424, REC: 0.7794, MF1: 0.5457, ACC1: 0.7794, ACC0: 0.5858, Gmean: 0.6757
2025-05-09 20:36:03 - Epoch 24, val mf1: 0.5506, val ACC1: 0.7980, val ACC0: 0.5866, val Gmean: 0.6842 (best 0.5552)
2025-05-09 20:36:03 - Epoch 25 伪标签: 正样本: 10067 (54.8%), 负样本: 8312 (45.2%)
2025-05-09 20:36:04 - Epoch 25, 测试集 AUC: 0.6604, PRE: 0.2369, REC: 0.7198, MF1: 0.5447, ACC1: 0.7198, ACC0: 0.6059, Gmean: 0.6604
2025-05-09 20:36:04 - Epoch 25, val mf1: 0.5476, val ACC1: 0.7337, val ACC0: 0.6052, val Gmean: 0.6664 (best 0.5552)
2025-05-09 20:36:04 - Epoch 26 伪标签: 正样本: 9905 (53.9%), 负样本: 8474 (46.1%)
2025-05-09 20:36:04 - Epoch 26, 测试集 AUC: 0.6572, PRE: 0.2224, REC: 0.5604, MF1: 0.5421, ACC1: 0.5604, ACC0: 0.6669, Gmean: 0.6113
2025-05-09 20:36:04 - Epoch 26, val mf1: 0.5475, val ACC1: 0.5741, val ACC0: 0.6694, val Gmean: 0.6199 (best 0.5552)
2025-05-09 20:36:05 - Epoch 27 伪标签: 正样本: 9679 (52.7%), 负样本: 8700 (47.3%)
2025-05-09 20:36:05 - Epoch 27, 测试集 AUC: 0.6518, PRE: 0.2180, REC: 0.5127, MF1: 0.5412, ACC1: 0.5127, ACC0: 0.6873, Gmean: 0.5936
2025-05-09 20:36:05 - Epoch 27, val mf1: 0.5463, val ACC1: 0.5227, val ACC0: 0.6909, val Gmean: 0.6009 (best 0.5552)
2025-05-09 20:36:06 - Epoch 28 伪标签: 正样本: 9641 (52.5%), 负样本: 8738 (47.5%)
2025-05-09 20:36:06 - Epoch 28, 测试集 AUC: 0.6501, PRE: 0.2122, REC: 0.4665, MF1: 0.5387, ACC1: 0.4665, ACC0: 0.7057, Gmean: 0.5737
2025-05-09 20:36:06 - Epoch 28, val mf1: 0.5479, val ACC1: 0.4826, val ACC0: 0.7127, val Gmean: 0.5865 (best 0.5552)
2025-05-09 20:36:06 - Epoch 29 伪标签: 正样本: 9682 (52.7%), 负样本: 8697 (47.3%)
2025-05-09 20:36:07 - Epoch 29, 测试集 AUC: 0.6543, PRE: 0.2066, REC: 0.4292, MF1: 0.5356, ACC1: 0.4292, ACC0: 0.7198, Gmean: 0.5558
2025-05-09 20:36:07 - Epoch 29, val mf1: 0.5499, val ACC1: 0.4584, val ACC0: 0.7280, val Gmean: 0.5777 (best 0.5552)
2025-05-09 20:36:07 - Epoch 30 伪标签: 正样本: 9615 (52.3%), 负样本: 8764 (47.7%)
2025-05-09 20:36:08 - Epoch 30, 有标签损失: 0.0012, 一致性损失: 0.0000, 伪标签损失: 0.6100, LPL损失: 6.1247, 聚类损失: 1.0694, 总损失: 0.0483
2025-05-09 20:36:08 - Epoch 30, 测试集 AUC: 0.6526, PRE: 0.2067, REC: 0.4419, MF1: 0.5347, ACC1: 0.4419, ACC0: 0.7117, Gmean: 0.5608
2025-05-09 20:36:08 - Epoch 30, val mf1: 0.5477, val ACC1: 0.4720, val ACC0: 0.7176, val Gmean: 0.5820 (best 0.5552)
2025-05-09 20:36:08 - Epoch 31 伪标签: 正样本: 9582 (52.1%), 负样本: 8797 (47.9%)
2025-05-09 20:36:09 - Epoch 31, 测试集 AUC: 0.6545, PRE: 0.2009, REC: 0.3890, MF1: 0.5328, ACC1: 0.3890, ACC0: 0.7370, Gmean: 0.5354
2025-05-09 20:36:09 - Epoch 31, val mf1: 0.5427, val ACC1: 0.4100, val ACC0: 0.7418, val Gmean: 0.5515 (best 0.5552)
2025-05-09 20:36:09 - Epoch 32 伪标签: 正样本: 9574 (52.1%), 负样本: 8805 (47.9%)
2025-05-09 20:36:10 - Epoch 32, 测试集 AUC: 0.6517, PRE: 0.1594, REC: 0.1218, MF1: 0.5057, ACC1: 0.1218, ACC0: 0.8908, Gmean: 0.3294
2025-05-09 20:36:10 - Epoch 32, val mf1: 0.5175, val ACC1: 0.1362, val ACC0: 0.8979, val Gmean: 0.3497 (best 0.5552)
2025-05-09 20:36:10 - Epoch 33 伪标签: 正样本: 9340 (50.8%), 负样本: 9039 (49.2%)
2025-05-09 20:36:10 - Epoch 33, 测试集 AUC: 0.6436, PRE: 0.2121, REC: 0.7262, MF1: 0.5052, ACC1: 0.7262, ACC0: 0.5416, Gmean: 0.6271
2025-05-09 20:36:10 - Epoch 33, val mf1: 0.5078, val ACC1: 0.7481, val ACC0: 0.5379, val Gmean: 0.6343 (best 0.5552)
2025-05-09 20:36:11 - Epoch 34 伪标签: 正样本: 9260 (50.4%), 负样本: 9119 (49.6%)
2025-05-09 20:36:11 - Epoch 34, 测试集 AUC: 0.6423, PRE: 0.2115, REC: 0.7243, MF1: 0.5044, ACC1: 0.7243, ACC0: 0.5409, Gmean: 0.6259
2025-05-09 20:36:11 - Epoch 34, val mf1: 0.5068, val ACC1: 0.7474, val ACC0: 0.5366, val Gmean: 0.6333 (best 0.5552)
2025-05-09 20:36:11 - Epoch 35 伪标签: 正样本: 9259 (50.4%), 负样本: 9120 (49.6%)
2025-05-09 20:36:12 - Epoch 35, 测试集 AUC: 0.6441, PRE: 0.1463, REC: 0.1051, MF1: 0.4986, ACC1: 0.1051, ACC0: 0.8958, Gmean: 0.3068
2025-05-09 20:36:12 - Epoch 35, val mf1: 0.5108, val ACC1: 0.1172, val ACC0: 0.9060, val Gmean: 0.3259 (best 0.5552)
2025-05-09 20:36:12 - Epoch 36 伪标签: 正样本: 9238 (50.3%), 负样本: 9141 (49.7%)
2025-05-09 20:36:13 - Epoch 36, 测试集 AUC: 0.6447, PRE: 0.1553, REC: 0.1349, MF1: 0.5050, ACC1: 0.1349, ACC0: 0.8753, Gmean: 0.3436
2025-05-09 20:36:13 - Epoch 36, val mf1: 0.5152, val ACC1: 0.1452, val ACC0: 0.8843, val Gmean: 0.3584 (best 0.5552)
2025-05-09 20:36:13 - Epoch 37 伪标签: 正样本: 9227 (50.2%), 负样本: 9152 (49.8%)
2025-05-09 20:36:14 - Epoch 37, 测试集 AUC: 0.6452, PRE: 0.1599, REC: 0.1516, MF1: 0.5082, ACC1: 0.1516, ACC0: 0.8646, Gmean: 0.3621
2025-05-09 20:36:14 - Epoch 37, val mf1: 0.5181, val ACC1: 0.1626, val ACC0: 0.8726, val Gmean: 0.3767 (best 0.5552)
2025-05-09 20:36:14 - Epoch 38 伪标签: 正样本: 9378 (51.0%), 负样本: 9001 (49.0%)
2025-05-09 20:36:14 - Epoch 38, 测试集 AUC: 0.6465, PRE: 0.1680, REC: 0.1636, MF1: 0.5131, ACC1: 0.1636, ACC0: 0.8623, Gmean: 0.3756
2025-05-09 20:36:14 - Epoch 38, val mf1: 0.5171, val ACC1: 0.1649, val ACC0: 0.8686, val Gmean: 0.3785 (best 0.5552)
2025-05-09 20:36:15 - Epoch 39 伪标签: 正样本: 9350 (50.9%), 负样本: 9029 (49.1%)
2025-05-09 20:36:15 - Epoch 39, 测试集 AUC: 0.6474, PRE: 0.1710, REC: 0.1800, MF1: 0.5155, ACC1: 0.1800, ACC0: 0.8517, Gmean: 0.3915
2025-05-09 20:36:15 - Epoch 39, val mf1: 0.5163, val ACC1: 0.1778, val ACC0: 0.8552, val Gmean: 0.3899 (best 0.5552)
2025-05-09 20:36:15 - Epoch 40 伪标签: 正样本: 9357 (50.9%), 负样本: 9022 (49.1%)
2025-05-09 20:36:16 - Epoch 40, 有标签损失: 0.0009, 一致性损失: 0.0000, 伪标签损失: 0.4958, LPL损失: 5.9517, 聚类损失: 0.5450, 总损失: 0.0516
2025-05-09 20:36:16 - Epoch 40, 测试集 AUC: 0.6473, PRE: 0.1781, REC: 0.2194, MF1: 0.5205, ACC1: 0.2194, ACC0: 0.8278, Gmean: 0.4262
2025-05-09 20:36:16 - Epoch 40, val mf1: 0.5267, val ACC1: 0.2254, val ACC0: 0.8341, val Gmean: 0.4336 (best 0.5552)
2025-05-09 20:36:16 - Epoch 41 伪标签: 正样本: 9382 (51.0%), 负样本: 8997 (49.0%)
2025-05-09 20:36:17 - Epoch 41, 测试集 AUC: 0.6462, PRE: 0.1894, REC: 0.2630, MF1: 0.5282, ACC1: 0.2630, ACC0: 0.8086, Gmean: 0.4612
2025-05-09 20:36:17 - Epoch 41, val mf1: 0.5293, val ACC1: 0.2595, val ACC0: 0.8130, val Gmean: 0.4593 (best 0.5552)
2025-05-09 20:36:17 - Epoch 42 伪标签: 正样本: 9431 (51.3%), 负样本: 8948 (48.7%)
2025-05-09 20:36:18 - Epoch 42, 测试集 AUC: 0.6443, PRE: 0.1924, REC: 0.2731, MF1: 0.5303, ACC1: 0.2731, ACC0: 0.8051, Gmean: 0.4689
2025-05-09 20:36:18 - Epoch 42, val mf1: 0.5321, val ACC1: 0.2716, val ACC0: 0.8093, val Gmean: 0.4688 (best 0.5552)
2025-05-09 20:36:18 - Epoch 43 伪标签: 正样本: 9520 (51.8%), 负样本: 8859 (48.2%)
2025-05-09 20:36:19 - Epoch 43, 测试集 AUC: 0.6396, PRE: 0.1779, REC: 0.1759, MF1: 0.5190, ACC1: 0.1759, ACC0: 0.8619, Gmean: 0.3893
2025-05-09 20:36:19 - Epoch 43, val mf1: 0.5227, val ACC1: 0.1762, val ACC0: 0.8683, val Gmean: 0.3912 (best 0.5552)
2025-05-09 20:36:19 - Epoch 44 伪标签: 正样本: 9405 (51.2%), 负样本: 8974 (48.8%)
2025-05-09 20:36:19 - Epoch 44, 测试集 AUC: 0.6338, PRE: 0.1721, REC: 0.1051, MF1: 0.5076, ACC1: 0.1051, ACC0: 0.9141, Gmean: 0.3099
2025-05-09 20:36:19 - Epoch 44, val mf1: 0.5116, val ACC1: 0.1059, val ACC0: 0.9208, val Gmean: 0.3123 (best 0.5552)
2025-05-09 20:36:20 - Epoch 45 伪标签: 正样本: 9363 (50.9%), 负样本: 9016 (49.1%)
2025-05-09 20:36:20 - Epoch 45, 测试集 AUC: 0.6268, PRE: 0.1619, REC: 0.0611, MF1: 0.4937, ACC1: 0.0611, ACC0: 0.9462, Gmean: 0.2405
2025-05-09 20:36:20 - Epoch 45, val mf1: 0.4963, val ACC1: 0.0605, val ACC0: 0.9528, val Gmean: 0.2401 (best 0.5552)
2025-05-09 20:36:20 - Epoch 46 伪标签: 正样本: 9374 (51.0%), 负样本: 9005 (49.0%)
2025-05-09 20:36:21 - Epoch 46, 测试集 AUC: 0.6184, PRE: 0.1719, REC: 0.0387, MF1: 0.4859, ACC1: 0.0387, ACC0: 0.9683, Gmean: 0.1937
2025-05-09 20:36:21 - Epoch 46, val mf1: 0.4853, val ACC1: 0.0371, val ACC0: 0.9704, val Gmean: 0.1897 (best 0.5552)
2025-05-09 20:36:21 - Epoch 47 伪标签: 正样本: 9312 (50.7%), 负样本: 9067 (49.3%)
2025-05-09 20:36:22 - Epoch 47, 测试集 AUC: 0.6087, PRE: 0.1836, REC: 0.0276, MF1: 0.4806, ACC1: 0.0276, ACC0: 0.9792, Gmean: 0.1643
2025-05-09 20:36:22 - Epoch 47, val mf1: 0.4793, val ACC1: 0.0257, val ACC0: 0.9801, val Gmean: 0.1588 (best 0.5552)
2025-05-09 20:36:22 - Epoch 48 伪标签: 正样本: 9280 (50.5%), 负样本: 9099 (49.5%)
2025-05-09 20:36:23 - Epoch 48, 测试集 AUC: 0.6000, PRE: 0.2119, REC: 0.0265, MF1: 0.4811, ACC1: 0.0265, ACC0: 0.9833, Gmean: 0.1613
2025-05-09 20:36:23 - Epoch 48, val mf1: 0.4781, val ACC1: 0.0227, val ACC0: 0.9843, val Gmean: 0.1495 (best 0.5552)
2025-05-09 20:36:23 - Epoch 49 伪标签: 正样本: 9368 (51.0%), 负样本: 9011 (49.0%)
2025-05-09 20:36:23 - Epoch 49, 测试集 AUC: 0.5966, PRE: 0.2143, REC: 0.0313, MF1: 0.4844, ACC1: 0.0313, ACC0: 0.9805, Gmean: 0.1752
2025-05-09 20:36:23 - Epoch 49, val mf1: 0.4846, val ACC1: 0.0310, val ACC0: 0.9817, val Gmean: 0.1745 (best 0.5552)
2025-05-09 20:36:24 - Epoch 50 伪标签: 正样本: 9329 (50.8%), 负样本: 9050 (49.2%)
2025-05-09 20:36:24 - Epoch 50, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4794, LPL损失: 5.9657, 聚类损失: 0.3914, 总损失: 0.0597
2025-05-09 20:36:24 - Epoch 50, 测试集 AUC: 0.5966, PRE: 0.2020, REC: 0.0455, MF1: 0.4919, ACC1: 0.0455, ACC0: 0.9695, Gmean: 0.2099
2025-05-09 20:36:24 - Epoch 50, val mf1: 0.4893, val ACC1: 0.0408, val ACC0: 0.9724, val Gmean: 0.1993 (best 0.5552)
2025-05-09 20:36:25 - Epoch 51 伪标签: 正样本: 9429 (51.3%), 负样本: 8950 (48.7%)
2025-05-09 20:36:25 - Epoch 51, 测试集 AUC: 0.6037, PRE: 0.1958, REC: 0.0447, MF1: 0.4910, ACC1: 0.0447, ACC0: 0.9688, Gmean: 0.2081
2025-05-09 20:36:25 - Epoch 51, val mf1: 0.4915, val ACC1: 0.0431, val ACC0: 0.9730, val Gmean: 0.2048 (best 0.5552)
2025-05-09 20:36:26 - Epoch 52 伪标签: 正样本: 9459 (51.5%), 负样本: 8920 (48.5%)
2025-05-09 20:36:26 - Epoch 52, 测试集 AUC: 0.6113, PRE: 0.1796, REC: 0.0432, MF1: 0.4888, ACC1: 0.0432, ACC0: 0.9664, Gmean: 0.2044
2025-05-09 20:36:26 - Epoch 52, val mf1: 0.4943, val ACC1: 0.0477, val ACC0: 0.9708, val Gmean: 0.2151 (best 0.5552)
2025-05-09 20:36:26 - Epoch 53 伪标签: 正样本: 9408 (51.2%), 负样本: 8971 (48.8%)
2025-05-09 20:36:27 - Epoch 53, 测试集 AUC: 0.6227, PRE: 0.1913, REC: 0.0559, MF1: 0.4959, ACC1: 0.0559, ACC0: 0.9598, Gmean: 0.2316
2025-05-09 20:36:27 - Epoch 53, val mf1: 0.4936, val ACC1: 0.0507, val ACC0: 0.9637, val Gmean: 0.2210 (best 0.5552)
2025-05-09 20:36:27 - Epoch 54 伪标签: 正样本: 9436 (51.3%), 负样本: 8943 (48.7%)
2025-05-09 20:36:28 - Epoch 54, 测试集 AUC: 0.6137, PRE: 0.2122, REC: 0.0414, MF1: 0.4904, ACC1: 0.0414, ACC0: 0.9739, Gmean: 0.2007
2025-05-09 20:36:28 - Epoch 54, val mf1: 0.4891, val ACC1: 0.0386, val ACC0: 0.9766, val Gmean: 0.1941 (best 0.5552)
2025-05-09 20:36:28 - Epoch 55 伪标签: 正样本: 9413 (51.2%), 负样本: 8966 (48.8%)
2025-05-09 20:36:29 - Epoch 55, 测试集 AUC: 0.6045, PRE: 0.2209, REC: 0.0354, MF1: 0.4873, ACC1: 0.0354, ACC0: 0.9788, Gmean: 0.1861
2025-05-09 20:36:29 - Epoch 55, val mf1: 0.4843, val ACC1: 0.0310, val ACC0: 0.9808, val Gmean: 0.1744 (best 0.5552)
2025-05-09 20:36:29 - Epoch 56 伪标签: 正样本: 9400 (51.1%), 负样本: 8979 (48.9%)
2025-05-09 20:36:30 - Epoch 56, 测试集 AUC: 0.5982, PRE: 0.2078, REC: 0.0339, MF1: 0.4857, ACC1: 0.0339, ACC0: 0.9780, Gmean: 0.1821
2025-05-09 20:36:30 - Epoch 56, val mf1: 0.4851, val ACC1: 0.0325, val ACC0: 0.9796, val Gmean: 0.1785 (best 0.5552)
2025-05-09 20:36:30 - Epoch 57 伪标签: 正样本: 9411 (51.2%), 负样本: 8968 (48.8%)
2025-05-09 20:36:31 - Epoch 57, 测试集 AUC: 0.5958, PRE: 0.1885, REC: 0.0380, MF1: 0.4868, ACC1: 0.0380, ACC0: 0.9722, Gmean: 0.1922
2025-05-09 20:36:31 - Epoch 57, val mf1: 0.4874, val ACC1: 0.0378, val ACC0: 0.9739, val Gmean: 0.1919 (best 0.5552)
2025-05-09 20:36:31 - Epoch 58 伪标签: 正样本: 9464 (51.5%), 负样本: 8915 (48.5%)
2025-05-09 20:36:31 - Epoch 58, 测试集 AUC: 0.5908, PRE: 0.1945, REC: 0.0425, MF1: 0.4897, ACC1: 0.0425, ACC0: 0.9701, Gmean: 0.2030
2025-05-09 20:36:31 - Epoch 58, val mf1: 0.4880, val ACC1: 0.0401, val ACC0: 0.9707, val Gmean: 0.1973 (best 0.5552)
2025-05-09 20:36:32 - Epoch 59 伪标签: 正样本: 9433 (51.3%), 负样本: 8946 (48.7%)
2025-05-09 20:36:32 - Epoch 59, 测试集 AUC: 0.5675, PRE: 0.2099, REC: 0.0205, MF1: 0.4770, ACC1: 0.0205, ACC0: 0.9869, Gmean: 0.1422
2025-05-09 20:36:32 - Epoch 59, val mf1: 0.4724, val ACC1: 0.0151, val ACC0: 0.9882, val Gmean: 0.1223 (best 0.5552)
2025-05-09 20:36:32 - Epoch 60 伪标签: 正样本: 9414 (51.2%), 负样本: 8965 (48.8%)
2025-05-09 20:36:33 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4733, LPL损失: 29.3400, 聚类损失: 0.3217, 总损失: 0.3137
2025-05-09 20:36:33 - Epoch 60, 测试集 AUC: 0.5338, PRE: 0.2687, REC: 0.0067, MF1: 0.4668, ACC1: 0.0067, ACC0: 0.9969, Gmean: 0.0818
2025-05-09 20:36:33 - Epoch 60, val mf1: 0.4648, val ACC1: 0.0045, val ACC0: 0.9976, val Gmean: 0.0673 (best 0.5552)
2025-05-09 20:36:33 - Epoch 61 伪标签: 正样本: 9317 (50.7%), 负样本: 9062 (49.3%)
2025-05-09 20:36:34 - Epoch 61, 测试集 AUC: 0.5065, PRE: 0.2812, REC: 0.0034, MF1: 0.4639, ACC1: 0.0034, ACC0: 0.9985, Gmean: 0.0579
2025-05-09 20:36:34 - Epoch 61, val mf1: 0.4630, val ACC1: 0.0023, val ACC0: 0.9994, val Gmean: 0.0476 (best 0.5552)
2025-05-09 20:36:34 - Epoch 62 伪标签: 正样本: 9385 (51.1%), 负样本: 8994 (48.9%)
2025-05-09 20:36:35 - Epoch 62, 测试集 AUC: 0.5233, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-09 20:36:35 - Epoch 62, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5552)
2025-05-09 20:36:35 - Epoch 63 伪标签: 正样本: 9256 (50.4%), 负样本: 9123 (49.6%)
2025-05-09 20:36:36 - Epoch 63, 测试集 AUC: 0.5738, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9999, Gmean: 0.0000
2025-05-09 20:36:36 - Epoch 63, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5552)
2025-05-09 20:36:36 - Epoch 64 伪标签: 正样本: 9132 (49.7%), 负样本: 9247 (50.3%)
2025-05-09 20:36:37 - Epoch 64, 测试集 AUC: 0.5825, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:36:37 - Epoch 64, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5552)
2025-05-09 20:36:37 - Epoch 65 伪标签: 正样本: 9257 (50.4%), 负样本: 9122 (49.6%)
2025-05-09 20:36:38 - Epoch 65, 测试集 AUC: 0.5184, PRE: 0.2500, REC: 0.0045, MF1: 0.4648, ACC1: 0.0045, ACC0: 0.9977, Gmean: 0.0668
2025-05-09 20:36:38 - Epoch 65, val mf1: 0.4643, val ACC1: 0.0038, val ACC0: 0.9983, val Gmean: 0.0614 (best 0.5552)
2025-05-09 20:36:38 - Epoch 66 伪标签: 正样本: 9244 (50.3%), 负样本: 9135 (49.7%)
2025-05-09 20:36:38 - Epoch 66, 测试集 AUC: 0.5181, PRE: 0.2181, REC: 0.0153, MF1: 0.4733, ACC1: 0.0153, ACC0: 0.9907, Gmean: 0.1230
2025-05-09 20:36:38 - Epoch 66, val mf1: 0.4705, val ACC1: 0.0121, val ACC0: 0.9913, val Gmean: 0.1095 (best 0.5552)
2025-05-09 20:36:39 - Epoch 67 伪标签: 正样本: 9439 (51.4%), 负样本: 8940 (48.6%)
