2025-05-08 20:44:12 - 运行开始时间: 20250508_204412
2025-05-08 20:44:12 - 日志文件: logs/train_log_amazon_seed64_20250508_204412.txt
2025-05-08 20:44:12 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:44:12 - 无标签数据数量: 3453
2025-05-08 20:44:12 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:44:13 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:44:13 - 伪标签策略：
2025-05-08 20:44:13 -   使用模型输出和聚类结果的融合
2025-05-08 20:44:13 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:44:13 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 380.0822, 聚类损失: 101.1132, 总损失: 7.2626
2025-05-08 20:44:14 - Epoch 0, 测试集 AUC: 0.7894, PRE: 0.2859, REC: 0.5424, MF1: 0.6373, ACC1: 0.5424, ACC0: 0.8578, Gmean: 0.6821
2025-05-08 20:44:14 - 更新最佳测试结果 (Epoch 0): AUC 0.7894, PRE 0.2859, REC 0.5424, MF1 0.6373, ACC1 0.5424, ACC0 0.8578, Gmean 0.6821
2025-05-08 20:44:14 - Epoch 0, val mf1: 0.6101, val ACC1: 0.5153, val ACC0: 0.8352, val Gmean: 0.6560 (best 0.6101)
2025-05-08 20:44:14 - Epoch 1 伪标签: 正样本: 463 (13.4%), 负样本: 2990 (86.6%)
2025-05-08 20:44:14 - Epoch 1, 测试集 AUC: 0.8218, PRE: 0.3719, REC: 0.4485, MF1: 0.6686, ACC1: 0.4485, ACC0: 0.9205, Gmean: 0.6425
2025-05-08 20:44:14 - 更新最佳测试结果 (Epoch 1): AUC 0.8218, PRE 0.3719, REC 0.4485, MF1 0.6686, ACC1 0.4485, ACC0 0.9205, Gmean 0.6425
2025-05-08 20:44:14 - Epoch 1, val mf1: 0.6421, val ACC1: 0.4294, val ACC0: 0.9024, val Gmean: 0.6225 (best 0.6421)
2025-05-08 20:44:14 - Epoch 2 伪标签: 正样本: 139 (4.0%), 负样本: 3314 (96.0%)
2025-05-08 20:44:15 - Epoch 2, 测试集 AUC: 0.8247, PRE: 0.3787, REC: 0.2697, MF1: 0.6272, ACC1: 0.2697, ACC0: 0.9536, Gmean: 0.5071
2025-05-08 20:44:15 - 更新最佳测试结果 (Epoch 2): AUC 0.8247, PRE 0.3787, REC 0.2697, MF1 0.6272, ACC1 0.2697, ACC0 0.9536, Gmean 0.5071
2025-05-08 20:44:15 - Epoch 2, val mf1: 0.6451, val ACC1: 0.3129, val ACC0: 0.9502, val Gmean: 0.5453 (best 0.6451)
2025-05-08 20:44:15 - Epoch 3 伪标签: 正样本: 89 (2.6%), 负样本: 3364 (97.4%)
2025-05-08 20:44:15 - Epoch 3, 测试集 AUC: 0.8248, PRE: 0.3750, REC: 0.2182, MF1: 0.6085, ACC1: 0.2182, ACC0: 0.9618, Gmean: 0.4581
2025-05-08 20:44:15 - 更新最佳测试结果 (Epoch 3): AUC 0.8248, PRE 0.3750, REC 0.2182, MF1 0.6085, ACC1 0.2182, ACC0 0.9618, Gmean 0.4581
2025-05-08 20:44:15 - Epoch 3, val mf1: 0.6250, val ACC1: 0.2515, val ACC0: 0.9599, val Gmean: 0.4914 (best 0.6451)
2025-05-08 20:44:15 - Epoch 4 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 20:44:16 - Epoch 4, 测试集 AUC: 0.8198, PRE: 0.3682, REC: 0.2242, MF1: 0.6095, ACC1: 0.2242, ACC0: 0.9596, Gmean: 0.4639
2025-05-08 20:44:16 - Epoch 4, val mf1: 0.6206, val ACC1: 0.2515, val ACC0: 0.9560, val Gmean: 0.4904 (best 0.6451)
2025-05-08 20:44:16 - Epoch 5 伪标签: 正样本: 78 (2.3%), 负样本: 3375 (97.7%)
2025-05-08 20:44:16 - Epoch 5, 测试集 AUC: 0.8154, PRE: 0.3125, REC: 0.2273, MF1: 0.5987, ACC1: 0.2273, ACC0: 0.9475, Gmean: 0.4641
2025-05-08 20:44:16 - Epoch 5, val mf1: 0.6097, val ACC1: 0.2638, val ACC0: 0.9399, val Gmean: 0.4979 (best 0.6451)
2025-05-08 20:44:16 - Epoch 6 伪标签: 正样本: 118 (3.4%), 负样本: 3335 (96.6%)
2025-05-08 20:44:16 - Epoch 6, 测试集 AUC: 0.8134, PRE: 0.2968, REC: 0.2545, MF1: 0.6019, ACC1: 0.2545, ACC0: 0.9367, Gmean: 0.4883
2025-05-08 20:44:16 - Epoch 6, val mf1: 0.6154, val ACC1: 0.3006, val ACC0: 0.9282, val Gmean: 0.5282 (best 0.6451)
2025-05-08 20:44:17 - Epoch 7 伪标签: 正样本: 139 (4.0%), 负样本: 3314 (96.0%)
2025-05-08 20:44:17 - Epoch 7, 测试集 AUC: 0.8167, PRE: 0.3257, REC: 0.3030, MF1: 0.6224, ACC1: 0.3030, ACC0: 0.9342, Gmean: 0.5321
2025-05-08 20:44:17 - Epoch 7, val mf1: 0.6244, val ACC1: 0.3252, val ACC0: 0.9263, val Gmean: 0.5488 (best 0.6451)
2025-05-08 20:44:17 - Epoch 8 伪标签: 正样本: 174 (5.0%), 负样本: 3279 (95.0%)
2025-05-08 20:44:17 - Epoch 8, 测试集 AUC: 0.8204, PRE: 0.3314, REC: 0.3394, MF1: 0.6323, ACC1: 0.3394, ACC0: 0.9281, Gmean: 0.5612
2025-05-08 20:44:17 - Epoch 8, val mf1: 0.6506, val ACC1: 0.3988, val ACC0: 0.9218, val Gmean: 0.6063 (best 0.6506)
2025-05-08 20:44:17 - Epoch 9 伪标签: 正样本: 197 (5.7%), 负样本: 3256 (94.3%)
2025-05-08 20:44:18 - Epoch 9, 测试集 AUC: 0.8242, PRE: 0.3516, REC: 0.4091, MF1: 0.6535, ACC1: 0.4091, ACC0: 0.9208, Gmean: 0.6138
2025-05-08 20:44:18 - Epoch 9, val mf1: 0.6566, val ACC1: 0.4356, val ACC0: 0.9140, val Gmean: 0.6310 (best 0.6566)
2025-05-08 20:44:18 - Epoch 10 伪标签: 正样本: 235 (6.8%), 负样本: 3218 (93.2%)
2025-05-08 20:44:18 - Epoch 10, 有标签损失: 0.2964, 一致性损失: 0.4651, 伪标签损失: 0.7937, LPL损失: 266.9442, 聚类损失: 69.0601, 总损失: 3.0719
2025-05-08 20:44:18 - Epoch 10, 测试集 AUC: 0.8290, PRE: 0.3837, REC: 0.5000, MF1: 0.6824, ACC1: 0.5000, ACC0: 0.9157, Gmean: 0.6767
2025-05-08 20:44:18 - 更新最佳测试结果 (Epoch 10): AUC 0.8290, PRE 0.3837, REC 0.5000, MF1 0.6824, ACC1 0.5000, ACC0 0.9157, Gmean 0.6767
2025-05-08 20:44:18 - Epoch 10, val mf1: 0.6716, val ACC1: 0.5153, val ACC0: 0.9011, val Gmean: 0.6814 (best 0.6716)
2025-05-08 20:44:18 - Epoch 11 伪标签: 正样本: 256 (7.4%), 负样本: 3197 (92.6%)
2025-05-08 20:44:19 - Epoch 11, 测试集 AUC: 0.8329, PRE: 0.3839, REC: 0.4758, MF1: 0.6782, ACC1: 0.4758, ACC0: 0.9198, Gmean: 0.6615
2025-05-08 20:44:19 - 更新最佳测试结果 (Epoch 11): AUC 0.8329, PRE 0.3839, REC 0.4758, MF1 0.6782, ACC1 0.4758, ACC0 0.9198, Gmean 0.6615
2025-05-08 20:44:19 - Epoch 11, val mf1: 0.6788, val ACC1: 0.5031, val ACC0: 0.9114, val Gmean: 0.6771 (best 0.6788)
2025-05-08 20:44:19 - Epoch 12 伪标签: 正样本: 297 (8.6%), 负样本: 3156 (91.4%)
2025-05-08 20:44:19 - Epoch 12, 测试集 AUC: 0.8344, PRE: 0.3894, REC: 0.5121, MF1: 0.6868, ACC1: 0.5121, ACC0: 0.9157, Gmean: 0.6848
2025-05-08 20:44:19 - 更新最佳测试结果 (Epoch 12): AUC 0.8344, PRE 0.3894, REC 0.5121, MF1 0.6868, ACC1 0.5121, ACC0 0.9157, Gmean 0.6848
2025-05-08 20:44:19 - Epoch 12, val mf1: 0.6816, val ACC1: 0.5215, val ACC0: 0.9082, val Gmean: 0.6882 (best 0.6816)
2025-05-08 20:44:20 - Epoch 13 伪标签: 正样本: 333 (9.6%), 负样本: 3120 (90.4%)
2025-05-08 20:44:20 - Epoch 13, 测试集 AUC: 0.8348, PRE: 0.3902, REC: 0.5545, MF1: 0.6938, ACC1: 0.5545, ACC0: 0.9090, Gmean: 0.7100
2025-05-08 20:44:20 - 更新最佳测试结果 (Epoch 13): AUC 0.8348, PRE 0.3902, REC 0.5545, MF1 0.6938, ACC1 0.5545, ACC0 0.9090, Gmean 0.7100
2025-05-08 20:44:20 - Epoch 13, val mf1: 0.6861, val ACC1: 0.5644, val ACC0: 0.8992, val Gmean: 0.7124 (best 0.6861)
2025-05-08 20:44:20 - Epoch 14 伪标签: 正样本: 407 (11.8%), 负样本: 3046 (88.2%)
2025-05-08 20:44:20 - Epoch 14, 测试集 AUC: 0.8331, PRE: 0.3810, REC: 0.5576, MF1: 0.6901, ACC1: 0.5576, ACC0: 0.9049, Gmean: 0.7103
2025-05-08 20:44:20 - Epoch 14, val mf1: 0.6889, val ACC1: 0.5706, val ACC0: 0.8998, val Gmean: 0.7165 (best 0.6889)
2025-05-08 20:44:21 - Epoch 15 伪标签: 正样本: 502 (14.5%), 负样本: 2951 (85.5%)
2025-05-08 20:44:21 - Epoch 15, 测试集 AUC: 0.8311, PRE: 0.3760, REC: 0.5879, MF1: 0.6918, ACC1: 0.5879, ACC0: 0.8976, Gmean: 0.7264
2025-05-08 20:44:21 - Epoch 15, val mf1: 0.6884, val ACC1: 0.5890, val ACC0: 0.8940, val Gmean: 0.7256 (best 0.6889)
2025-05-08 20:44:21 - Epoch 16 伪标签: 正样本: 566 (16.4%), 负样本: 2887 (83.6%)
2025-05-08 20:44:21 - Epoch 16, 测试集 AUC: 0.8277, PRE: 0.3603, REC: 0.5939, MF1: 0.6846, ACC1: 0.5939, ACC0: 0.8893, Gmean: 0.7268
2025-05-08 20:44:21 - Epoch 16, val mf1: 0.6821, val ACC1: 0.5890, val ACC0: 0.8882, val Gmean: 0.7233 (best 0.6889)
2025-05-08 20:44:21 - Epoch 17 伪标签: 正样本: 658 (19.1%), 负样本: 2795 (80.9%)
2025-05-08 20:44:22 - Epoch 17, 测试集 AUC: 0.8264, PRE: 0.3464, REC: 0.5636, MF1: 0.6738, ACC1: 0.5636, ACC0: 0.8884, Gmean: 0.7076
2025-05-08 20:44:22 - Epoch 17, val mf1: 0.6802, val ACC1: 0.5767, val ACC0: 0.8901, val Gmean: 0.7165 (best 0.6889)
2025-05-08 20:44:22 - Epoch 18 伪标签: 正样本: 731 (21.2%), 负样本: 2722 (78.8%)
2025-05-08 20:44:22 - Epoch 18, 测试集 AUC: 0.8258, PRE: 0.3408, REC: 0.5515, MF1: 0.6696, ACC1: 0.5515, ACC0: 0.8880, Gmean: 0.6998
2025-05-08 20:44:22 - Epoch 18, val mf1: 0.6830, val ACC1: 0.5767, val ACC0: 0.8927, val Gmean: 0.7175 (best 0.6889)
2025-05-08 20:44:22 - Epoch 19 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 20:44:23 - Epoch 19, 测试集 AUC: 0.8245, PRE: 0.3407, REC: 0.5636, MF1: 0.6708, ACC1: 0.5636, ACC0: 0.8855, Gmean: 0.7065
2025-05-08 20:44:23 - Epoch 19, val mf1: 0.6814, val ACC1: 0.5890, val ACC0: 0.8875, val Gmean: 0.7230 (best 0.6889)
2025-05-08 20:44:23 - Epoch 20 伪标签: 正样本: 905 (26.2%), 负样本: 2548 (73.8%)
2025-05-08 20:44:23 - Epoch 20, 有标签损失: 0.0394, 一致性损失: 0.2276, 伪标签损失: 0.7801, LPL损失: 1111.3271, 聚类损失: 38.0987, 总损失: 11.5113
2025-05-08 20:44:23 - Epoch 20, 测试集 AUC: 0.8223, PRE: 0.3399, REC: 0.6273, MF1: 0.6768, ACC1: 0.6273, ACC0: 0.8721, Gmean: 0.7396
2025-05-08 20:44:23 - Epoch 20, val mf1: 0.6739, val ACC1: 0.6258, val ACC0: 0.8694, val Gmean: 0.7376 (best 0.6889)
2025-05-08 20:44:23 - Epoch 21 伪标签: 正样本: 1024 (29.7%), 负样本: 2429 (70.3%)
2025-05-08 20:44:24 - Epoch 21, 测试集 AUC: 0.8182, PRE: 0.3284, REC: 0.6727, MF1: 0.6734, ACC1: 0.6727, ACC0: 0.8556, Gmean: 0.7587
2025-05-08 20:44:24 - Epoch 21, val mf1: 0.6669, val ACC1: 0.6564, val ACC0: 0.8533, val Gmean: 0.7484 (best 0.6889)
2025-05-08 20:44:24 - Epoch 22 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 20:44:24 - Epoch 22, 测试集 AUC: 0.8142, PRE: 0.3117, REC: 0.5667, MF1: 0.6549, ACC1: 0.5667, ACC0: 0.8686, Gmean: 0.7016
2025-05-08 20:44:24 - Epoch 22, val mf1: 0.6646, val ACC1: 0.6012, val ACC0: 0.8675, val Gmean: 0.7222 (best 0.6889)
2025-05-08 20:44:24 - Epoch 23 伪标签: 正样本: 1225 (35.5%), 负样本: 2228 (64.5%)
2025-05-08 20:44:25 - Epoch 23, 测试集 AUC: 0.8122, PRE: 0.3214, REC: 0.6818, MF1: 0.6694, ACC1: 0.6818, ACC0: 0.8489, Gmean: 0.7608
2025-05-08 20:44:25 - Epoch 23, val mf1: 0.6621, val ACC1: 0.6810, val ACC0: 0.8410, val Gmean: 0.7568 (best 0.6889)
2025-05-08 20:44:25 - Epoch 24 伪标签: 正样本: 1265 (36.6%), 负样本: 2188 (63.4%)
2025-05-08 20:44:25 - Epoch 24, 测试集 AUC: 0.8145, PRE: 0.3248, REC: 0.6182, MF1: 0.6670, ACC1: 0.6182, ACC0: 0.8651, Gmean: 0.7313
2025-05-08 20:44:25 - Epoch 24, val mf1: 0.6638, val ACC1: 0.6196, val ACC0: 0.8610, val Gmean: 0.7304 (best 0.6889)
2025-05-08 20:44:25 - Epoch 25 伪标签: 正样本: 1282 (37.1%), 负样本: 2171 (62.9%)
2025-05-08 20:44:26 - Epoch 25, 测试集 AUC: 0.8206, PRE: 0.3372, REC: 0.6182, MF1: 0.6744, ACC1: 0.6182, ACC0: 0.8725, Gmean: 0.7344
2025-05-08 20:44:26 - Epoch 25, val mf1: 0.6735, val ACC1: 0.6135, val ACC0: 0.8727, val Gmean: 0.7317 (best 0.6889)
2025-05-08 20:44:26 - Epoch 26 伪标签: 正样本: 1221 (35.4%), 负样本: 2232 (64.6%)
2025-05-08 20:44:26 - Epoch 26, 测试集 AUC: 0.8284, PRE: 0.3451, REC: 0.5909, MF1: 0.6762, ACC1: 0.5909, ACC0: 0.8823, Gmean: 0.7221
2025-05-08 20:44:26 - Epoch 26, val mf1: 0.6865, val ACC1: 0.6074, val ACC0: 0.8869, val Gmean: 0.7339 (best 0.6889)
2025-05-08 20:44:26 - Epoch 27 伪标签: 正样本: 1185 (34.3%), 负样本: 2268 (65.7%)
2025-05-08 20:44:27 - Epoch 27, 测试集 AUC: 0.8323, PRE: 0.3458, REC: 0.5606, MF1: 0.6732, ACC1: 0.5606, ACC0: 0.8887, Gmean: 0.7058
2025-05-08 20:44:27 - Epoch 27, val mf1: 0.6926, val ACC1: 0.5951, val ACC0: 0.8959, val Gmean: 0.7302 (best 0.6926)
2025-05-08 20:44:27 - Epoch 28 伪标签: 正样本: 1148 (33.2%), 负样本: 2305 (66.8%)
2025-05-08 20:44:27 - Epoch 28, 测试集 AUC: 0.8379, PRE: 0.3636, REC: 0.5455, MF1: 0.6802, ACC1: 0.5455, ACC0: 0.8998, Gmean: 0.7006
2025-05-08 20:44:27 - 更新最佳测试结果 (Epoch 28): AUC 0.8379, PRE 0.3636, REC 0.5455, MF1 0.6802, ACC1 0.5455, ACC0 0.8998, Gmean 0.7006
2025-05-08 20:44:27 - Epoch 28, val mf1: 0.7056, val ACC1: 0.5890, val ACC0: 0.9089, val Gmean: 0.7316 (best 0.7056)
2025-05-08 20:44:27 - Epoch 29 伪标签: 正样本: 1103 (31.9%), 负样本: 2350 (68.1%)
2025-05-08 20:44:28 - Epoch 29, 测试集 AUC: 0.8453, PRE: 0.3950, REC: 0.6667, MF1: 0.7112, ACC1: 0.6667, ACC0: 0.8928, Gmean: 0.7715
2025-05-08 20:44:28 - 更新最佳测试结果 (Epoch 29): AUC 0.8453, PRE 0.3950, REC 0.6667, MF1 0.7112, ACC1 0.6667, ACC0 0.8928, Gmean 0.7715
2025-05-08 20:44:28 - Epoch 29, val mf1: 0.7097, val ACC1: 0.6442, val ACC0: 0.8972, val Gmean: 0.7602 (best 0.7097)
2025-05-08 20:44:28 - Epoch 30 伪标签: 正样本: 1083 (31.4%), 负样本: 2370 (68.6%)
2025-05-08 20:44:28 - Epoch 30, 有标签损失: 0.0154, 一致性损失: 0.0793, 伪标签损失: 0.6493, LPL损失: 1480.9573, 聚类损失: 13.1956, 总损失: 18.0411
2025-05-08 20:44:28 - Epoch 30, 测试集 AUC: 0.8523, PRE: 0.4164, REC: 0.6939, MF1: 0.7255, ACC1: 0.6939, ACC0: 0.8979, Gmean: 0.7894
2025-05-08 20:44:28 - 更新最佳测试结果 (Epoch 30): AUC 0.8523, PRE 0.4164, REC 0.6939, MF1 0.7255, ACC1 0.6939, ACC0 0.8979, Gmean 0.7894
2025-05-08 20:44:28 - Epoch 30, val mf1: 0.7200, val ACC1: 0.6626, val ACC0: 0.9011, val Gmean: 0.7727 (best 0.7200)
2025-05-08 20:44:28 - Epoch 31 伪标签: 正样本: 1062 (30.8%), 负样本: 2391 (69.2%)
2025-05-08 20:44:29 - Epoch 31, 测试集 AUC: 0.8597, PRE: 0.4218, REC: 0.7030, MF1: 0.7294, ACC1: 0.7030, ACC0: 0.8989, Gmean: 0.7949
2025-05-08 20:44:29 - 更新最佳测试结果 (Epoch 31): AUC 0.8597, PRE 0.4218, REC 0.7030, MF1 0.7294, ACC1 0.7030, ACC0 0.8989, Gmean 0.7949
2025-05-08 20:44:29 - Epoch 31, val mf1: 0.7228, val ACC1: 0.6564, val ACC0: 0.9050, val Gmean: 0.7708 (best 0.7228)
2025-05-08 20:44:29 - Epoch 32 伪标签: 正样本: 1026 (29.7%), 负样本: 2427 (70.3%)
2025-05-08 20:44:29 - Epoch 32, 测试集 AUC: 0.8674, PRE: 0.5152, REC: 0.5152, MF1: 0.7321, ACC1: 0.5152, ACC0: 0.9491, Gmean: 0.6992
2025-05-08 20:44:29 - 更新最佳测试结果 (Epoch 32): AUC 0.8674, PRE 0.5152, REC 0.5152, MF1 0.7321, ACC1 0.5152, ACC0 0.9491, Gmean 0.6992
2025-05-08 20:44:29 - Epoch 32, val mf1: 0.7401, val ACC1: 0.5583, val ACC0: 0.9431, val Gmean: 0.7256 (best 0.7401)
2025-05-08 20:44:29 - Epoch 33 伪标签: 正样本: 989 (28.6%), 负样本: 2464 (71.4%)
2025-05-08 20:44:30 - Epoch 33, 测试集 AUC: 0.8737, PRE: 0.5515, REC: 0.5515, MF1: 0.7522, ACC1: 0.5515, ACC0: 0.9529, Gmean: 0.7250
2025-05-08 20:44:30 - 更新最佳测试结果 (Epoch 33): AUC 0.8737, PRE 0.5515, REC 0.5515, MF1 0.7522, ACC1 0.5515, ACC0 0.9529, Gmean 0.7250
2025-05-08 20:44:30 - Epoch 33, val mf1: 0.7542, val ACC1: 0.5644, val ACC0: 0.9509, val Gmean: 0.7326 (best 0.7542)
2025-05-08 20:44:30 - Epoch 34 伪标签: 正样本: 1039 (30.1%), 负样本: 2414 (69.9%)
2025-05-08 20:44:30 - Epoch 34, 测试集 AUC: 0.8768, PRE: 0.5854, REC: 0.5091, MF1: 0.7501, ACC1: 0.5091, ACC0: 0.9622, Gmean: 0.6999
2025-05-08 20:44:30 - 更新最佳测试结果 (Epoch 34): AUC 0.8768, PRE 0.5854, REC 0.5091, MF1 0.7501, ACC1 0.5091, ACC0 0.9622, Gmean 0.6999
2025-05-08 20:44:30 - Epoch 34, val mf1: 0.7683, val ACC1: 0.5521, val ACC0: 0.9625, val Gmean: 0.7290 (best 0.7683)
2025-05-08 20:44:30 - Epoch 35 伪标签: 正样本: 1048 (30.4%), 负样本: 2405 (69.6%)
2025-05-08 20:44:31 - Epoch 35, 测试集 AUC: 0.8783, PRE: 0.6188, REC: 0.6000, MF1: 0.7845, ACC1: 0.6000, ACC0: 0.9612, Gmean: 0.7594
2025-05-08 20:44:31 - 更新最佳测试结果 (Epoch 35): AUC 0.8783, PRE 0.6188, REC 0.6000, MF1 0.7845, ACC1 0.6000, ACC0 0.9612, Gmean 0.7594
2025-05-08 20:44:31 - Epoch 35, val mf1: 0.7828, val ACC1: 0.5951, val ACC0: 0.9612, val Gmean: 0.7563 (best 0.7828)
2025-05-08 20:44:31 - Epoch 36 伪标签: 正样本: 1115 (32.3%), 负样本: 2338 (67.7%)
2025-05-08 20:44:31 - Epoch 36, 测试集 AUC: 0.8795, PRE: 0.6635, REC: 0.6333, MF1: 0.8060, ACC1: 0.6333, ACC0: 0.9663, Gmean: 0.7823
2025-05-08 20:44:31 - 更新最佳测试结果 (Epoch 36): AUC 0.8795, PRE 0.6635, REC 0.6333, MF1 0.8060, ACC1 0.6333, ACC0 0.9663, Gmean 0.7823
2025-05-08 20:44:31 - Epoch 36, val mf1: 0.7920, val ACC1: 0.6074, val ACC0: 0.9638, val Gmean: 0.7651 (best 0.7920)
2025-05-08 20:44:31 - Epoch 37 伪标签: 正样本: 1131 (32.8%), 负样本: 2322 (67.2%)
2025-05-08 20:44:32 - Epoch 37, 测试集 AUC: 0.8836, PRE: 0.6260, REC: 0.7152, MF1: 0.8150, ACC1: 0.7152, ACC0: 0.9552, Gmean: 0.8265
2025-05-08 20:44:32 - 更新最佳测试结果 (Epoch 37): AUC 0.8836, PRE 0.6260, REC 0.7152, MF1 0.8150, ACC1 0.7152, ACC0 0.9552, Gmean 0.8265
2025-05-08 20:44:32 - Epoch 37, val mf1: 0.7986, val ACC1: 0.6626, val ACC0: 0.9560, val Gmean: 0.7959 (best 0.7986)
2025-05-08 20:44:32 - Epoch 38 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 20:44:32 - Epoch 38, 测试集 AUC: 0.8842, PRE: 0.7288, REC: 0.6515, MF1: 0.8286, ACC1: 0.6515, ACC0: 0.9746, Gmean: 0.7968
2025-05-08 20:44:32 - 更新最佳测试结果 (Epoch 38): AUC 0.8842, PRE 0.7288, REC 0.6515, MF1 0.8286, ACC1 0.6515, ACC0 0.9746, Gmean 0.7968
2025-05-08 20:44:32 - Epoch 38, val mf1: 0.8052, val ACC1: 0.5828, val ACC0: 0.9761, val Gmean: 0.7542 (best 0.8052)
2025-05-08 20:44:33 - Epoch 39 伪标签: 正样本: 1151 (33.3%), 负样本: 2302 (66.7%)
2025-05-08 20:44:33 - Epoch 39, 测试集 AUC: 0.8836, PRE: 0.7199, REC: 0.6697, MF1: 0.8315, ACC1: 0.6697, ACC0: 0.9726, Gmean: 0.8071
2025-05-08 20:44:33 - Epoch 39, val mf1: 0.8138, val ACC1: 0.6012, val ACC0: 0.9767, val Gmean: 0.7663 (best 0.8138)
2025-05-08 20:44:33 - Epoch 40 伪标签: 正样本: 1077 (31.2%), 负样本: 2376 (68.8%)
2025-05-08 20:44:34 - Epoch 40, 有标签损失: 0.0304, 一致性损失: 0.0217, 伪标签损失: 0.4980, LPL损失: 1598.0337, 聚类损失: 3.4398, 总损失: 23.2966
2025-05-08 20:44:34 - Epoch 40, 测试集 AUC: 0.8797, PRE: 0.7782, REC: 0.6061, MF1: 0.8260, ACC1: 0.6061, ACC0: 0.9819, Gmean: 0.7714
2025-05-08 20:44:34 - Epoch 40, val mf1: 0.8134, val ACC1: 0.5583, val ACC0: 0.9851, val Gmean: 0.7416 (best 0.8138)
2025-05-08 20:44:34 - Epoch 41 伪标签: 正样本: 1053 (30.5%), 负样本: 2400 (69.5%)
2025-05-08 20:44:34 - Epoch 41, 测试集 AUC: 0.8816, PRE: 0.7757, REC: 0.6394, MF1: 0.8363, ACC1: 0.6394, ACC0: 0.9806, Gmean: 0.7918
2025-05-08 20:44:34 - Epoch 41, val mf1: 0.8158, val ACC1: 0.5706, val ACC0: 0.9838, val Gmean: 0.7492 (best 0.8158)
2025-05-08 20:44:34 - Epoch 42 伪标签: 正样本: 1044 (30.2%), 负样本: 2409 (69.8%)
2025-05-08 20:44:35 - Epoch 42, 测试集 AUC: 0.8813, PRE: 0.7560, REC: 0.6667, MF1: 0.8400, ACC1: 0.6667, ACC0: 0.9774, Gmean: 0.8072
2025-05-08 20:44:35 - Epoch 42, val mf1: 0.8203, val ACC1: 0.6012, val ACC0: 0.9800, val Gmean: 0.7676 (best 0.8203)
2025-05-08 20:44:35 - Epoch 43 伪标签: 正样本: 979 (28.4%), 负样本: 2474 (71.6%)
2025-05-08 20:44:35 - Epoch 43, 测试集 AUC: 0.8828, PRE: 0.7878, REC: 0.6636, MF1: 0.8468, ACC1: 0.6636, ACC0: 0.9812, Gmean: 0.8070
2025-05-08 20:44:35 - Epoch 43, val mf1: 0.8193, val ACC1: 0.5890, val ACC0: 0.9819, val Gmean: 0.7605 (best 0.8203)
2025-05-08 20:44:35 - Epoch 44 伪标签: 正样本: 962 (27.9%), 负样本: 2491 (72.1%)
2025-05-08 20:44:36 - Epoch 44, 测试集 AUC: 0.8804, PRE: 0.8474, REC: 0.6394, MF1: 0.8521, ACC1: 0.6394, ACC0: 0.9879, Gmean: 0.7948
2025-05-08 20:44:36 - Epoch 44, val mf1: 0.8215, val ACC1: 0.5644, val ACC0: 0.9877, val Gmean: 0.7466 (best 0.8215)
2025-05-08 20:44:36 - Epoch 45 伪标签: 正样本: 964 (27.9%), 负样本: 2489 (72.1%)
2025-05-08 20:44:36 - Epoch 45, 测试集 AUC: 0.8809, PRE: 0.8120, REC: 0.6545, MF1: 0.8495, ACC1: 0.6545, ACC0: 0.9841, Gmean: 0.8026
2025-05-08 20:44:36 - Epoch 45, val mf1: 0.8220, val ACC1: 0.5890, val ACC0: 0.9832, val Gmean: 0.7610 (best 0.8220)
2025-05-08 20:44:36 - Epoch 46 伪标签: 正样本: 989 (28.6%), 负样本: 2464 (71.4%)
2025-05-08 20:44:37 - Epoch 46, 测试集 AUC: 0.8792, PRE: 0.8113, REC: 0.6515, MF1: 0.8484, ACC1: 0.6515, ACC0: 0.9841, Gmean: 0.8007
2025-05-08 20:44:37 - Epoch 46, val mf1: 0.8234, val ACC1: 0.5890, val ACC0: 0.9838, val Gmean: 0.7612 (best 0.8234)
2025-05-08 20:44:37 - Epoch 47 伪标签: 正样本: 1076 (31.2%), 负样本: 2377 (68.8%)
2025-05-08 20:44:37 - Epoch 47, 测试集 AUC: 0.8833, PRE: 0.8090, REC: 0.6545, MF1: 0.8488, ACC1: 0.6545, ACC0: 0.9838, Gmean: 0.8025
2025-05-08 20:44:37 - Epoch 47, val mf1: 0.8207, val ACC1: 0.5890, val ACC0: 0.9825, val Gmean: 0.7607 (best 0.8234)
2025-05-08 20:44:37 - Epoch 48 伪标签: 正样本: 1073 (31.1%), 负样本: 2380 (68.9%)
2025-05-08 20:44:38 - Epoch 48, 测试集 AUC: 0.8781, PRE: 0.8030, REC: 0.6545, MF1: 0.8474, ACC1: 0.6545, ACC0: 0.9831, Gmean: 0.8022
2025-05-08 20:44:38 - Epoch 48, val mf1: 0.8234, val ACC1: 0.5890, val ACC0: 0.9838, val Gmean: 0.7612 (best 0.8234)
2025-05-08 20:44:38 - Epoch 49 伪标签: 正样本: 1137 (32.9%), 负样本: 2316 (67.1%)
2025-05-08 20:44:38 - Epoch 49, 测试集 AUC: 0.8749, PRE: 0.8583, REC: 0.6242, MF1: 0.8490, ACC1: 0.6242, ACC0: 0.9892, Gmean: 0.7858
2025-05-08 20:44:38 - Epoch 49, val mf1: 0.8217, val ACC1: 0.5583, val ACC0: 0.9890, val Gmean: 0.7431 (best 0.8234)
2025-05-08 20:44:38 - Epoch 50 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 20:44:39 - Epoch 50, 有标签损失: 0.0167, 一致性损失: 0.0190, 伪标签损失: 0.5071, LPL损失: 532.0969, 聚类损失: 3.2806, 总损失: 9.3534
2025-05-08 20:44:39 - Epoch 50, 测试集 AUC: 0.8739, PRE: 0.8638, REC: 0.6152, MF1: 0.8468, ACC1: 0.6152, ACC0: 0.9898, Gmean: 0.7803
2025-05-08 20:44:39 - Epoch 50, val mf1: 0.8245, val ACC1: 0.5583, val ACC0: 0.9903, val Gmean: 0.7436 (best 0.8245)
2025-05-08 20:44:39 - Epoch 51 伪标签: 正样本: 619 (17.9%), 负样本: 2834 (82.1%)
2025-05-08 20:44:39 - Epoch 51, 测试集 AUC: 0.8705, PRE: 0.8767, REC: 0.6030, MF1: 0.8448, ACC1: 0.6030, ACC0: 0.9911, Gmean: 0.7731
2025-05-08 20:44:39 - Epoch 51, val mf1: 0.8259, val ACC1: 0.5583, val ACC0: 0.9910, val Gmean: 0.7438 (best 0.8259)
2025-05-08 20:44:39 - Epoch 52 伪标签: 正样本: 604 (17.5%), 负样本: 2849 (82.5%)
2025-05-08 20:44:40 - Epoch 52, 测试集 AUC: 0.8700, PRE: 0.8548, REC: 0.6424, MF1: 0.8547, ACC1: 0.6424, ACC0: 0.9885, Gmean: 0.7969
2025-05-08 20:44:40 - Epoch 52, val mf1: 0.8268, val ACC1: 0.5706, val ACC0: 0.9890, val Gmean: 0.7512 (best 0.8268)
2025-05-08 20:44:40 - Epoch 53 伪标签: 正样本: 579 (16.8%), 负样本: 2874 (83.2%)
2025-05-08 20:44:40 - Epoch 53, 测试集 AUC: 0.8685, PRE: 0.8678, REC: 0.6364, MF1: 0.8552, ACC1: 0.6364, ACC0: 0.9898, Gmean: 0.7937
2025-05-08 20:44:40 - Epoch 53, val mf1: 0.8283, val ACC1: 0.5706, val ACC0: 0.9897, val Gmean: 0.7514 (best 0.8283)
2025-05-08 20:44:40 - Epoch 54 伪标签: 正样本: 596 (17.3%), 负样本: 2857 (82.7%)
2025-05-08 20:44:41 - Epoch 54, 测试集 AUC: 0.8661, PRE: 0.8782, REC: 0.6333, MF1: 0.8562, ACC1: 0.6333, ACC0: 0.9908, Gmean: 0.7921
2025-05-08 20:44:41 - Epoch 54, val mf1: 0.8285, val ACC1: 0.5644, val ACC0: 0.9910, val Gmean: 0.7479 (best 0.8285)
2025-05-08 20:44:41 - Epoch 55 伪标签: 正样本: 583 (16.9%), 负样本: 2870 (83.1%)
2025-05-08 20:44:41 - Epoch 55, 测试集 AUC: 0.8630, PRE: 0.8865, REC: 0.6152, MF1: 0.8512, ACC1: 0.6152, ACC0: 0.9917, Gmean: 0.7811
2025-05-08 20:44:41 - Epoch 55, val mf1: 0.8273, val ACC1: 0.5583, val ACC0: 0.9916, val Gmean: 0.7440 (best 0.8285)
2025-05-08 20:44:41 - Epoch 56 伪标签: 正样本: 546 (15.8%), 负样本: 2907 (84.2%)
2025-05-08 20:44:42 - Epoch 56, 测试集 AUC: 0.8604, PRE: 0.8874, REC: 0.5970, MF1: 0.8445, ACC1: 0.5970, ACC0: 0.9920, Gmean: 0.7696
2025-05-08 20:44:42 - Epoch 56, val mf1: 0.8247, val ACC1: 0.5521, val ACC0: 0.9916, val Gmean: 0.7399 (best 0.8285)
2025-05-08 20:44:42 - Epoch 57 伪标签: 正样本: 531 (15.4%), 负样本: 2922 (84.6%)
2025-05-08 20:44:42 - Epoch 57, 测试集 AUC: 0.8555, PRE: 0.8873, REC: 0.5727, MF1: 0.8352, ACC1: 0.5727, ACC0: 0.9924, Gmean: 0.7539
2025-05-08 20:44:42 - Epoch 57, val mf1: 0.8208, val ACC1: 0.5399, val ACC0: 0.9922, val Gmean: 0.7319 (best 0.8285)
2025-05-08 20:44:42 - Epoch 58 伪标签: 正样本: 499 (14.5%), 负样本: 2954 (85.5%)
2025-05-08 20:44:43 - Epoch 58, 测试集 AUC: 0.8524, PRE: 0.8927, REC: 0.5545, MF1: 0.8289, ACC1: 0.5545, ACC0: 0.9930, Gmean: 0.7421
2025-05-08 20:44:43 - Epoch 58, val mf1: 0.8127, val ACC1: 0.5215, val ACC0: 0.9922, val Gmean: 0.7193 (best 0.8285)
2025-05-08 20:44:43 - Epoch 59 伪标签: 正样本: 490 (14.2%), 负样本: 2963 (85.8%)
2025-05-08 20:44:43 - Epoch 59, 测试集 AUC: 0.8448, PRE: 0.8958, REC: 0.5212, MF1: 0.8157, ACC1: 0.5212, ACC0: 0.9936, Gmean: 0.7197
2025-05-08 20:44:43 - Epoch 59, val mf1: 0.8113, val ACC1: 0.5153, val ACC0: 0.9929, val Gmean: 0.7153 (best 0.8285)
2025-05-08 20:44:43 - Epoch 60 伪标签: 正样本: 54 (1.6%), 负样本: 3399 (98.4%)
2025-05-08 20:44:44 - Epoch 60, 有标签损失: 0.0133, 一致性损失: 0.0124, 伪标签损失: 0.4777, LPL损失: 368.1019, 聚类损失: 2.4982, 总损失: 7.7381
2025-05-08 20:44:44 - Epoch 60, 测试集 AUC: 0.8401, PRE: 0.9076, REC: 0.5061, MF1: 0.8109, ACC1: 0.5061, ACC0: 0.9946, Gmean: 0.7095
2025-05-08 20:44:44 - Epoch 60, val mf1: 0.8058, val ACC1: 0.4969, val ACC0: 0.9942, val Gmean: 0.7029 (best 0.8285)
2025-05-08 20:44:44 - Epoch 61 伪标签: 正样本: 420 (12.2%), 负样本: 3033 (87.8%)
2025-05-08 20:44:44 - Epoch 61, 测试集 AUC: 0.8275, PRE: 0.9091, REC: 0.4848, MF1: 0.8018, ACC1: 0.4848, ACC0: 0.9949, Gmean: 0.6945
2025-05-08 20:44:44 - Epoch 61, val mf1: 0.7971, val ACC1: 0.4724, val ACC0: 0.9955, val Gmean: 0.6858 (best 0.8285)
2025-05-08 20:44:44 - Epoch 62 伪标签: 正样本: 411 (11.9%), 负样本: 3042 (88.1%)
2025-05-08 20:44:45 - Epoch 62, 测试集 AUC: 0.8182, PRE: 0.9186, REC: 0.4788, MF1: 0.8003, ACC1: 0.4788, ACC0: 0.9955, Gmean: 0.6904
2025-05-08 20:44:45 - Epoch 62, val mf1: 0.7985, val ACC1: 0.4724, val ACC0: 0.9961, val Gmean: 0.6860 (best 0.8285)
2025-05-08 20:44:45 - Epoch 63 伪标签: 正样本: 387 (11.2%), 负样本: 3066 (88.8%)
2025-05-08 20:44:46 - Epoch 63, 测试集 AUC: 0.8101, PRE: 0.9264, REC: 0.4576, MF1: 0.7915, ACC1: 0.4576, ACC0: 0.9962, Gmean: 0.6752
2025-05-08 20:44:46 - Epoch 63, val mf1: 0.7880, val ACC1: 0.4479, val ACC0: 0.9968, val Gmean: 0.6681 (best 0.8285)
2025-05-08 20:44:46 - Epoch 64 伪标签: 正样本: 368 (10.7%), 负样本: 3085 (89.3%)
2025-05-08 20:44:46 - Epoch 64, 测试集 AUC: 0.7963, PRE: 0.9333, REC: 0.4242, MF1: 0.7762, ACC1: 0.4242, ACC0: 0.9968, Gmean: 0.6503
2025-05-08 20:44:46 - Epoch 64, val mf1: 0.7770, val ACC1: 0.4233, val ACC0: 0.9974, val Gmean: 0.6498 (best 0.8285)
2025-05-08 20:44:46 - Epoch 65 伪标签: 正样本: 360 (10.4%), 负样本: 3093 (89.6%)
2025-05-08 20:44:47 - Epoch 65, 测试集 AUC: 0.7905, PRE: 0.9362, REC: 0.4000, MF1: 0.7643, ACC1: 0.4000, ACC0: 0.9971, Gmean: 0.6315
2025-05-08 20:44:47 - Epoch 65, val mf1: 0.7752, val ACC1: 0.4172, val ACC0: 0.9981, val Gmean: 0.6453 (best 0.8285)
2025-05-08 20:44:47 - Epoch 66 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 20:44:47 - Epoch 66, 测试集 AUC: 0.7814, PRE: 0.9389, REC: 0.3727, MF1: 0.7502, ACC1: 0.3727, ACC0: 0.9975, Gmean: 0.6097
2025-05-08 20:44:47 - Epoch 66, val mf1: 0.7683, val ACC1: 0.3988, val ACC0: 0.9994, val Gmean: 0.6313 (best 0.8285)
2025-05-08 20:44:47 - Epoch 67 伪标签: 正样本: 308 (8.9%), 负样本: 3145 (91.1%)
2025-05-08 20:44:48 - Epoch 67, 测试集 AUC: 0.7649, PRE: 0.9355, REC: 0.3515, MF1: 0.7384, ACC1: 0.3515, ACC0: 0.9975, Gmean: 0.5921
2025-05-08 20:44:48 - Epoch 67, val mf1: 0.7550, val ACC1: 0.3742, val ACC0: 0.9994, val Gmean: 0.6115 (best 0.8285)
2025-05-08 20:44:48 - Epoch 68 伪标签: 正样本: 299 (8.7%), 负样本: 3154 (91.3%)
2025-05-08 20:44:48 - Epoch 68, 测试集 AUC: 0.7511, PRE: 0.9487, REC: 0.3364, MF1: 0.7310, ACC1: 0.3364, ACC0: 0.9981, Gmean: 0.5794
2025-05-08 20:44:48 - Epoch 68, val mf1: 0.7269, val ACC1: 0.3252, val ACC0: 0.9994, val Gmean: 0.5700 (best 0.8285)
2025-05-08 20:44:48 - Epoch 69 伪标签: 正样本: 266 (7.7%), 负样本: 3187 (92.3%)
2025-05-08 20:44:49 - Epoch 69, 测试集 AUC: 0.7388, PRE: 0.9615, REC: 0.3030, MF1: 0.7125, ACC1: 0.3030, ACC0: 0.9987, Gmean: 0.5501
2025-05-08 20:44:49 - Epoch 69, val mf1: 0.7233, val ACC1: 0.3190, val ACC0: 0.9994, val Gmean: 0.5646 (best 0.8285)
2025-05-08 20:44:49 - Epoch 70 伪标签: 正样本: 246 (7.1%), 负样本: 3207 (92.9%)
2025-05-08 20:44:49 - Epoch 70, 有标签损失: 0.0117, 一致性损失: 0.0083, 伪标签损失: 0.5200, LPL损失: 390.7035, 聚类损失: 1.1179, 总损失: 9.7314
2025-05-08 20:44:49 - Epoch 70, 测试集 AUC: 0.7301, PRE: 0.9688, REC: 0.2818, MF1: 0.6999, ACC1: 0.2818, ACC0: 0.9990, Gmean: 0.5306
2025-05-08 20:44:49 - Epoch 70, val mf1: 0.7121, val ACC1: 0.3006, val ACC0: 0.9994, val Gmean: 0.5481 (best 0.8285)
2025-05-08 20:44:49 - Epoch 71 伪标签: 正样本: 237 (6.9%), 负样本: 3216 (93.1%)
2025-05-08 20:44:50 - Epoch 71, 测试集 AUC: 0.7127, PRE: 0.9780, REC: 0.2697, MF1: 0.6928, ACC1: 0.2697, ACC0: 0.9994, Gmean: 0.5192
2025-05-08 20:44:50 - Epoch 71, val mf1: 0.7045, val ACC1: 0.2883, val ACC0: 0.9994, val Gmean: 0.5368 (best 0.8285)
2025-05-08 20:44:50 - Epoch 72 伪标签: 正样本: 235 (6.8%), 负样本: 3218 (93.2%)
2025-05-08 20:44:51 - Epoch 72, 测试集 AUC: 0.7002, PRE: 0.9767, REC: 0.2545, MF1: 0.6829, ACC1: 0.2545, ACC0: 0.9994, Gmean: 0.5044
2025-05-08 20:44:51 - Epoch 72, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8285)
2025-05-08 20:44:51 - Epoch 73 伪标签: 正样本: 202 (5.8%), 负样本: 3251 (94.2%)
2025-05-08 20:44:51 - Epoch 73, 测试集 AUC: 0.6921, PRE: 0.9756, REC: 0.2424, MF1: 0.6749, ACC1: 0.2424, ACC0: 0.9994, Gmean: 0.4922
2025-05-08 20:44:51 - Epoch 73, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8285)
2025-05-08 20:44:51 - Epoch 74 伪标签: 正样本: 200 (5.8%), 负样本: 3253 (94.2%)
2025-05-08 20:44:52 - Epoch 74, 测试集 AUC: 0.6772, PRE: 0.9868, REC: 0.2273, MF1: 0.6652, ACC1: 0.2273, ACC0: 0.9997, Gmean: 0.4767
2025-05-08 20:44:52 - Epoch 74, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8285)
2025-05-08 20:44:52 - Epoch 75 伪标签: 正样本: 21 (0.6%), 负样本: 3432 (99.4%)
2025-05-08 20:44:52 - Epoch 75, 测试集 AUC: 0.6709, PRE: 0.9857, REC: 0.2091, MF1: 0.6525, ACC1: 0.2091, ACC0: 0.9997, Gmean: 0.4572
2025-05-08 20:44:52 - Epoch 75, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8285)
2025-05-08 20:44:52 - Epoch 76 伪标签: 正样本: 183 (5.3%), 负样本: 3270 (94.7%)
2025-05-08 20:44:53 - Epoch 76, 测试集 AUC: 0.6646, PRE: 0.9844, REC: 0.1909, MF1: 0.6395, ACC1: 0.1909, ACC0: 0.9997, Gmean: 0.4369
2025-05-08 20:44:53 - Epoch 76, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8285)
2025-05-08 20:44:53 - Epoch 77 伪标签: 正样本: 175 (5.1%), 负样本: 3278 (94.9%)
2025-05-08 20:44:54 - Epoch 77, 测试集 AUC: 0.6541, PRE: 0.9839, REC: 0.1848, MF1: 0.6350, ACC1: 0.1848, ACC0: 0.9997, Gmean: 0.4299
2025-05-08 20:44:54 - Epoch 77, val mf1: 0.6644, val ACC1: 0.2270, val ACC0: 0.9994, val Gmean: 0.4763 (best 0.8285)
2025-05-08 20:44:54 - Epoch 78 伪标签: 正样本: 156 (4.5%), 负样本: 3297 (95.5%)
2025-05-08 20:44:54 - Epoch 78, 测试集 AUC: 0.6440, PRE: 0.9828, REC: 0.1727, MF1: 0.6260, ACC1: 0.1727, ACC0: 0.9997, Gmean: 0.4155
2025-05-08 20:44:54 - Epoch 78, val mf1: 0.6515, val ACC1: 0.2086, val ACC0: 0.9994, val Gmean: 0.4566 (best 0.8285)
2025-05-08 20:44:54 - Epoch 79 伪标签: 正样本: 157 (4.5%), 负样本: 3296 (95.5%)
2025-05-08 20:44:55 - Epoch 79, 测试集 AUC: 0.6344, PRE: 0.9808, REC: 0.1545, MF1: 0.6122, ACC1: 0.1545, ACC0: 0.9997, Gmean: 0.3931
2025-05-08 20:44:55 - Epoch 79, val mf1: 0.6438, val ACC1: 0.1963, val ACC0: 1.0000, val Gmean: 0.4431 (best 0.8285)
2025-05-08 20:44:55 - Epoch 80 伪标签: 正样本: 151 (4.4%), 负样本: 3302 (95.6%)
2025-05-08 20:44:55 - Epoch 80, 有标签损失: 0.0100, 一致性损失: 0.0068, 伪标签损失: 0.4923, LPL损失: 251.6695, 聚类损失: 0.6284, 总损失: 7.4330
2025-05-08 20:44:55 - Epoch 80, 测试集 AUC: 0.6259, PRE: 0.9792, REC: 0.1424, MF1: 0.6027, ACC1: 0.1424, ACC0: 0.9997, Gmean: 0.3773
2025-05-08 20:44:55 - Epoch 80, val mf1: 0.6348, val ACC1: 0.1840, val ACC0: 1.0000, val Gmean: 0.4290 (best 0.8285)
2025-05-08 20:44:56 - Epoch 81 伪标签: 正样本: 138 (4.0%), 负样本: 3315 (96.0%)
2025-05-08 20:44:56 - Epoch 81, 测试集 AUC: 0.6228, PRE: 0.9750, REC: 0.1182, MF1: 0.5832, ACC1: 0.1182, ACC0: 0.9997, Gmean: 0.3437
2025-05-08 20:44:56 - Epoch 81, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8285)
2025-05-08 20:44:56 - Epoch 82 伪标签: 正样本: 135 (3.9%), 负样本: 3318 (96.1%)
2025-05-08 20:44:56 - Epoch 82, 测试集 AUC: 0.6124, PRE: 0.9722, REC: 0.1061, MF1: 0.5731, ACC1: 0.1061, ACC0: 0.9997, Gmean: 0.3256
2025-05-08 20:44:56 - Epoch 82, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8285)
2025-05-08 20:44:57 - Epoch 83 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:44:57 - Epoch 83, 测试集 AUC: 0.6010, PRE: 0.9677, REC: 0.0909, MF1: 0.5603, ACC1: 0.0909, ACC0: 0.9997, Gmean: 0.3015
2025-05-08 20:44:57 - Epoch 83, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8285)
2025-05-08 20:44:57 - Epoch 84 伪标签: 正样本: 122 (3.5%), 负样本: 3331 (96.5%)
2025-05-08 20:44:57 - Epoch 84, 测试集 AUC: 0.5929, PRE: 0.9655, REC: 0.0848, MF1: 0.5550, ACC1: 0.0848, ACC0: 0.9997, Gmean: 0.2912
2025-05-08 20:44:57 - Epoch 84, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8285)
2025-05-08 20:44:58 - Epoch 85 伪标签: 正样本: 119 (3.4%), 负样本: 3334 (96.6%)
2025-05-08 20:44:58 - Epoch 85, 测试集 AUC: 0.5890, PRE: 0.9615, REC: 0.0758, MF1: 0.5470, ACC1: 0.0758, ACC0: 0.9997, Gmean: 0.2752
2025-05-08 20:44:58 - Epoch 85, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8285)
2025-05-08 20:44:58 - Epoch 86 伪标签: 正样本: 115 (3.3%), 负样本: 3338 (96.7%)
2025-05-08 20:44:58 - Epoch 86, 测试集 AUC: 0.5868, PRE: 0.9615, REC: 0.0758, MF1: 0.5470, ACC1: 0.0758, ACC0: 0.9997, Gmean: 0.2752
2025-05-08 20:44:58 - Epoch 86, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8285)
2025-05-08 20:44:59 - Epoch 87 伪标签: 正样本: 117 (3.4%), 负样本: 3336 (96.6%)
2025-05-08 20:44:59 - Epoch 87, 测试集 AUC: 0.5804, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:44:59 - Epoch 87, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8285)
2025-05-08 20:44:59 - Epoch 88 伪标签: 正样本: 115 (3.3%), 负样本: 3338 (96.7%)
2025-05-08 20:45:00 - Epoch 88, 测试集 AUC: 0.5755, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:45:00 - Epoch 88, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8285)
2025-05-08 20:45:00 - Epoch 89 伪标签: 正样本: 109 (3.2%), 负样本: 3344 (96.8%)
2025-05-08 20:45:00 - Epoch 89, 测试集 AUC: 0.5707, PRE: 0.9545, REC: 0.0636, MF1: 0.5362, ACC1: 0.0636, ACC0: 0.9997, Gmean: 0.2522
2025-05-08 20:45:00 - Epoch 89, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8285)
2025-05-08 20:45:00 - Epoch 90 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 20:45:01 - Epoch 90, 有标签损失: 0.0073, 一致性损失: 0.0065, 伪标签损失: 0.4693, LPL损失: 166.5228, 聚类损失: 0.3657, 总损失: 5.8092
2025-05-08 20:45:01 - Epoch 90, 测试集 AUC: 0.5681, PRE: 0.9524, REC: 0.0606, MF1: 0.5334, ACC1: 0.0606, ACC0: 0.9997, Gmean: 0.2461
2025-05-08 20:45:01 - Epoch 90, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8285)
2025-05-08 20:45:01 - Epoch 91 伪标签: 正样本: 97 (2.8%), 负样本: 3356 (97.2%)
2025-05-08 20:45:01 - Epoch 91, 测试集 AUC: 0.5664, PRE: 0.9474, REC: 0.0545, MF1: 0.5279, ACC1: 0.0545, ACC0: 0.9997, Gmean: 0.2335
2025-05-08 20:45:01 - Epoch 91, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8285)
2025-05-08 20:45:01 - Epoch 92 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:45:02 - Epoch 92, 测试集 AUC: 0.5630, PRE: 0.9444, REC: 0.0515, MF1: 0.5251, ACC1: 0.0515, ACC0: 0.9997, Gmean: 0.2269
2025-05-08 20:45:02 - Epoch 92, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8285)
2025-05-08 20:45:02 - Epoch 93 伪标签: 正样本: 1492 (43.2%), 负样本: 1961 (56.8%)
2025-05-08 20:45:02 - Epoch 93, 测试集 AUC: 0.5600, PRE: 0.9412, REC: 0.0485, MF1: 0.5222, ACC1: 0.0485, ACC0: 0.9997, Gmean: 0.2202
2025-05-08 20:45:02 - Epoch 93, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8285)
2025-05-08 20:45:02 - Epoch 94 伪标签: 正样本: 90 (2.6%), 负样本: 3363 (97.4%)
2025-05-08 20:45:03 - Epoch 94, 测试集 AUC: 0.5562, PRE: 0.9412, REC: 0.0485, MF1: 0.5222, ACC1: 0.0485, ACC0: 0.9997, Gmean: 0.2202
2025-05-08 20:45:03 - Epoch 94, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8285)
2025-05-08 20:45:03 - Epoch 95 伪标签: 正样本: 81 (2.3%), 负样本: 3372 (97.7%)
2025-05-08 20:45:04 - Epoch 95, 测试集 AUC: 0.5548, PRE: 0.9375, REC: 0.0455, MF1: 0.5194, ACC1: 0.0455, ACC0: 0.9997, Gmean: 0.2132
2025-05-08 20:45:04 - Epoch 95, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8285)
2025-05-08 20:45:04 - Epoch 96 伪标签: 正样本: 1560 (45.2%), 负样本: 1893 (54.8%)
2025-05-08 20:45:04 - Epoch 96, 测试集 AUC: 0.5553, PRE: 0.9375, REC: 0.0455, MF1: 0.5194, ACC1: 0.0455, ACC0: 0.9997, Gmean: 0.2132
2025-05-08 20:45:04 - Epoch 96, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8285)
2025-05-08 20:45:04 - Epoch 97 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:45:05 - Epoch 97, 测试集 AUC: 0.5520, PRE: 0.9375, REC: 0.0455, MF1: 0.5194, ACC1: 0.0455, ACC0: 0.9997, Gmean: 0.2132
2025-05-08 20:45:05 - Epoch 97, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8285)
2025-05-08 20:45:05 - Epoch 98 伪标签: 正样本: 72 (2.1%), 负样本: 3381 (97.9%)
2025-05-08 20:45:05 - Epoch 98, 测试集 AUC: 0.5523, PRE: 0.9333, REC: 0.0424, MF1: 0.5166, ACC1: 0.0424, ACC0: 0.9997, Gmean: 0.2059
2025-05-08 20:45:05 - Epoch 98, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8285)
2025-05-08 20:45:06 - Epoch 99 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:45:06 - Epoch 99, 测试集 AUC: 0.5488, PRE: 0.9231, REC: 0.0364, MF1: 0.5108, ACC1: 0.0364, ACC0: 0.9997, Gmean: 0.1907
2025-05-08 20:45:06 - Epoch 99, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8285)
2025-05-08 20:45:06 - Epoch 100 伪标签: 正样本: 2 (0.1%), 负样本: 3451 (99.9%)
2025-05-08 20:45:06 - Epoch 100, 有标签损失: 0.0052, 一致性损失: 0.0057, 伪标签损失: 0.4212, LPL损失: 319.4218, 聚类损失: 0.6521, 总损失: 13.0696
2025-05-08 20:45:07 - Epoch 100, 测试集 AUC: 0.5445, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:45:07 - Epoch 100, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:07 - Epoch 101 伪标签: 正样本: 78 (2.3%), 负样本: 3375 (97.7%)
2025-05-08 20:45:07 - Epoch 101, 测试集 AUC: 0.5433, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:45:07 - Epoch 101, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:07 - Epoch 102 伪标签: 正样本: 81 (2.3%), 负样本: 3372 (97.7%)
2025-05-08 20:45:08 - Epoch 102, 测试集 AUC: 0.5411, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:45:08 - Epoch 102, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:08 - Epoch 103 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:45:08 - Epoch 103, 测试集 AUC: 0.5400, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:08 - Epoch 103, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:08 - Epoch 104 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:45:09 - Epoch 104, 测试集 AUC: 0.5417, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:09 - Epoch 104, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:09 - Epoch 105 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 20:45:10 - Epoch 105, 测试集 AUC: 0.5403, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:10 - Epoch 105, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:10 - Epoch 106 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:45:10 - Epoch 106, 测试集 AUC: 0.5411, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:10 - Epoch 106, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:10 - Epoch 107 伪标签: 正样本: 1575 (45.6%), 负样本: 1878 (54.4%)
2025-05-08 20:45:11 - Epoch 107, 测试集 AUC: 0.5413, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:11 - Epoch 107, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8285)
2025-05-08 20:45:11 - Epoch 108 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:45:11 - Epoch 108, 测试集 AUC: 0.5407, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:11 - Epoch 108, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8285)
2025-05-08 20:45:12 - Epoch 109 伪标签: 正样本: 1560 (45.2%), 负样本: 1893 (54.8%)
2025-05-08 20:45:12 - Epoch 109, 测试集 AUC: 0.5395, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:12 - Epoch 109, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8285)
2025-05-08 20:45:12 - Epoch 110 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 20:45:13 - Epoch 110, 有标签损失: 0.0060, 一致性损失: 0.0051, 伪标签损失: 0.4454, LPL损失: 79.7403, 聚类损失: 0.1566, 总损失: 3.8417
2025-05-08 20:45:13 - Epoch 110, 测试集 AUC: 0.5388, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:13 - Epoch 110, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8285)
2025-05-08 20:45:13 - Epoch 111 伪标签: 正样本: 1589 (46.0%), 负样本: 1864 (54.0%)
2025-05-08 20:45:13 - Epoch 111, 测试集 AUC: 0.5370, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:45:13 - Epoch 111, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8285)
2025-05-08 20:45:13 - Epoch 112 伪标签: 正样本: 61 (1.8%), 负样本: 3392 (98.2%)
2025-05-08 20:45:14 - Epoch 112, 测试集 AUC: 0.5372, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 20:45:14 - Epoch 112, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8285)
2025-05-08 20:45:14 - Epoch 113 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 20:45:14 - Epoch 113, 测试集 AUC: 0.5359, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 20:45:14 - Epoch 113, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8285)
2025-05-08 20:45:15 - Epoch 114 伪标签: 正样本: 61 (1.8%), 负样本: 3392 (98.2%)
2025-05-08 20:45:15 - Epoch 114, 测试集 AUC: 0.5329, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:15 - Epoch 114, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:15 - Epoch 115 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 20:45:15 - Epoch 115, 测试集 AUC: 0.5310, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:15 - Epoch 115, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:16 - Epoch 116 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 20:45:16 - Epoch 116, 测试集 AUC: 0.5287, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:45:16 - Epoch 116, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:16 - Epoch 117 伪标签: 正样本: 1578 (45.7%), 负样本: 1875 (54.3%)
2025-05-08 20:45:16 - Epoch 117, 测试集 AUC: 0.5257, PRE: 1.0000, REC: 0.0152, MF1: 0.4904, ACC1: 0.0152, ACC0: 1.0000, Gmean: 0.1231
2025-05-08 20:45:16 - Epoch 117, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:16 - Epoch 118 伪标签: 正样本: 1584 (45.9%), 负样本: 1869 (54.1%)
2025-05-08 20:45:17 - Epoch 118, 测试集 AUC: 0.5269, PRE: 1.0000, REC: 0.0152, MF1: 0.4904, ACC1: 0.0152, ACC0: 1.0000, Gmean: 0.1231
2025-05-08 20:45:17 - Epoch 118, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:17 - Epoch 119 伪标签: 正样本: 1427 (41.3%), 负样本: 2026 (58.7%)
2025-05-08 20:45:17 - Epoch 119, 测试集 AUC: 0.5288, PRE: 1.0000, REC: 0.0182, MF1: 0.4934, ACC1: 0.0182, ACC0: 1.0000, Gmean: 0.1348
2025-05-08 20:45:17 - Epoch 119, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:17 - Epoch 120 伪标签: 正样本: 1264 (36.6%), 负样本: 2189 (63.4%)
2025-05-08 20:45:18 - Epoch 120, 有标签损失: 0.0062, 一致性损失: 0.0039, 伪标签损失: 0.4583, LPL损失: 1457.2195, 聚类损失: 0.3137, 总损失: 81.1983
2025-05-08 20:45:18 - Epoch 120, 测试集 AUC: 0.5315, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:18 - Epoch 120, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:18 - Epoch 121 伪标签: 正样本: 1481 (42.9%), 负样本: 1972 (57.1%)
2025-05-08 20:45:18 - Epoch 121, 测试集 AUC: 0.5321, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:18 - Epoch 121, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:18 - Epoch 122 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 20:45:19 - Epoch 122, 测试集 AUC: 0.5301, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:19 - Epoch 122, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:19 - Epoch 123 伪标签: 正样本: 1020 (29.5%), 负样本: 2433 (70.5%)
2025-05-08 20:45:19 - Epoch 123, 测试集 AUC: 0.5275, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:19 - Epoch 123, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8285)
2025-05-08 20:45:19 - Epoch 124 伪标签: 正样本: 166 (4.8%), 负样本: 3287 (95.2%)
2025-05-08 20:45:20 - Epoch 124, 测试集 AUC: 0.5259, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:20 - Epoch 124, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8285)
2025-05-08 20:45:20 - Epoch 125 伪标签: 正样本: 1525 (44.2%), 负样本: 1928 (55.8%)
2025-05-08 20:45:20 - Epoch 125, 测试集 AUC: 0.5243, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:20 - Epoch 125, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:21 - Epoch 126 伪标签: 正样本: 1519 (44.0%), 负样本: 1934 (56.0%)
2025-05-08 20:45:21 - Epoch 126, 测试集 AUC: 0.5257, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:21 - Epoch 126, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:21 - Epoch 127 伪标签: 正样本: 1540 (44.6%), 负样本: 1913 (55.4%)
2025-05-08 20:45:22 - Epoch 127, 测试集 AUC: 0.5245, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:22 - Epoch 127, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:22 - Epoch 128 伪标签: 正样本: 1576 (45.6%), 负样本: 1877 (54.4%)
2025-05-08 20:45:22 - Epoch 128, 测试集 AUC: 0.5226, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:45:22 - Epoch 128, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:22 - Epoch 129 伪标签: 正样本: 1563 (45.3%), 负样本: 1890 (54.7%)
2025-05-08 20:45:23 - Epoch 129, 测试集 AUC: 0.5214, PRE: 1.0000, REC: 0.0152, MF1: 0.4904, ACC1: 0.0152, ACC0: 1.0000, Gmean: 0.1231
2025-05-08 20:45:23 - Epoch 129, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:23 - Epoch 130 伪标签: 正样本: 1609 (46.6%), 负样本: 1844 (53.4%)
2025-05-08 20:45:23 - Epoch 130, 有标签损失: 0.0051, 一致性损失: 0.0036, 伪标签损失: 0.4443, LPL损失: 2426.4160, 聚类损失: 0.1730, 总损失: 157.0335
2025-05-08 20:45:23 - Epoch 130, 测试集 AUC: 0.5200, PRE: 1.0000, REC: 0.0152, MF1: 0.4904, ACC1: 0.0152, ACC0: 1.0000, Gmean: 0.1231
2025-05-08 20:45:23 - Epoch 130, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:23 - Epoch 131 伪标签: 正样本: 1570 (45.5%), 负样本: 1883 (54.5%)
2025-05-08 20:45:24 - Epoch 131, 测试集 AUC: 0.5177, PRE: 1.0000, REC: 0.0152, MF1: 0.4904, ACC1: 0.0152, ACC0: 1.0000, Gmean: 0.1231
2025-05-08 20:45:24 - Epoch 131, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:24 - Epoch 132 伪标签: 正样本: 1594 (46.2%), 负样本: 1859 (53.8%)
2025-05-08 20:45:25 - Epoch 132, 测试集 AUC: 0.5161, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:45:25 - Epoch 132, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:25 - Epoch 133 伪标签: 正样本: 1578 (45.7%), 负样本: 1875 (54.3%)
2025-05-08 20:45:25 - Epoch 133, 测试集 AUC: 0.5156, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:45:25 - Epoch 133, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:25 - Epoch 134 伪标签: 正样本: 1570 (45.5%), 负样本: 1883 (54.5%)
2025-05-08 20:45:26 - Epoch 134, 测试集 AUC: 0.5156, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:45:26 - Epoch 134, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:26 - Epoch 135 伪标签: 正样本: 1583 (45.8%), 负样本: 1870 (54.2%)
2025-05-08 20:45:26 - Epoch 135, 测试集 AUC: 0.5181, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:45:26 - Epoch 135, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:27 - Epoch 136 伪标签: 正样本: 1611 (46.7%), 负样本: 1842 (53.3%)
2025-05-08 20:45:27 - Epoch 136, 测试集 AUC: 0.5170, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:45:27 - Epoch 136, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:27 - Epoch 137 伪标签: 正样本: 1534 (44.4%), 负样本: 1919 (55.6%)
2025-05-08 20:45:28 - Epoch 137, 测试集 AUC: 0.5188, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:45:28 - Epoch 137, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:28 - Epoch 138 伪标签: 正样本: 1613 (46.7%), 负样本: 1840 (53.3%)
2025-05-08 20:45:28 - Epoch 138, 测试集 AUC: 0.5183, PRE: 1.0000, REC: 0.0121, MF1: 0.4873, ACC1: 0.0121, ACC0: 1.0000, Gmean: 0.1101
2025-05-08 20:45:28 - Epoch 138, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:28 - Epoch 139 伪标签: 正样本: 1597 (46.2%), 负样本: 1856 (53.8%)
2025-05-08 20:45:29 - Epoch 139, 测试集 AUC: 0.5155, PRE: 1.0000, REC: 0.0091, MF1: 0.4843, ACC1: 0.0091, ACC0: 1.0000, Gmean: 0.0953
2025-05-08 20:45:29 - Epoch 139, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:29 - Epoch 140 伪标签: 正样本: 1616 (46.8%), 负样本: 1837 (53.2%)
2025-05-08 20:45:29 - Epoch 140, 有标签损失: 0.0041, 一致性损失: 0.0032, 伪标签损失: 0.4327, LPL损失: 2595.0435, 聚类损失: 0.1158, 总损失: 194.3366
2025-05-08 20:45:30 - Epoch 140, 测试集 AUC: 0.5127, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:30 - Epoch 140, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:30 - Epoch 141 伪标签: 正样本: 1619 (46.9%), 负样本: 1834 (53.1%)
2025-05-08 20:45:30 - Epoch 141, 测试集 AUC: 0.5129, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:30 - Epoch 141, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:30 - Epoch 142 伪标签: 正样本: 1604 (46.5%), 负样本: 1849 (53.5%)
2025-05-08 20:45:31 - Epoch 142, 测试集 AUC: 0.5138, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:31 - Epoch 142, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:31 - Epoch 143 伪标签: 正样本: 1581 (45.8%), 负样本: 1872 (54.2%)
2025-05-08 20:45:31 - Epoch 143, 测试集 AUC: 0.5120, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:31 - Epoch 143, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:32 - Epoch 144 伪标签: 正样本: 1563 (45.3%), 负样本: 1890 (54.7%)
2025-05-08 20:45:32 - Epoch 144, 测试集 AUC: 0.5109, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:32 - Epoch 144, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:32 - Epoch 145 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-08 20:45:32 - Epoch 145, 测试集 AUC: 0.5101, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:32 - Epoch 145, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:33 - Epoch 146 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 20:45:33 - Epoch 146, 测试集 AUC: 0.5104, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:33 - Epoch 146, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8285)
2025-05-08 20:45:33 - Epoch 147 伪标签: 正样本: 1585 (45.9%), 负样本: 1868 (54.1%)
2025-05-08 20:45:34 - Epoch 147, 测试集 AUC: 0.5091, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:34 - Epoch 147, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8285)
2025-05-08 20:45:34 - Epoch 148 伪标签: 正样本: 1577 (45.7%), 负样本: 1876 (54.3%)
2025-05-08 20:45:34 - Epoch 148, 测试集 AUC: 0.5077, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:34 - Epoch 148, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8285)
2025-05-08 20:45:34 - Epoch 149 伪标签: 正样本: 1625 (47.1%), 负样本: 1828 (52.9%)
2025-05-08 20:45:35 - Epoch 149, 测试集 AUC: 0.5069, PRE: 1.0000, REC: 0.0061, MF1: 0.4812, ACC1: 0.0061, ACC0: 1.0000, Gmean: 0.0778
2025-05-08 20:45:35 - Epoch 149, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8285)
2025-05-08 20:45:35 - time cost: 82.39 s
2025-05-08 20:45:35 - 基于验证集最佳模型的测试结果: REC 63.33 PRE 87.82 MF1 85.62 AUC 86.61 ACC1 63.33 ACC0 99.08 Gmean 79.21
2025-05-08 20:45:35 - 测试集上观察到的最佳结果 (Epoch 38): AUC 88.42 PRE 72.88 REC 65.15 MF1 82.86 ACC1 65.15 ACC0 97.46 Gmean 79.68
