2025-05-08 21:48:03 - 运行开始时间: 20250508_214803
2025-05-08 21:48:03 - 日志文件: logs/train_log_yelp_seed64_20250508_214803.txt
2025-05-08 21:48:03 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:48:03 - 无标签数据数量: 457
2025-05-08 21:48:03 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:48:04 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:48:04 - 伪标签策略：
2025-05-08 21:48:04 -   使用模型输出和聚类结果的融合
2025-05-08 21:48:04 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:48:04 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4178, LPL损失: 920.9814, 聚类损失: 0.9275, 总损失: 20.3420
2025-05-08 21:48:05 - Epoch 0, 测试集 AUC: 0.6901, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:05 - 更新最佳测试结果 (Epoch 0): AUC 0.6901, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:48:05 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:05 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:48:05 - Epoch 1, 测试集 AUC: 0.6900, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:05 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:06 - Epoch 2 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:06 - Epoch 2, 测试集 AUC: 0.6900, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:06 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:06 - Epoch 3 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:48:06 - Epoch 3, 测试集 AUC: 0.6899, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:06 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:07 - Epoch 4 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:48:07 - Epoch 4, 测试集 AUC: 0.6898, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:07 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:07 - Epoch 5 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:48:08 - Epoch 5, 测试集 AUC: 0.6898, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:08 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:08 - Epoch 6 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:08 - Epoch 6, 测试集 AUC: 0.6897, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:08 - Epoch 6, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:08 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:48:09 - Epoch 7, 测试集 AUC: 0.6896, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:09 - Epoch 7, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:09 - Epoch 8 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:48:09 - Epoch 8, 测试集 AUC: 0.6895, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:09 - Epoch 8, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:09 - Epoch 9 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:48:10 - Epoch 9, 测试集 AUC: 0.6894, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:10 - Epoch 9, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:10 - Epoch 10 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:48:10 - Epoch 10, 有标签损失: 0.6940, 一致性损失: 0.0013, 伪标签损失: 0.4310, LPL损失: 130.5647, 聚类损失: 0.8240, 总损失: 4.4480
2025-05-08 21:48:10 - Epoch 10, 测试集 AUC: 0.6892, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:10 - Epoch 10, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:10 - Epoch 11 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:11 - Epoch 11, 测试集 AUC: 0.6890, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:11 - Epoch 11, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:11 - Epoch 12 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:48:11 - Epoch 12, 测试集 AUC: 0.6888, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:11 - Epoch 12, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:12 - Epoch 13 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:48:12 - Epoch 13, 测试集 AUC: 0.6886, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:12 - Epoch 13, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:12 - Epoch 14 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:48:12 - Epoch 14, 测试集 AUC: 0.6884, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:12 - Epoch 14, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:13 - Epoch 15 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:48:13 - Epoch 15, 测试集 AUC: 0.6882, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:13 - Epoch 15, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:13 - Epoch 16 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:48:13 - Epoch 16, 测试集 AUC: 0.6880, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:13 - Epoch 16, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:14 - Epoch 17 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:48:14 - Epoch 17, 测试集 AUC: 0.6878, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:14 - Epoch 17, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:14 - Epoch 18 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:48:14 - Epoch 18, 测试集 AUC: 0.6876, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:14 - Epoch 18, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:15 - Epoch 19 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:48:15 - Epoch 19, 测试集 AUC: 0.6875, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:15 - Epoch 19, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:15 - Epoch 20 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:48:15 - Epoch 20, 有标签损失: 0.6859, 一致性损失: 0.0011, 伪标签损失: 0.4344, LPL损失: 132.1817, 聚类损失: 0.7924, 总损失: 4.7050
2025-05-08 21:48:15 - Epoch 20, 测试集 AUC: 0.6874, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:15 - Epoch 20, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:16 - Epoch 21 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:48:16 - Epoch 21, 测试集 AUC: 0.6873, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:16 - Epoch 21, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:16 - Epoch 22 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:48:17 - Epoch 22, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:17 - Epoch 22, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:17 - Epoch 23 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:48:17 - Epoch 23, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:17 - Epoch 23, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:17 - Epoch 24 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:48:18 - Epoch 24, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:18 - Epoch 24, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:18 - Epoch 25 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:48:18 - Epoch 25, 测试集 AUC: 0.6871, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:18 - Epoch 25, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:19 - Epoch 26 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:48:19 - Epoch 26, 测试集 AUC: 0.6871, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:19 - Epoch 26, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:19 - Epoch 27 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:48:19 - Epoch 27, 测试集 AUC: 0.6871, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:19 - Epoch 27, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:20 - Epoch 28 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:20 - Epoch 28, 测试集 AUC: 0.6871, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:20 - Epoch 28, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:20 - Epoch 29 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:48:20 - Epoch 29, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:20 - Epoch 29, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:21 - Epoch 30 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:48:21 - Epoch 30, 有标签损失: 0.6747, 一致性损失: 0.0010, 伪标签损失: 0.4362, LPL损失: 127.2422, 聚类损失: 0.7979, 总损失: 5.3239
2025-05-08 21:48:21 - Epoch 30, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:21 - Epoch 30, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:21 - Epoch 31 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:48:21 - Epoch 31, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:21 - Epoch 31, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:22 - Epoch 32 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:22 - Epoch 32, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:22 - Epoch 32, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:22 - Epoch 33 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:48:23 - Epoch 33, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:23 - Epoch 33, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:23 - Epoch 34 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:48:23 - Epoch 34, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:23 - Epoch 34, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:23 - Epoch 35 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:48:24 - Epoch 35, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:24 - Epoch 35, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:24 - Epoch 36 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:48:24 - Epoch 36, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:24 - Epoch 36, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:25 - Epoch 37 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:48:25 - Epoch 37, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:25 - Epoch 37, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:25 - Epoch 38 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:48:25 - Epoch 38, 测试集 AUC: 0.6873, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:25 - Epoch 38, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:26 - Epoch 39 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:48:26 - Epoch 39, 测试集 AUC: 0.6873, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:26 - Epoch 39, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:26 - Epoch 40 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:48:26 - Epoch 40, 有标签损失: 0.6608, 一致性损失: 0.0009, 伪标签损失: 0.4398, LPL损失: 137.2102, 聚类损失: 0.7989, 总损失: 6.6940
2025-05-08 21:48:26 - Epoch 40, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:26 - Epoch 40, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:27 - Epoch 41 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:48:27 - Epoch 41, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:27 - Epoch 41, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:27 - Epoch 42 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:48:27 - Epoch 42, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:27 - Epoch 42, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:28 - Epoch 43 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:48:28 - Epoch 43, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:28 - Epoch 43, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:28 - Epoch 44 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:48:28 - Epoch 44, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:28 - Epoch 44, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:29 - Epoch 45 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:48:29 - Epoch 45, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:29 - Epoch 45, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:29 - Epoch 46 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:48:29 - Epoch 46, 测试集 AUC: 0.6872, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:29 - Epoch 46, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:30 - Epoch 47 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:48:30 - Epoch 47, 测试集 AUC: 0.6871, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:30 - Epoch 47, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:30 - Epoch 48 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:48:30 - Epoch 48, 测试集 AUC: 0.6871, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:30 - Epoch 48, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:31 - Epoch 49 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:48:31 - Epoch 49, 测试集 AUC: 0.6871, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:48:31 - Epoch 49, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:48:31 - time cost: 27.43 s
2025-05-08 21:48:31 - 基于验证集最佳模型的测试结果: REC 0.00 PRE 0.00 MF1 46.08 AUC 69.01 ACC1 0.00 ACC0 100.00 Gmean 0.00
2025-05-08 21:48:31 - 测试集上观察到的最佳结果 (Epoch 0): AUC 69.01 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
