2025-05-08 20:57:48 - 运行开始时间: 20250508_205748
2025-05-08 20:57:48 - 日志文件: logs/train_log_amazon_seed64_20250508_205748.txt
2025-05-08 20:57:48 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:57:48 - 无标签数据数量: 3453
2025-05-08 20:57:48 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:57:49 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:57:49 - 伪标签策略：
2025-05-08 20:57:49 -   使用模型输出和聚类结果的融合
2025-05-08 20:57:49 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:57:49 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.8978, LPL损失: 29.0968, 聚类损失: 101.1132, 总损失: 4.8338
2025-05-08 20:57:50 - Epoch 0, 测试集 AUC: 0.7816, PRE: 0.2750, REC: 0.5576, MF1: 0.6312, ACC1: 0.5576, ACC0: 0.8457, Gmean: 0.6867
2025-05-08 20:57:50 - 更新最佳测试结果 (Epoch 0): AUC 0.7816, PRE 0.2750, REC 0.5576, MF1 0.6312, ACC1 0.5576, ACC0 0.8457, Gmean 0.6867
2025-05-08 20:57:50 - Epoch 0, val mf1: 0.6060, val ACC1: 0.5460, val ACC0: 0.8190, val Gmean: 0.6687 (best 0.6060)
2025-05-08 20:57:50 - Epoch 1 伪标签: 正样本: 494 (14.3%), 负样本: 2959 (85.7%)
2025-05-08 20:57:50 - Epoch 1, 测试集 AUC: 0.8271, PRE: 0.3969, REC: 0.4727, MF1: 0.6828, ACC1: 0.4727, ACC0: 0.9246, Gmean: 0.6611
2025-05-08 20:57:50 - 更新最佳测试结果 (Epoch 1): AUC 0.8271, PRE 0.3969, REC 0.4727, MF1 0.6828, ACC1 0.4727, ACC0 0.9246, Gmean 0.6611
2025-05-08 20:57:50 - Epoch 1, val mf1: 0.6541, val ACC1: 0.4417, val ACC0: 0.9095, val Gmean: 0.6338 (best 0.6541)
2025-05-08 20:57:50 - Epoch 2 伪标签: 正样本: 120 (3.5%), 负样本: 3333 (96.5%)
2025-05-08 20:57:51 - Epoch 2, 测试集 AUC: 0.8191, PRE: 0.3725, REC: 0.2879, MF1: 0.6314, ACC1: 0.2879, ACC0: 0.9491, Gmean: 0.5227
2025-05-08 20:57:51 - Epoch 2, val mf1: 0.6390, val ACC1: 0.3190, val ACC0: 0.9425, val Gmean: 0.5483 (best 0.6541)
2025-05-08 20:57:51 - Epoch 3 伪标签: 正样本: 93 (2.7%), 负样本: 3360 (97.3%)
2025-05-08 20:57:51 - Epoch 3, 测试集 AUC: 0.8131, PRE: 0.3388, REC: 0.2485, MF1: 0.6114, ACC1: 0.2485, ACC0: 0.9491, Gmean: 0.4856
2025-05-08 20:57:51 - Epoch 3, val mf1: 0.6294, val ACC1: 0.2945, val ACC0: 0.9444, val Gmean: 0.5274 (best 0.6541)
2025-05-08 20:57:51 - Epoch 4 伪标签: 正样本: 92 (2.7%), 负样本: 3361 (97.3%)
2025-05-08 20:57:51 - Epoch 4, 测试集 AUC: 0.8071, PRE: 0.3175, REC: 0.2424, MF1: 0.6043, ACC1: 0.2424, ACC0: 0.9453, Gmean: 0.4787
2025-05-08 20:57:51 - Epoch 4, val mf1: 0.6111, val ACC1: 0.2761, val ACC0: 0.9354, val Gmean: 0.5082 (best 0.6541)
2025-05-08 20:57:52 - Epoch 5 伪标签: 正样本: 106 (3.1%), 负样本: 3347 (96.9%)
2025-05-08 20:57:52 - Epoch 5, 测试集 AUC: 0.8002, PRE: 0.2656, REC: 0.2455, MF1: 0.5901, ACC1: 0.2455, ACC0: 0.9288, Gmean: 0.4775
2025-05-08 20:57:52 - Epoch 5, val mf1: 0.6052, val ACC1: 0.2945, val ACC0: 0.9205, val Gmean: 0.5206 (best 0.6541)
2025-05-08 20:57:52 - Epoch 6 伪标签: 正样本: 168 (4.9%), 负样本: 3285 (95.1%)
2025-05-08 20:57:52 - Epoch 6, 测试集 AUC: 0.7971, PRE: 0.2563, REC: 0.2758, MF1: 0.5927, ACC1: 0.2758, ACC0: 0.9160, Gmean: 0.5026
2025-05-08 20:57:52 - Epoch 6, val mf1: 0.6065, val ACC1: 0.3313, val ACC0: 0.9050, val Gmean: 0.5475 (best 0.6541)
2025-05-08 20:57:52 - Epoch 7 伪标签: 正样本: 209 (6.1%), 负样本: 3244 (93.9%)
2025-05-08 20:57:53 - Epoch 7, 测试集 AUC: 0.7999, PRE: 0.2756, REC: 0.3182, MF1: 0.6075, ACC1: 0.3182, ACC0: 0.9122, Gmean: 0.5387
2025-05-08 20:57:53 - Epoch 7, val mf1: 0.6139, val ACC1: 0.3558, val ACC0: 0.9024, val Gmean: 0.5667 (best 0.6541)
2025-05-08 20:57:53 - Epoch 8 伪标签: 正样本: 242 (7.0%), 负样本: 3211 (93.0%)
2025-05-08 20:57:53 - Epoch 8, 测试集 AUC: 0.8059, PRE: 0.2923, REC: 0.3455, MF1: 0.6188, ACC1: 0.3455, ACC0: 0.9122, Gmean: 0.5614
2025-05-08 20:57:53 - Epoch 8, val mf1: 0.6339, val ACC1: 0.4110, val ACC0: 0.9011, val Gmean: 0.6086 (best 0.6541)
2025-05-08 20:57:53 - Epoch 9 伪标签: 正样本: 263 (7.6%), 负样本: 3190 (92.4%)
2025-05-08 20:57:54 - Epoch 9, 测试集 AUC: 0.8137, PRE: 0.3237, REC: 0.4061, MF1: 0.6417, ACC1: 0.4061, ACC0: 0.9109, Gmean: 0.6082
2025-05-08 20:57:54 - Epoch 9, val mf1: 0.6473, val ACC1: 0.4417, val ACC0: 0.9030, val Gmean: 0.6316 (best 0.6541)
2025-05-08 20:57:54 - Epoch 10 伪标签: 正样本: 271 (7.8%), 负样本: 3182 (92.2%)
2025-05-08 20:57:54 - Epoch 10, 有标签损失: 0.3008, 一致性损失: 0.2938, 伪标签损失: 0.7333, LPL损失: 27.4860, 聚类损失: 65.3566, 总损失: 0.9789
2025-05-08 20:57:54 - Epoch 10, 测试集 AUC: 0.8213, PRE: 0.3519, REC: 0.4606, MF1: 0.6625, ACC1: 0.4606, ACC0: 0.9109, Gmean: 0.6478
2025-05-08 20:57:54 - Epoch 10, val mf1: 0.6631, val ACC1: 0.4969, val ACC0: 0.8992, val Gmean: 0.6684 (best 0.6631)
2025-05-08 20:57:54 - Epoch 11 伪标签: 正样本: 263 (7.6%), 负样本: 3190 (92.4%)
2025-05-08 20:57:54 - Epoch 11, 测试集 AUC: 0.8285, PRE: 0.3755, REC: 0.5394, MF1: 0.6849, ACC1: 0.5394, ACC0: 0.9059, Gmean: 0.6990
2025-05-08 20:57:54 - 更新最佳测试结果 (Epoch 11): AUC 0.8285, PRE 0.3755, REC 0.5394, MF1 0.6849, ACC1 0.5394, ACC0 0.9059, Gmean 0.6990
2025-05-08 20:57:54 - Epoch 11, val mf1: 0.6770, val ACC1: 0.5583, val ACC0: 0.8927, val Gmean: 0.7060 (best 0.6770)
2025-05-08 20:57:55 - Epoch 12 伪标签: 正样本: 277 (8.0%), 负样本: 3176 (92.0%)
2025-05-08 20:57:55 - Epoch 12, 测试集 AUC: 0.8355, PRE: 0.3980, REC: 0.4848, MF1: 0.6854, ACC1: 0.4848, ACC0: 0.9230, Gmean: 0.6690
2025-05-08 20:57:55 - 更新最佳测试结果 (Epoch 12): AUC 0.8355, PRE 0.3980, REC 0.4848, MF1 0.6854, ACC1 0.4848, ACC0 0.9230, Gmean 0.6690
2025-05-08 20:57:55 - Epoch 12, val mf1: 0.6810, val ACC1: 0.5092, val ACC0: 0.9114, val Gmean: 0.6813 (best 0.6810)
2025-05-08 20:57:55 - Epoch 13 伪标签: 正样本: 281 (8.1%), 负样本: 3172 (91.9%)
2025-05-08 20:57:56 - Epoch 13, 测试集 AUC: 0.8410, PRE: 0.4139, REC: 0.4879, MF1: 0.6921, ACC1: 0.4879, ACC0: 0.9275, Gmean: 0.6727
2025-05-08 20:57:56 - 更新最佳测试结果 (Epoch 13): AUC 0.8410, PRE 0.4139, REC 0.4879, MF1 0.6921, ACC1 0.4879, ACC0 0.9275, Gmean 0.6727
2025-05-08 20:57:56 - Epoch 13, val mf1: 0.6871, val ACC1: 0.5031, val ACC0: 0.9186, val Gmean: 0.6798 (best 0.6871)
2025-05-08 20:57:56 - Epoch 14 伪标签: 正样本: 283 (8.2%), 负样本: 3170 (91.8%)
2025-05-08 20:57:56 - Epoch 14, 测试集 AUC: 0.8458, PRE: 0.4209, REC: 0.4030, MF1: 0.6757, ACC1: 0.4030, ACC0: 0.9418, Gmean: 0.6161
2025-05-08 20:57:56 - 更新最佳测试结果 (Epoch 14): AUC 0.8458, PRE 0.4209, REC 0.4030, MF1 0.6757, ACC1 0.4030, ACC0 0.9418, Gmean 0.6161
2025-05-08 20:57:56 - Epoch 14, val mf1: 0.6947, val ACC1: 0.4601, val ACC0: 0.9379, val Gmean: 0.6569 (best 0.6947)
2025-05-08 20:57:56 - Epoch 15 伪标签: 正样本: 320 (9.3%), 负样本: 3133 (90.7%)
2025-05-08 20:57:57 - Epoch 15, 测试集 AUC: 0.8509, PRE: 0.4441, REC: 0.4697, MF1: 0.6988, ACC1: 0.4697, ACC0: 0.9383, Gmean: 0.6639
2025-05-08 20:57:57 - 更新最佳测试结果 (Epoch 15): AUC 0.8509, PRE 0.4441, REC 0.4697, MF1 0.6988, ACC1 0.4697, ACC0 0.9383, Gmean 0.6639
2025-05-08 20:57:57 - Epoch 15, val mf1: 0.7097, val ACC1: 0.5092, val ACC0: 0.9347, val Gmean: 0.6899 (best 0.7097)
2025-05-08 20:57:57 - Epoch 16 伪标签: 正样本: 355 (10.3%), 负样本: 3098 (89.7%)
2025-05-08 20:57:57 - Epoch 16, 测试集 AUC: 0.8546, PRE: 0.4603, REC: 0.5091, MF1: 0.7130, ACC1: 0.5091, ACC0: 0.9373, Gmean: 0.6908
2025-05-08 20:57:57 - 更新最佳测试结果 (Epoch 16): AUC 0.8546, PRE 0.4603, REC 0.5091, MF1 0.7130, ACC1 0.5091, ACC0 0.9373, Gmean 0.6908
2025-05-08 20:57:57 - Epoch 16, val mf1: 0.7176, val ACC1: 0.5276, val ACC0: 0.9354, val Gmean: 0.7025 (best 0.7176)
2025-05-08 20:57:57 - Epoch 17 伪标签: 正样本: 381 (11.0%), 负样本: 3072 (89.0%)
2025-05-08 20:57:58 - Epoch 17, 测试集 AUC: 0.8585, PRE: 0.4726, REC: 0.4970, MF1: 0.7144, ACC1: 0.4970, ACC0: 0.9418, Gmean: 0.6841
2025-05-08 20:57:58 - 更新最佳测试结果 (Epoch 17): AUC 0.8585, PRE 0.4726, REC 0.4970, MF1 0.7144, ACC1 0.4970, ACC0 0.9418, Gmean 0.6841
2025-05-08 20:57:58 - Epoch 17, val mf1: 0.7229, val ACC1: 0.5276, val ACC0: 0.9392, val Gmean: 0.7040 (best 0.7229)
2025-05-08 20:57:58 - Epoch 18 伪标签: 正样本: 445 (12.9%), 负样本: 3008 (87.1%)
2025-05-08 20:57:58 - Epoch 18, 测试集 AUC: 0.8630, PRE: 0.4862, REC: 0.4273, MF1: 0.7007, ACC1: 0.4273, ACC0: 0.9526, Gmean: 0.6380
2025-05-08 20:57:58 - 更新最佳测试结果 (Epoch 18): AUC 0.8630, PRE 0.4862, REC 0.4273, MF1 0.7007, ACC1 0.4273, ACC0 0.9526, Gmean 0.6380
2025-05-08 20:57:58 - Epoch 18, val mf1: 0.7311, val ACC1: 0.5031, val ACC0: 0.9515, val Gmean: 0.6919 (best 0.7311)
2025-05-08 20:57:59 - Epoch 19 伪标签: 正样本: 486 (14.1%), 负样本: 2967 (85.9%)
2025-05-08 20:57:59 - Epoch 19, 测试集 AUC: 0.8669, PRE: 0.5136, REC: 0.5152, MF1: 0.7317, ACC1: 0.5152, ACC0: 0.9488, Gmean: 0.6991
2025-05-08 20:57:59 - 更新最佳测试结果 (Epoch 19): AUC 0.8669, PRE 0.5136, REC 0.5152, MF1 0.7317, ACC1 0.5152, ACC0 0.9488, Gmean 0.6991
2025-05-08 20:57:59 - Epoch 19, val mf1: 0.7406, val ACC1: 0.5521, val ACC0: 0.9451, val Gmean: 0.7224 (best 0.7406)
2025-05-08 20:57:59 - Epoch 20 伪标签: 正样本: 504 (14.6%), 负样本: 2949 (85.4%)
2025-05-08 20:57:59 - Epoch 20, 有标签损失: 0.0507, 一致性损失: 0.0720, 伪标签损失: 0.6983, LPL损失: 44.9904, 聚类损失: 29.4536, 总损失: 0.4974
2025-05-08 20:58:00 - Epoch 20, 测试集 AUC: 0.8709, PRE: 0.5311, REC: 0.4909, MF1: 0.7305, ACC1: 0.4909, ACC0: 0.9545, Gmean: 0.6845
2025-05-08 20:58:00 - 更新最佳测试结果 (Epoch 20): AUC 0.8709, PRE 0.5311, REC 0.4909, MF1 0.7305, ACC1 0.4909, ACC0 0.9545, Gmean 0.6845
2025-05-08 20:58:00 - Epoch 20, val mf1: 0.7483, val ACC1: 0.5337, val ACC0: 0.9548, val Gmean: 0.7139 (best 0.7483)
2025-05-08 20:58:00 - Epoch 21 伪标签: 正样本: 576 (16.7%), 负样本: 2877 (83.3%)
2025-05-08 20:58:00 - Epoch 21, 测试集 AUC: 0.8756, PRE: 0.5636, REC: 0.4970, MF1: 0.7409, ACC1: 0.4970, ACC0: 0.9596, Gmean: 0.6906
2025-05-08 20:58:00 - 更新最佳测试结果 (Epoch 21): AUC 0.8756, PRE 0.5636, REC 0.4970, MF1 0.7409, ACC1 0.4970, ACC0 0.9596, Gmean 0.6906
2025-05-08 20:58:00 - Epoch 21, val mf1: 0.7580, val ACC1: 0.5399, val ACC0: 0.9593, val Gmean: 0.7196 (best 0.7580)
2025-05-08 20:58:00 - Epoch 22 伪标签: 正样本: 628 (18.2%), 负样本: 2825 (81.8%)
2025-05-08 20:58:01 - Epoch 22, 测试集 AUC: 0.8795, PRE: 0.5710, REC: 0.5364, MF1: 0.7539, ACC1: 0.5364, ACC0: 0.9577, Gmean: 0.7167
2025-05-08 20:58:01 - 更新最佳测试结果 (Epoch 22): AUC 0.8795, PRE 0.5710, REC 0.5364, MF1 0.7539, ACC1 0.5364, ACC0 0.9577, Gmean 0.7167
2025-05-08 20:58:01 - Epoch 22, val mf1: 0.7675, val ACC1: 0.5583, val ACC0: 0.9606, val Gmean: 0.7323 (best 0.7675)
2025-05-08 20:58:01 - Epoch 23 伪标签: 正样本: 653 (18.9%), 负样本: 2800 (81.1%)
2025-05-08 20:58:01 - Epoch 23, 测试集 AUC: 0.8829, PRE: 0.5975, REC: 0.5848, MF1: 0.7744, ACC1: 0.5848, ACC0: 0.9587, Gmean: 0.7488
2025-05-08 20:58:01 - 更新最佳测试结果 (Epoch 23): AUC 0.8829, PRE 0.5975, REC 0.5848, MF1 0.7744, ACC1 0.5848, ACC0 0.9587, Gmean 0.7488
2025-05-08 20:58:01 - Epoch 23, val mf1: 0.7784, val ACC1: 0.5951, val ACC0: 0.9586, val Gmean: 0.7553 (best 0.7784)
2025-05-08 20:58:01 - Epoch 24 伪标签: 正样本: 698 (20.2%), 负样本: 2755 (79.8%)
2025-05-08 20:58:02 - Epoch 24, 测试集 AUC: 0.8859, PRE: 0.6067, REC: 0.5515, MF1: 0.7678, ACC1: 0.5515, ACC0: 0.9625, Gmean: 0.7286
2025-05-08 20:58:02 - 更新最佳测试结果 (Epoch 24): AUC 0.8859, PRE 0.6067, REC 0.5515, MF1 0.7678, ACC1 0.5515, ACC0 0.9625, Gmean 0.7286
2025-05-08 20:58:02 - Epoch 24, val mf1: 0.7813, val ACC1: 0.5767, val ACC0: 0.9644, val Gmean: 0.7458 (best 0.7813)
2025-05-08 20:58:02 - Epoch 25 伪标签: 正样本: 736 (21.3%), 负样本: 2717 (78.7%)
2025-05-08 20:58:02 - Epoch 25, 测试集 AUC: 0.8872, PRE: 0.6061, REC: 0.6576, MF1: 0.7951, ACC1: 0.6576, ACC0: 0.9552, Gmean: 0.7925
2025-05-08 20:58:02 - 更新最佳测试结果 (Epoch 25): AUC 0.8872, PRE 0.6061, REC 0.6576, MF1 0.7951, ACC1 0.6576, ACC0 0.9552, Gmean 0.7925
2025-05-08 20:58:02 - Epoch 25, val mf1: 0.7778, val ACC1: 0.6196, val ACC0: 0.9528, val Gmean: 0.7684 (best 0.7813)
2025-05-08 20:58:03 - Epoch 26 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 20:58:03 - Epoch 26, 测试集 AUC: 0.8866, PRE: 0.5666, REC: 0.7091, MF1: 0.7928, ACC1: 0.7091, ACC0: 0.9431, Gmean: 0.8178
2025-05-08 20:58:03 - Epoch 26, val mf1: 0.7754, val ACC1: 0.6564, val ACC0: 0.9431, val Gmean: 0.7868 (best 0.7813)
2025-05-08 20:58:03 - Epoch 27 伪标签: 正样本: 893 (25.9%), 负样本: 2560 (74.1%)
2025-05-08 20:58:04 - Epoch 27, 测试集 AUC: 0.8854, PRE: 0.5910, REC: 0.6394, MF1: 0.7860, ACC1: 0.6394, ACC0: 0.9536, Gmean: 0.7808
2025-05-08 20:58:04 - Epoch 27, val mf1: 0.7745, val ACC1: 0.6135, val ACC0: 0.9522, val Gmean: 0.7643 (best 0.7813)
2025-05-08 20:58:04 - Epoch 28 伪标签: 正样本: 929 (26.9%), 负样本: 2524 (73.1%)
2025-05-08 20:58:04 - Epoch 28, 测试集 AUC: 0.8834, PRE: 0.5775, REC: 0.6545, MF1: 0.7850, ACC1: 0.6545, ACC0: 0.9497, Gmean: 0.7884
2025-05-08 20:58:04 - Epoch 28, val mf1: 0.7729, val ACC1: 0.6319, val ACC0: 0.9470, val Gmean: 0.7736 (best 0.7813)
2025-05-08 20:58:04 - Epoch 29 伪标签: 正样本: 996 (28.8%), 负样本: 2457 (71.2%)
2025-05-08 20:58:05 - Epoch 29, 测试集 AUC: 0.8812, PRE: 0.5561, REC: 0.6606, MF1: 0.7790, ACC1: 0.6606, ACC0: 0.9447, Gmean: 0.7900
2025-05-08 20:58:05 - Epoch 29, val mf1: 0.7609, val ACC1: 0.6319, val ACC0: 0.9392, val Gmean: 0.7704 (best 0.7813)
2025-05-08 20:58:05 - Epoch 30 伪标签: 正样本: 1114 (32.3%), 负样本: 2339 (67.7%)
2025-05-08 20:58:05 - Epoch 30, 有标签损失: 0.0336, 一致性损失: 0.0265, 伪标签损失: 0.6276, LPL损失: 107.4453, 聚类损失: 10.3644, 总损失: 0.7741
2025-05-08 20:58:05 - Epoch 30, 测试集 AUC: 0.8787, PRE: 0.5428, REC: 0.5000, MF1: 0.7362, ACC1: 0.5000, ACC0: 0.9558, Gmean: 0.6913
2025-05-08 20:58:05 - Epoch 30, val mf1: 0.7566, val ACC1: 0.5521, val ACC0: 0.9554, val Gmean: 0.7263 (best 0.7813)
2025-05-08 20:58:05 - Epoch 31 伪标签: 正样本: 1164 (33.7%), 负样本: 2289 (66.3%)
2025-05-08 20:58:06 - Epoch 31, 测试集 AUC: 0.8755, PRE: 0.5222, REC: 0.6758, MF1: 0.7695, ACC1: 0.6758, ACC0: 0.9351, Gmean: 0.7949
2025-05-08 20:58:06 - Epoch 31, val mf1: 0.7451, val ACC1: 0.6319, val ACC0: 0.9282, val Gmean: 0.7659 (best 0.7813)
2025-05-08 20:58:06 - Epoch 32 伪标签: 正样本: 1145 (33.2%), 负样本: 2308 (66.8%)
2025-05-08 20:58:07 - Epoch 32, 测试集 AUC: 0.8721, PRE: 0.4989, REC: 0.6758, MF1: 0.7602, ACC1: 0.6758, ACC0: 0.9288, Gmean: 0.7922
2025-05-08 20:58:07 - Epoch 32, val mf1: 0.7407, val ACC1: 0.6319, val ACC0: 0.9250, val Gmean: 0.7645 (best 0.7813)
2025-05-08 20:58:07 - Epoch 33 伪标签: 正样本: 1165 (33.7%), 负样本: 2288 (66.3%)
2025-05-08 20:58:07 - Epoch 33, 测试集 AUC: 0.8694, PRE: 0.4776, REC: 0.6788, MF1: 0.7518, ACC1: 0.6788, ACC0: 0.9221, Gmean: 0.7911
2025-05-08 20:58:07 - Epoch 33, val mf1: 0.7375, val ACC1: 0.6380, val ACC0: 0.9211, val Gmean: 0.7666 (best 0.7813)
2025-05-08 20:58:07 - Epoch 34 伪标签: 正样本: 1183 (34.3%), 负样本: 2270 (65.7%)
2025-05-08 20:58:08 - Epoch 34, 测试集 AUC: 0.8673, PRE: 0.4773, REC: 0.6364, MF1: 0.7444, ACC1: 0.6364, ACC0: 0.9268, Gmean: 0.7680
2025-05-08 20:58:08 - Epoch 34, val mf1: 0.7332, val ACC1: 0.6074, val ACC0: 0.9257, val Gmean: 0.7498 (best 0.7813)
2025-05-08 20:58:08 - Epoch 35 伪标签: 正样本: 1142 (33.1%), 负样本: 2311 (66.9%)
2025-05-08 20:58:08 - Epoch 35, 测试集 AUC: 0.8661, PRE: 0.4701, REC: 0.6424, MF1: 0.7425, ACC1: 0.6424, ACC0: 0.9240, Gmean: 0.7704
2025-05-08 20:58:08 - Epoch 35, val mf1: 0.7330, val ACC1: 0.6196, val ACC0: 0.9224, val Gmean: 0.7560 (best 0.7813)
2025-05-08 20:58:08 - Epoch 36 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 20:58:09 - Epoch 36, 测试集 AUC: 0.8658, PRE: 0.4651, REC: 0.6455, MF1: 0.7409, ACC1: 0.6455, ACC0: 0.9221, Gmean: 0.7715
2025-05-08 20:58:09 - Epoch 36, val mf1: 0.7313, val ACC1: 0.6196, val ACC0: 0.9211, val Gmean: 0.7555 (best 0.7813)
2025-05-08 20:58:09 - Epoch 37 伪标签: 正样本: 1075 (31.1%), 负样本: 2378 (68.9%)
2025-05-08 20:58:10 - Epoch 37, 测试集 AUC: 0.8665, PRE: 0.4642, REC: 0.6485, MF1: 0.7411, ACC1: 0.6485, ACC0: 0.9214, Gmean: 0.7730
2025-05-08 20:58:10 - Epoch 37, val mf1: 0.7322, val ACC1: 0.6196, val ACC0: 0.9218, val Gmean: 0.7558 (best 0.7813)
2025-05-08 20:58:10 - Epoch 38 伪标签: 正样本: 1068 (30.9%), 负样本: 2385 (69.1%)
2025-05-08 20:58:10 - Epoch 38, 测试集 AUC: 0.8677, PRE: 0.4652, REC: 0.6485, MF1: 0.7415, ACC1: 0.6485, ACC0: 0.9218, Gmean: 0.7731
2025-05-08 20:58:10 - Epoch 38, val mf1: 0.7327, val ACC1: 0.6135, val ACC0: 0.9237, val Gmean: 0.7528 (best 0.7813)
2025-05-08 20:58:10 - Epoch 39 伪标签: 正样本: 1030 (29.8%), 负样本: 2423 (70.2%)
2025-05-08 20:58:11 - Epoch 39, 测试集 AUC: 0.8689, PRE: 0.4788, REC: 0.6515, MF1: 0.7477, ACC1: 0.6515, ACC0: 0.9256, Gmean: 0.7765
2025-05-08 20:58:11 - Epoch 39, val mf1: 0.7344, val ACC1: 0.6135, val ACC0: 0.9250, val Gmean: 0.7533 (best 0.7813)
2025-05-08 20:58:11 - Epoch 40 伪标签: 正样本: 1002 (29.0%), 负样本: 2451 (71.0%)
2025-05-08 20:58:11 - Epoch 40, 有标签损失: 0.0091, 一致性损失: 0.0183, 伪标签损失: 0.5972, LPL损失: 96.1584, 聚类损失: 7.4282, 总损失: 0.7840
2025-05-08 20:58:11 - Epoch 40, 测试集 AUC: 0.8705, PRE: 0.4954, REC: 0.6485, MF1: 0.7538, ACC1: 0.6485, ACC0: 0.9307, Gmean: 0.7769
2025-05-08 20:58:11 - Epoch 40, val mf1: 0.7370, val ACC1: 0.6135, val ACC0: 0.9270, val Gmean: 0.7541 (best 0.7813)
2025-05-08 20:58:11 - Epoch 41 伪标签: 正样本: 1002 (29.0%), 负样本: 2451 (71.0%)
2025-05-08 20:58:12 - Epoch 41, 测试集 AUC: 0.8721, PRE: 0.5133, REC: 0.6455, MF1: 0.7602, ACC1: 0.6455, ACC0: 0.9358, Gmean: 0.7772
2025-05-08 20:58:12 - Epoch 41, val mf1: 0.7385, val ACC1: 0.6074, val ACC0: 0.9295, val Gmean: 0.7514 (best 0.7813)
2025-05-08 20:58:12 - Epoch 42 伪标签: 正样本: 992 (28.7%), 负样本: 2461 (71.3%)
2025-05-08 20:58:12 - Epoch 42, 测试集 AUC: 0.8736, PRE: 0.5080, REC: 0.6727, MF1: 0.7633, ACC1: 0.6727, ACC0: 0.9316, Gmean: 0.7917
2025-05-08 20:58:12 - Epoch 42, val mf1: 0.7424, val ACC1: 0.6319, val ACC0: 0.9263, val Gmean: 0.7651 (best 0.7813)
2025-05-08 20:58:12 - Epoch 43 伪标签: 正样本: 1003 (29.0%), 负样本: 2450 (71.0%)
2025-05-08 20:58:13 - Epoch 43, 测试集 AUC: 0.8751, PRE: 0.5525, REC: 0.5424, MF1: 0.7502, ACC1: 0.5424, ACC0: 0.9539, Gmean: 0.7193
2025-05-08 20:58:13 - Epoch 43, val mf1: 0.7515, val ACC1: 0.5706, val ACC0: 0.9476, val Gmean: 0.7353 (best 0.7813)
2025-05-08 20:58:13 - Epoch 44 伪标签: 正样本: 996 (28.8%), 负样本: 2457 (71.2%)
2025-05-08 20:58:13 - Epoch 44, 测试集 AUC: 0.8766, PRE: 0.5647, REC: 0.5424, MF1: 0.7537, ACC1: 0.5424, ACC0: 0.9561, Gmean: 0.7201
2025-05-08 20:58:13 - Epoch 44, val mf1: 0.7613, val ACC1: 0.5644, val ACC0: 0.9554, val Gmean: 0.7343 (best 0.7813)
2025-05-08 20:58:13 - Epoch 45 伪标签: 正样本: 999 (28.9%), 负样本: 2454 (71.1%)
2025-05-08 20:58:14 - Epoch 45, 测试集 AUC: 0.8782, PRE: 0.5816, REC: 0.5939, MF1: 0.7720, ACC1: 0.5939, ACC0: 0.9552, Gmean: 0.7532
2025-05-08 20:58:14 - Epoch 45, val mf1: 0.7663, val ACC1: 0.5828, val ACC0: 0.9541, val Gmean: 0.7457 (best 0.7813)
2025-05-08 20:58:14 - Epoch 46 伪标签: 正样本: 1020 (29.5%), 负样本: 2433 (70.5%)
2025-05-08 20:58:14 - Epoch 46, 测试集 AUC: 0.8800, PRE: 0.6044, REC: 0.5879, MF1: 0.7771, ACC1: 0.5879, ACC0: 0.9596, Gmean: 0.7511
2025-05-08 20:58:14 - Epoch 46, val mf1: 0.7726, val ACC1: 0.5828, val ACC0: 0.9580, val Gmean: 0.7472 (best 0.7813)
2025-05-08 20:58:14 - Epoch 47 伪标签: 正样本: 1105 (32.0%), 负样本: 2348 (68.0%)
2025-05-08 20:58:15 - Epoch 47, 测试集 AUC: 0.8819, PRE: 0.6175, REC: 0.6212, MF1: 0.7896, ACC1: 0.6212, ACC0: 0.9596, Gmean: 0.7721
2025-05-08 20:58:15 - Epoch 47, val mf1: 0.7784, val ACC1: 0.5951, val ACC0: 0.9586, val Gmean: 0.7553 (best 0.7813)
2025-05-08 20:58:15 - Epoch 48 伪标签: 正样本: 1076 (31.2%), 负样本: 2377 (68.8%)
2025-05-08 20:58:15 - Epoch 48, 测试集 AUC: 0.8831, PRE: 0.6247, REC: 0.6909, MF1: 0.8089, ACC1: 0.6909, ACC0: 0.9564, Gmean: 0.8129
2025-05-08 20:58:15 - Epoch 48, val mf1: 0.7910, val ACC1: 0.6442, val ACC0: 0.9554, val Gmean: 0.7845 (best 0.7910)
2025-05-08 20:58:15 - Epoch 49 伪标签: 正样本: 1112 (32.2%), 负样本: 2341 (67.8%)
2025-05-08 20:58:16 - Epoch 49, 测试集 AUC: 0.8846, PRE: 0.6656, REC: 0.6212, MF1: 0.8033, ACC1: 0.6212, ACC0: 0.9672, Gmean: 0.7752
2025-05-08 20:58:16 - Epoch 49, val mf1: 0.8014, val ACC1: 0.6012, val ACC0: 0.9703, val Gmean: 0.7638 (best 0.8014)
2025-05-08 20:58:16 - Epoch 50 伪标签: 正样本: 203 (5.9%), 负样本: 3250 (94.1%)
2025-05-08 20:58:16 - Epoch 50, 有标签损失: 0.0183, 一致性损失: 0.0093, 伪标签损失: 0.5257, LPL损失: 63.7914, 聚类损失: 3.6686, 总损失: 0.6199
2025-05-08 20:58:16 - Epoch 50, 测试集 AUC: 0.8870, PRE: 0.6514, REC: 0.7303, MF1: 0.8268, ACC1: 0.7303, ACC0: 0.9590, Gmean: 0.8369
2025-05-08 20:58:16 - Epoch 50, val mf1: 0.8142, val ACC1: 0.6810, val ACC0: 0.9612, val Gmean: 0.8091 (best 0.8142)
2025-05-08 20:58:16 - Epoch 51 伪标签: 正样本: 998 (28.9%), 负样本: 2455 (71.1%)
2025-05-08 20:58:17 - Epoch 51, 测试集 AUC: 0.8892, PRE: 0.7117, REC: 0.7182, MF1: 0.8424, ACC1: 0.7182, ACC0: 0.9695, Gmean: 0.8344
2025-05-08 20:58:17 - 更新最佳测试结果 (Epoch 51): AUC 0.8892, PRE 0.7117, REC 0.7182, MF1 0.8424, ACC1 0.7182, ACC0 0.9695, Gmean 0.8344
2025-05-08 20:58:17 - Epoch 51, val mf1: 0.8185, val ACC1: 0.6564, val ACC0: 0.9683, val Gmean: 0.7973 (best 0.8185)
2025-05-08 20:58:17 - Epoch 52 伪标签: 正样本: 955 (27.7%), 负样本: 2498 (72.3%)
2025-05-08 20:58:17 - Epoch 52, 测试集 AUC: 0.8900, PRE: 0.7643, REC: 0.6879, MF1: 0.8484, ACC1: 0.6879, ACC0: 0.9777, Gmean: 0.8201
2025-05-08 20:58:17 - 更新最佳测试结果 (Epoch 52): AUC 0.8900, PRE 0.7643, REC 0.6879, MF1 0.8484, ACC1 0.6879, ACC0 0.9777, Gmean 0.8201
2025-05-08 20:58:17 - Epoch 52, val mf1: 0.8249, val ACC1: 0.6196, val ACC0: 0.9787, val Gmean: 0.7787 (best 0.8249)
2025-05-08 20:58:17 - Epoch 53 伪标签: 正样本: 909 (26.3%), 负样本: 2544 (73.7%)
2025-05-08 20:58:18 - Epoch 53, 测试集 AUC: 0.8884, PRE: 0.7556, REC: 0.7121, MF1: 0.8531, ACC1: 0.7121, ACC0: 0.9758, Gmean: 0.8336
2025-05-08 20:58:18 - Epoch 53, val mf1: 0.8329, val ACC1: 0.6442, val ACC0: 0.9780, val Gmean: 0.7937 (best 0.8329)
2025-05-08 20:58:18 - Epoch 54 伪标签: 正样本: 877 (25.4%), 负样本: 2576 (74.6%)
2025-05-08 20:58:18 - Epoch 54, 测试集 AUC: 0.8862, PRE: 0.8114, REC: 0.6909, MF1: 0.8609, ACC1: 0.6909, ACC0: 0.9831, Gmean: 0.8242
2025-05-08 20:58:18 - Epoch 54, val mf1: 0.8359, val ACC1: 0.6135, val ACC0: 0.9851, val Gmean: 0.7774 (best 0.8359)
2025-05-08 20:58:18 - Epoch 55 伪标签: 正样本: 895 (25.9%), 负样本: 2558 (74.1%)
2025-05-08 20:58:19 - Epoch 55, 测试集 AUC: 0.8852, PRE: 0.8566, REC: 0.6697, MF1: 0.8644, ACC1: 0.6697, ACC0: 0.9882, Gmean: 0.8135
2025-05-08 20:58:19 - Epoch 55, val mf1: 0.8423, val ACC1: 0.6012, val ACC0: 0.9903, val Gmean: 0.7716 (best 0.8423)
2025-05-08 20:58:19 - Epoch 56 伪标签: 正样本: 874 (25.3%), 负样本: 2579 (74.7%)
2025-05-08 20:58:19 - Epoch 56, 测试集 AUC: 0.8848, PRE: 0.8163, REC: 0.7000, MF1: 0.8649, ACC1: 0.7000, ACC0: 0.9835, Gmean: 0.8297
2025-05-08 20:58:19 - Epoch 56, val mf1: 0.8474, val ACC1: 0.6503, val ACC0: 0.9838, val Gmean: 0.7999 (best 0.8474)
2025-05-08 20:58:19 - Epoch 57 伪标签: 正样本: 873 (25.3%), 负样本: 2580 (74.7%)
2025-05-08 20:58:20 - Epoch 57, 测试集 AUC: 0.8844, PRE: 0.8400, REC: 0.7000, MF1: 0.8705, ACC1: 0.7000, ACC0: 0.9860, Gmean: 0.8308
2025-05-08 20:58:20 - Epoch 57, val mf1: 0.8521, val ACC1: 0.6442, val ACC0: 0.9871, val Gmean: 0.7974 (best 0.8521)
2025-05-08 20:58:20 - Epoch 58 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 20:58:20 - Epoch 58, 测试集 AUC: 0.8837, PRE: 0.8535, REC: 0.7061, MF1: 0.8756, ACC1: 0.7061, ACC0: 0.9873, Gmean: 0.8349
2025-05-08 20:58:20 - Epoch 58, val mf1: 0.8541, val ACC1: 0.6380, val ACC0: 0.9890, val Gmean: 0.7944 (best 0.8541)
2025-05-08 20:58:20 - Epoch 59 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:58:21 - Epoch 59, 测试集 AUC: 0.8846, PRE: 0.8652, REC: 0.7000, MF1: 0.8763, ACC1: 0.7000, ACC0: 0.9885, Gmean: 0.8319
2025-05-08 20:58:21 - Epoch 59, val mf1: 0.8579, val ACC1: 0.6442, val ACC0: 0.9897, val Gmean: 0.7984 (best 0.8579)
2025-05-08 20:58:21 - Epoch 60 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:58:21 - Epoch 60, 有标签损失: 0.0081, 一致性损失: 0.0078, 伪标签损失: 0.4599, LPL损失: 41.2387, 聚类损失: 3.9349, 总损失: 0.4909
2025-05-08 20:58:21 - Epoch 60, 测试集 AUC: 0.8850, PRE: 0.8745, REC: 0.6970, MF1: 0.8774, ACC1: 0.6970, ACC0: 0.9895, Gmean: 0.8305
2025-05-08 20:58:21 - Epoch 60, val mf1: 0.8609, val ACC1: 0.6442, val ACC0: 0.9910, val Gmean: 0.7990 (best 0.8609)
2025-05-08 20:58:21 - Epoch 61 伪标签: 正样本: 781 (22.6%), 负样本: 2672 (77.4%)
2025-05-08 20:58:21 - Epoch 61, 测试集 AUC: 0.8859, PRE: 0.8817, REC: 0.7000, MF1: 0.8800, ACC1: 0.7000, ACC0: 0.9901, Gmean: 0.8325
2025-05-08 20:58:21 - Epoch 61, val mf1: 0.8632, val ACC1: 0.6503, val ACC0: 0.9910, val Gmean: 0.8028 (best 0.8632)
2025-05-08 20:58:22 - Epoch 62 伪标签: 正样本: 756 (21.9%), 负样本: 2697 (78.1%)
2025-05-08 20:58:22 - Epoch 62, 测试集 AUC: 0.8877, PRE: 0.8915, REC: 0.6970, MF1: 0.8811, ACC1: 0.6970, ACC0: 0.9911, Gmean: 0.8311
2025-05-08 20:58:22 - Epoch 62, val mf1: 0.8624, val ACC1: 0.6442, val ACC0: 0.9916, val Gmean: 0.7992 (best 0.8632)
2025-05-08 20:58:22 - Epoch 63 伪标签: 正样本: 719 (20.8%), 负样本: 2734 (79.2%)
2025-05-08 20:58:22 - Epoch 63, 测试集 AUC: 0.8866, PRE: 0.8972, REC: 0.6879, MF1: 0.8792, ACC1: 0.6879, ACC0: 0.9917, Gmean: 0.8259
2025-05-08 20:58:22 - Epoch 63, val mf1: 0.8654, val ACC1: 0.6442, val ACC0: 0.9929, val Gmean: 0.7997 (best 0.8654)
2025-05-08 20:58:23 - Epoch 64 伪标签: 正样本: 702 (20.3%), 负样本: 2751 (79.7%)
2025-05-08 20:58:23 - Epoch 64, 测试集 AUC: 0.8850, PRE: 0.9098, REC: 0.6727, MF1: 0.8766, ACC1: 0.6727, ACC0: 0.9930, Gmean: 0.8173
2025-05-08 20:58:23 - Epoch 64, val mf1: 0.8699, val ACC1: 0.6442, val ACC0: 0.9948, val Gmean: 0.8005 (best 0.8699)
2025-05-08 20:58:23 - Epoch 65 伪标签: 正样本: 682 (19.8%), 负样本: 2771 (80.2%)
2025-05-08 20:58:24 - Epoch 65, 测试集 AUC: 0.8824, PRE: 0.9244, REC: 0.6667, MF1: 0.8773, ACC1: 0.6667, ACC0: 0.9943, Gmean: 0.8142
2025-05-08 20:58:24 - Epoch 65, val mf1: 0.8715, val ACC1: 0.6442, val ACC0: 0.9955, val Gmean: 0.8008 (best 0.8715)
2025-05-08 20:58:24 - Epoch 66 伪标签: 正样本: 642 (18.6%), 负样本: 2811 (81.4%)
2025-05-08 20:58:24 - Epoch 66, 测试集 AUC: 0.8776, PRE: 0.9307, REC: 0.6515, MF1: 0.8730, ACC1: 0.6515, ACC0: 0.9949, Gmean: 0.8051
2025-05-08 20:58:24 - Epoch 66, val mf1: 0.8617, val ACC1: 0.6196, val ACC0: 0.9955, val Gmean: 0.7854 (best 0.8715)
2025-05-08 20:58:24 - Epoch 67 伪标签: 正样本: 611 (17.7%), 负样本: 2842 (82.3%)
2025-05-08 20:58:25 - Epoch 67, 测试集 AUC: 0.8700, PRE: 0.9358, REC: 0.6182, MF1: 0.8613, ACC1: 0.6182, ACC0: 0.9955, Gmean: 0.7845
2025-05-08 20:58:25 - Epoch 67, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8715)
2025-05-08 20:58:25 - Epoch 68 伪标签: 正样本: 570 (16.5%), 负样本: 2883 (83.5%)
2025-05-08 20:58:25 - Epoch 68, 测试集 AUC: 0.8660, PRE: 0.9548, REC: 0.5758, MF1: 0.8476, ACC1: 0.5758, ACC0: 0.9971, Gmean: 0.7577
2025-05-08 20:58:25 - Epoch 68, val mf1: 0.8299, val ACC1: 0.5337, val ACC0: 0.9974, val Gmean: 0.7296 (best 0.8715)
2025-05-08 20:58:25 - Epoch 69 伪标签: 正样本: 532 (15.4%), 负样本: 2921 (84.6%)
2025-05-08 20:58:26 - Epoch 69, 测试集 AUC: 0.8594, PRE: 0.9479, REC: 0.5515, MF1: 0.8364, ACC1: 0.5515, ACC0: 0.9968, Gmean: 0.7415
2025-05-08 20:58:26 - Epoch 69, val mf1: 0.8231, val ACC1: 0.5153, val ACC0: 0.9981, val Gmean: 0.7172 (best 0.8715)
2025-05-08 20:58:26 - Epoch 70 伪标签: 正样本: 506 (14.7%), 负样本: 2947 (85.3%)
2025-05-08 20:58:26 - Epoch 70, 有标签损失: 0.0125, 一致性损失: 0.0043, 伪标签损失: 0.4606, LPL损失: 69.7852, 聚类损失: 1.7084, 总损失: 0.9081
2025-05-08 20:58:26 - Epoch 70, 测试集 AUC: 0.8499, PRE: 0.9500, REC: 0.5182, MF1: 0.8222, ACC1: 0.5182, ACC0: 0.9971, Gmean: 0.7188
2025-05-08 20:58:26 - Epoch 70, val mf1: 0.8058, val ACC1: 0.4785, val ACC0: 0.9981, val Gmean: 0.6911 (best 0.8715)
2025-05-08 20:58:26 - Epoch 71 伪标签: 正样本: 479 (13.9%), 负样本: 2974 (86.1%)
2025-05-08 20:58:27 - Epoch 71, 测试集 AUC: 0.8394, PRE: 0.9471, REC: 0.4879, MF1: 0.8082, ACC1: 0.4879, ACC0: 0.9971, Gmean: 0.6975
2025-05-08 20:58:27 - Epoch 71, val mf1: 0.8058, val ACC1: 0.4785, val ACC0: 0.9981, val Gmean: 0.6911 (best 0.8715)
2025-05-08 20:58:27 - Epoch 72 伪标签: 正样本: 462 (13.4%), 负样本: 2991 (86.6%)
2025-05-08 20:58:27 - Epoch 72, 测试集 AUC: 0.8272, PRE: 0.9441, REC: 0.4606, MF1: 0.7951, ACC1: 0.4606, ACC0: 0.9971, Gmean: 0.6777
2025-05-08 20:58:27 - Epoch 72, val mf1: 0.7998, val ACC1: 0.4601, val ACC0: 0.9994, val Gmean: 0.6781 (best 0.8715)
2025-05-08 20:58:27 - Epoch 73 伪标签: 正样本: 444 (12.9%), 负样本: 3009 (87.1%)
2025-05-08 20:58:28 - Epoch 73, 测试集 AUC: 0.8179, PRE: 0.9448, REC: 0.4152, MF1: 0.7729, ACC1: 0.4152, ACC0: 0.9975, Gmean: 0.6435
2025-05-08 20:58:28 - Epoch 73, val mf1: 0.7812, val ACC1: 0.4233, val ACC0: 0.9994, val Gmean: 0.6504 (best 0.8715)
2025-05-08 20:58:28 - Epoch 74 伪标签: 正样本: 454 (13.1%), 负样本: 2999 (86.9%)
2025-05-08 20:58:28 - Epoch 74, 测试集 AUC: 0.8089, PRE: 0.9429, REC: 0.4000, MF1: 0.7650, ACC1: 0.4000, ACC0: 0.9975, Gmean: 0.6317
2025-05-08 20:58:28 - Epoch 74, val mf1: 0.7584, val ACC1: 0.3804, val ACC0: 0.9994, val Gmean: 0.6165 (best 0.8715)
2025-05-08 20:58:28 - Epoch 75 伪标签: 正样本: 35 (1.0%), 负样本: 3418 (99.0%)
2025-05-08 20:58:29 - Epoch 75, 测试集 AUC: 0.8051, PRE: 0.9412, REC: 0.3879, MF1: 0.7585, ACC1: 0.3879, ACC0: 0.9975, Gmean: 0.6220
2025-05-08 20:58:29 - Epoch 75, val mf1: 0.7482, val ACC1: 0.3620, val ACC0: 0.9994, val Gmean: 0.6014 (best 0.8715)
2025-05-08 20:58:29 - Epoch 76 伪标签: 正样本: 415 (12.0%), 负样本: 3038 (88.0%)
2025-05-08 20:58:29 - Epoch 76, 测试集 AUC: 0.7962, PRE: 0.9370, REC: 0.3606, MF1: 0.7435, ACC1: 0.3606, ACC0: 0.9975, Gmean: 0.5997
2025-05-08 20:58:29 - Epoch 76, val mf1: 0.7412, val ACC1: 0.3497, val ACC0: 0.9994, val Gmean: 0.5912 (best 0.8715)
2025-05-08 20:58:29 - Epoch 77 伪标签: 正样本: 405 (11.7%), 负样本: 3048 (88.3%)
2025-05-08 20:58:30 - Epoch 77, 测试集 AUC: 0.7839, PRE: 0.9431, REC: 0.3515, MF1: 0.7391, ACC1: 0.3515, ACC0: 0.9978, Gmean: 0.5922
2025-05-08 20:58:30 - Epoch 77, val mf1: 0.7412, val ACC1: 0.3497, val ACC0: 0.9994, val Gmean: 0.5912 (best 0.8715)
2025-05-08 20:58:30 - Epoch 78 伪标签: 正样本: 370 (10.7%), 负样本: 3083 (89.3%)
2025-05-08 20:58:30 - Epoch 78, 测试集 AUC: 0.7730, PRE: 0.9487, REC: 0.3364, MF1: 0.7310, ACC1: 0.3364, ACC0: 0.9981, Gmean: 0.5794
2025-05-08 20:58:30 - Epoch 78, val mf1: 0.7377, val ACC1: 0.3436, val ACC0: 0.9994, val Gmean: 0.5859 (best 0.8715)
2025-05-08 20:58:30 - Epoch 79 伪标签: 正样本: 355 (10.3%), 负样本: 3098 (89.7%)
2025-05-08 20:58:31 - Epoch 79, 测试集 AUC: 0.7627, PRE: 0.9565, REC: 0.3333, MF1: 0.7299, ACC1: 0.3333, ACC0: 0.9984, Gmean: 0.5769
2025-05-08 20:58:31 - Epoch 79, val mf1: 0.7305, val ACC1: 0.3313, val ACC0: 0.9994, val Gmean: 0.5754 (best 0.8715)
2025-05-08 20:58:31 - Epoch 80 伪标签: 正样本: 337 (9.8%), 负样本: 3116 (90.2%)
2025-05-08 20:58:31 - Epoch 80, 有标签损失: 0.0099, 一致性损失: 0.0037, 伪标签损失: 0.4538, LPL损失: 61.5103, 聚类损失: 1.2264, 总损失: 0.9414
2025-05-08 20:58:31 - Epoch 80, 测试集 AUC: 0.7557, PRE: 0.9640, REC: 0.3242, MF1: 0.7252, ACC1: 0.3242, ACC0: 0.9987, Gmean: 0.5691
2025-05-08 20:58:31 - Epoch 80, val mf1: 0.7269, val ACC1: 0.3252, val ACC0: 0.9994, val Gmean: 0.5700 (best 0.8715)
2025-05-08 20:58:31 - Epoch 81 伪标签: 正样本: 322 (9.3%), 负样本: 3131 (90.7%)
2025-05-08 20:58:32 - Epoch 81, 测试集 AUC: 0.7454, PRE: 0.9802, REC: 0.3000, MF1: 0.7118, ACC1: 0.3000, ACC0: 0.9994, Gmean: 0.5475
2025-05-08 20:58:32 - Epoch 81, val mf1: 0.7196, val ACC1: 0.3129, val ACC0: 0.9994, val Gmean: 0.5592 (best 0.8715)
2025-05-08 20:58:32 - Epoch 82 伪标签: 正样本: 312 (9.0%), 负样本: 3141 (91.0%)
2025-05-08 20:58:32 - Epoch 82, 测试集 AUC: 0.7353, PRE: 0.9789, REC: 0.2818, MF1: 0.7005, ACC1: 0.2818, ACC0: 0.9994, Gmean: 0.5307
2025-05-08 20:58:32 - Epoch 82, val mf1: 0.7159, val ACC1: 0.3067, val ACC0: 0.9994, val Gmean: 0.5537 (best 0.8715)
2025-05-08 20:58:32 - Epoch 83 伪标签: 正样本: 299 (8.7%), 负样本: 3154 (91.3%)
2025-05-08 20:58:33 - Epoch 83, 测试集 AUC: 0.7274, PRE: 0.9778, REC: 0.2667, MF1: 0.6908, ACC1: 0.2667, ACC0: 0.9994, Gmean: 0.5162
2025-05-08 20:58:33 - Epoch 83, val mf1: 0.7121, val ACC1: 0.3006, val ACC0: 0.9994, val Gmean: 0.5481 (best 0.8715)
2025-05-08 20:58:33 - Epoch 84 伪标签: 正样本: 301 (8.7%), 负样本: 3152 (91.3%)
2025-05-08 20:58:33 - Epoch 84, 测试集 AUC: 0.7125, PRE: 0.9773, REC: 0.2606, MF1: 0.6869, ACC1: 0.2606, ACC0: 0.9994, Gmean: 0.5103
2025-05-08 20:58:33 - Epoch 84, val mf1: 0.7083, val ACC1: 0.2945, val ACC0: 0.9994, val Gmean: 0.5425 (best 0.8715)
2025-05-08 20:58:33 - Epoch 85 伪标签: 正样本: 285 (8.3%), 负样本: 3168 (91.7%)
2025-05-08 20:58:34 - Epoch 85, 测试集 AUC: 0.7128, PRE: 0.9881, REC: 0.2515, MF1: 0.6815, ACC1: 0.2515, ACC0: 0.9997, Gmean: 0.5014
2025-05-08 20:58:34 - Epoch 85, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8715)
2025-05-08 20:58:34 - Epoch 86 伪标签: 正样本: 287 (8.3%), 负样本: 3166 (91.7%)
2025-05-08 20:58:34 - Epoch 86, 测试集 AUC: 0.7110, PRE: 0.9873, REC: 0.2364, MF1: 0.6714, ACC1: 0.2364, ACC0: 0.9997, Gmean: 0.4861
2025-05-08 20:58:34 - Epoch 86, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8715)
2025-05-08 20:58:34 - Epoch 87 伪标签: 正样本: 269 (7.8%), 负样本: 3184 (92.2%)
2025-05-08 20:58:35 - Epoch 87, 测试集 AUC: 0.7071, PRE: 0.9859, REC: 0.2121, MF1: 0.6546, ACC1: 0.2121, ACC0: 0.9997, Gmean: 0.4605
2025-05-08 20:58:35 - Epoch 87, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8715)
2025-05-08 20:58:35 - Epoch 88 伪标签: 正样本: 247 (7.2%), 负样本: 3206 (92.8%)
2025-05-08 20:58:35 - Epoch 88, 测试集 AUC: 0.6961, PRE: 0.9853, REC: 0.2030, MF1: 0.6482, ACC1: 0.2030, ACC0: 0.9997, Gmean: 0.4505
2025-05-08 20:58:35 - Epoch 88, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8715)
2025-05-08 20:58:36 - Epoch 89 伪标签: 正样本: 239 (6.9%), 负样本: 3214 (93.1%)
2025-05-08 20:58:36 - Epoch 89, 测试集 AUC: 0.6870, PRE: 0.9844, REC: 0.1909, MF1: 0.6395, ACC1: 0.1909, ACC0: 0.9997, Gmean: 0.4369
2025-05-08 20:58:36 - Epoch 89, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8715)
2025-05-08 20:58:36 - Epoch 90 伪标签: 正样本: 226 (6.5%), 负样本: 3227 (93.5%)
2025-05-08 20:58:36 - Epoch 90, 有标签损失: 0.0085, 一致性损失: 0.0030, 伪标签损失: 0.4451, LPL损失: 47.9866, 聚类损失: 0.7847, 总损失: 0.8646
2025-05-08 20:58:36 - Epoch 90, 测试集 AUC: 0.6770, PRE: 0.9839, REC: 0.1848, MF1: 0.6350, ACC1: 0.1848, ACC0: 0.9997, Gmean: 0.4299
2025-05-08 20:58:36 - Epoch 90, val mf1: 0.6515, val ACC1: 0.2086, val ACC0: 0.9994, val Gmean: 0.4566 (best 0.8715)
2025-05-08 20:58:36 - Epoch 91 伪标签: 正样本: 226 (6.5%), 负样本: 3227 (93.5%)
2025-05-08 20:58:37 - Epoch 91, 测试集 AUC: 0.6682, PRE: 0.9833, REC: 0.1788, MF1: 0.6305, ACC1: 0.1788, ACC0: 0.9997, Gmean: 0.4228
2025-05-08 20:58:37 - Epoch 91, val mf1: 0.6438, val ACC1: 0.1963, val ACC0: 1.0000, val Gmean: 0.4431 (best 0.8715)
2025-05-08 20:58:37 - Epoch 92 伪标签: 正样本: 217 (6.3%), 负样本: 3236 (93.7%)
2025-05-08 20:58:38 - Epoch 92, 测试集 AUC: 0.6645, PRE: 0.9833, REC: 0.1788, MF1: 0.6305, ACC1: 0.1788, ACC0: 0.9997, Gmean: 0.4228
2025-05-08 20:58:38 - Epoch 92, val mf1: 0.6438, val ACC1: 0.1963, val ACC0: 1.0000, val Gmean: 0.4431 (best 0.8715)
2025-05-08 20:58:38 - Epoch 93 伪标签: 正样本: 191 (5.5%), 负样本: 3262 (94.5%)
2025-05-08 20:58:38 - Epoch 93, 测试集 AUC: 0.6617, PRE: 0.9831, REC: 0.1758, MF1: 0.6283, ACC1: 0.1758, ACC0: 0.9997, Gmean: 0.4192
2025-05-08 20:58:38 - Epoch 93, val mf1: 0.6438, val ACC1: 0.1963, val ACC0: 1.0000, val Gmean: 0.4431 (best 0.8715)
2025-05-08 20:58:38 - Epoch 94 伪标签: 正样本: 186 (5.4%), 负样本: 3267 (94.6%)
2025-05-08 20:58:39 - Epoch 94, 测试集 AUC: 0.6576, PRE: 0.9831, REC: 0.1758, MF1: 0.6283, ACC1: 0.1758, ACC0: 0.9997, Gmean: 0.4192
2025-05-08 20:58:39 - Epoch 94, val mf1: 0.6482, val ACC1: 0.2025, val ACC0: 1.0000, val Gmean: 0.4499 (best 0.8715)
2025-05-08 20:58:39 - Epoch 95 伪标签: 正样本: 184 (5.3%), 负样本: 3269 (94.7%)
2025-05-08 20:58:39 - Epoch 95, 测试集 AUC: 0.6539, PRE: 0.9825, REC: 0.1697, MF1: 0.6237, ACC1: 0.1697, ACC0: 0.9997, Gmean: 0.4119
2025-05-08 20:58:39 - Epoch 95, val mf1: 0.6438, val ACC1: 0.1963, val ACC0: 1.0000, val Gmean: 0.4431 (best 0.8715)
2025-05-08 20:58:40 - Epoch 96 伪标签: 正样本: 174 (5.0%), 负样本: 3279 (95.0%)
2025-05-08 20:58:40 - Epoch 96, 测试集 AUC: 0.6466, PRE: 0.9811, REC: 0.1576, MF1: 0.6145, ACC1: 0.1576, ACC0: 0.9997, Gmean: 0.3969
2025-05-08 20:58:40 - Epoch 96, val mf1: 0.6393, val ACC1: 0.1902, val ACC0: 1.0000, val Gmean: 0.4361 (best 0.8715)
2025-05-08 20:58:40 - Epoch 97 伪标签: 正样本: 166 (4.8%), 负样本: 3287 (95.2%)
2025-05-08 20:58:41 - Epoch 97, 测试集 AUC: 0.6406, PRE: 0.9800, REC: 0.1485, MF1: 0.6075, ACC1: 0.1485, ACC0: 0.9997, Gmean: 0.3853
2025-05-08 20:58:41 - Epoch 97, val mf1: 0.6164, val ACC1: 0.1595, val ACC0: 1.0000, val Gmean: 0.3994 (best 0.8715)
2025-05-08 20:58:41 - Epoch 98 伪标签: 正样本: 150 (4.3%), 负样本: 3303 (95.7%)
2025-05-08 20:58:41 - Epoch 98, 测试集 AUC: 0.6350, PRE: 0.9783, REC: 0.1364, MF1: 0.5979, ACC1: 0.1364, ACC0: 0.9997, Gmean: 0.3692
2025-05-08 20:58:41 - Epoch 98, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8715)
2025-05-08 20:58:41 - Epoch 99 伪标签: 正样本: 149 (4.3%), 负样本: 3304 (95.7%)
2025-05-08 20:58:42 - Epoch 99, 测试集 AUC: 0.6321, PRE: 0.9767, REC: 0.1273, MF1: 0.5906, ACC1: 0.1273, ACC0: 0.9997, Gmean: 0.3567
2025-05-08 20:58:42 - Epoch 99, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8715)
2025-05-08 20:58:42 - Epoch 100 伪标签: 正样本: 156 (4.5%), 负样本: 3297 (95.5%)
2025-05-08 20:58:42 - Epoch 100, 有标签损失: 0.0066, 一致性损失: 0.0024, 伪标签损失: 0.4391, LPL损失: 33.9221, 聚类损失: 0.5260, 总损失: 0.7200
2025-05-08 20:58:42 - Epoch 100, 测试集 AUC: 0.6262, PRE: 0.9767, REC: 0.1273, MF1: 0.5906, ACC1: 0.1273, ACC0: 0.9997, Gmean: 0.3567
2025-05-08 20:58:42 - Epoch 100, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8715)
2025-05-08 20:58:42 - Epoch 101 伪标签: 正样本: 150 (4.3%), 负样本: 3303 (95.7%)
2025-05-08 20:58:43 - Epoch 101, 测试集 AUC: 0.6207, PRE: 0.9767, REC: 0.1273, MF1: 0.5906, ACC1: 0.1273, ACC0: 0.9997, Gmean: 0.3567
2025-05-08 20:58:43 - Epoch 101, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8715)
2025-05-08 20:58:43 - Epoch 102 伪标签: 正样本: 130 (3.8%), 负样本: 3323 (96.2%)
2025-05-08 20:58:44 - Epoch 102, 测试集 AUC: 0.6176, PRE: 0.9762, REC: 0.1242, MF1: 0.5882, ACC1: 0.1242, ACC0: 0.9997, Gmean: 0.3524
2025-05-08 20:58:44 - Epoch 102, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8715)
2025-05-08 20:58:44 - Epoch 103 伪标签: 正样本: 127 (3.7%), 负样本: 3326 (96.3%)
2025-05-08 20:58:44 - Epoch 103, 测试集 AUC: 0.6113, PRE: 0.9756, REC: 0.1212, MF1: 0.5857, ACC1: 0.1212, ACC0: 0.9997, Gmean: 0.3481
2025-05-08 20:58:44 - Epoch 103, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8715)
2025-05-08 20:58:44 - Epoch 104 伪标签: 正样本: 118 (3.4%), 负样本: 3335 (96.6%)
2025-05-08 20:58:45 - Epoch 104, 测试集 AUC: 0.6057, PRE: 0.9706, REC: 0.1000, MF1: 0.5680, ACC1: 0.1000, ACC0: 0.9997, Gmean: 0.3162
2025-05-08 20:58:45 - Epoch 104, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8715)
2025-05-08 20:58:45 - Epoch 105 伪标签: 正样本: 108 (3.1%), 负样本: 3345 (96.9%)
2025-05-08 20:58:45 - Epoch 105, 测试集 AUC: 0.6022, PRE: 1.0000, REC: 0.1000, MF1: 0.5684, ACC1: 0.1000, ACC0: 1.0000, Gmean: 0.3162
2025-05-08 20:58:45 - Epoch 105, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8715)
2025-05-08 20:58:46 - Epoch 106 伪标签: 正样本: 111 (3.2%), 负样本: 3342 (96.8%)
2025-05-08 20:58:46 - Epoch 106, 测试集 AUC: 0.5921, PRE: 1.0000, REC: 0.0970, MF1: 0.5658, ACC1: 0.0970, ACC0: 1.0000, Gmean: 0.3114
2025-05-08 20:58:46 - Epoch 106, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8715)
2025-05-08 20:58:46 - Epoch 107 伪标签: 正样本: 108 (3.1%), 负样本: 3345 (96.9%)
2025-05-08 20:58:46 - Epoch 107, 测试集 AUC: 0.5916, PRE: 1.0000, REC: 0.0909, MF1: 0.5606, ACC1: 0.0909, ACC0: 1.0000, Gmean: 0.3015
2025-05-08 20:58:46 - Epoch 107, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8715)
2025-05-08 20:58:47 - Epoch 108 伪标签: 正样本: 106 (3.1%), 负样本: 3347 (96.9%)
2025-05-08 20:58:47 - Epoch 108, 测试集 AUC: 0.5884, PRE: 1.0000, REC: 0.0909, MF1: 0.5606, ACC1: 0.0909, ACC0: 1.0000, Gmean: 0.3015
2025-05-08 20:58:47 - Epoch 108, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8715)
2025-05-08 20:58:47 - Epoch 109 伪标签: 正样本: 104 (3.0%), 负样本: 3349 (97.0%)
2025-05-08 20:58:47 - Epoch 109, 测试集 AUC: 0.5869, PRE: 1.0000, REC: 0.0939, MF1: 0.5632, ACC1: 0.0939, ACC0: 1.0000, Gmean: 0.3065
2025-05-08 20:58:47 - Epoch 109, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8715)
2025-05-08 20:58:48 - Epoch 110 伪标签: 正样本: 101 (2.9%), 负样本: 3352 (97.1%)
2025-05-08 20:58:48 - Epoch 110, 有标签损失: 0.0049, 一致性损失: 0.0018, 伪标签损失: 0.4322, LPL损失: 22.0005, 聚类损失: 0.3235, 总损失: 0.5498
2025-05-08 20:58:48 - Epoch 110, 测试集 AUC: 0.5879, PRE: 1.0000, REC: 0.0939, MF1: 0.5632, ACC1: 0.0939, ACC0: 1.0000, Gmean: 0.3065
2025-05-08 20:58:48 - Epoch 110, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8715)
2025-05-08 20:58:48 - Epoch 111 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:58:49 - Epoch 111, 测试集 AUC: 0.5834, PRE: 1.0000, REC: 0.0909, MF1: 0.5606, ACC1: 0.0909, ACC0: 1.0000, Gmean: 0.3015
2025-05-08 20:58:49 - Epoch 111, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8715)
2025-05-08 20:58:49 - Epoch 112 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:58:49 - Epoch 112, 测试集 AUC: 0.5804, PRE: 1.0000, REC: 0.0939, MF1: 0.5632, ACC1: 0.0939, ACC0: 1.0000, Gmean: 0.3065
2025-05-08 20:58:49 - Epoch 112, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8715)
2025-05-08 20:58:50 - Epoch 113 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 20:58:50 - Epoch 113, 测试集 AUC: 0.5781, PRE: 1.0000, REC: 0.0909, MF1: 0.5606, ACC1: 0.0909, ACC0: 1.0000, Gmean: 0.3015
2025-05-08 20:58:50 - Epoch 113, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8715)
2025-05-08 20:58:50 - Epoch 114 伪标签: 正样本: 90 (2.6%), 负样本: 3363 (97.4%)
2025-05-08 20:58:51 - Epoch 114, 测试集 AUC: 0.5764, PRE: 1.0000, REC: 0.0879, MF1: 0.5579, ACC1: 0.0879, ACC0: 1.0000, Gmean: 0.2964
2025-05-08 20:58:51 - Epoch 114, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8715)
2025-05-08 20:58:51 - Epoch 115 伪标签: 正样本: 90 (2.6%), 负样本: 3363 (97.4%)
2025-05-08 20:58:51 - Epoch 115, 测试集 AUC: 0.5745, PRE: 1.0000, REC: 0.0848, MF1: 0.5553, ACC1: 0.0848, ACC0: 1.0000, Gmean: 0.2913
2025-05-08 20:58:51 - Epoch 115, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8715)
2025-05-08 20:58:52 - Epoch 116 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 20:58:52 - Epoch 116, 测试集 AUC: 0.5725, PRE: 1.0000, REC: 0.0848, MF1: 0.5553, ACC1: 0.0848, ACC0: 1.0000, Gmean: 0.2913
2025-05-08 20:58:52 - Epoch 116, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8715)
2025-05-08 20:58:52 - Epoch 117 伪标签: 正样本: 83 (2.4%), 负样本: 3370 (97.6%)
2025-05-08 20:58:52 - Epoch 117, 测试集 AUC: 0.5691, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 20:58:52 - Epoch 117, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8715)
2025-05-08 20:58:52 - Epoch 118 伪标签: 正样本: 1581 (45.8%), 负样本: 1872 (54.2%)
2025-05-08 20:58:53 - Epoch 118, 测试集 AUC: 0.5681, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 20:58:53 - Epoch 118, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8715)
2025-05-08 20:58:53 - Epoch 119 伪标签: 正样本: 68 (2.0%), 负样本: 3385 (98.0%)
2025-05-08 20:58:53 - Epoch 119, 测试集 AUC: 0.5697, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 20:58:53 - Epoch 119, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8715)
2025-05-08 20:58:53 - Epoch 120 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:58:54 - Epoch 120, 有标签损失: 0.0045, 一致性损失: 0.0013, 伪标签损失: 0.4268, LPL损失: 15.9381, 聚类损失: 0.2066, 总损失: 0.4672
2025-05-08 20:58:54 - Epoch 120, 测试集 AUC: 0.5710, PRE: 1.0000, REC: 0.0818, MF1: 0.5526, ACC1: 0.0818, ACC0: 1.0000, Gmean: 0.2860
2025-05-08 20:58:54 - Epoch 120, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8715)
2025-05-08 20:58:54 - Epoch 121 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 20:58:54 - Epoch 121, 测试集 AUC: 0.5711, PRE: 1.0000, REC: 0.0818, MF1: 0.5526, ACC1: 0.0818, ACC0: 1.0000, Gmean: 0.2860
2025-05-08 20:58:54 - Epoch 121, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8715)
2025-05-08 20:58:55 - Epoch 122 伪标签: 正样本: 88 (2.5%), 负样本: 3365 (97.5%)
2025-05-08 20:58:55 - Epoch 122, 测试集 AUC: 0.5680, PRE: 1.0000, REC: 0.0788, MF1: 0.5500, ACC1: 0.0788, ACC0: 1.0000, Gmean: 0.2807
2025-05-08 20:58:55 - Epoch 122, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8715)
2025-05-08 20:58:55 - Epoch 123 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:58:56 - Epoch 123, 测试集 AUC: 0.5672, PRE: 1.0000, REC: 0.0727, MF1: 0.5446, ACC1: 0.0727, ACC0: 1.0000, Gmean: 0.2697
2025-05-08 20:58:56 - Epoch 123, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8715)
2025-05-08 20:58:56 - Epoch 124 伪标签: 正样本: 66 (1.9%), 负样本: 3387 (98.1%)
2025-05-08 20:58:56 - Epoch 124, 测试集 AUC: 0.5670, PRE: 1.0000, REC: 0.0697, MF1: 0.5419, ACC1: 0.0697, ACC0: 1.0000, Gmean: 0.2640
2025-05-08 20:58:56 - Epoch 124, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8715)
2025-05-08 20:58:56 - Epoch 125 伪标签: 正样本: 1502 (43.5%), 负样本: 1951 (56.5%)
2025-05-08 20:58:57 - Epoch 125, 测试集 AUC: 0.5648, PRE: 1.0000, REC: 0.0727, MF1: 0.5446, ACC1: 0.0727, ACC0: 1.0000, Gmean: 0.2697
2025-05-08 20:58:57 - Epoch 125, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8715)
2025-05-08 20:58:57 - Epoch 126 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:58:57 - Epoch 126, 测试集 AUC: 0.5652, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:58:57 - Epoch 126, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8715)
2025-05-08 20:58:57 - Epoch 127 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 20:58:58 - Epoch 127, 测试集 AUC: 0.5646, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:58:58 - Epoch 127, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8715)
2025-05-08 20:58:58 - Epoch 128 伪标签: 正样本: 1512 (43.8%), 负样本: 1941 (56.2%)
2025-05-08 20:58:59 - Epoch 128, 测试集 AUC: 0.5605, PRE: 1.0000, REC: 0.0758, MF1: 0.5473, ACC1: 0.0758, ACC0: 1.0000, Gmean: 0.2752
2025-05-08 20:58:59 - Epoch 128, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8715)
2025-05-08 20:58:59 - Epoch 129 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:58:59 - Epoch 129, 测试集 AUC: 0.5574, PRE: 1.0000, REC: 0.0697, MF1: 0.5419, ACC1: 0.0697, ACC0: 1.0000, Gmean: 0.2640
2025-05-08 20:58:59 - Epoch 129, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8715)
2025-05-08 20:58:59 - Epoch 130 伪标签: 正样本: 63 (1.8%), 负样本: 3390 (98.2%)
2025-05-08 20:59:00 - Epoch 130, 有标签损失: 0.0049, 一致性损失: 0.0009, 伪标签损失: 0.4301, LPL损失: 11.2674, 聚类损失: 0.1353, 总损失: 0.3886
2025-05-08 20:59:00 - Epoch 130, 测试集 AUC: 0.5569, PRE: 1.0000, REC: 0.0697, MF1: 0.5419, ACC1: 0.0697, ACC0: 1.0000, Gmean: 0.2640
2025-05-08 20:59:00 - Epoch 130, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8715)
2025-05-08 20:59:00 - Epoch 131 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 20:59:01 - Epoch 131, 测试集 AUC: 0.5594, PRE: 1.0000, REC: 0.0697, MF1: 0.5419, ACC1: 0.0697, ACC0: 1.0000, Gmean: 0.2640
2025-05-08 20:59:01 - Epoch 131, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8715)
2025-05-08 20:59:01 - Epoch 132 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 20:59:01 - Epoch 132, 测试集 AUC: 0.5611, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:59:01 - Epoch 132, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8715)
2025-05-08 20:59:01 - Epoch 133 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:59:02 - Epoch 133, 测试集 AUC: 0.5570, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:59:02 - Epoch 133, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:02 - Epoch 134 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:59:02 - Epoch 134, 测试集 AUC: 0.5509, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:59:02 - Epoch 134, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:03 - Epoch 135 伪标签: 正样本: 1564 (45.3%), 负样本: 1889 (54.7%)
2025-05-08 20:59:03 - Epoch 135, 测试集 AUC: 0.5460, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:59:03 - Epoch 135, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8715)
2025-05-08 20:59:03 - Epoch 136 伪标签: 正样本: 1600 (46.3%), 负样本: 1853 (53.7%)
2025-05-08 20:59:04 - Epoch 136, 测试集 AUC: 0.5464, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:59:04 - Epoch 136, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:04 - Epoch 137 伪标签: 正样本: 1523 (44.1%), 负样本: 1930 (55.9%)
2025-05-08 20:59:04 - Epoch 137, 测试集 AUC: 0.5492, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:59:04 - Epoch 137, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:04 - Epoch 138 伪标签: 正样本: 1600 (46.3%), 负样本: 1853 (53.7%)
2025-05-08 20:59:05 - Epoch 138, 测试集 AUC: 0.5526, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:59:05 - Epoch 138, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:05 - Epoch 139 伪标签: 正样本: 54 (1.6%), 负样本: 3399 (98.4%)
2025-05-08 20:59:05 - Epoch 139, 测试集 AUC: 0.5523, PRE: 1.0000, REC: 0.0636, MF1: 0.5364, ACC1: 0.0636, ACC0: 1.0000, Gmean: 0.2523
2025-05-08 20:59:05 - Epoch 139, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:05 - Epoch 140 伪标签: 正样本: 58 (1.7%), 负样本: 3395 (98.3%)
2025-05-08 20:59:06 - Epoch 140, 有标签损失: 0.0021, 一致性损失: 0.0009, 伪标签损失: 0.4201, LPL损失: 7.3627, 聚类损失: 0.1288, 总损失: 0.2992
2025-05-08 20:59:06 - Epoch 140, 测试集 AUC: 0.5510, PRE: 1.0000, REC: 0.0636, MF1: 0.5364, ACC1: 0.0636, ACC0: 1.0000, Gmean: 0.2523
2025-05-08 20:59:06 - Epoch 140, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:06 - Epoch 141 伪标签: 正样本: 58 (1.7%), 负样本: 3395 (98.3%)
2025-05-08 20:59:06 - Epoch 141, 测试集 AUC: 0.5460, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:59:06 - Epoch 141, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8715)
2025-05-08 20:59:07 - Epoch 142 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:59:07 - Epoch 142, 测试集 AUC: 0.5422, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:59:07 - Epoch 142, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8715)
2025-05-08 20:59:07 - Epoch 143 伪标签: 正样本: 1556 (45.1%), 负样本: 1897 (54.9%)
2025-05-08 20:59:08 - Epoch 143, 测试集 AUC: 0.5424, PRE: 1.0000, REC: 0.0545, MF1: 0.5281, ACC1: 0.0545, ACC0: 1.0000, Gmean: 0.2335
2025-05-08 20:59:08 - Epoch 143, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8715)
2025-05-08 20:59:08 - Epoch 144 伪标签: 正样本: 1549 (44.9%), 负样本: 1904 (55.1%)
2025-05-08 20:59:08 - Epoch 144, 测试集 AUC: 0.5430, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:59:08 - Epoch 144, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8715)
2025-05-08 20:59:08 - Epoch 145 伪标签: 正样本: 1609 (46.6%), 负样本: 1844 (53.4%)
2025-05-08 20:59:09 - Epoch 145, 测试集 AUC: 0.5444, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:59:09 - Epoch 145, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8715)
2025-05-08 20:59:09 - Epoch 146 伪标签: 正样本: 298 (8.6%), 负样本: 3155 (91.4%)
2025-05-08 20:59:09 - Epoch 146, 测试集 AUC: 0.5444, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:59:09 - Epoch 146, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8715)
2025-05-08 20:59:09 - Epoch 147 伪标签: 正样本: 1579 (45.7%), 负样本: 1874 (54.3%)
2025-05-08 20:59:10 - Epoch 147, 测试集 AUC: 0.5426, PRE: 1.0000, REC: 0.0606, MF1: 0.5337, ACC1: 0.0606, ACC0: 1.0000, Gmean: 0.2462
2025-05-08 20:59:10 - Epoch 147, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8715)
2025-05-08 20:59:10 - Epoch 148 伪标签: 正样本: 1562 (45.2%), 负样本: 1891 (54.8%)
2025-05-08 20:59:11 - Epoch 148, 测试集 AUC: 0.5399, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:59:11 - Epoch 148, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8715)
2025-05-08 20:59:11 - Epoch 149 伪标签: 正样本: 1619 (46.9%), 负样本: 1834 (53.1%)
2025-05-08 20:59:11 - Epoch 149, 测试集 AUC: 0.5392, PRE: 1.0000, REC: 0.0576, MF1: 0.5309, ACC1: 0.0576, ACC0: 1.0000, Gmean: 0.2399
2025-05-08 20:59:11 - Epoch 149, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8715)
2025-05-08 20:59:11 - time cost: 82.61 s
2025-05-08 20:59:11 - 基于验证集最佳模型的测试结果: REC 66.67 PRE 92.44 MF1 87.73 AUC 88.24 ACC1 66.67 ACC0 99.43 Gmean 81.42
2025-05-08 20:59:11 - 测试集上观察到的最佳结果 (Epoch 52): AUC 89.00 PRE 76.43 REC 68.79 MF1 84.84 ACC1 68.79 ACC0 97.77 Gmean 82.01
