2025-05-08 21:39:49 - 运行开始时间: 20250508_213949
2025-05-08 21:39:49 - 日志文件: logs/train_log_yelp_seed64_20250508_213949.txt
2025-05-08 21:39:49 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:39:49 - 无标签数据数量: 18379
2025-05-08 21:39:49 - 训练集总数: 18381, 验证集: 9099, 测试集: 18474
2025-05-08 21:39:49 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:39:49 - 伪标签策略：
2025-05-08 21:39:49 -   使用模型输出和聚类结果的融合
2025-05-08 21:39:50 - Epoch 0 伪标签: 正样本: 9473 (51.5%), 负样本: 8906 (48.5%)
2025-05-08 21:39:50 - 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: 1.3135
2025-05-08 21:39:50 - Epoch 0, 测试集 AUC: 0.6800, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:50 - 更新最佳测试结果 (Epoch 0): AUC 0.6800, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:39:50 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:51 - Epoch 1 伪标签: 正样本: 9367 (51.0%), 负样本: 9012 (49.0%)
2025-05-08 21:39:51 - Epoch 1, 测试集 AUC: 0.6704, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:51 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:52 - Epoch 2 伪标签: 正样本: 9400 (51.1%), 负样本: 8979 (48.9%)
2025-05-08 21:39:52 - Epoch 2, 测试集 AUC: 0.6594, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:52 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:52 - Epoch 3 伪标签: 正样本: 9498 (51.7%), 负样本: 8881 (48.3%)
2025-05-08 21:39:53 - Epoch 3, 测试集 AUC: 0.6490, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:53 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:53 - Epoch 4 伪标签: 正样本: 9365 (51.0%), 负样本: 9014 (49.0%)
2025-05-08 21:39:54 - Epoch 4, 测试集 AUC: 0.6407, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:54 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:54 - Epoch 5 伪标签: 正样本: 9492 (51.6%), 负样本: 8887 (48.4%)
2025-05-08 21:39:55 - Epoch 5, 测试集 AUC: 0.6352, PRE: 0.2750, REC: 0.0041, MF1: 0.4646, ACC1: 0.0041, ACC0: 0.9982, Gmean: 0.0640
2025-05-08 21:39:55 - Epoch 5, val mf1: 0.4616, val ACC1: 0.0015, val ACC0: 0.9970, val Gmean: 0.0388 (best 0.4616)
2025-05-08 21:39:55 - Epoch 6 伪标签: 正样本: 9449 (51.4%), 负样本: 8930 (48.6%)
2025-05-08 21:39:55 - Epoch 6, 测试集 AUC: 0.6331, PRE: 0.2464, REC: 0.0190, MF1: 0.4767, ACC1: 0.0190, ACC0: 0.9901, Gmean: 0.1372
2025-05-08 21:39:55 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0174, val ACC0: 0.9896, val Gmean: 0.1312 (best 0.4750)
2025-05-08 21:39:56 - Epoch 7 伪标签: 正样本: 9340 (50.8%), 负样本: 9039 (49.2%)
2025-05-08 21:39:56 - Epoch 7, 测试集 AUC: 0.6332, PRE: 0.2379, REC: 0.0458, MF1: 0.4946, ACC1: 0.0458, ACC0: 0.9750, Gmean: 0.2114
2025-05-08 21:39:56 - Epoch 7, val mf1: 0.5031, val ACC1: 0.0560, val ACC0: 0.9751, val Gmean: 0.2336 (best 0.5031)
2025-05-08 21:39:57 - Epoch 8 伪标签: 正样本: 9240 (50.3%), 负样本: 9139 (49.7%)
2025-05-08 21:39:57 - Epoch 8, 测试集 AUC: 0.6341, PRE: 0.2113, REC: 0.0753, MF1: 0.5069, ACC1: 0.0753, ACC0: 0.9522, Gmean: 0.2677
2025-05-08 21:39:57 - Epoch 8, val mf1: 0.5227, val ACC1: 0.0930, val ACC0: 0.9574, val Gmean: 0.2985 (best 0.5227)
2025-05-08 21:39:57 - Epoch 9 伪标签: 正样本: 9202 (50.1%), 负样本: 9177 (49.9%)
2025-05-08 21:39:58 - Epoch 9, 测试集 AUC: 0.6346, PRE: 0.2198, REC: 0.1144, MF1: 0.5225, ACC1: 0.1144, ACC0: 0.9310, Gmean: 0.3263
2025-05-08 21:39:58 - Epoch 9, val mf1: 0.5438, val ACC1: 0.1437, val ACC0: 0.9353, val Gmean: 0.3666 (best 0.5438)
2025-05-08 21:39:58 - Epoch 10 伪标签: 正样本: 8979 (48.9%), 负样本: 9400 (51.1%)
2025-05-08 21:39:59 - Epoch 10, 有标签损失: 0.0503, 一致性损失: 0.0132, 伪标签损失: 0.7601, LPL损失: 6.2829, 聚类损失: 1.9576, 总损失: 0.0635
2025-05-08 21:39:59 - Epoch 10, 测试集 AUC: 0.6340, PRE: 0.2147, REC: 0.1472, MF1: 0.5297, ACC1: 0.1472, ACC0: 0.9085, Gmean: 0.3657
2025-05-08 21:39:59 - Epoch 10, val mf1: 0.5510, val ACC1: 0.1823, val ACC0: 0.9106, val Gmean: 0.4074 (best 0.5510)
2025-05-08 21:39:59 - Epoch 11 伪标签: 正样本: 8996 (48.9%), 负样本: 9383 (51.1%)
2025-05-08 21:40:00 - Epoch 11, 测试集 AUC: 0.6322, PRE: 0.2108, REC: 0.1781, MF1: 0.5341, ACC1: 0.1781, ACC0: 0.8866, Gmean: 0.3974
2025-05-08 21:40:00 - Epoch 11, val mf1: 0.5580, val ACC1: 0.2148, val ACC0: 0.8943, val Gmean: 0.4383 (best 0.5580)
2025-05-08 21:40:00 - Epoch 12 伪标签: 正样本: 8895 (48.4%), 负样本: 9484 (51.6%)
2025-05-08 21:40:00 - Epoch 12, 测试集 AUC: 0.6292, PRE: 0.2130, REC: 0.2083, MF1: 0.5391, ACC1: 0.2083, ACC0: 0.8692, Gmean: 0.4255
2025-05-08 21:40:00 - Epoch 12, val mf1: 0.5580, val ACC1: 0.2390, val ACC0: 0.8757, val Gmean: 0.4575 (best 0.5580)
2025-05-08 21:40:01 - Epoch 13 伪标签: 正样本: 8952 (48.7%), 负样本: 9427 (51.3%)
2025-05-08 21:40:01 - Epoch 13, 测试集 AUC: 0.6248, PRE: 0.2086, REC: 0.2273, MF1: 0.5388, ACC1: 0.2273, ACC0: 0.8535, Gmean: 0.4404
2025-05-08 21:40:01 - Epoch 13, val mf1: 0.5580, val ACC1: 0.2534, val ACC0: 0.8650, val Gmean: 0.4682 (best 0.5580)
2025-05-08 21:40:01 - Epoch 14 伪标签: 正样本: 8793 (47.8%), 负样本: 9586 (52.2%)
2025-05-08 21:40:02 - Epoch 14, 测试集 AUC: 0.6188, PRE: 0.2061, REC: 0.2362, MF1: 0.5381, ACC1: 0.2362, ACC0: 0.8453, Gmean: 0.4469
2025-05-08 21:40:02 - Epoch 14, val mf1: 0.5550, val ACC1: 0.2617, val ACC0: 0.8543, val Gmean: 0.4729 (best 0.5580)
2025-05-08 21:40:02 - Epoch 15 伪标签: 正样本: 8851 (48.2%), 负样本: 9528 (51.8%)
2025-05-08 21:40:03 - Epoch 15, 测试集 AUC: 0.6113, PRE: 0.2021, REC: 0.2373, MF1: 0.5358, ACC1: 0.2373, ACC0: 0.8407, Gmean: 0.4467
2025-05-08 21:40:03 - Epoch 15, val mf1: 0.5527, val ACC1: 0.2632, val ACC0: 0.8496, val Gmean: 0.4729 (best 0.5580)
2025-05-08 21:40:03 - Epoch 16 伪标签: 正样本: 8549 (46.5%), 负样本: 9830 (53.5%)
2025-05-08 21:40:04 - Epoch 16, 测试集 AUC: 0.6022, PRE: 0.1970, REC: 0.2310, MF1: 0.5326, ACC1: 0.2310, ACC0: 0.8400, Gmean: 0.4405
2025-05-08 21:40:04 - Epoch 16, val mf1: 0.5502, val ACC1: 0.2587, val ACC0: 0.8488, val Gmean: 0.4686 (best 0.5580)
2025-05-08 21:40:04 - Epoch 17 伪标签: 正样本: 8668 (47.2%), 负样本: 9711 (52.8%)
2025-05-08 21:40:04 - Epoch 17, 测试集 AUC: 0.5915, PRE: 0.1930, REC: 0.2206, MF1: 0.5297, ACC1: 0.2206, ACC0: 0.8432, Gmean: 0.4313
2025-05-08 21:40:04 - Epoch 17, val mf1: 0.5482, val ACC1: 0.2481, val ACC0: 0.8533, val Gmean: 0.4601 (best 0.5580)
2025-05-08 21:40:05 - Epoch 18 伪标签: 正样本: 8452 (46.0%), 负样本: 9927 (54.0%)
2025-05-08 21:40:05 - Epoch 18, 测试集 AUC: 0.5796, PRE: 0.1878, REC: 0.2045, MF1: 0.5259, ACC1: 0.2045, ACC0: 0.8496, Gmean: 0.4169
2025-05-08 21:40:05 - Epoch 18, val mf1: 0.5450, val ACC1: 0.2360, val ACC0: 0.8571, val Gmean: 0.4498 (best 0.5580)
2025-05-08 21:40:05 - Epoch 19 伪标签: 正样本: 8336 (45.4%), 负样本: 10043 (54.6%)
2025-05-08 21:40:06 - Epoch 19, 测试集 AUC: 0.5667, PRE: 0.1782, REC: 0.1807, MF1: 0.5194, ACC1: 0.1807, ACC0: 0.8583, Gmean: 0.3938
2025-05-08 21:40:06 - Epoch 19, val mf1: 0.5385, val ACC1: 0.2148, val ACC0: 0.8629, val Gmean: 0.4306 (best 0.5580)
2025-05-08 21:40:06 - Epoch 20 伪标签: 正样本: 8197 (44.6%), 负样本: 10182 (55.4%)
2025-05-08 21:40:07 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0413, 伪标签损失: 1.2068, LPL损失: 23.3274, 聚类损失: 4.7633, 总损失: 0.0413
2025-05-08 21:40:07 - Epoch 20, 测试集 AUC: 0.5532, PRE: 0.1689, REC: 0.1613, MF1: 0.5134, ACC1: 0.1613, ACC0: 0.8651, Gmean: 0.3736
2025-05-08 21:40:07 - Epoch 20, val mf1: 0.5351, val ACC1: 0.1952, val ACC0: 0.8733, val Gmean: 0.4128 (best 0.5580)
2025-05-08 21:40:07 - Epoch 21 伪标签: 正样本: 7891 (42.9%), 负样本: 10488 (57.1%)
2025-05-08 21:40:07 - Epoch 21, 测试集 AUC: 0.5394, PRE: 0.1634, REC: 0.1438, MF1: 0.5095, ACC1: 0.1438, ACC0: 0.8749, Gmean: 0.3547
2025-05-08 21:40:07 - Epoch 21, val mf1: 0.5296, val ACC1: 0.1747, val ACC0: 0.8820, val Gmean: 0.3926 (best 0.5580)
2025-05-08 21:40:08 - Epoch 22 伪标签: 正样本: 7667 (41.7%), 负样本: 10712 (58.3%)
2025-05-08 21:40:08 - Epoch 22, 测试集 AUC: 0.5257, PRE: 0.1579, REC: 0.1282, MF1: 0.5057, ACC1: 0.1282, ACC0: 0.8839, Gmean: 0.3366
2025-05-08 21:40:08 - Epoch 22, val mf1: 0.5237, val ACC1: 0.1520, val ACC0: 0.8930, val Gmean: 0.3685 (best 0.5580)
2025-05-08 21:40:09 - Epoch 23 伪标签: 正样本: 7618 (41.4%), 负样本: 10761 (58.6%)
2025-05-08 21:40:09 - Epoch 23, 测试集 AUC: 0.5123, PRE: 0.1537, REC: 0.1151, MF1: 0.5026, ACC1: 0.1151, ACC0: 0.8923, Gmean: 0.3205
2025-05-08 21:40:09 - Epoch 23, val mf1: 0.5215, val ACC1: 0.1407, val ACC0: 0.9005, val Gmean: 0.3559 (best 0.5580)
2025-05-08 21:40:09 - Epoch 24 伪标签: 正样本: 7304 (39.7%), 负样本: 11075 (60.3%)
2025-05-08 21:40:10 - Epoch 24, 测试集 AUC: 0.4996, PRE: 0.1445, REC: 0.0991, MF1: 0.4972, ACC1: 0.0991, ACC0: 0.9003, Gmean: 0.2987
2025-05-08 21:40:10 - Epoch 24, val mf1: 0.5128, val ACC1: 0.1180, val ACC0: 0.9088, val Gmean: 0.3275 (best 0.5580)
2025-05-08 21:40:10 - Epoch 25 伪标签: 正样本: 7212 (39.2%), 负样本: 11167 (60.8%)
2025-05-08 21:40:11 - Epoch 25, 测试集 AUC: 0.4880, PRE: 0.1348, REC: 0.0861, MF1: 0.4921, ACC1: 0.0861, ACC0: 0.9061, Gmean: 0.2793
2025-05-08 21:40:11 - Epoch 25, val mf1: 0.5060, val ACC1: 0.1021, val ACC0: 0.9144, val Gmean: 0.3056 (best 0.5580)
2025-05-08 21:40:11 - Epoch 26 伪标签: 正样本: 7079 (38.5%), 负样本: 11300 (61.5%)
2025-05-08 21:40:12 - Epoch 26, 测试集 AUC: 0.4775, PRE: 0.1308, REC: 0.0782, MF1: 0.4897, ACC1: 0.0782, ACC0: 0.9117, Gmean: 0.2671
2025-05-08 21:40:12 - Epoch 26, val mf1: 0.5005, val ACC1: 0.0900, val ACC0: 0.9187, val Gmean: 0.2876 (best 0.5580)
2025-05-08 21:40:12 - Epoch 27 伪标签: 正样本: 6943 (37.8%), 负样本: 11436 (62.2%)
2025-05-08 21:40:12 - Epoch 27, 测试集 AUC: 0.4682, PRE: 0.1210, REC: 0.0682, MF1: 0.4851, ACC1: 0.0682, ACC0: 0.9158, Gmean: 0.2499
2025-05-08 21:40:12 - Epoch 27, val mf1: 0.4961, val ACC1: 0.0794, val ACC0: 0.9239, val Gmean: 0.2709 (best 0.5580)
2025-05-08 21:40:13 - Epoch 28 伪标签: 正样本: 6811 (37.1%), 负样本: 11568 (62.9%)
2025-05-08 21:40:13 - Epoch 28, 测试集 AUC: 0.4600, PRE: 0.1235, REC: 0.1893, MF1: 0.4789, ACC1: 0.1893, ACC0: 0.7718, Gmean: 0.3822
2025-05-08 21:40:13 - Epoch 28, val mf1: 0.4926, val ACC1: 0.2201, val ACC0: 0.7746, val Gmean: 0.4129 (best 0.5580)
2025-05-08 21:40:13 - Epoch 29 伪标签: 正样本: 6727 (36.6%), 负样本: 11652 (63.4%)
2025-05-08 21:40:14 - Epoch 29, 测试集 AUC: 0.4532, PRE: 0.1214, REC: 0.1844, MF1: 0.4776, ACC1: 0.1844, ACC0: 0.7730, Gmean: 0.3776
2025-05-08 21:40:14 - Epoch 29, val mf1: 0.4911, val ACC1: 0.2141, val ACC0: 0.7764, val Gmean: 0.4077 (best 0.5580)
2025-05-08 21:40:14 - Epoch 30 伪标签: 正样本: 6601 (35.9%), 负样本: 11778 (64.1%)
2025-05-08 21:40:15 - Epoch 30, 有标签损失: 0.0001, 一致性损失: 0.0112, 伪标签损失: 1.1344, LPL损失: 18.3342, 聚类损失: 3.0352, 总损失: 0.0114
2025-05-08 21:40:15 - Epoch 30, 测试集 AUC: 0.4477, PRE: 0.1196, REC: 0.1822, MF1: 0.4762, ACC1: 0.1822, ACC0: 0.7720, Gmean: 0.3750
2025-05-08 21:40:15 - Epoch 30, val mf1: 0.4885, val ACC1: 0.2095, val ACC0: 0.7747, val Gmean: 0.4029 (best 0.5580)
2025-05-08 21:40:15 - Epoch 31 伪标签: 正样本: 6814 (37.1%), 负样本: 11565 (62.9%)
2025-05-08 21:40:15 - Epoch 31, 测试集 AUC: 0.4436, PRE: 0.1153, REC: 0.1773, MF1: 0.4727, ACC1: 0.1773, ACC0: 0.7688, Gmean: 0.3692
2025-05-08 21:40:15 - Epoch 31, val mf1: 0.4865, val ACC1: 0.2080, val ACC0: 0.7720, val Gmean: 0.4007 (best 0.5580)
2025-05-08 21:40:16 - Epoch 32 伪标签: 正样本: 6681 (36.4%), 负样本: 11698 (63.6%)
2025-05-08 21:40:16 - Epoch 32, 测试集 AUC: 0.4406, PRE: 0.1150, REC: 0.1803, MF1: 0.4716, ACC1: 0.1803, ACC0: 0.7640, Gmean: 0.3712
2025-05-08 21:40:16 - Epoch 32, val mf1: 0.4855, val ACC1: 0.2095, val ACC0: 0.7688, val Gmean: 0.4014 (best 0.5580)
2025-05-08 21:40:16 - Epoch 33 伪标签: 正样本: 6729 (36.6%), 负样本: 11650 (63.4%)
2025-05-08 21:40:17 - Epoch 33, 测试集 AUC: 0.4389, PRE: 0.1150, REC: 0.1852, MF1: 0.4705, ACC1: 0.1852, ACC0: 0.7577, Gmean: 0.3746
2025-05-08 21:40:17 - Epoch 33, val mf1: 0.4827, val ACC1: 0.2118, val ACC0: 0.7613, val Gmean: 0.4016 (best 0.5580)
2025-05-08 21:40:17 - Epoch 34 伪标签: 正样本: 6825 (37.1%), 负样本: 11554 (62.9%)
2025-05-08 21:40:18 - Epoch 34, 测试集 AUC: 0.4383, PRE: 0.1158, REC: 0.1926, MF1: 0.4697, ACC1: 0.1926, ACC0: 0.7499, Gmean: 0.3801
2025-05-08 21:40:18 - Epoch 34, val mf1: 0.4805, val ACC1: 0.2156, val ACC0: 0.7540, val Gmean: 0.4032 (best 0.5580)
2025-05-08 21:40:18 - Epoch 35 伪标签: 正样本: 6908 (37.6%), 负样本: 11471 (62.4%)
2025-05-08 21:40:19 - Epoch 35, 测试集 AUC: 0.4387, PRE: 0.1062, REC: 0.0514, MF1: 0.4784, ACC1: 0.0514, ACC0: 0.9264, Gmean: 0.2182
2025-05-08 21:40:19 - Epoch 35, val mf1: 0.4789, val ACC1: 0.0514, val ACC0: 0.9277, val Gmean: 0.2184 (best 0.5580)
2025-05-08 21:40:19 - Epoch 36 伪标签: 正样本: 6987 (38.0%), 负样本: 11392 (62.0%)
2025-05-08 21:40:19 - Epoch 36, 测试集 AUC: 0.4400, PRE: 0.1069, REC: 0.0529, MF1: 0.4788, ACC1: 0.0529, ACC0: 0.9249, Gmean: 0.2212
2025-05-08 21:40:19 - Epoch 36, val mf1: 0.4801, val ACC1: 0.0537, val ACC0: 0.9268, val Gmean: 0.2231 (best 0.5580)
2025-05-08 21:40:20 - Epoch 37 伪标签: 正样本: 7029 (38.2%), 负样本: 11350 (61.8%)
2025-05-08 21:40:20 - Epoch 37, 测试集 AUC: 0.4421, PRE: 0.1095, REC: 0.0555, MF1: 0.4799, ACC1: 0.0555, ACC0: 0.9232, Gmean: 0.2264
2025-05-08 21:40:20 - Epoch 37, val mf1: 0.4826, val ACC1: 0.0575, val ACC0: 0.9264, val Gmean: 0.2308 (best 0.5580)
2025-05-08 21:40:20 - Epoch 38 伪标签: 正样本: 7202 (39.2%), 负样本: 11177 (60.8%)
2025-05-08 21:40:21 - Epoch 38, 测试集 AUC: 0.4449, PRE: 0.1086, REC: 0.0563, MF1: 0.4797, ACC1: 0.0563, ACC0: 0.9215, Gmean: 0.2277
2025-05-08 21:40:21 - Epoch 38, val mf1: 0.4853, val ACC1: 0.0620, val ACC0: 0.9255, val Gmean: 0.2396 (best 0.5580)
2025-05-08 21:40:21 - Epoch 39 伪标签: 正样本: 7319 (39.8%), 负样本: 11060 (60.2%)
2025-05-08 21:40:22 - Epoch 39, 测试集 AUC: 0.4482, PRE: 0.1112, REC: 0.0589, MF1: 0.4808, ACC1: 0.0589, ACC0: 0.9200, Gmean: 0.2327
2025-05-08 21:40:22 - Epoch 39, val mf1: 0.4878, val ACC1: 0.0666, val ACC0: 0.9244, val Gmean: 0.2481 (best 0.5580)
2025-05-08 21:40:22 - Epoch 40 伪标签: 正样本: 7347 (40.0%), 负样本: 11032 (60.0%)
2025-05-08 21:40:23 - Epoch 40, 有标签损失: 0.0015, 一致性损失: 0.0025, 伪标签损失: 0.9744, LPL损失: 21.9589, 聚类损失: 1.9929, 总损失: 0.0041
2025-05-08 21:40:23 - Epoch 40, 测试集 AUC: 0.4518, PRE: 0.1109, REC: 0.0600, MF1: 0.4808, ACC1: 0.0600, ACC0: 0.9182, Gmean: 0.2347
2025-05-08 21:40:23 - Epoch 40, val mf1: 0.4895, val ACC1: 0.0696, val ACC0: 0.9236, val Gmean: 0.2535 (best 0.5580)
2025-05-08 21:40:23 - Epoch 41 伪标签: 正样本: 7351 (40.0%), 负样本: 11028 (60.0%)
2025-05-08 21:40:24 - Epoch 41, 测试集 AUC: 0.4556, PRE: 0.1128, REC: 0.0622, MF1: 0.4817, ACC1: 0.0622, ACC0: 0.9168, Gmean: 0.2388
2025-05-08 21:40:24 - Epoch 41, val mf1: 0.4928, val ACC1: 0.0749, val ACC0: 0.9232, val Gmean: 0.2629 (best 0.5580)
2025-05-08 21:40:24 - Epoch 42 伪标签: 正样本: 7387 (40.2%), 负样本: 10992 (59.8%)
2025-05-08 21:40:24 - Epoch 42, 测试集 AUC: 0.4594, PRE: 0.1155, REC: 0.0645, MF1: 0.4828, ACC1: 0.0645, ACC0: 0.9161, Gmean: 0.2430
2025-05-08 21:40:24 - Epoch 42, val mf1: 0.4942, val ACC1: 0.0779, val ACC0: 0.9218, val Gmean: 0.2680 (best 0.5580)
2025-05-08 21:40:25 - Epoch 43 伪标签: 正样本: 7433 (40.4%), 负样本: 10946 (59.6%)
2025-05-08 21:40:25 - Epoch 43, 测试集 AUC: 0.4631, PRE: 0.1168, REC: 0.0659, MF1: 0.4834, ACC1: 0.0659, ACC0: 0.9153, Gmean: 0.2457
2025-05-08 21:40:25 - Epoch 43, val mf1: 0.4969, val ACC1: 0.0825, val ACC0: 0.9214, val Gmean: 0.2756 (best 0.5580)
2025-05-08 21:40:25 - Epoch 44 伪标签: 正样本: 7493 (40.8%), 负样本: 10886 (59.2%)
2025-05-08 21:40:26 - Epoch 44, 测试集 AUC: 0.4666, PRE: 0.1163, REC: 0.0663, MF1: 0.4833, ACC1: 0.0663, ACC0: 0.9144, Gmean: 0.2463
2025-05-08 21:40:26 - Epoch 44, val mf1: 0.4976, val ACC1: 0.0840, val ACC0: 0.9208, val Gmean: 0.2781 (best 0.5580)
2025-05-08 21:40:26 - Epoch 45 伪标签: 正样本: 7523 (40.9%), 负样本: 10856 (59.1%)
2025-05-08 21:40:27 - Epoch 45, 测试集 AUC: 0.4697, PRE: 0.1173, REC: 0.0674, MF1: 0.4838, ACC1: 0.0674, ACC0: 0.9137, Gmean: 0.2482
2025-05-08 21:40:27 - Epoch 45, val mf1: 0.4989, val ACC1: 0.0862, val ACC0: 0.9205, val Gmean: 0.2817 (best 0.5580)
2025-05-08 21:40:27 - Epoch 46 伪标签: 正样本: 7519 (40.9%), 负样本: 10860 (59.1%)
2025-05-08 21:40:27 - Epoch 46, 测试集 AUC: 0.4726, PRE: 0.1194, REC: 0.0689, MF1: 0.4847, ACC1: 0.0689, ACC0: 0.9136, Gmean: 0.2509
2025-05-08 21:40:27 - Epoch 46, val mf1: 0.5007, val ACC1: 0.0885, val ACC0: 0.9210, val Gmean: 0.2855 (best 0.5580)
2025-05-08 21:40:28 - Epoch 47 伪标签: 正样本: 7459 (40.6%), 负样本: 10920 (59.4%)
2025-05-08 21:40:28 - Epoch 47, 测试集 AUC: 0.4751, PRE: 0.1208, REC: 0.0704, MF1: 0.4853, ACC1: 0.0704, ACC0: 0.9129, Gmean: 0.2535
2025-05-08 21:40:28 - Epoch 47, val mf1: 0.5011, val ACC1: 0.0893, val ACC0: 0.9209, val Gmean: 0.2867 (best 0.5580)
2025-05-08 21:40:28 - Epoch 48 伪标签: 正样本: 7558 (41.1%), 负样本: 10821 (58.9%)
2025-05-08 21:40:29 - Epoch 48, 测试集 AUC: 0.4772, PRE: 0.1224, REC: 0.0712, MF1: 0.4860, ACC1: 0.0712, ACC0: 0.9133, Gmean: 0.2549
2025-05-08 21:40:29 - Epoch 48, val mf1: 0.5019, val ACC1: 0.0900, val ACC0: 0.9216, val Gmean: 0.2880 (best 0.5580)
2025-05-08 21:40:29 - Epoch 49 伪标签: 正样本: 7426 (40.4%), 负样本: 10953 (59.6%)
2025-05-08 21:40:30 - Epoch 49, 测试集 AUC: 0.4789, PRE: 0.1223, REC: 0.0708, MF1: 0.4859, ACC1: 0.0708, ACC0: 0.9137, Gmean: 0.2543
2025-05-08 21:40:30 - Epoch 49, val mf1: 0.5030, val ACC1: 0.0915, val ACC0: 0.9218, val Gmean: 0.2905 (best 0.5580)
2025-05-08 21:40:30 - time cost: 40.56 s
2025-05-08 21:40:30 - 基于验证集最佳模型的测试结果: REC 20.83 PRE 21.30 MF1 53.91 AUC 62.92 ACC1 20.83 ACC0 86.92 Gmean 42.55
2025-05-08 21:40:30 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.00 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
