2025-05-08 20:42:21 - 运行开始时间: 20250508_204221
2025-05-08 20:42:21 - 日志文件: logs/train_log_amazon_seed64_20250508_204221.txt
2025-05-08 20:42:21 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:42:21 - 无标签数据数量: 3453
2025-05-08 20:42:21 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:42:21 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:42:21 - 伪标签策略：
2025-05-08 20:42:21 -   使用模型输出和聚类结果的融合
2025-05-08 20:42:22 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:42:22 - 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: 42.0875, 聚类损失: 101.1132, 总损失: 4.9852
2025-05-08 20:42:22 - 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 20:42:22 - 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 20:42:22 - Epoch 0, val mf1: 0.6101, val ACC1: 0.5153, val ACC0: 0.8352, val Gmean: 0.6560 (best 0.6101)
2025-05-08 20:42:22 - Epoch 1 伪标签: 正样本: 463 (13.4%), 负样本: 2990 (86.6%)
2025-05-08 20:42:23 - Epoch 1, 测试集 AUC: 0.8219, PRE: 0.3719, REC: 0.4485, MF1: 0.6686, ACC1: 0.4485, ACC0: 0.9205, Gmean: 0.6425
2025-05-08 20:42:23 - 更新最佳测试结果 (Epoch 1): AUC 0.8219, PRE 0.3719, REC 0.4485, MF1 0.6686, ACC1 0.4485, ACC0 0.9205, Gmean 0.6425
2025-05-08 20:42:23 - Epoch 1, val mf1: 0.6421, val ACC1: 0.4294, val ACC0: 0.9024, val Gmean: 0.6225 (best 0.6421)
2025-05-08 20:42:23 - Epoch 2 伪标签: 正样本: 138 (4.0%), 负样本: 3315 (96.0%)
2025-05-08 20:42:23 - 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 20:42:23 - 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 20:42:23 - Epoch 2, val mf1: 0.6451, val ACC1: 0.3129, val ACC0: 0.9502, val Gmean: 0.5453 (best 0.6451)
2025-05-08 20:42:23 - Epoch 3 伪标签: 正样本: 89 (2.6%), 负样本: 3364 (97.4%)
2025-05-08 20:42:23 - 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 20:42:23 - 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 20:42:23 - Epoch 3, val mf1: 0.6250, val ACC1: 0.2515, val ACC0: 0.9599, val Gmean: 0.4914 (best 0.6451)
2025-05-08 20:42:23 - Epoch 4 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 20:42:24 - Epoch 4, 测试集 AUC: 0.8199, PRE: 0.3682, REC: 0.2242, MF1: 0.6095, ACC1: 0.2242, ACC0: 0.9596, Gmean: 0.4639
2025-05-08 20:42:24 - Epoch 4, val mf1: 0.6206, val ACC1: 0.2515, val ACC0: 0.9560, val Gmean: 0.4904 (best 0.6451)
2025-05-08 20:42:24 - Epoch 5 伪标签: 正样本: 78 (2.3%), 负样本: 3375 (97.7%)
2025-05-08 20:42:24 - Epoch 5, 测试集 AUC: 0.8155, PRE: 0.3151, REC: 0.2273, MF1: 0.5993, ACC1: 0.2273, ACC0: 0.9482, Gmean: 0.4642
2025-05-08 20:42:24 - Epoch 5, val mf1: 0.6097, val ACC1: 0.2638, val ACC0: 0.9399, val Gmean: 0.4979 (best 0.6451)
2025-05-08 20:42:24 - Epoch 6 伪标签: 正样本: 118 (3.4%), 负样本: 3335 (96.6%)
2025-05-08 20:42:24 - Epoch 6, 测试集 AUC: 0.8136, PRE: 0.2968, REC: 0.2545, MF1: 0.6019, ACC1: 0.2545, ACC0: 0.9367, Gmean: 0.4883
2025-05-08 20:42:24 - Epoch 6, val mf1: 0.6154, val ACC1: 0.3006, val ACC0: 0.9282, val Gmean: 0.5282 (best 0.6451)
2025-05-08 20:42:25 - Epoch 7 伪标签: 正样本: 138 (4.0%), 负样本: 3315 (96.0%)
2025-05-08 20:42:25 - Epoch 7, 测试集 AUC: 0.8169, PRE: 0.3257, REC: 0.3030, MF1: 0.6224, ACC1: 0.3030, ACC0: 0.9342, Gmean: 0.5321
2025-05-08 20:42:25 - Epoch 7, val mf1: 0.6244, val ACC1: 0.3252, val ACC0: 0.9263, val Gmean: 0.5488 (best 0.6451)
2025-05-08 20:42:25 - Epoch 8 伪标签: 正样本: 174 (5.0%), 负样本: 3279 (95.0%)
2025-05-08 20:42:25 - Epoch 8, 测试集 AUC: 0.8207, PRE: 0.3323, REC: 0.3394, MF1: 0.6327, ACC1: 0.3394, ACC0: 0.9284, Gmean: 0.5613
2025-05-08 20:42:25 - Epoch 8, val mf1: 0.6513, val ACC1: 0.3988, val ACC0: 0.9224, val Gmean: 0.6065 (best 0.6513)
2025-05-08 20:42:26 - Epoch 9 伪标签: 正样本: 195 (5.6%), 负样本: 3258 (94.4%)
2025-05-08 20:42:26 - Epoch 9, 测试集 AUC: 0.8245, PRE: 0.3543, REC: 0.4091, MF1: 0.6545, ACC1: 0.4091, ACC0: 0.9218, Gmean: 0.6141
2025-05-08 20:42:26 - Epoch 9, val mf1: 0.6566, val ACC1: 0.4356, val ACC0: 0.9140, val Gmean: 0.6310 (best 0.6566)
2025-05-08 20:42:26 - Epoch 10 伪标签: 正样本: 233 (6.7%), 负样本: 3220 (93.3%)
2025-05-08 20:42:26 - Epoch 10, 有标签损失: 0.2965, 一致性损失: 0.4652, 伪标签损失: 0.7937, LPL损失: 35.9230, 聚类损失: 69.0546, 总损失: 1.1745
2025-05-08 20:42:26 - Epoch 10, 测试集 AUC: 0.8294, PRE: 0.3855, REC: 0.5000, MF1: 0.6831, ACC1: 0.5000, ACC0: 0.9163, Gmean: 0.6769
2025-05-08 20:42:26 - 更新最佳测试结果 (Epoch 10): AUC 0.8294, PRE 0.3855, REC 0.5000, MF1 0.6831, ACC1 0.5000, ACC0 0.9163, Gmean 0.6769
2025-05-08 20:42:26 - Epoch 10, val mf1: 0.6716, val ACC1: 0.5153, val ACC0: 0.9011, val Gmean: 0.6814 (best 0.6716)
2025-05-08 20:42:27 - Epoch 11 伪标签: 正样本: 252 (7.3%), 负样本: 3201 (92.7%)
2025-05-08 20:42:27 - Epoch 11, 测试集 AUC: 0.8336, PRE: 0.3867, REC: 0.4758, MF1: 0.6793, ACC1: 0.4758, ACC0: 0.9208, Gmean: 0.6619
2025-05-08 20:42:27 - 更新最佳测试结果 (Epoch 11): AUC 0.8336, PRE 0.3867, REC 0.4758, MF1 0.6793, ACC1 0.4758, ACC0 0.9208, Gmean 0.6619
2025-05-08 20:42:27 - Epoch 11, val mf1: 0.6795, val ACC1: 0.5031, val ACC0: 0.9121, val Gmean: 0.6774 (best 0.6795)
2025-05-08 20:42:27 - Epoch 12 伪标签: 正样本: 293 (8.5%), 负样本: 3160 (91.5%)
2025-05-08 20:42:27 - Epoch 12, 测试集 AUC: 0.8355, PRE: 0.3967, REC: 0.5121, MF1: 0.6898, ACC1: 0.5121, ACC0: 0.9183, Gmean: 0.6858
2025-05-08 20:42:27 - 更新最佳测试结果 (Epoch 12): AUC 0.8355, PRE 0.3967, REC 0.5121, MF1 0.6898, ACC1 0.5121, ACC0 0.9183, Gmean 0.6858
2025-05-08 20:42:27 - Epoch 12, val mf1: 0.6817, val ACC1: 0.5153, val ACC0: 0.9101, val Gmean: 0.6849 (best 0.6817)
2025-05-08 20:42:28 - Epoch 13 伪标签: 正样本: 328 (9.5%), 负样本: 3125 (90.5%)
2025-05-08 20:42:28 - Epoch 13, 测试集 AUC: 0.8363, PRE: 0.3927, REC: 0.5545, MF1: 0.6950, ACC1: 0.5545, ACC0: 0.9100, Gmean: 0.7104
2025-05-08 20:42:28 - 更新最佳测试结果 (Epoch 13): AUC 0.8363, PRE 0.3927, REC 0.5545, MF1 0.6950, ACC1 0.5545, ACC0 0.9100, Gmean 0.7104
2025-05-08 20:42:28 - Epoch 13, val mf1: 0.6855, val ACC1: 0.5583, val ACC0: 0.9005, val Gmean: 0.7090 (best 0.6855)
2025-05-08 20:42:28 - Epoch 14 伪标签: 正样本: 397 (11.5%), 负样本: 3056 (88.5%)
2025-05-08 20:42:28 - Epoch 14, 测试集 AUC: 0.8353, PRE: 0.3869, REC: 0.5545, MF1: 0.6923, ACC1: 0.5545, ACC0: 0.9078, Gmean: 0.7095
2025-05-08 20:42:28 - Epoch 14, val mf1: 0.6862, val ACC1: 0.5583, val ACC0: 0.9011, val Gmean: 0.7093 (best 0.6862)
2025-05-08 20:42:28 - Epoch 15 伪标签: 正样本: 490 (14.2%), 负样本: 2963 (85.8%)
2025-05-08 20:42:28 - Epoch 15, 测试集 AUC: 0.8348, PRE: 0.3872, REC: 0.5879, MF1: 0.6972, ACC1: 0.5879, ACC0: 0.9024, Gmean: 0.7283
2025-05-08 20:42:28 - Epoch 15, val mf1: 0.6950, val ACC1: 0.5890, val ACC0: 0.8998, val Gmean: 0.7280 (best 0.6950)
2025-05-08 20:42:28 - Epoch 16 伪标签: 正样本: 551 (16.0%), 负样本: 2902 (84.0%)
2025-05-08 20:42:29 - Epoch 16, 测试集 AUC: 0.8334, PRE: 0.3704, REC: 0.5545, MF1: 0.6847, ACC1: 0.5545, ACC0: 0.9011, Gmean: 0.7069
2025-05-08 20:42:29 - Epoch 16, val mf1: 0.6889, val ACC1: 0.5706, val ACC0: 0.8998, val Gmean: 0.7165 (best 0.6950)
2025-05-08 20:42:29 - Epoch 17 伪标签: 正样本: 639 (18.5%), 负样本: 2814 (81.5%)
2025-05-08 20:42:29 - Epoch 17, 测试集 AUC: 0.8335, PRE: 0.3635, REC: 0.5606, MF1: 0.6821, ACC1: 0.5606, ACC0: 0.8969, Gmean: 0.7091
2025-05-08 20:42:29 - Epoch 17, val mf1: 0.6873, val ACC1: 0.5767, val ACC0: 0.8966, val Gmean: 0.7191 (best 0.6950)
2025-05-08 20:42:29 - Epoch 18 伪标签: 正样本: 704 (20.4%), 负样本: 2749 (79.6%)
2025-05-08 20:42:29 - Epoch 18, 测试集 AUC: 0.8345, PRE: 0.3607, REC: 0.5455, MF1: 0.6788, ACC1: 0.5455, ACC0: 0.8985, Gmean: 0.7001
2025-05-08 20:42:29 - Epoch 18, val mf1: 0.6904, val ACC1: 0.5706, val ACC0: 0.9011, val Gmean: 0.7170 (best 0.6950)
2025-05-08 20:42:29 - Epoch 19 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 20:42:30 - Epoch 19, 测试集 AUC: 0.8351, PRE: 0.3656, REC: 0.5606, MF1: 0.6832, ACC1: 0.5606, ACC0: 0.8979, Gmean: 0.7095
2025-05-08 20:42:30 - Epoch 19, val mf1: 0.6944, val ACC1: 0.5828, val ACC0: 0.9011, val Gmean: 0.7247 (best 0.6950)
2025-05-08 20:42:30 - Epoch 20 伪标签: 正样本: 581 (16.8%), 负样本: 2872 (83.2%)
2025-05-08 20:42:30 - Epoch 20, 有标签损失: 0.0396, 一致性损失: 0.2263, 伪标签损失: 1.0003, LPL损失: 86.1405, 聚类损失: 21.9609, 总损失: 1.1299
2025-05-08 20:42:30 - Epoch 20, 测试集 AUC: 0.8225, PRE: 0.3382, REC: 0.6333, MF1: 0.6763, ACC1: 0.6333, ACC0: 0.8699, Gmean: 0.7423
2025-05-08 20:42:30 - Epoch 20, val mf1: 0.6719, val ACC1: 0.6258, val ACC0: 0.8675, val Gmean: 0.7368 (best 0.6950)
2025-05-08 20:42:30 - Epoch 21 伪标签: 正样本: 1038 (30.1%), 负样本: 2415 (69.9%)
2025-05-08 20:42:30 - Epoch 21, 测试集 AUC: 0.8102, PRE: 0.3022, REC: 0.5485, MF1: 0.6477, ACC1: 0.5485, ACC0: 0.8670, Gmean: 0.6896
2025-05-08 20:42:30 - Epoch 21, val mf1: 0.6565, val ACC1: 0.5951, val ACC0: 0.8610, val Gmean: 0.7158 (best 0.6950)
2025-05-08 20:42:30 - Epoch 22 伪标签: 正样本: 1092 (31.6%), 负样本: 2361 (68.4%)
2025-05-08 20:42:31 - Epoch 22, 测试集 AUC: 0.7985, PRE: 0.2804, REC: 0.7121, MF1: 0.6408, ACC1: 0.7121, ACC0: 0.8082, Gmean: 0.7586
2025-05-08 20:42:31 - Epoch 22, val mf1: 0.6396, val ACC1: 0.7239, val ACC0: 0.8028, val Gmean: 0.7624 (best 0.6950)
2025-05-08 20:42:31 - Epoch 23 伪标签: 正样本: 527 (15.3%), 负样本: 2926 (84.7%)
2025-05-08 20:42:31 - Epoch 23, 测试集 AUC: 0.7962, PRE: 0.2684, REC: 0.5303, MF1: 0.6252, ACC1: 0.5303, ACC0: 0.8483, Gmean: 0.6707
2025-05-08 20:42:31 - Epoch 23, val mf1: 0.6346, val ACC1: 0.5767, val ACC0: 0.8429, val Gmean: 0.6972 (best 0.6950)
2025-05-08 20:42:31 - Epoch 24 伪标签: 正样本: 1178 (34.1%), 负样本: 2275 (65.9%)
2025-05-08 20:42:32 - Epoch 24, 测试集 AUC: 0.7939, PRE: 0.2616, REC: 0.5788, MF1: 0.6226, ACC1: 0.5788, ACC0: 0.8286, Gmean: 0.6925
2025-05-08 20:42:32 - Epoch 24, val mf1: 0.6316, val ACC1: 0.6135, val ACC0: 0.8274, val Gmean: 0.7125 (best 0.6950)
2025-05-08 20:42:32 - Epoch 25 伪标签: 正样本: 411 (11.9%), 负样本: 3042 (88.1%)
2025-05-08 20:42:32 - Epoch 25, 测试集 AUC: 0.8020, PRE: 0.2885, REC: 0.6242, MF1: 0.6438, ACC1: 0.6242, ACC0: 0.8384, Gmean: 0.7234
2025-05-08 20:42:32 - Epoch 25, val mf1: 0.6422, val ACC1: 0.6319, val ACC0: 0.8339, val Gmean: 0.7259 (best 0.6950)
2025-05-08 20:42:32 - Epoch 26 伪标签: 正样本: 384 (11.1%), 负样本: 3069 (88.9%)
2025-05-08 20:42:32 - Epoch 26, 测试集 AUC: 0.8135, PRE: 0.3232, REC: 0.6424, MF1: 0.6679, ACC1: 0.6424, ACC0: 0.8588, Gmean: 0.7428
2025-05-08 20:42:32 - Epoch 26, val mf1: 0.6640, val ACC1: 0.6442, val ACC0: 0.8539, val Gmean: 0.7417 (best 0.6950)
2025-05-08 20:42:32 - Epoch 27 伪标签: 正样本: 1231 (35.7%), 负样本: 2222 (64.3%)
2025-05-08 20:42:32 - Epoch 27, 测试集 AUC: 0.8248, PRE: 0.3532, REC: 0.6636, MF1: 0.6878, ACC1: 0.6636, ACC0: 0.8725, Gmean: 0.7609
2025-05-08 20:42:32 - Epoch 27, val mf1: 0.6803, val ACC1: 0.6319, val ACC0: 0.8739, val Gmean: 0.7431 (best 0.6950)
2025-05-08 20:42:33 - Epoch 28 伪标签: 正样本: 1187 (34.4%), 负样本: 2266 (65.6%)
2025-05-08 20:42:33 - Epoch 28, 测试集 AUC: 0.8306, PRE: 0.3710, REC: 0.6758, MF1: 0.6992, ACC1: 0.6758, ACC0: 0.8798, Gmean: 0.7710
2025-05-08 20:42:33 - Epoch 28, val mf1: 0.6897, val ACC1: 0.6380, val ACC0: 0.8811, val Gmean: 0.7498 (best 0.6950)
2025-05-08 20:42:33 - Epoch 29 伪标签: 正样本: 1218 (35.3%), 负样本: 2235 (64.7%)
2025-05-08 20:42:33 - Epoch 29, 测试集 AUC: 0.8317, PRE: 0.3738, REC: 0.6818, MF1: 0.7014, ACC1: 0.6818, ACC0: 0.8801, Gmean: 0.7746
2025-05-08 20:42:33 - Epoch 29, val mf1: 0.6922, val ACC1: 0.6442, val ACC0: 0.8817, val Gmean: 0.7536 (best 0.6950)
2025-05-08 20:42:33 - Epoch 30 伪标签: 正样本: 1199 (34.7%), 负样本: 2254 (65.3%)
2025-05-08 20:42:33 - Epoch 30, 有标签损失: 0.0122, 一致性损失: 0.1148, 伪标签损失: 1.1703, LPL损失: 155.7703, 聚类损失: 11.5629, 总损失: 2.0455
2025-05-08 20:42:33 - Epoch 30, 测试集 AUC: 0.8350, PRE: 0.3875, REC: 0.6939, MF1: 0.7102, ACC1: 0.6939, ACC0: 0.8849, Gmean: 0.7836
2025-05-08 20:42:33 - Epoch 30, val mf1: 0.6990, val ACC1: 0.6503, val ACC0: 0.8862, val Gmean: 0.7592 (best 0.6990)
2025-05-08 20:42:34 - Epoch 31 伪标签: 正样本: 310 (9.0%), 负样本: 3143 (91.0%)
2025-05-08 20:42:34 - Epoch 31, 测试集 AUC: 0.8420, PRE: 0.4018, REC: 0.6818, MF1: 0.7165, ACC1: 0.6818, ACC0: 0.8934, Gmean: 0.7805
2025-05-08 20:42:34 - 更新最佳测试结果 (Epoch 31): AUC 0.8420, PRE 0.4018, REC 0.6818, MF1 0.7165, ACC1 0.6818, ACC0 0.8934, Gmean 0.7805
2025-05-08 20:42:34 - Epoch 31, val mf1: 0.7127, val ACC1: 0.6442, val ACC0: 0.8998, val Gmean: 0.7613 (best 0.7127)
2025-05-08 20:42:34 - Epoch 32 伪标签: 正样本: 1173 (34.0%), 负样本: 2280 (66.0%)
2025-05-08 20:42:34 - Epoch 32, 测试集 AUC: 0.8483, PRE: 0.4242, REC: 0.6788, MF1: 0.7274, ACC1: 0.6788, ACC0: 0.9033, Gmean: 0.7830
2025-05-08 20:42:34 - 更新最佳测试结果 (Epoch 32): AUC 0.8483, PRE 0.4242, REC 0.6788, MF1 0.7274, ACC1 0.6788, ACC0 0.9033, Gmean 0.7830
2025-05-08 20:42:34 - Epoch 32, val mf1: 0.7225, val ACC1: 0.6380, val ACC0: 0.9095, val Gmean: 0.7618 (best 0.7225)
2025-05-08 20:42:34 - Epoch 33 伪标签: 正样本: 300 (8.7%), 负样本: 3153 (91.3%)
2025-05-08 20:42:34 - Epoch 33, 测试集 AUC: 0.8566, PRE: 0.4278, REC: 0.7636, MF1: 0.7398, ACC1: 0.7636, ACC0: 0.8928, Gmean: 0.8257
2025-05-08 20:42:34 - 更新最佳测试结果 (Epoch 33): AUC 0.8566, PRE 0.4278, REC 0.7636, MF1 0.7398, ACC1 0.7636, ACC0 0.8928, Gmean 0.8257
2025-05-08 20:42:34 - Epoch 33, val mf1: 0.7337, val ACC1: 0.7178, val ACC0: 0.8985, val Gmean: 0.8031 (best 0.7337)
2025-05-08 20:42:35 - Epoch 34 伪标签: 正样本: 1156 (33.5%), 负样本: 2297 (66.5%)
2025-05-08 20:42:35 - Epoch 34, 测试集 AUC: 0.8639, PRE: 0.4687, REC: 0.7485, MF1: 0.7584, ACC1: 0.7485, ACC0: 0.9109, Gmean: 0.8257
2025-05-08 20:42:35 - 更新最佳测试结果 (Epoch 34): AUC 0.8639, PRE 0.4687, REC 0.7485, MF1 0.7584, ACC1 0.7485, ACC0 0.9109, Gmean 0.8257
2025-05-08 20:42:35 - Epoch 34, val mf1: 0.7518, val ACC1: 0.7178, val ACC0: 0.9127, val Gmean: 0.8094 (best 0.7518)
2025-05-08 20:42:35 - Epoch 35 伪标签: 正样本: 277 (8.0%), 负样本: 3176 (92.0%)
2025-05-08 20:42:35 - Epoch 35, 测试集 AUC: 0.8720, PRE: 0.5172, REC: 0.7303, MF1: 0.7772, ACC1: 0.7303, ACC0: 0.9284, Gmean: 0.8234
2025-05-08 20:42:35 - 更新最佳测试结果 (Epoch 35): AUC 0.8720, PRE 0.5172, REC 0.7303, MF1 0.7772, ACC1 0.7303, ACC0 0.9284, Gmean 0.8234
2025-05-08 20:42:35 - Epoch 35, val mf1: 0.7542, val ACC1: 0.6810, val ACC0: 0.9231, val Gmean: 0.7928 (best 0.7542)
2025-05-08 20:42:35 - Epoch 36 伪标签: 正样本: 1106 (32.0%), 负样本: 2347 (68.0%)
2025-05-08 20:42:36 - Epoch 36, 测试集 AUC: 0.8784, PRE: 0.5706, REC: 0.5879, MF1: 0.7671, ACC1: 0.5879, ACC0: 0.9536, Gmean: 0.7487
2025-05-08 20:42:36 - 更新最佳测试结果 (Epoch 36): AUC 0.8784, PRE 0.5706, REC 0.5879, MF1 0.7671, ACC1 0.5879, ACC0 0.9536, Gmean 0.7487
2025-05-08 20:42:36 - Epoch 36, val mf1: 0.7634, val ACC1: 0.5890, val ACC0: 0.9509, val Gmean: 0.7483 (best 0.7634)
2025-05-08 20:42:36 - Epoch 37 伪标签: 正样本: 1067 (30.9%), 负样本: 2386 (69.1%)
2025-05-08 20:42:36 - Epoch 37, 测试集 AUC: 0.8832, PRE: 0.5869, REC: 0.7061, MF1: 0.7995, ACC1: 0.7061, ACC0: 0.9478, Gmean: 0.8181
2025-05-08 20:42:36 - 更新最佳测试结果 (Epoch 37): AUC 0.8832, PRE 0.5869, REC 0.7061, MF1 0.7995, ACC1 0.7061, ACC0 0.9478, Gmean 0.8181
2025-05-08 20:42:36 - Epoch 37, val mf1: 0.7794, val ACC1: 0.6564, val ACC0: 0.9457, val Gmean: 0.7879 (best 0.7794)
2025-05-08 20:42:36 - Epoch 38 伪标签: 正样本: 1067 (30.9%), 负样本: 2386 (69.1%)
2025-05-08 20:42:36 - Epoch 38, 测试集 AUC: 0.8866, PRE: 0.6070, REC: 0.6788, MF1: 0.8004, ACC1: 0.6788, ACC0: 0.9539, Gmean: 0.8047
2025-05-08 20:42:36 - 更新最佳测试结果 (Epoch 38): AUC 0.8866, PRE 0.6070, REC 0.6788, MF1 0.8004, ACC1 0.6788, ACC0 0.9539, Gmean 0.8047
2025-05-08 20:42:36 - Epoch 38, val mf1: 0.7813, val ACC1: 0.6380, val ACC0: 0.9509, val Gmean: 0.7789 (best 0.7813)
2025-05-08 20:42:36 - Epoch 39 伪标签: 正样本: 1060 (30.7%), 负样本: 2393 (69.3%)
2025-05-08 20:42:37 - Epoch 39, 测试集 AUC: 0.8899, PRE: 0.6239, REC: 0.6636, MF1: 0.8022, ACC1: 0.6636, ACC0: 0.9580, Gmean: 0.7974
2025-05-08 20:42:37 - 更新最佳测试结果 (Epoch 39): AUC 0.8899, PRE 0.6239, REC 0.6636, MF1 0.8022, ACC1 0.6636, ACC0 0.9580, Gmean 0.7974
2025-05-08 20:42:37 - Epoch 39, val mf1: 0.7921, val ACC1: 0.6380, val ACC0: 0.9573, val Gmean: 0.7815 (best 0.7921)
2025-05-08 20:42:37 - Epoch 40 伪标签: 正样本: 1051 (30.4%), 负样本: 2402 (69.6%)
2025-05-08 20:42:37 - Epoch 40, 有标签损失: 0.0092, 一致性损失: 0.0581, 伪标签损失: 1.1133, LPL损失: 180.8445, 聚类损失: 6.8765, 总损失: 2.7526
2025-05-08 20:42:37 - Epoch 40, 测试集 AUC: 0.8923, PRE: 0.6194, REC: 0.7152, MF1: 0.8128, ACC1: 0.7152, ACC0: 0.9539, Gmean: 0.8259
2025-05-08 20:42:37 - 更新最佳测试结果 (Epoch 40): AUC 0.8923, PRE 0.6194, REC 0.7152, MF1 0.8128, ACC1 0.7152, ACC0 0.9539, Gmean 0.8259
2025-05-08 20:42:37 - Epoch 40, val mf1: 0.7974, val ACC1: 0.6748, val ACC0: 0.9528, val Gmean: 0.8019 (best 0.7974)
2025-05-08 20:42:37 - Epoch 41 伪标签: 正样本: 1050 (30.4%), 负样本: 2403 (69.6%)
2025-05-08 20:42:37 - Epoch 41, 测试集 AUC: 0.8942, PRE: 0.6366, REC: 0.7061, MF1: 0.8164, ACC1: 0.7061, ACC0: 0.9577, Gmean: 0.8223
2025-05-08 20:42:37 - 更新最佳测试结果 (Epoch 41): AUC 0.8942, PRE 0.6366, REC 0.7061, MF1 0.8164, ACC1 0.7061, ACC0 0.9577, Gmean 0.8223
2025-05-08 20:42:37 - Epoch 41, val mf1: 0.8030, val ACC1: 0.6687, val ACC0: 0.9573, val Gmean: 0.8001 (best 0.8030)
2025-05-08 20:42:38 - Epoch 42 伪标签: 正样本: 1063 (30.8%), 负样本: 2390 (69.2%)
2025-05-08 20:42:38 - Epoch 42, 测试集 AUC: 0.8954, PRE: 0.6638, REC: 0.7000, MF1: 0.8235, ACC1: 0.7000, ACC0: 0.9628, Gmean: 0.8209
2025-05-08 20:42:38 - 更新最佳测试结果 (Epoch 42): AUC 0.8954, PRE 0.6638, REC 0.7000, MF1 0.8235, ACC1 0.7000, ACC0 0.9628, Gmean 0.8209
2025-05-08 20:42:38 - Epoch 42, val mf1: 0.8068, val ACC1: 0.6442, val ACC0: 0.9644, val Gmean: 0.7882 (best 0.8068)
2025-05-08 20:42:38 - Epoch 43 伪标签: 正样本: 1042 (30.2%), 负样本: 2411 (69.8%)
2025-05-08 20:42:38 - Epoch 43, 测试集 AUC: 0.8959, PRE: 0.6933, REC: 0.6848, MF1: 0.8283, ACC1: 0.6848, ACC0: 0.9682, Gmean: 0.8143
2025-05-08 20:42:38 - 更新最佳测试结果 (Epoch 43): AUC 0.8959, PRE 0.6933, REC 0.6848, MF1 0.8283, ACC1 0.6848, ACC0 0.9682, Gmean 0.8143
2025-05-08 20:42:38 - Epoch 43, val mf1: 0.8116, val ACC1: 0.6442, val ACC0: 0.9670, val Gmean: 0.7893 (best 0.8116)
2025-05-08 20:42:38 - Epoch 44 伪标签: 正样本: 1082 (31.3%), 负样本: 2371 (68.7%)
2025-05-08 20:42:39 - Epoch 44, 测试集 AUC: 0.8962, PRE: 0.7147, REC: 0.6758, MF1: 0.8318, ACC1: 0.6758, ACC0: 0.9717, Gmean: 0.8103
2025-05-08 20:42:39 - 更新最佳测试结果 (Epoch 44): AUC 0.8962, PRE 0.7147, REC 0.6758, MF1 0.8318, ACC1 0.6758, ACC0 0.9717, Gmean 0.8103
2025-05-08 20:42:39 - Epoch 44, val mf1: 0.8155, val ACC1: 0.6319, val ACC0: 0.9716, val Gmean: 0.7835 (best 0.8155)
2025-05-08 20:42:39 - Epoch 45 伪标签: 正样本: 1083 (31.4%), 负样本: 2370 (68.6%)
2025-05-08 20:42:39 - Epoch 45, 测试集 AUC: 0.8965, PRE: 0.7050, REC: 0.7242, MF1: 0.8420, ACC1: 0.7242, ACC0: 0.9682, Gmean: 0.8374
2025-05-08 20:42:39 - 更新最佳测试结果 (Epoch 45): AUC 0.8965, PRE 0.7050, REC 0.7242, MF1 0.8420, ACC1 0.7242, ACC0 0.9682, Gmean 0.8374
2025-05-08 20:42:39 - Epoch 45, val mf1: 0.8159, val ACC1: 0.6626, val ACC0: 0.9657, val Gmean: 0.7999 (best 0.8159)
2025-05-08 20:42:39 - Epoch 46 伪标签: 正样本: 1065 (30.8%), 负样本: 2388 (69.2%)
2025-05-08 20:42:40 - Epoch 46, 测试集 AUC: 0.8966, PRE: 0.6767, REC: 0.7485, MF1: 0.8393, ACC1: 0.7485, ACC0: 0.9625, Gmean: 0.8488
2025-05-08 20:42:40 - 更新最佳测试结果 (Epoch 46): AUC 0.8966, PRE 0.6767, REC 0.7485, MF1 0.8393, ACC1 0.7485, ACC0 0.9625, Gmean 0.8488
2025-05-08 20:42:40 - Epoch 46, val mf1: 0.8244, val ACC1: 0.6933, val ACC0: 0.9644, val Gmean: 0.8177 (best 0.8244)
2025-05-08 20:42:40 - Epoch 47 伪标签: 正样本: 229 (6.6%), 负样本: 3224 (93.4%)
2025-05-08 20:42:40 - Epoch 47, 测试集 AUC: 0.8977, PRE: 0.7219, REC: 0.7394, MF1: 0.8509, ACC1: 0.7394, ACC0: 0.9701, Gmean: 0.8469
2025-05-08 20:42:40 - 更新最佳测试结果 (Epoch 47): AUC 0.8977, PRE 0.7219, REC 0.7394, MF1 0.8509, ACC1 0.7394, ACC0 0.9701, Gmean 0.8469
2025-05-08 20:42:40 - Epoch 47, val mf1: 0.8242, val ACC1: 0.6687, val ACC0: 0.9690, val Gmean: 0.8050 (best 0.8244)
2025-05-08 20:42:40 - Epoch 48 伪标签: 正样本: 1027 (29.7%), 负样本: 2426 (70.3%)
2025-05-08 20:42:41 - Epoch 48, 测试集 AUC: 0.8983, PRE: 0.6936, REC: 0.7545, MF1: 0.8461, ACC1: 0.7545, ACC0: 0.9650, Gmean: 0.8533
2025-05-08 20:42:41 - 更新最佳测试结果 (Epoch 48): AUC 0.8983, PRE 0.6936, REC 0.7545, MF1 0.8461, ACC1 0.7545, ACC0 0.9650, Gmean 0.8533
2025-05-08 20:42:41 - Epoch 48, val mf1: 0.8268, val ACC1: 0.6933, val ACC0: 0.9657, val Gmean: 0.8182 (best 0.8268)
2025-05-08 20:42:41 - Epoch 49 伪标签: 正样本: 968 (28.0%), 负样本: 2485 (72.0%)
2025-05-08 20:42:41 - Epoch 49, 测试集 AUC: 0.8984, PRE: 0.7249, REC: 0.7424, MF1: 0.8526, ACC1: 0.7424, ACC0: 0.9704, Gmean: 0.8488
2025-05-08 20:42:41 - 更新最佳测试结果 (Epoch 49): AUC 0.8984, PRE 0.7249, REC 0.7424, MF1 0.8526, ACC1 0.7424, ACC0 0.9704, Gmean 0.8488
2025-05-08 20:42:41 - Epoch 49, val mf1: 0.8311, val ACC1: 0.6810, val ACC0: 0.9703, val Gmean: 0.8129 (best 0.8311)
2025-05-08 20:42:41 - Epoch 50 伪标签: 正样本: 914 (26.5%), 负样本: 2539 (73.5%)
2025-05-08 20:42:42 - Epoch 50, 有标签损失: 0.0117, 一致性损失: 0.0303, 伪标签损失: 0.9036, LPL损失: 145.6739, 聚类损失: 4.3547, 总损失: 2.6418
2025-05-08 20:42:42 - Epoch 50, 测试集 AUC: 0.8984, PRE: 0.7539, REC: 0.7333, MF1: 0.8585, ACC1: 0.7333, ACC0: 0.9749, Gmean: 0.8455
2025-05-08 20:42:42 - Epoch 50, val mf1: 0.8323, val ACC1: 0.6564, val ACC0: 0.9754, val Gmean: 0.8002 (best 0.8323)
2025-05-08 20:42:42 - Epoch 51 伪标签: 正样本: 869 (25.2%), 负样本: 2584 (74.8%)
2025-05-08 20:42:42 - Epoch 51, 测试集 AUC: 0.8979, PRE: 0.7770, REC: 0.7182, MF1: 0.8605, ACC1: 0.7182, ACC0: 0.9784, Gmean: 0.8382
2025-05-08 20:42:42 - Epoch 51, val mf1: 0.8383, val ACC1: 0.6442, val ACC0: 0.9806, val Gmean: 0.7948 (best 0.8383)
2025-05-08 20:42:43 - Epoch 52 伪标签: 正样本: 881 (25.5%), 负样本: 2572 (74.5%)
2025-05-08 20:42:43 - Epoch 52, 测试集 AUC: 0.8971, PRE: 0.8000, REC: 0.7152, MF1: 0.8655, ACC1: 0.7152, ACC0: 0.9812, Gmean: 0.8377
2025-05-08 20:42:43 - Epoch 52, val mf1: 0.8363, val ACC1: 0.6319, val ACC0: 0.9819, val Gmean: 0.7877 (best 0.8383)
2025-05-08 20:42:43 - Epoch 53 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:42:44 - Epoch 53, 测试集 AUC: 0.8964, PRE: 0.7470, REC: 0.7424, MF1: 0.8590, ACC1: 0.7424, ACC0: 0.9736, Gmean: 0.8502
2025-05-08 20:42:44 - Epoch 53, val mf1: 0.8417, val ACC1: 0.6748, val ACC0: 0.9767, val Gmean: 0.8119 (best 0.8417)
2025-05-08 20:42:44 - Epoch 54 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 20:42:44 - Epoch 54, 测试集 AUC: 0.8952, PRE: 0.7601, REC: 0.7394, MF1: 0.8619, ACC1: 0.7394, ACC0: 0.9755, Gmean: 0.8493
2025-05-08 20:42:44 - Epoch 54, val mf1: 0.8443, val ACC1: 0.6748, val ACC0: 0.9780, val Gmean: 0.8124 (best 0.8443)
2025-05-08 20:42:44 - Epoch 55 伪标签: 正样本: 100 (2.9%), 负样本: 3353 (97.1%)
2025-05-08 20:42:44 - Epoch 55, 测试集 AUC: 0.8955, PRE: 0.8020, REC: 0.7242, MF1: 0.8687, ACC1: 0.7242, ACC0: 0.9812, Gmean: 0.8430
2025-05-08 20:42:44 - Epoch 55, val mf1: 0.8465, val ACC1: 0.6626, val ACC0: 0.9813, val Gmean: 0.8063 (best 0.8465)
2025-05-08 20:42:45 - Epoch 56 伪标签: 正样本: 745 (21.6%), 负样本: 2708 (78.4%)
2025-05-08 20:42:45 - Epoch 56, 测试集 AUC: 0.8956, PRE: 0.8462, REC: 0.7000, MF1: 0.8720, ACC1: 0.7000, ACC0: 0.9866, Gmean: 0.8311
2025-05-08 20:42:45 - Epoch 56, val mf1: 0.8422, val ACC1: 0.6258, val ACC0: 0.9858, val Gmean: 0.7854 (best 0.8465)
2025-05-08 20:42:45 - Epoch 57 伪标签: 正样本: 739 (21.4%), 负样本: 2714 (78.6%)
2025-05-08 20:42:45 - Epoch 57, 测试集 AUC: 0.8966, PRE: 0.8631, REC: 0.6879, MF1: 0.8719, ACC1: 0.6879, ACC0: 0.9885, Gmean: 0.8246
2025-05-08 20:42:45 - Epoch 57, val mf1: 0.8522, val ACC1: 0.6258, val ACC0: 0.9903, val Gmean: 0.7872 (best 0.8522)
2025-05-08 20:42:45 - Epoch 58 伪标签: 正样本: 708 (20.5%), 负样本: 2745 (79.5%)
2025-05-08 20:42:45 - Epoch 58, 测试集 AUC: 0.8969, PRE: 0.7259, REC: 0.7303, MF1: 0.8497, ACC1: 0.7303, ACC0: 0.9711, Gmean: 0.8421
2025-05-08 20:42:45 - Epoch 58, val mf1: 0.8378, val ACC1: 0.6748, val ACC0: 0.9748, val Gmean: 0.8111 (best 0.8522)
2025-05-08 20:42:46 - Epoch 59 伪标签: 正样本: 707 (20.5%), 负样本: 2746 (79.5%)
2025-05-08 20:42:46 - Epoch 59, 测试集 AUC: 0.8958, PRE: 0.8745, REC: 0.6333, MF1: 0.8555, ACC1: 0.6333, ACC0: 0.9905, Gmean: 0.7920
2025-05-08 20:42:46 - Epoch 59, val mf1: 0.8388, val ACC1: 0.5890, val ACC0: 0.9910, val Gmean: 0.7640 (best 0.8522)
2025-05-08 20:42:46 - Epoch 60 伪标签: 正样本: 644 (18.7%), 负样本: 2809 (81.3%)
2025-05-08 20:42:46 - Epoch 60, 有标签损失: 0.0168, 一致性损失: 0.0176, 伪标签损失: 0.6857, LPL损失: 102.2689, 聚类损失: 2.8323, 总损失: 2.2193
2025-05-08 20:42:47 - Epoch 60, 测试集 AUC: 0.8938, PRE: 0.8602, REC: 0.6152, MF1: 0.8461, ACC1: 0.6152, ACC0: 0.9895, Gmean: 0.7802
2025-05-08 20:42:47 - Epoch 60, val mf1: 0.8362, val ACC1: 0.5828, val ACC0: 0.9910, val Gmean: 0.7600 (best 0.8522)
2025-05-08 20:42:47 - Epoch 61 伪标签: 正样本: 680 (19.7%), 负样本: 2773 (80.3%)
2025-05-08 20:42:47 - Epoch 61, 测试集 AUC: 0.8905, PRE: 0.8553, REC: 0.5909, MF1: 0.8363, ACC1: 0.5909, ACC0: 0.9895, Gmean: 0.7647
2025-05-08 20:42:47 - Epoch 61, val mf1: 0.8343, val ACC1: 0.5644, val ACC0: 0.9935, val Gmean: 0.7488 (best 0.8522)
2025-05-08 20:42:47 - Epoch 62 伪标签: 正样本: 896 (25.9%), 负样本: 2557 (74.1%)
2025-05-08 20:42:48 - Epoch 62, 测试集 AUC: 0.8871, PRE: 0.8900, REC: 0.5636, MF1: 0.8321, ACC1: 0.5636, ACC0: 0.9927, Gmean: 0.7480
2025-05-08 20:42:48 - Epoch 62, val mf1: 0.8291, val ACC1: 0.5521, val ACC0: 0.9935, val Gmean: 0.7407 (best 0.8522)
2025-05-08 20:42:48 - Epoch 63 伪标签: 正样本: 574 (16.6%), 负样本: 2879 (83.4%)
2025-05-08 20:42:48 - Epoch 63, 测试集 AUC: 0.8829, PRE: 0.8178, REC: 0.6121, MF1: 0.8365, ACC1: 0.6121, ACC0: 0.9857, Gmean: 0.7768
2025-05-08 20:42:48 - Epoch 63, val mf1: 0.8294, val ACC1: 0.5767, val ACC0: 0.9890, val Gmean: 0.7552 (best 0.8522)
2025-05-08 20:42:48 - Epoch 64 伪标签: 正样本: 553 (16.0%), 负样本: 2900 (84.0%)
2025-05-08 20:42:49 - Epoch 64, 测试集 AUC: 0.8785, PRE: 0.8649, REC: 0.5818, MF1: 0.8347, ACC1: 0.5818, ACC0: 0.9905, Gmean: 0.7591
2025-05-08 20:42:49 - Epoch 64, val mf1: 0.8245, val ACC1: 0.5583, val ACC0: 0.9903, val Gmean: 0.7436 (best 0.8522)
2025-05-08 20:42:49 - Epoch 65 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:42:49 - Epoch 65, 测试集 AUC: 0.8731, PRE: 0.8878, REC: 0.5515, MF1: 0.8269, ACC1: 0.5515, ACC0: 0.9927, Gmean: 0.7399
2025-05-08 20:42:49 - Epoch 65, val mf1: 0.8249, val ACC1: 0.5460, val ACC0: 0.9929, val Gmean: 0.7363 (best 0.8522)
2025-05-08 20:42:49 - Epoch 66 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:42:50 - Epoch 66, 测试集 AUC: 0.8663, PRE: 0.8980, REC: 0.5333, MF1: 0.8211, ACC1: 0.5333, ACC0: 0.9936, Gmean: 0.7280
2025-05-08 20:42:50 - Epoch 66, val mf1: 0.8241, val ACC1: 0.5276, val ACC0: 0.9961, val Gmean: 0.7250 (best 0.8522)
2025-05-08 20:42:50 - Epoch 67 伪标签: 正样本: 474 (13.7%), 负样本: 2979 (86.3%)
2025-05-08 20:42:50 - Epoch 67, 测试集 AUC: 0.8631, PRE: 0.8732, REC: 0.5636, MF1: 0.8292, ACC1: 0.5636, ACC0: 0.9914, Gmean: 0.7475
2025-05-08 20:42:50 - Epoch 67, val mf1: 0.8178, val ACC1: 0.5460, val ACC0: 0.9897, val Gmean: 0.7351 (best 0.8522)
2025-05-08 20:42:50 - Epoch 68 伪标签: 正样本: 58 (1.7%), 负样本: 3395 (98.3%)
2025-05-08 20:42:51 - Epoch 68, 测试集 AUC: 0.8667, PRE: 0.9010, REC: 0.5242, MF1: 0.8177, ACC1: 0.5242, ACC0: 0.9940, Gmean: 0.7219
2025-05-08 20:42:51 - Epoch 68, val mf1: 0.8183, val ACC1: 0.5276, val ACC0: 0.9935, val Gmean: 0.7240 (best 0.8522)
2025-05-08 20:42:51 - Epoch 69 伪标签: 正样本: 435 (12.6%), 负样本: 3018 (87.4%)
2025-05-08 20:42:51 - Epoch 69, 测试集 AUC: 0.8612, PRE: 0.9096, REC: 0.4879, MF1: 0.8032, ACC1: 0.4879, ACC0: 0.9949, Gmean: 0.6967
2025-05-08 20:42:51 - Epoch 69, val mf1: 0.8073, val ACC1: 0.4908, val ACC0: 0.9961, val Gmean: 0.6992 (best 0.8522)
2025-05-08 20:42:51 - Epoch 70 伪标签: 正样本: 395 (11.4%), 负样本: 3058 (88.6%)
2025-05-08 20:42:52 - Epoch 70, 有标签损失: 0.0109, 一致性损失: 0.0126, 伪标签损失: 0.6128, LPL损失: 92.9188, 聚类损失: 2.0124, 总损失: 2.3781
2025-05-08 20:42:52 - Epoch 70, 测试集 AUC: 0.8475, PRE: 0.9146, REC: 0.4545, MF1: 0.7886, ACC1: 0.4545, ACC0: 0.9955, Gmean: 0.6727
2025-05-08 20:42:52 - Epoch 70, val mf1: 0.7956, val ACC1: 0.4663, val ACC0: 0.9961, val Gmean: 0.6815 (best 0.8522)
2025-05-08 20:42:52 - Epoch 71 伪标签: 正样本: 43 (1.2%), 负样本: 3410 (98.8%)
2025-05-08 20:42:52 - Epoch 71, 测试集 AUC: 0.8492, PRE: 0.9216, REC: 0.4273, MF1: 0.7764, ACC1: 0.4273, ACC0: 0.9962, Gmean: 0.6524
2025-05-08 20:42:52 - Epoch 71, val mf1: 0.7804, val ACC1: 0.4356, val ACC0: 0.9961, val Gmean: 0.6587 (best 0.8522)
2025-05-08 20:42:52 - Epoch 72 伪标签: 正样本: 353 (10.2%), 负样本: 3100 (89.8%)
2025-05-08 20:42:53 - Epoch 72, 测试集 AUC: 0.8509, PRE: 0.6048, REC: 0.6121, MF1: 0.7835, ACC1: 0.6121, ACC0: 0.9580, Gmean: 0.7658
2025-05-08 20:42:53 - Epoch 72, val mf1: 0.7776, val ACC1: 0.6074, val ACC0: 0.9554, val Gmean: 0.7618 (best 0.8522)
2025-05-08 20:42:53 - Epoch 73 伪标签: 正样本: 324 (9.4%), 负样本: 3129 (90.6%)
2025-05-08 20:42:53 - Epoch 73, 测试集 AUC: 0.8380, PRE: 0.9398, REC: 0.3788, MF1: 0.7536, ACC1: 0.3788, ACC0: 0.9975, Gmean: 0.6147
2025-05-08 20:42:53 - Epoch 73, val mf1: 0.7496, val ACC1: 0.3742, val ACC0: 0.9968, val Gmean: 0.6108 (best 0.8522)
2025-05-08 20:42:54 - Epoch 74 伪标签: 正样本: 1360 (39.4%), 负样本: 2093 (60.6%)
2025-05-08 20:42:54 - Epoch 74, 测试集 AUC: 0.8332, PRE: 0.9302, REC: 0.3636, MF1: 0.7446, ACC1: 0.3636, ACC0: 0.9971, Gmean: 0.6022
2025-05-08 20:42:54 - Epoch 74, val mf1: 0.7502, val ACC1: 0.3681, val ACC0: 0.9987, val Gmean: 0.6063 (best 0.8522)
2025-05-08 20:42:54 - Epoch 75 伪标签: 正样本: 1336 (38.7%), 负样本: 2117 (61.3%)
2025-05-08 20:42:54 - Epoch 75, 测试集 AUC: 0.8409, PRE: 0.6996, REC: 0.5364, MF1: 0.7856, ACC1: 0.5364, ACC0: 0.9758, Gmean: 0.7235
2025-05-08 20:42:54 - Epoch 75, val mf1: 0.7687, val ACC1: 0.5092, val ACC0: 0.9729, val Gmean: 0.7038 (best 0.8522)
2025-05-08 20:42:55 - Epoch 76 伪标签: 正样本: 291 (8.4%), 负样本: 3162 (91.6%)
2025-05-08 20:42:55 - Epoch 76, 测试集 AUC: 0.8425, PRE: 0.7478, REC: 0.5121, MF1: 0.7869, ACC1: 0.5121, ACC0: 0.9819, Gmean: 0.7091
2025-05-08 20:42:55 - Epoch 76, val mf1: 0.7829, val ACC1: 0.4969, val ACC0: 0.9832, val Gmean: 0.6990 (best 0.8522)
2025-05-08 20:42:55 - Epoch 77 伪标签: 正样本: 1528 (44.3%), 负样本: 1925 (55.7%)
2025-05-08 20:42:56 - Epoch 77, 测试集 AUC: 0.8171, PRE: 0.9231, REC: 0.3273, MF1: 0.7238, ACC1: 0.3273, ACC0: 0.9971, Gmean: 0.5713
2025-05-08 20:42:56 - Epoch 77, val mf1: 0.7328, val ACC1: 0.3374, val ACC0: 0.9987, val Gmean: 0.5805 (best 0.8522)
2025-05-08 20:42:56 - Epoch 78 伪标签: 正样本: 1548 (44.8%), 负样本: 1905 (55.2%)
2025-05-08 20:42:56 - Epoch 78, 测试集 AUC: 0.8075, PRE: 0.9217, REC: 0.3212, MF1: 0.7203, ACC1: 0.3212, ACC0: 0.9971, Gmean: 0.5659
2025-05-08 20:42:56 - Epoch 78, val mf1: 0.7328, val ACC1: 0.3374, val ACC0: 0.9987, val Gmean: 0.5805 (best 0.8522)
2025-05-08 20:42:56 - Epoch 79 伪标签: 正样本: 1539 (44.6%), 负样本: 1914 (55.4%)
2025-05-08 20:42:56 - Epoch 79, 测试集 AUC: 0.8192, PRE: 0.6377, REC: 0.5333, MF1: 0.7704, ACC1: 0.5333, ACC0: 0.9682, Gmean: 0.7186
2025-05-08 20:42:56 - Epoch 79, val mf1: 0.7647, val ACC1: 0.5215, val ACC0: 0.9677, val Gmean: 0.7104 (best 0.8522)
2025-05-08 20:42:57 - Epoch 80 伪标签: 正样本: 40 (1.2%), 负样本: 3413 (98.8%)
2025-05-08 20:42:57 - Epoch 80, 有标签损失: 0.0142, 一致性损失: 0.0076, 伪标签损失: 0.4802, LPL损失: 93.0866, 聚类损失: 1.5761, 总损失: 2.8081
2025-05-08 20:42:57 - Epoch 80, 测试集 AUC: 0.8354, PRE: 0.7546, REC: 0.4939, MF1: 0.7814, ACC1: 0.4939, ACC0: 0.9831, Gmean: 0.6969
2025-05-08 20:42:57 - Epoch 80, val mf1: 0.7879, val ACC1: 0.4908, val ACC0: 0.9871, val Gmean: 0.6960 (best 0.8522)
2025-05-08 20:42:57 - Epoch 81 伪标签: 正样本: 1571 (45.5%), 负样本: 1882 (54.5%)
2025-05-08 20:42:57 - Epoch 81, 测试集 AUC: 0.8014, PRE: 0.9151, REC: 0.2939, MF1: 0.7039, ACC1: 0.2939, ACC0: 0.9971, Gmean: 0.5414
2025-05-08 20:42:57 - Epoch 81, val mf1: 0.7183, val ACC1: 0.3129, val ACC0: 0.9987, val Gmean: 0.5590 (best 0.8522)
2025-05-08 20:42:58 - Epoch 82 伪标签: 正样本: 1504 (43.6%), 负样本: 1949 (56.4%)
2025-05-08 20:42:58 - Epoch 82, 测试集 AUC: 0.8065, PRE: 0.5596, REC: 0.4697, MF1: 0.7319, ACC1: 0.4697, ACC0: 0.9612, Gmean: 0.6719
2025-05-08 20:42:58 - Epoch 82, val mf1: 0.7213, val ACC1: 0.4540, val ACC0: 0.9586, val Gmean: 0.6597 (best 0.8522)
2025-05-08 20:42:58 - Epoch 83 伪标签: 正样本: 173 (5.0%), 负样本: 3280 (95.0%)
2025-05-08 20:42:58 - Epoch 83, 测试集 AUC: 0.8357, PRE: 0.8100, REC: 0.4909, MF1: 0.7896, ACC1: 0.4909, ACC0: 0.9879, Gmean: 0.6964
2025-05-08 20:42:58 - Epoch 83, val mf1: 0.7887, val ACC1: 0.4724, val ACC0: 0.9916, val Gmean: 0.6844 (best 0.8522)
2025-05-08 20:42:59 - Epoch 84 伪标签: 正样本: 155 (4.5%), 负样本: 3298 (95.5%)
2025-05-08 20:42:59 - Epoch 84, 测试集 AUC: 0.7643, PRE: 0.9158, REC: 0.2636, MF1: 0.6855, ACC1: 0.2636, ACC0: 0.9975, Gmean: 0.5128
2025-05-08 20:42:59 - Epoch 84, val mf1: 0.7045, val ACC1: 0.2883, val ACC0: 0.9994, val Gmean: 0.5368 (best 0.8522)
2025-05-08 20:42:59 - Epoch 85 伪标签: 正样本: 1605 (46.5%), 负样本: 1848 (53.5%)
2025-05-08 20:43:00 - Epoch 85, 测试集 AUC: 0.7333, PRE: 0.9348, REC: 0.2606, MF1: 0.6846, ACC1: 0.2606, ACC0: 0.9981, Gmean: 0.5100
2025-05-08 20:43:00 - Epoch 85, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8522)
2025-05-08 20:43:00 - Epoch 86 伪标签: 正样本: 150 (4.3%), 负样本: 3303 (95.7%)
2025-05-08 20:43:00 - Epoch 86, 测试集 AUC: 0.7849, PRE: 0.7791, REC: 0.4061, MF1: 0.7488, ACC1: 0.4061, ACC0: 0.9879, Gmean: 0.6334
2025-05-08 20:43:00 - Epoch 86, val mf1: 0.7503, val ACC1: 0.3926, val ACC0: 0.9922, val Gmean: 0.6242 (best 0.8522)
2025-05-08 20:43:00 - Epoch 87 伪标签: 正样本: 1577 (45.7%), 负样本: 1876 (54.3%)
2025-05-08 20:43:01 - Epoch 87, 测试集 AUC: 0.7920, PRE: 0.8521, REC: 0.3667, MF1: 0.7386, ACC1: 0.3667, ACC0: 0.9933, Gmean: 0.6035
2025-05-08 20:43:01 - Epoch 87, val mf1: 0.7381, val ACC1: 0.3558, val ACC0: 0.9961, val Gmean: 0.5954 (best 0.8522)
2025-05-08 20:43:01 - Epoch 88 伪标签: 正样本: 1565 (45.3%), 负样本: 1888 (54.7%)
2025-05-08 20:43:01 - Epoch 88, 测试集 AUC: 0.7281, PRE: 0.9615, REC: 0.2273, MF1: 0.6641, ACC1: 0.2273, ACC0: 0.9990, Gmean: 0.4765
2025-05-08 20:43:01 - Epoch 88, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8522)
2025-05-08 20:43:01 - Epoch 89 伪标签: 正样本: 1500 (43.4%), 负样本: 1953 (56.6%)
2025-05-08 20:43:02 - Epoch 89, 测试集 AUC: 0.7386, PRE: 0.9583, REC: 0.2091, MF1: 0.6515, ACC1: 0.2091, ACC0: 0.9990, Gmean: 0.4570
2025-05-08 20:43:02 - Epoch 89, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8522)
2025-05-08 20:43:02 - Epoch 90 伪标签: 正样本: 129 (3.7%), 负样本: 3324 (96.3%)
2025-05-08 20:43:02 - Epoch 90, 有标签损失: 0.0108, 一致性损失: 0.0066, 伪标签损失: 0.4999, LPL损失: 23.0777, 聚类损失: 0.9607, 总损失: 0.8616
2025-05-08 20:43:02 - Epoch 90, 测试集 AUC: 0.8013, PRE: 0.9223, REC: 0.2879, MF1: 0.7008, ACC1: 0.2879, ACC0: 0.9975, Gmean: 0.5359
2025-05-08 20:43:02 - Epoch 90, val mf1: 0.7045, val ACC1: 0.2883, val ACC0: 0.9994, val Gmean: 0.5368 (best 0.8522)
2025-05-08 20:43:02 - Epoch 91 伪标签: 正样本: 126 (3.6%), 负样本: 3327 (96.4%)
2025-05-08 20:43:03 - Epoch 91, 测试集 AUC: 0.7038, PRE: 0.9839, REC: 0.1848, MF1: 0.6350, ACC1: 0.1848, ACC0: 0.9997, Gmean: 0.4299
2025-05-08 20:43:03 - Epoch 91, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8522)
2025-05-08 20:43:03 - Epoch 92 伪标签: 正样本: 1558 (45.1%), 负样本: 1895 (54.9%)
2025-05-08 20:43:03 - Epoch 92, 测试集 AUC: 0.6663, PRE: 0.9825, REC: 0.1697, MF1: 0.6237, ACC1: 0.1697, ACC0: 0.9997, Gmean: 0.4119
2025-05-08 20:43:03 - Epoch 92, val mf1: 0.6428, val ACC1: 0.1963, val ACC0: 0.9994, val Gmean: 0.4429 (best 0.8522)
2025-05-08 20:43:03 - Epoch 93 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-08 20:43:04 - Epoch 93, 测试集 AUC: 0.7298, PRE: 0.9125, REC: 0.2212, MF1: 0.6579, ACC1: 0.2212, ACC0: 0.9978, Gmean: 0.4698
2025-05-08 20:43:04 - Epoch 93, val mf1: 0.6797, val ACC1: 0.2515, val ACC0: 0.9987, val Gmean: 0.5012 (best 0.8522)
2025-05-08 20:43:04 - Epoch 94 伪标签: 正样本: 1608 (46.6%), 负样本: 1845 (53.4%)
2025-05-08 20:43:04 - Epoch 94, 测试集 AUC: 0.7424, PRE: 0.9710, REC: 0.2030, MF1: 0.6477, ACC1: 0.2030, ACC0: 0.9994, Gmean: 0.4504
2025-05-08 20:43:04 - Epoch 94, val mf1: 0.6696, val ACC1: 0.2331, val ACC0: 1.0000, val Gmean: 0.4828 (best 0.8522)
2025-05-08 20:43:05 - Epoch 95 伪标签: 正样本: 1568 (45.4%), 负样本: 1885 (54.6%)
2025-05-08 20:43:05 - Epoch 95, 测试集 AUC: 0.6665, PRE: 0.9787, REC: 0.1394, MF1: 0.6003, ACC1: 0.1394, ACC0: 0.9997, Gmean: 0.3733
2025-05-08 20:43:05 - Epoch 95, val mf1: 0.6303, val ACC1: 0.1779, val ACC0: 1.0000, val Gmean: 0.4218 (best 0.8522)
2025-05-08 20:43:05 - Epoch 96 伪标签: 正样本: 1616 (46.8%), 负样本: 1837 (53.2%)
2025-05-08 20:43:06 - Epoch 96, 测试集 AUC: 0.6793, PRE: 0.8714, REC: 0.1848, MF1: 0.6313, ACC1: 0.1848, ACC0: 0.9971, Gmean: 0.4293
2025-05-08 20:43:06 - Epoch 96, val mf1: 0.6403, val ACC1: 0.2025, val ACC0: 0.9948, val Gmean: 0.4488 (best 0.8522)
2025-05-08 20:43:06 - Epoch 97 伪标签: 正样本: 1631 (47.2%), 负样本: 1822 (52.8%)
2025-05-08 20:43:06 - Epoch 97, 测试集 AUC: 0.7432, PRE: 0.9667, REC: 0.1758, MF1: 0.6278, ACC1: 0.1758, ACC0: 0.9994, Gmean: 0.4191
2025-05-08 20:43:06 - Epoch 97, val mf1: 0.6482, val ACC1: 0.2025, val ACC0: 1.0000, val Gmean: 0.4499 (best 0.8522)
2025-05-08 20:43:06 - Epoch 98 伪标签: 正样本: 1621 (46.9%), 负样本: 1832 (53.1%)
2025-05-08 20:43:07 - Epoch 98, 测试集 AUC: 0.6213, PRE: 0.8769, REC: 0.1727, MF1: 0.6229, ACC1: 0.1727, ACC0: 0.9975, Gmean: 0.4151
2025-05-08 20:43:07 - Epoch 98, val mf1: 0.6482, val ACC1: 0.2025, val ACC0: 1.0000, val Gmean: 0.4499 (best 0.8522)
2025-05-08 20:43:07 - Epoch 99 伪标签: 正样本: 92 (2.7%), 负样本: 3361 (97.3%)
2025-05-08 20:43:07 - Epoch 99, 测试集 AUC: 0.5704, PRE: 0.9737, REC: 0.1121, MF1: 0.5782, ACC1: 0.1121, ACC0: 0.9997, Gmean: 0.3348
2025-05-08 20:43:07 - Epoch 99, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8522)
2025-05-08 20:43:07 - Epoch 100 伪标签: 正样本: 1618 (46.9%), 负样本: 1835 (53.1%)
2025-05-08 20:43:08 - Epoch 100, 有标签损失: 0.0097, 一致性损失: 0.0056, 伪标签损失: 0.4709, LPL损失: 224.4965, 聚类损失: 0.9930, 总损失: 9.2206
2025-05-08 20:43:08 - Epoch 100, 测试集 AUC: 0.6706, PRE: 0.9592, REC: 0.1424, MF1: 0.6023, ACC1: 0.1424, ACC0: 0.9994, Gmean: 0.3773
2025-05-08 20:43:08 - Epoch 100, val mf1: 0.6303, val ACC1: 0.1779, val ACC0: 1.0000, val Gmean: 0.4218 (best 0.8522)
2025-05-08 20:43:08 - Epoch 101 伪标签: 正样本: 1583 (45.8%), 负样本: 1870 (54.2%)
2025-05-08 20:43:08 - Epoch 101, 测试集 AUC: 0.7102, PRE: 0.9565, REC: 0.1333, MF1: 0.5951, ACC1: 0.1333, ACC0: 0.9994, Gmean: 0.3650
2025-05-08 20:43:08 - Epoch 101, val mf1: 0.6164, val ACC1: 0.1595, val ACC0: 1.0000, val Gmean: 0.3994 (best 0.8522)
2025-05-08 20:43:08 - Epoch 102 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:43:09 - Epoch 102, 测试集 AUC: 0.5216, PRE: 0.9706, REC: 0.1000, MF1: 0.5680, ACC1: 0.1000, ACC0: 0.9997, Gmean: 0.3162
2025-05-08 20:43:09 - Epoch 102, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8522)
2025-05-08 20:43:09 - Epoch 103 伪标签: 正样本: 1594 (46.2%), 负样本: 1859 (53.8%)
2025-05-08 20:43:09 - Epoch 103, 测试集 AUC: 0.4954, PRE: 0.9688, REC: 0.0939, MF1: 0.5629, ACC1: 0.0939, ACC0: 0.9997, Gmean: 0.3064
2025-05-08 20:43:09 - Epoch 103, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8522)
2025-05-08 20:43:10 - Epoch 104 伪标签: 正样本: 12 (0.3%), 负样本: 3441 (99.7%)
2025-05-08 20:43:10 - Epoch 104, 测试集 AUC: 0.6799, PRE: 0.9524, REC: 0.1212, MF1: 0.5853, ACC1: 0.1212, ACC0: 0.9994, Gmean: 0.3480
2025-05-08 20:43:10 - Epoch 104, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8522)
2025-05-08 20:43:10 - Epoch 105 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 20:43:10 - Epoch 105, 测试集 AUC: 0.7169, PRE: 0.9444, REC: 0.1030, MF1: 0.5703, ACC1: 0.1030, ACC0: 0.9994, Gmean: 0.3209
2025-05-08 20:43:10 - Epoch 105, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8522)
2025-05-08 20:43:11 - Epoch 106 伪标签: 正样本: 1561 (45.2%), 负样本: 1892 (54.8%)
2025-05-08 20:43:11 - Epoch 106, 测试集 AUC: 0.7755, PRE: 0.9688, REC: 0.0939, MF1: 0.5629, ACC1: 0.0939, ACC0: 0.9997, Gmean: 0.3064
2025-05-08 20:43:11 - Epoch 106, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8522)
2025-05-08 20:43:11 - Epoch 107 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 20:43:12 - Epoch 107, 测试集 AUC: 0.8046, PRE: 0.9655, REC: 0.0848, MF1: 0.5550, ACC1: 0.0848, ACC0: 0.9997, Gmean: 0.2912
2025-05-08 20:43:12 - Epoch 107, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8522)
2025-05-08 20:43:12 - Epoch 108 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 20:43:12 - Epoch 108, 测试集 AUC: 0.6865, PRE: 0.9630, REC: 0.0788, MF1: 0.5497, ACC1: 0.0788, ACC0: 0.9997, Gmean: 0.2806
2025-05-08 20:43:12 - Epoch 108, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8522)
2025-05-08 20:43:12 - Epoch 109 伪标签: 正样本: 85 (2.5%), 负样本: 3368 (97.5%)
2025-05-08 20:43:13 - Epoch 109, 测试集 AUC: 0.5937, PRE: 0.9615, REC: 0.0758, MF1: 0.5470, ACC1: 0.0758, ACC0: 0.9997, Gmean: 0.2752
2025-05-08 20:43:13 - Epoch 109, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8522)
2025-05-08 20:43:13 - Epoch 110 伪标签: 正样本: 1548 (44.8%), 负样本: 1905 (55.2%)
2025-05-08 20:43:13 - Epoch 110, 有标签损失: 0.0085, 一致性损失: 0.0042, 伪标签损失: 0.4769, LPL损失: 185.3286, 聚类损失: 0.5844, 总损失: 8.9068
2025-05-08 20:43:13 - Epoch 110, 测试集 AUC: 0.5690, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:43:13 - Epoch 110, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8522)
2025-05-08 20:43:13 - Epoch 111 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:43:14 - Epoch 111, 测试集 AUC: 0.5691, PRE: 0.9524, REC: 0.0606, MF1: 0.5334, ACC1: 0.0606, ACC0: 0.9997, Gmean: 0.2461
2025-05-08 20:43:14 - Epoch 111, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8522)
2025-05-08 20:43:14 - Epoch 112 伪标签: 正样本: 72 (2.1%), 负样本: 3381 (97.9%)
2025-05-08 20:43:14 - Epoch 112, 测试集 AUC: 0.5683, PRE: 0.9524, REC: 0.0606, MF1: 0.5334, ACC1: 0.0606, ACC0: 0.9997, Gmean: 0.2461
2025-05-08 20:43:14 - Epoch 112, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8522)
2025-05-08 20:43:15 - Epoch 113 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 20:43:15 - Epoch 113, 测试集 AUC: 0.5683, PRE: 0.9474, REC: 0.0545, MF1: 0.5279, ACC1: 0.0545, ACC0: 0.9997, Gmean: 0.2335
2025-05-08 20:43:15 - Epoch 113, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8522)
2025-05-08 20:43:15 - Epoch 114 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 20:43:16 - Epoch 114, 测试集 AUC: 0.5675, PRE: 0.9474, REC: 0.0545, MF1: 0.5279, ACC1: 0.0545, ACC0: 0.9997, Gmean: 0.2335
2025-05-08 20:43:16 - Epoch 114, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8522)
2025-05-08 20:43:16 - Epoch 115 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 20:43:16 - Epoch 115, 测试集 AUC: 0.5649, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:43:16 - Epoch 115, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8522)
2025-05-08 20:43:16 - Epoch 116 伪标签: 正样本: 1509 (43.7%), 负样本: 1944 (56.3%)
2025-05-08 20:43:17 - Epoch 116, 测试集 AUC: 0.5630, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:43:17 - Epoch 116, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8522)
2025-05-08 20:43:17 - Epoch 117 伪标签: 正样本: 1600 (46.3%), 负样本: 1853 (53.7%)
2025-05-08 20:43:17 - Epoch 117, 测试集 AUC: 0.5603, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:43:17 - Epoch 117, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8522)
2025-05-08 20:43:17 - Epoch 118 伪标签: 正样本: 1573 (45.6%), 负样本: 1880 (54.4%)
2025-05-08 20:43:18 - Epoch 118, 测试集 AUC: 0.5601, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:43:18 - Epoch 118, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8522)
2025-05-08 20:43:18 - Epoch 119 伪标签: 正样本: 111 (3.2%), 负样本: 3342 (96.8%)
2025-05-08 20:43:18 - Epoch 119, 测试集 AUC: 0.5604, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:43:18 - Epoch 119, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8522)
2025-05-08 20:43:18 - Epoch 120 伪标签: 正样本: 66 (1.9%), 负样本: 3387 (98.1%)
2025-05-08 20:43:19 - Epoch 120, 有标签损失: 0.0085, 一致性损失: 0.0042, 伪标签损失: 0.4482, LPL损失: 11.1780, 聚类损失: 0.1903, 总损失: 0.6668
2025-05-08 20:43:19 - Epoch 120, 测试集 AUC: 0.5613, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:43:19 - Epoch 120, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8522)
2025-05-08 20:43:19 - Epoch 121 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:43:19 - Epoch 121, 测试集 AUC: 0.5606, PRE: 1.0000, REC: 0.0515, MF1: 0.5253, ACC1: 0.0515, ACC0: 1.0000, Gmean: 0.2270
2025-05-08 20:43:19 - Epoch 121, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8522)
2025-05-08 20:43:20 - Epoch 122 伪标签: 正样本: 63 (1.8%), 负样本: 3390 (98.2%)
2025-05-08 20:43:20 - Epoch 122, 测试集 AUC: 0.5568, PRE: 1.0000, REC: 0.0455, MF1: 0.5196, ACC1: 0.0455, ACC0: 1.0000, Gmean: 0.2132
2025-05-08 20:43:20 - Epoch 122, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8522)
2025-05-08 20:43:20 - Epoch 123 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 20:43:20 - Epoch 123, 测试集 AUC: 0.5544, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:43:20 - Epoch 123, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8522)
2025-05-08 20:43:21 - Epoch 124 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:43:21 - Epoch 124, 测试集 AUC: 0.5485, PRE: 1.0000, REC: 0.0333, MF1: 0.5081, ACC1: 0.0333, ACC0: 1.0000, Gmean: 0.1826
2025-05-08 20:43:21 - Epoch 124, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8522)
2025-05-08 20:43:21 - Epoch 125 伪标签: 正样本: 1554 (45.0%), 负样本: 1899 (55.0%)
2025-05-08 20:43:22 - Epoch 125, 测试集 AUC: 0.5432, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:22 - Epoch 125, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:22 - Epoch 126 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 20:43:22 - Epoch 126, 测试集 AUC: 0.5412, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:22 - Epoch 126, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:22 - Epoch 127 伪标签: 正样本: 1496 (43.3%), 负样本: 1957 (56.7%)
2025-05-08 20:43:23 - Epoch 127, 测试集 AUC: 0.5410, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:23 - Epoch 127, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:23 - Epoch 128 伪标签: 正样本: 1574 (45.6%), 负样本: 1879 (54.4%)
2025-05-08 20:43:23 - Epoch 128, 测试集 AUC: 0.5401, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:23 - Epoch 128, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:23 - Epoch 129 伪标签: 正样本: 1594 (46.2%), 负样本: 1859 (53.8%)
2025-05-08 20:43:24 - Epoch 129, 测试集 AUC: 0.5423, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:24 - Epoch 129, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:24 - Epoch 130 伪标签: 正样本: 1558 (45.1%), 负样本: 1895 (54.9%)
2025-05-08 20:43:24 - Epoch 130, 有标签损失: 0.0068, 一致性损失: 0.0036, 伪标签损失: 0.4635, LPL损失: 205.2709, 聚类损失: 0.2756, 总损失: 13.3358
2025-05-08 20:43:24 - Epoch 130, 测试集 AUC: 0.5453, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:24 - Epoch 130, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:24 - Epoch 131 伪标签: 正样本: 1614 (46.7%), 负样本: 1839 (53.3%)
2025-05-08 20:43:25 - Epoch 131, 测试集 AUC: 0.5463, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:25 - Epoch 131, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:25 - Epoch 132 伪标签: 正样本: 1592 (46.1%), 负样本: 1861 (53.9%)
2025-05-08 20:43:25 - Epoch 132, 测试集 AUC: 0.5476, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:25 - Epoch 132, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:26 - Epoch 133 伪标签: 正样本: 1550 (44.9%), 负样本: 1903 (55.1%)
2025-05-08 20:43:26 - Epoch 133, 测试集 AUC: 0.5478, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:26 - Epoch 133, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:26 - Epoch 134 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-08 20:43:26 - Epoch 134, 测试集 AUC: 0.5478, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:26 - Epoch 134, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:27 - Epoch 135 伪标签: 正样本: 1547 (44.8%), 负样本: 1906 (55.2%)
2025-05-08 20:43:27 - Epoch 135, 测试集 AUC: 0.5465, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:27 - Epoch 135, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:27 - Epoch 136 伪标签: 正样本: 1592 (46.1%), 负样本: 1861 (53.9%)
2025-05-08 20:43:28 - Epoch 136, 测试集 AUC: 0.5443, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:28 - Epoch 136, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:28 - Epoch 137 伪标签: 正样本: 1547 (44.8%), 负样本: 1906 (55.2%)
2025-05-08 20:43:28 - Epoch 137, 测试集 AUC: 0.5380, PRE: 1.0000, REC: 0.0303, MF1: 0.5052, ACC1: 0.0303, ACC0: 1.0000, Gmean: 0.1741
2025-05-08 20:43:28 - Epoch 137, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:28 - Epoch 138 伪标签: 正样本: 1537 (44.5%), 负样本: 1916 (55.5%)
2025-05-08 20:43:29 - Epoch 138, 测试集 AUC: 0.5382, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:29 - Epoch 138, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:29 - Epoch 139 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:43:29 - Epoch 139, 测试集 AUC: 0.5344, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:29 - Epoch 139, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8522)
2025-05-08 20:43:29 - Epoch 140 伪标签: 正样本: 1548 (44.8%), 负样本: 1905 (55.2%)
2025-05-08 20:43:30 - Epoch 140, 有标签损失: 0.0064, 一致性损失: 0.0037, 伪标签损失: 0.4398, LPL损失: 272.0353, 聚类损失: 0.1765, 总损失: 20.4202
2025-05-08 20:43:30 - Epoch 140, 测试集 AUC: 0.5317, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:30 - Epoch 140, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:30 - Epoch 141 伪标签: 正样本: 1606 (46.5%), 负样本: 1847 (53.5%)
2025-05-08 20:43:30 - Epoch 141, 测试集 AUC: 0.5312, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:30 - Epoch 141, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:30 - Epoch 142 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 20:43:31 - Epoch 142, 测试集 AUC: 0.5314, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:31 - Epoch 142, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:31 - Epoch 143 伪标签: 正样本: 1621 (46.9%), 负样本: 1832 (53.1%)
2025-05-08 20:43:31 - Epoch 143, 测试集 AUC: 0.5309, PRE: 1.0000, REC: 0.0273, MF1: 0.5023, ACC1: 0.0273, ACC0: 1.0000, Gmean: 0.1651
2025-05-08 20:43:31 - Epoch 143, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:31 - Epoch 144 伪标签: 正样本: 1577 (45.7%), 负样本: 1876 (54.3%)
2025-05-08 20:43:32 - Epoch 144, 测试集 AUC: 0.5302, PRE: 1.0000, REC: 0.0242, MF1: 0.4993, ACC1: 0.0242, ACC0: 1.0000, Gmean: 0.1557
2025-05-08 20:43:32 - Epoch 144, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:32 - Epoch 145 伪标签: 正样本: 1571 (45.5%), 负样本: 1882 (54.5%)
2025-05-08 20:43:32 - Epoch 145, 测试集 AUC: 0.5285, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:43:32 - Epoch 145, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:33 - Epoch 146 伪标签: 正样本: 1578 (45.7%), 负样本: 1875 (54.3%)
2025-05-08 20:43:33 - Epoch 146, 测试集 AUC: 0.5272, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:43:33 - Epoch 146, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:33 - Epoch 147 伪标签: 正样本: 1575 (45.6%), 负样本: 1878 (54.4%)
2025-05-08 20:43:33 - Epoch 147, 测试集 AUC: 0.5266, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:43:33 - Epoch 147, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:34 - Epoch 148 伪标签: 正样本: 1620 (46.9%), 负样本: 1833 (53.1%)
2025-05-08 20:43:34 - Epoch 148, 测试集 AUC: 0.5263, PRE: 1.0000, REC: 0.0212, MF1: 0.4963, ACC1: 0.0212, ACC0: 1.0000, Gmean: 0.1456
2025-05-08 20:43:34 - Epoch 148, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:34 - Epoch 149 伪标签: 正样本: 1600 (46.3%), 负样本: 1853 (53.7%)
2025-05-08 20:43:34 - Epoch 149, 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 20:43:34 - Epoch 149, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8522)
2025-05-08 20:43:34 - time cost: 73.13 s
2025-05-08 20:43:34 - 基于验证集最佳模型的测试结果: REC 68.79 PRE 86.31 MF1 87.19 AUC 89.66 ACC1 68.79 ACC0 98.85 Gmean 82.46
2025-05-08 20:43:34 - 测试集上观察到的最佳结果 (Epoch 49): AUC 89.84 PRE 72.49 REC 74.24 MF1 85.26 ACC1 74.24 ACC0 97.04 Gmean 84.88
