2025-05-08 20:45:53 - 运行开始时间: 20250508_204553
2025-05-08 20:45:53 - 日志文件: logs/train_log_amazon_seed64_20250508_204553.txt
2025-05-08 20:45:53 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:45:53 - 无标签数据数量: 3453
2025-05-08 20:45:53 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:45:53 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:45:53 - 伪标签策略：
2025-05-08 20:45:53 -   使用模型输出和聚类结果的融合
2025-05-08 20:45:54 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:45:54 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 380.0822, 聚类损失: 101.1132, 总损失: 8.8890
2025-05-08 20:45:54 - Epoch 0, 测试集 AUC: 0.7838, PRE: 0.2802, REC: 0.5545, MF1: 0.6344, ACC1: 0.5545, ACC0: 0.8505, Gmean: 0.6868
2025-05-08 20:45:54 - 更新最佳测试结果 (Epoch 0): AUC 0.7838, PRE 0.2802, REC 0.5545, MF1 0.6344, ACC1 0.5545, ACC0 0.8505, Gmean 0.6868
2025-05-08 20:45:54 - Epoch 0, val mf1: 0.6099, val ACC1: 0.5399, val ACC0: 0.8261, val Gmean: 0.6678 (best 0.6099)
2025-05-08 20:45:55 - Epoch 1 伪标签: 正样本: 481 (13.9%), 负样本: 2972 (86.1%)
2025-05-08 20:45:55 - Epoch 1, 测试集 AUC: 0.8195, PRE: 0.3636, REC: 0.4606, MF1: 0.6674, ACC1: 0.4606, ACC0: 0.9154, Gmean: 0.6493
2025-05-08 20:45:55 - 更新最佳测试结果 (Epoch 1): AUC 0.8195, PRE 0.3636, REC 0.4606, MF1 0.6674, ACC1 0.4606, ACC0 0.9154, Gmean 0.6493
2025-05-08 20:45:55 - Epoch 1, val mf1: 0.6411, val ACC1: 0.4356, val ACC0: 0.8992, val Gmean: 0.6258 (best 0.6411)
2025-05-08 20:45:55 - Epoch 2 伪标签: 正样本: 145 (4.2%), 负样本: 3308 (95.8%)
2025-05-08 20:45:56 - Epoch 2, 测试集 AUC: 0.8210, PRE: 0.3680, REC: 0.2788, MF1: 0.6275, ACC1: 0.2788, ACC0: 0.9497, Gmean: 0.5146
2025-05-08 20:45:56 - 更新最佳测试结果 (Epoch 2): AUC 0.8210, PRE 0.3680, REC 0.2788, MF1 0.6275, ACC1 0.2788, ACC0 0.9497, Gmean 0.5146
2025-05-08 20:45:56 - Epoch 2, val mf1: 0.6434, val ACC1: 0.3190, val ACC0: 0.9463, val Gmean: 0.5495 (best 0.6434)
2025-05-08 20:45:56 - Epoch 3 伪标签: 正样本: 95 (2.8%), 负样本: 3358 (97.2%)
2025-05-08 20:45:56 - Epoch 3, 测试集 AUC: 0.8215, PRE: 0.3682, REC: 0.2242, MF1: 0.6095, ACC1: 0.2242, ACC0: 0.9596, Gmean: 0.4639
2025-05-08 20:45:56 - 更新最佳测试结果 (Epoch 3): AUC 0.8215, PRE 0.3682, REC 0.2242, MF1 0.6095, ACC1 0.2242, ACC0 0.9596, Gmean 0.4639
2025-05-08 20:45:56 - Epoch 3, val mf1: 0.6268, val ACC1: 0.2577, val ACC0: 0.9586, val Gmean: 0.4970 (best 0.6434)
2025-05-08 20:45:56 - Epoch 4 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:45:56 - Epoch 4, 测试集 AUC: 0.8175, PRE: 0.3507, REC: 0.2242, MF1: 0.6061, ACC1: 0.2242, ACC0: 0.9564, Gmean: 0.4631
2025-05-08 20:45:56 - Epoch 4, val mf1: 0.6170, val ACC1: 0.2515, val ACC0: 0.9528, val Gmean: 0.4896 (best 0.6434)
2025-05-08 20:45:57 - Epoch 5 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:45:57 - Epoch 5, 测试集 AUC: 0.8130, PRE: 0.3043, REC: 0.2333, MF1: 0.5984, ACC1: 0.2333, ACC0: 0.9440, Gmean: 0.4693
2025-05-08 20:45:57 - Epoch 5, val mf1: 0.6046, val ACC1: 0.2638, val ACC0: 0.9347, val Gmean: 0.4966 (best 0.6434)
2025-05-08 20:45:57 - Epoch 6 伪标签: 正样本: 125 (3.6%), 负样本: 3328 (96.4%)
2025-05-08 20:45:57 - Epoch 6, 测试集 AUC: 0.8109, PRE: 0.2896, REC: 0.2606, MF1: 0.6012, ACC1: 0.2606, ACC0: 0.9329, Gmean: 0.4931
2025-05-08 20:45:57 - Epoch 6, val mf1: 0.6109, val ACC1: 0.3006, val ACC0: 0.9237, val Gmean: 0.5270 (best 0.6434)
2025-05-08 20:45:57 - Epoch 7 伪标签: 正样本: 152 (4.4%), 负样本: 3301 (95.6%)
2025-05-08 20:45:58 - Epoch 7, 测试集 AUC: 0.8140, PRE: 0.3106, REC: 0.3030, MF1: 0.6175, ACC1: 0.3030, ACC0: 0.9294, Gmean: 0.5307
2025-05-08 20:45:58 - Epoch 7, val mf1: 0.6199, val ACC1: 0.3313, val ACC0: 0.9192, val Gmean: 0.5518 (best 0.6434)
2025-05-08 20:45:58 - Epoch 8 伪标签: 正样本: 186 (5.4%), 负样本: 3267 (94.6%)
2025-05-08 20:45:58 - Epoch 8, 测试集 AUC: 0.8167, PRE: 0.3193, REC: 0.3455, MF1: 0.6293, ACC1: 0.3455, ACC0: 0.9227, Gmean: 0.5646
2025-05-08 20:45:58 - Epoch 8, val mf1: 0.6443, val ACC1: 0.3988, val ACC0: 0.9160, val Gmean: 0.6044 (best 0.6443)
2025-05-08 20:45:59 - Epoch 9 伪标签: 正样本: 215 (6.2%), 负样本: 3238 (93.8%)
2025-05-08 20:45:59 - Epoch 9, 测试集 AUC: 0.8206, PRE: 0.3416, REC: 0.4152, MF1: 0.6507, ACC1: 0.4152, ACC0: 0.9160, Gmean: 0.6167
2025-05-08 20:45:59 - Epoch 9, val mf1: 0.6527, val ACC1: 0.4417, val ACC0: 0.9082, val Gmean: 0.6334 (best 0.6527)
2025-05-08 20:45:59 - Epoch 10 伪标签: 正样本: 259 (7.5%), 负样本: 3194 (92.5%)
2025-05-08 20:45:59 - Epoch 10, 有标签损失: 0.3026, 一致性损失: 0.4006, 伪标签损失: 0.8224, LPL损失: 292.2385, 聚类损失: 61.3867, 总损失: 4.6770
2025-05-08 20:45:59 - Epoch 10, 测试集 AUC: 0.8240, PRE: 0.3703, REC: 0.5061, MF1: 0.6776, ACC1: 0.5061, ACC0: 0.9097, Gmean: 0.6785
2025-05-08 20:45:59 - 更新最佳测试结果 (Epoch 10): AUC 0.8240, PRE 0.3703, REC 0.5061, MF1 0.6776, ACC1 0.5061, ACC0 0.9097, Gmean 0.6785
2025-05-08 20:45:59 - Epoch 10, val mf1: 0.6654, val ACC1: 0.5215, val ACC0: 0.8933, val Gmean: 0.6825 (best 0.6654)
2025-05-08 20:46:00 - Epoch 11 伪标签: 正样本: 270 (7.8%), 负样本: 3183 (92.2%)
2025-05-08 20:46:00 - Epoch 11, 测试集 AUC: 0.8256, PRE: 0.3622, REC: 0.4818, MF1: 0.6703, ACC1: 0.4818, ACC0: 0.9109, Gmean: 0.6625
2025-05-08 20:46:00 - 更新最佳测试结果 (Epoch 11): AUC 0.8256, PRE 0.3622, REC 0.4818, MF1 0.6703, ACC1 0.4818, ACC0 0.9109, Gmean 0.6625
2025-05-08 20:46:00 - Epoch 11, val mf1: 0.6709, val ACC1: 0.5092, val ACC0: 0.9024, val Gmean: 0.6779 (best 0.6709)
2025-05-08 20:46:00 - Epoch 12 伪标签: 正样本: 328 (9.5%), 负样本: 3125 (90.5%)
2025-05-08 20:46:01 - Epoch 12, 测试集 AUC: 0.8258, PRE: 0.3646, REC: 0.5061, MF1: 0.6751, ACC1: 0.5061, ACC0: 0.9074, Gmean: 0.6777
2025-05-08 20:46:01 - 更新最佳测试结果 (Epoch 12): AUC 0.8258, PRE 0.3646, REC 0.5061, MF1 0.6751, ACC1 0.5061, ACC0 0.9074, Gmean 0.6777
2025-05-08 20:46:01 - Epoch 12, val mf1: 0.6688, val ACC1: 0.5215, val ACC0: 0.8966, val Gmean: 0.6838 (best 0.6709)
2025-05-08 20:46:01 - Epoch 13 伪标签: 正样本: 369 (10.7%), 负样本: 3084 (89.3%)
2025-05-08 20:46:01 - Epoch 13, 测试集 AUC: 0.8263, PRE: 0.3669, REC: 0.5515, MF1: 0.6826, ACC1: 0.5515, ACC0: 0.9001, Gmean: 0.7046
2025-05-08 20:46:01 - 更新最佳测试结果 (Epoch 13): AUC 0.8263, PRE 0.3669, REC 0.5515, MF1 0.6826, ACC1 0.5515, ACC0 0.9001, Gmean 0.7046
2025-05-08 20:46:01 - Epoch 13, val mf1: 0.6823, val ACC1: 0.5767, val ACC0: 0.8920, val Gmean: 0.7172 (best 0.6823)
2025-05-08 20:46:01 - Epoch 14 伪标签: 正样本: 438 (12.7%), 负样本: 3015 (87.3%)
2025-05-08 20:46:02 - Epoch 14, 测试集 AUC: 0.8245, PRE: 0.3445, REC: 0.5000, MF1: 0.6649, ACC1: 0.5000, ACC0: 0.9001, Gmean: 0.6709
2025-05-08 20:46:02 - Epoch 14, val mf1: 0.6764, val ACC1: 0.5521, val ACC0: 0.8940, val Gmean: 0.7026 (best 0.6823)
2025-05-08 20:46:02 - Epoch 15 伪标签: 正样本: 528 (15.3%), 负样本: 2925 (84.7%)
2025-05-08 20:46:02 - Epoch 15, 测试集 AUC: 0.8196, PRE: 0.3113, REC: 0.4576, MF1: 0.6435, ACC1: 0.4576, ACC0: 0.8938, Gmean: 0.6395
2025-05-08 20:46:02 - Epoch 15, val mf1: 0.6737, val ACC1: 0.5337, val ACC0: 0.8972, val Gmean: 0.6920 (best 0.6823)
2025-05-08 20:46:02 - Epoch 16 伪标签: 正样本: 601 (17.4%), 负样本: 2852 (82.6%)
2025-05-08 20:46:03 - Epoch 16, 测试集 AUC: 0.8156, PRE: 0.3042, REC: 0.4636, MF1: 0.6406, ACC1: 0.4636, ACC0: 0.8887, Gmean: 0.6419
2025-05-08 20:46:03 - Epoch 16, val mf1: 0.6682, val ACC1: 0.5337, val ACC0: 0.8920, val Gmean: 0.6900 (best 0.6823)
2025-05-08 20:46:03 - Epoch 17 伪标签: 正样本: 710 (20.6%), 负样本: 2743 (79.4%)
2025-05-08 20:46:03 - Epoch 17, 测试集 AUC: 0.8113, PRE: 0.3046, REC: 0.4606, MF1: 0.6405, ACC1: 0.4606, ACC0: 0.8896, Gmean: 0.6401
2025-05-08 20:46:03 - Epoch 17, val mf1: 0.6655, val ACC1: 0.5337, val ACC0: 0.8895, val Gmean: 0.6890 (best 0.6823)
2025-05-08 20:46:03 - Epoch 18 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:46:03 - Epoch 18, 测试集 AUC: 0.8023, PRE: 0.3060, REC: 0.6333, MF1: 0.6562, ACC1: 0.6333, ACC0: 0.8492, Gmean: 0.7334
2025-05-08 20:46:03 - Epoch 18, val mf1: 0.6497, val ACC1: 0.6319, val ACC0: 0.8423, val Gmean: 0.7295 (best 0.6823)
2025-05-08 20:46:03 - Epoch 19 伪标签: 正样本: 992 (28.7%), 负样本: 2461 (71.3%)
2025-05-08 20:46:04 - Epoch 19, 测试集 AUC: 0.7911, PRE: 0.2779, REC: 0.4909, MF1: 0.6286, ACC1: 0.4909, ACC0: 0.8661, Gmean: 0.6521
2025-05-08 20:46:04 - Epoch 19, val mf1: 0.6398, val ACC1: 0.5399, val ACC0: 0.8610, val Gmean: 0.6818 (best 0.6823)
2025-05-08 20:46:04 - Epoch 20 伪标签: 正样本: 1122 (32.5%), 负样本: 2331 (67.5%)
2025-05-08 20:46:04 - Epoch 20, 有标签损失: 0.0515, 一致性损失: 0.1539, 伪标签损失: 0.7399, LPL损失: 1376.2783, 聚类损失: 24.1567, 总损失: 21.0121
2025-05-08 20:46:04 - Epoch 20, 测试集 AUC: 0.7825, PRE: 0.2511, REC: 0.5394, MF1: 0.6135, ACC1: 0.5394, ACC0: 0.8311, Gmean: 0.6695
2025-05-08 20:46:04 - Epoch 20, val mf1: 0.6269, val ACC1: 0.5828, val ACC0: 0.8319, val Gmean: 0.6963 (best 0.6823)
2025-05-08 20:46:05 - Epoch 21 伪标签: 正样本: 1263 (36.6%), 负样本: 2190 (63.4%)
2025-05-08 20:46:05 - Epoch 21, 测试集 AUC: 0.7860, PRE: 0.2571, REC: 0.5758, MF1: 0.6191, ACC1: 0.5758, ACC0: 0.8254, Gmean: 0.6894
2025-05-08 20:46:05 - Epoch 21, val mf1: 0.6316, val ACC1: 0.6135, val ACC0: 0.8274, val Gmean: 0.7125 (best 0.6823)
2025-05-08 20:46:05 - Epoch 22 伪标签: 正样本: 1339 (38.8%), 负样本: 2114 (61.2%)
2025-05-08 20:46:05 - Epoch 22, 测试集 AUC: 0.7998, PRE: 0.2963, REC: 0.6061, MF1: 0.6481, ACC1: 0.6061, ACC0: 0.8489, Gmean: 0.7173
2025-05-08 20:46:05 - Epoch 22, val mf1: 0.6492, val ACC1: 0.6196, val ACC0: 0.8455, val Gmean: 0.7238 (best 0.6823)
2025-05-08 20:46:06 - Epoch 23 伪标签: 正样本: 1349 (39.1%), 负样本: 2104 (60.9%)
2025-05-08 20:46:06 - Epoch 23, 测试集 AUC: 0.8173, PRE: 0.3328, REC: 0.6091, MF1: 0.6710, ACC1: 0.6091, ACC0: 0.8718, Gmean: 0.7287
2025-05-08 20:46:06 - Epoch 23, val mf1: 0.6697, val ACC1: 0.6074, val ACC0: 0.8707, val Gmean: 0.7272 (best 0.6823)
2025-05-08 20:46:06 - Epoch 24 伪标签: 正样本: 1318 (38.2%), 负样本: 2135 (61.8%)
2025-05-08 20:46:06 - Epoch 24, 测试集 AUC: 0.8312, PRE: 0.3538, REC: 0.5758, MF1: 0.6791, ACC1: 0.5758, ACC0: 0.8896, Gmean: 0.7157
2025-05-08 20:46:06 - 更新最佳测试结果 (Epoch 24): AUC 0.8312, PRE 0.3538, REC 0.5758, MF1 0.6791, ACC1 0.5758, ACC0 0.8896, Gmean 0.7157
2025-05-08 20:46:06 - Epoch 24, val mf1: 0.6918, val ACC1: 0.5951, val ACC0: 0.8953, val Gmean: 0.7299 (best 0.6918)
2025-05-08 20:46:06 - Epoch 25 伪标签: 正样本: 1229 (35.6%), 负样本: 2224 (64.4%)
2025-05-08 20:46:07 - Epoch 25, 测试集 AUC: 0.8409, PRE: 0.3840, REC: 0.7121, MF1: 0.7102, ACC1: 0.7121, ACC0: 0.8801, Gmean: 0.7917
2025-05-08 20:46:07 - 更新最佳测试结果 (Epoch 25): AUC 0.8409, PRE 0.3840, REC 0.7121, MF1 0.7102, ACC1 0.7121, ACC0 0.8801, Gmean 0.7917
2025-05-08 20:46:07 - Epoch 25, val mf1: 0.7086, val ACC1: 0.6871, val ACC0: 0.8849, val Gmean: 0.7798 (best 0.7086)
2025-05-08 20:46:07 - Epoch 26 伪标签: 正样本: 1199 (34.7%), 负样本: 2254 (65.3%)
2025-05-08 20:46:07 - Epoch 26, 测试集 AUC: 0.8505, PRE: 0.4238, REC: 0.6909, MF1: 0.7288, ACC1: 0.6909, ACC0: 0.9014, Gmean: 0.7892
2025-05-08 20:46:07 - 更新最佳测试结果 (Epoch 26): AUC 0.8505, PRE 0.4238, REC 0.6909, MF1 0.7288, ACC1 0.6909, ACC0 0.9014, Gmean 0.7892
2025-05-08 20:46:07 - Epoch 26, val mf1: 0.7197, val ACC1: 0.6442, val ACC0: 0.9056, val Gmean: 0.7638 (best 0.7197)
2025-05-08 20:46:07 - Epoch 27 伪标签: 正样本: 1185 (34.3%), 负样本: 2268 (65.7%)
2025-05-08 20:46:08 - Epoch 27, 测试集 AUC: 0.8547, PRE: 0.4301, REC: 0.7182, MF1: 0.7355, ACC1: 0.7182, ACC0: 0.9001, Gmean: 0.8040
2025-05-08 20:46:08 - 更新最佳测试结果 (Epoch 27): AUC 0.8547, PRE 0.4301, REC 0.7182, MF1 0.7355, ACC1 0.7182, ACC0 0.9001, Gmean 0.8040
2025-05-08 20:46:08 - Epoch 27, val mf1: 0.7267, val ACC1: 0.6687, val ACC0: 0.9050, val Gmean: 0.7779 (best 0.7267)
2025-05-08 20:46:08 - Epoch 28 伪标签: 正样本: 1180 (34.2%), 负样本: 2273 (65.8%)
2025-05-08 20:46:08 - Epoch 28, 测试集 AUC: 0.8560, PRE: 0.4355, REC: 0.7364, MF1: 0.7405, ACC1: 0.7364, ACC0: 0.8998, Gmean: 0.8140
2025-05-08 20:46:08 - 更新最佳测试结果 (Epoch 28): AUC 0.8560, PRE 0.4355, REC 0.7364, MF1 0.7405, ACC1 0.7364, ACC0 0.8998, Gmean 0.8140
2025-05-08 20:46:08 - Epoch 28, val mf1: 0.7262, val ACC1: 0.6748, val ACC0: 0.9030, val Gmean: 0.7806 (best 0.7267)
2025-05-08 20:46:08 - Epoch 29 伪标签: 正样本: 1218 (35.3%), 负样本: 2235 (64.7%)
2025-05-08 20:46:09 - Epoch 29, 测试集 AUC: 0.8568, PRE: 0.4691, REC: 0.7121, MF1: 0.7533, ACC1: 0.7121, ACC0: 0.9154, Gmean: 0.8074
2025-05-08 20:46:09 - 更新最佳测试结果 (Epoch 29): AUC 0.8568, PRE 0.4691, REC 0.7121, MF1 0.7533, ACC1 0.7121, ACC0 0.9154, Gmean 0.8074
2025-05-08 20:46:09 - Epoch 29, val mf1: 0.7304, val ACC1: 0.6626, val ACC0: 0.9095, val Gmean: 0.7763 (best 0.7304)
2025-05-08 20:46:09 - Epoch 30 伪标签: 正样本: 1281 (37.1%), 负样本: 2172 (62.9%)
2025-05-08 20:46:09 - Epoch 30, 有标签损失: 0.0488, 一致性损失: 0.0377, 伪标签损失: 0.5310, LPL损失: 1828.0067, 聚类损失: 5.5228, 总损失: 33.2230
2025-05-08 20:46:09 - Epoch 30, 测试集 AUC: 0.8587, PRE: 0.4871, REC: 0.6848, MF1: 0.7568, ACC1: 0.6848, ACC0: 0.9243, Gmean: 0.7956
2025-05-08 20:46:09 - 更新最佳测试结果 (Epoch 30): AUC 0.8587, PRE 0.4871, REC 0.6848, MF1 0.7568, ACC1 0.6848, ACC0 0.9243, Gmean 0.7956
2025-05-08 20:46:09 - Epoch 30, val mf1: 0.7339, val ACC1: 0.6196, val ACC0: 0.9231, val Gmean: 0.7563 (best 0.7339)
2025-05-08 20:46:09 - Epoch 31 伪标签: 正样本: 1286 (37.2%), 负样本: 2167 (62.8%)
2025-05-08 20:46:10 - Epoch 31, 测试集 AUC: 0.8631, PRE: 0.4979, REC: 0.7030, MF1: 0.7645, ACC1: 0.7030, ACC0: 0.9256, Gmean: 0.8067
2025-05-08 20:46:10 - 更新最佳测试结果 (Epoch 31): AUC 0.8631, PRE 0.4979, REC 0.7030, MF1 0.7645, ACC1 0.7030, ACC0 0.9256, Gmean 0.8067
2025-05-08 20:46:10 - Epoch 31, val mf1: 0.7433, val ACC1: 0.6503, val ACC0: 0.9224, val Gmean: 0.7745 (best 0.7433)
2025-05-08 20:46:10 - Epoch 32 伪标签: 正样本: 1279 (37.0%), 负样本: 2174 (63.0%)
2025-05-08 20:46:10 - Epoch 32, 测试集 AUC: 0.8683, PRE: 0.5397, REC: 0.5152, MF1: 0.7394, ACC1: 0.5152, ACC0: 0.9539, Gmean: 0.7010
2025-05-08 20:46:10 - 更新最佳测试结果 (Epoch 32): AUC 0.8683, PRE 0.5397, REC 0.5152, MF1 0.7394, ACC1 0.5152, ACC0 0.9539, Gmean 0.7010
2025-05-08 20:46:10 - Epoch 32, val mf1: 0.7518, val ACC1: 0.5399, val ACC0: 0.9554, val Gmean: 0.7182 (best 0.7518)
2025-05-08 20:46:10 - Epoch 33 伪标签: 正样本: 1232 (35.7%), 负样本: 2221 (64.3%)
2025-05-08 20:46:11 - Epoch 33, 测试集 AUC: 0.8764, PRE: 0.5653, REC: 0.6818, MF1: 0.7867, ACC1: 0.6818, ACC0: 0.9450, Gmean: 0.8027
2025-05-08 20:46:11 - 更新最佳测试结果 (Epoch 33): AUC 0.8764, PRE 0.5653, REC 0.6818, MF1 0.7867, ACC1 0.6818, ACC0 0.9450, Gmean 0.8027
2025-05-08 20:46:11 - Epoch 33, val mf1: 0.7625, val ACC1: 0.6196, val ACC0: 0.9431, val Gmean: 0.7645 (best 0.7625)
2025-05-08 20:46:11 - Epoch 34 伪标签: 正样本: 1199 (34.7%), 负样本: 2254 (65.3%)
2025-05-08 20:46:11 - Epoch 34, 测试集 AUC: 0.8813, PRE: 0.5847, REC: 0.6697, MF1: 0.7908, ACC1: 0.6697, ACC0: 0.9501, Gmean: 0.7977
2025-05-08 20:46:11 - 更新最佳测试结果 (Epoch 34): AUC 0.8813, PRE 0.5847, REC 0.6697, MF1 0.7908, ACC1 0.6697, ACC0 0.9501, Gmean 0.7977
2025-05-08 20:46:11 - Epoch 34, val mf1: 0.7704, val ACC1: 0.6135, val ACC0: 0.9496, val Gmean: 0.7633 (best 0.7704)
2025-05-08 20:46:11 - Epoch 35 伪标签: 正样本: 1078 (31.2%), 负样本: 2375 (68.8%)
2025-05-08 20:46:12 - Epoch 35, 测试集 AUC: 0.8808, PRE: 0.6258, REC: 0.5879, MF1: 0.7832, ACC1: 0.5879, ACC0: 0.9631, Gmean: 0.7525
2025-05-08 20:46:12 - Epoch 35, val mf1: 0.7757, val ACC1: 0.5767, val ACC0: 0.9612, val Gmean: 0.7445 (best 0.7757)
2025-05-08 20:46:12 - Epoch 36 伪标签: 正样本: 1031 (29.9%), 负样本: 2422 (70.1%)
2025-05-08 20:46:12 - Epoch 36, 测试集 AUC: 0.8786, PRE: 0.6460, REC: 0.6303, MF1: 0.8003, ACC1: 0.6303, ACC0: 0.9637, Gmean: 0.7794
2025-05-08 20:46:12 - Epoch 36, val mf1: 0.7851, val ACC1: 0.6012, val ACC0: 0.9612, val Gmean: 0.7602 (best 0.7851)
2025-05-08 20:46:13 - Epoch 37 伪标签: 正样本: 966 (28.0%), 负样本: 2487 (72.0%)
2025-05-08 20:46:13 - Epoch 37, 测试集 AUC: 0.8758, PRE: 0.6462, REC: 0.6697, MF1: 0.8105, ACC1: 0.6697, ACC0: 0.9615, Gmean: 0.8024
2025-05-08 20:46:13 - Epoch 37, val mf1: 0.7853, val ACC1: 0.6135, val ACC0: 0.9586, val Gmean: 0.7669 (best 0.7853)
2025-05-08 20:46:13 - Epoch 38 伪标签: 正样本: 979 (28.4%), 负样本: 2474 (71.6%)
2025-05-08 20:46:14 - Epoch 38, 测试集 AUC: 0.8730, PRE: 0.6615, REC: 0.6515, MF1: 0.8104, ACC1: 0.6515, ACC0: 0.9650, Gmean: 0.7929
2025-05-08 20:46:14 - Epoch 38, val mf1: 0.7862, val ACC1: 0.5951, val ACC0: 0.9632, val Gmean: 0.7571 (best 0.7862)
2025-05-08 20:46:14 - Epoch 39 伪标签: 正样本: 989 (28.6%), 负样本: 2464 (71.4%)
2025-05-08 20:46:14 - Epoch 39, 测试集 AUC: 0.8705, PRE: 0.7174, REC: 0.6000, MF1: 0.8102, ACC1: 0.6000, ACC0: 0.9752, Gmean: 0.7649
2025-05-08 20:46:14 - Epoch 39, val mf1: 0.7891, val ACC1: 0.5521, val ACC0: 0.9741, val Gmean: 0.7334 (best 0.7891)
2025-05-08 20:46:14 - Epoch 40 伪标签: 正样本: 980 (28.4%), 负样本: 2473 (71.6%)
2025-05-08 20:46:15 - Epoch 40, 有标签损失: 0.0124, 一致性损失: 0.0317, 伪标签损失: 0.5015, LPL损失: 1407.9636, 聚类损失: 3.9244, 总损失: 30.7819
2025-05-08 20:46:15 - Epoch 40, 测试集 AUC: 0.8662, PRE: 0.7133, REC: 0.6333, MF1: 0.8193, ACC1: 0.6333, ACC0: 0.9733, Gmean: 0.7851
2025-05-08 20:46:15 - Epoch 40, val mf1: 0.7942, val ACC1: 0.5767, val ACC0: 0.9716, val Gmean: 0.7485 (best 0.7942)
2025-05-08 20:46:15 - Epoch 41 伪标签: 正样本: 1039 (30.1%), 负样本: 2414 (69.9%)
2025-05-08 20:46:16 - Epoch 41, 测试集 AUC: 0.8617, PRE: 0.7443, REC: 0.5909, MF1: 0.8135, ACC1: 0.5909, ACC0: 0.9787, Gmean: 0.7605
2025-05-08 20:46:16 - Epoch 41, val mf1: 0.7977, val ACC1: 0.5399, val ACC0: 0.9813, val Gmean: 0.7278 (best 0.7977)
2025-05-08 20:46:16 - Epoch 42 伪标签: 正样本: 1102 (31.9%), 负样本: 2351 (68.1%)
2025-05-08 20:46:16 - Epoch 42, 测试集 AUC: 0.8572, PRE: 0.7680, REC: 0.5818, MF1: 0.8156, ACC1: 0.5818, ACC0: 0.9816, Gmean: 0.7557
2025-05-08 20:46:16 - Epoch 42, val mf1: 0.8043, val ACC1: 0.5399, val ACC0: 0.9845, val Gmean: 0.7290 (best 0.8043)
2025-05-08 20:46:16 - Epoch 43 伪标签: 正样本: 1112 (32.2%), 负样本: 2341 (67.8%)
2025-05-08 20:46:17 - Epoch 43, 测试集 AUC: 0.8540, PRE: 0.7819, REC: 0.5758, MF1: 0.8165, ACC1: 0.5758, ACC0: 0.9831, Gmean: 0.7524
2025-05-08 20:46:17 - Epoch 43, val mf1: 0.8056, val ACC1: 0.5337, val ACC0: 0.9864, val Gmean: 0.7256 (best 0.8056)
2025-05-08 20:46:17 - Epoch 44 伪标签: 正样本: 1141 (33.0%), 负样本: 2312 (67.0%)
2025-05-08 20:46:17 - Epoch 44, 测试集 AUC: 0.8529, PRE: 0.7984, REC: 0.6242, MF1: 0.8365, ACC1: 0.6242, ACC0: 0.9835, Gmean: 0.7835
2025-05-08 20:46:17 - Epoch 44, val mf1: 0.8121, val ACC1: 0.5583, val ACC0: 0.9845, val Gmean: 0.7414 (best 0.8121)
2025-05-08 20:46:18 - Epoch 45 伪标签: 正样本: 1178 (34.1%), 负样本: 2275 (65.9%)
2025-05-08 20:46:18 - Epoch 45, 测试集 AUC: 0.8495, PRE: 0.8071, REC: 0.6212, MF1: 0.8374, ACC1: 0.6212, ACC0: 0.9844, Gmean: 0.7820
2025-05-08 20:46:18 - Epoch 45, val mf1: 0.8122, val ACC1: 0.5521, val ACC0: 0.9858, val Gmean: 0.7378 (best 0.8122)
2025-05-08 20:46:18 - Epoch 46 伪标签: 正样本: 1198 (34.7%), 负样本: 2255 (65.3%)
2025-05-08 20:46:19 - Epoch 46, 测试集 AUC: 0.8481, PRE: 0.8293, REC: 0.6182, MF1: 0.8410, ACC1: 0.6182, ACC0: 0.9866, Gmean: 0.7810
2025-05-08 20:46:19 - Epoch 46, val mf1: 0.8135, val ACC1: 0.5521, val ACC0: 0.9864, val Gmean: 0.7380 (best 0.8135)
2025-05-08 20:46:19 - Epoch 47 伪标签: 正样本: 1281 (37.1%), 负样本: 2172 (62.9%)
2025-05-08 20:46:19 - Epoch 47, 测试集 AUC: 0.8467, PRE: 0.8382, REC: 0.6121, MF1: 0.8407, ACC1: 0.6121, ACC0: 0.9876, Gmean: 0.7775
2025-05-08 20:46:19 - Epoch 47, val mf1: 0.8150, val ACC1: 0.5460, val ACC0: 0.9884, val Gmean: 0.7346 (best 0.8150)
2025-05-08 20:46:19 - Epoch 48 伪标签: 正样本: 1241 (35.9%), 负样本: 2212 (64.1%)
2025-05-08 20:46:20 - Epoch 48, 测试集 AUC: 0.8429, PRE: 0.8108, REC: 0.6364, MF1: 0.8432, ACC1: 0.6364, ACC0: 0.9844, Gmean: 0.7915
2025-05-08 20:46:20 - Epoch 48, val mf1: 0.8157, val ACC1: 0.5767, val ACC0: 0.9825, val Gmean: 0.7527 (best 0.8157)
2025-05-08 20:46:20 - Epoch 49 伪标签: 正样本: 1275 (36.9%), 负样本: 2178 (63.1%)
2025-05-08 20:46:20 - Epoch 49, 测试集 AUC: 0.8498, PRE: 0.8132, REC: 0.6333, MF1: 0.8428, ACC1: 0.6333, ACC0: 0.9847, Gmean: 0.7897
2025-05-08 20:46:20 - Epoch 49, val mf1: 0.8170, val ACC1: 0.5767, val ACC0: 0.9832, val Gmean: 0.7530 (best 0.8170)
2025-05-08 20:46:21 - Epoch 50 伪标签: 正样本: 68 (2.0%), 负样本: 3385 (98.0%)
2025-05-08 20:46:21 - Epoch 50, 有标签损失: 0.0176, 一致性损失: 0.0187, 伪标签损失: 0.5074, LPL损失: 549.0846, 聚类损失: 2.6456, 总损失: 14.4501
2025-05-08 20:46:21 - Epoch 50, 测试集 AUC: 0.8518, PRE: 0.8196, REC: 0.6333, MF1: 0.8441, ACC1: 0.6333, ACC0: 0.9854, Gmean: 0.7900
2025-05-08 20:46:21 - Epoch 50, val mf1: 0.8185, val ACC1: 0.5706, val ACC0: 0.9851, val Gmean: 0.7497 (best 0.8185)
2025-05-08 20:46:21 - Epoch 51 伪标签: 正样本: 526 (15.2%), 负样本: 2927 (84.8%)
2025-05-08 20:46:21 - Epoch 51, 测试集 AUC: 0.8558, PRE: 0.8711, REC: 0.5939, MF1: 0.8404, ACC1: 0.5939, ACC0: 0.9908, Gmean: 0.7671
2025-05-08 20:46:21 - Epoch 51, val mf1: 0.8221, val ACC1: 0.5460, val ACC0: 0.9916, val Gmean: 0.7358 (best 0.8221)
2025-05-08 20:46:22 - Epoch 52 伪标签: 正样本: 509 (14.7%), 负样本: 2944 (85.3%)
2025-05-08 20:46:22 - Epoch 52, 测试集 AUC: 0.8572, PRE: 0.8415, REC: 0.6273, MF1: 0.8467, ACC1: 0.6273, ACC0: 0.9876, Gmean: 0.7871
2025-05-08 20:46:22 - Epoch 52, val mf1: 0.8229, val ACC1: 0.5644, val ACC0: 0.9884, val Gmean: 0.7469 (best 0.8229)
2025-05-08 20:46:22 - Epoch 53 伪标签: 正样本: 496 (14.4%), 负样本: 2957 (85.6%)
2025-05-08 20:46:23 - Epoch 53, 测试集 AUC: 0.8586, PRE: 0.8547, REC: 0.6061, MF1: 0.8418, ACC1: 0.6061, ACC0: 0.9892, Gmean: 0.7743
2025-05-08 20:46:23 - Epoch 53, val mf1: 0.8243, val ACC1: 0.5644, val ACC0: 0.9890, val Gmean: 0.7471 (best 0.8243)
2025-05-08 20:46:23 - Epoch 54 伪标签: 正样本: 498 (14.4%), 负样本: 2955 (85.6%)
2025-05-08 20:46:23 - Epoch 54, 测试集 AUC: 0.8585, PRE: 0.8756, REC: 0.5970, MF1: 0.8424, ACC1: 0.5970, ACC0: 0.9911, Gmean: 0.7692
2025-05-08 20:46:23 - Epoch 54, val mf1: 0.8206, val ACC1: 0.5460, val ACC0: 0.9910, val Gmean: 0.7356 (best 0.8243)
2025-05-08 20:46:23 - Epoch 55 伪标签: 正样本: 517 (15.0%), 负样本: 2936 (85.0%)
2025-05-08 20:46:23 - Epoch 55, 测试集 AUC: 0.8600, PRE: 0.8778, REC: 0.5879, MF1: 0.8393, ACC1: 0.5879, ACC0: 0.9914, Gmean: 0.7634
2025-05-08 20:46:23 - Epoch 55, val mf1: 0.8194, val ACC1: 0.5399, val ACC0: 0.9916, val Gmean: 0.7317 (best 0.8243)
2025-05-08 20:46:24 - Epoch 56 伪标签: 正样本: 57 (1.7%), 负样本: 3396 (98.3%)
2025-05-08 20:46:24 - Epoch 56, 测试集 AUC: 0.8588, PRE: 0.8846, REC: 0.5576, MF1: 0.8287, ACC1: 0.5576, ACC0: 0.9924, Gmean: 0.7439
2025-05-08 20:46:24 - Epoch 56, val mf1: 0.8167, val ACC1: 0.5337, val ACC0: 0.9916, val Gmean: 0.7275 (best 0.8243)
2025-05-08 20:46:24 - Epoch 57 伪标签: 正样本: 463 (13.4%), 负样本: 2990 (86.6%)
2025-05-08 20:46:25 - Epoch 57, 测试集 AUC: 0.8563, PRE: 0.8911, REC: 0.5455, MF1: 0.8249, ACC1: 0.5455, ACC0: 0.9930, Gmean: 0.7360
2025-05-08 20:46:25 - Epoch 57, val mf1: 0.8113, val ACC1: 0.5215, val ACC0: 0.9916, val Gmean: 0.7191 (best 0.8243)
2025-05-08 20:46:25 - Epoch 58 伪标签: 正样本: 437 (12.7%), 负样本: 3016 (87.3%)
2025-05-08 20:46:25 - Epoch 58, 测试集 AUC: 0.8503, PRE: 0.8974, REC: 0.5303, MF1: 0.8197, ACC1: 0.5303, ACC0: 0.9936, Gmean: 0.7259
2025-05-08 20:46:25 - Epoch 58, val mf1: 0.8099, val ACC1: 0.5153, val ACC0: 0.9922, val Gmean: 0.7151 (best 0.8243)
2025-05-08 20:46:25 - Epoch 59 伪标签: 正样本: 425 (12.3%), 负样本: 3028 (87.7%)
2025-05-08 20:46:26 - Epoch 59, 测试集 AUC: 0.8392, PRE: 0.9101, REC: 0.5212, MF1: 0.8178, ACC1: 0.5212, ACC0: 0.9946, Gmean: 0.7200
2025-05-08 20:46:26 - Epoch 59, val mf1: 0.8100, val ACC1: 0.5092, val ACC0: 0.9935, val Gmean: 0.7113 (best 0.8243)
2025-05-08 20:46:26 - Epoch 60 伪标签: 正样本: 48 (1.4%), 负样本: 3405 (98.6%)
2025-05-08 20:46:26 - Epoch 60, 有标签损失: 0.0142, 一致性损失: 0.0113, 伪标签损失: 0.4774, LPL损失: 384.1880, 聚类损失: 2.1026, 总损失: 12.0914
2025-05-08 20:46:27 - Epoch 60, 测试集 AUC: 0.8272, PRE: 0.9121, REC: 0.5030, MF1: 0.8102, ACC1: 0.5030, ACC0: 0.9949, Gmean: 0.7074
2025-05-08 20:46:27 - Epoch 60, val mf1: 0.8029, val ACC1: 0.4908, val ACC0: 0.9942, val Gmean: 0.6985 (best 0.8243)
2025-05-08 20:46:27 - Epoch 61 伪标签: 正样本: 400 (11.6%), 负样本: 3053 (88.4%)
2025-05-08 20:46:27 - Epoch 61, 测试集 AUC: 0.8204, PRE: 0.9195, REC: 0.4848, MF1: 0.8032, ACC1: 0.4848, ACC0: 0.9955, Gmean: 0.6948
2025-05-08 20:46:27 - Epoch 61, val mf1: 0.7986, val ACC1: 0.4785, val ACC0: 0.9948, val Gmean: 0.6900 (best 0.8243)
2025-05-08 20:46:27 - Epoch 62 伪标签: 正样本: 346 (10.0%), 负样本: 3107 (90.0%)
2025-05-08 20:46:28 - Epoch 62, 测试集 AUC: 0.7991, PRE: 0.9202, REC: 0.4545, MF1: 0.7893, ACC1: 0.4545, ACC0: 0.9959, Gmean: 0.6728
2025-05-08 20:46:28 - Epoch 62, val mf1: 0.7894, val ACC1: 0.4479, val ACC0: 0.9974, val Gmean: 0.6684 (best 0.8243)
2025-05-08 20:46:28 - Epoch 63 伪标签: 正样本: 316 (9.2%), 负样本: 3137 (90.8%)
2025-05-08 20:46:28 - Epoch 63, 测试集 AUC: 0.7866, PRE: 0.9310, REC: 0.4091, MF1: 0.7684, ACC1: 0.4091, ACC0: 0.9968, Gmean: 0.6386
2025-05-08 20:46:28 - Epoch 63, val mf1: 0.7801, val ACC1: 0.4294, val ACC0: 0.9974, val Gmean: 0.6545 (best 0.8243)
2025-05-08 20:46:29 - Epoch 64 伪标签: 正样本: 274 (7.9%), 负样本: 3179 (92.1%)
2025-05-08 20:46:29 - Epoch 64, 测试集 AUC: 0.7697, PRE: 0.9412, REC: 0.3879, MF1: 0.7585, ACC1: 0.3879, ACC0: 0.9975, Gmean: 0.6220
2025-05-08 20:46:29 - Epoch 64, val mf1: 0.7637, val ACC1: 0.3926, val ACC0: 0.9987, val Gmean: 0.6262 (best 0.8243)
2025-05-08 20:46:29 - Epoch 65 伪标签: 正样本: 266 (7.7%), 负样本: 3187 (92.3%)
2025-05-08 20:46:30 - Epoch 65, 测试集 AUC: 0.7519, PRE: 0.9444, REC: 0.3606, MF1: 0.7442, ACC1: 0.3606, ACC0: 0.9978, Gmean: 0.5998
2025-05-08 20:46:30 - Epoch 65, val mf1: 0.7447, val ACC1: 0.3558, val ACC0: 0.9994, val Gmean: 0.5963 (best 0.8243)
2025-05-08 20:46:30 - Epoch 66 伪标签: 正样本: 33 (1.0%), 负样本: 3420 (99.0%)
2025-05-08 20:46:30 - Epoch 66, 测试集 AUC: 0.7522, PRE: 0.9455, REC: 0.3152, MF1: 0.7185, ACC1: 0.3152, ACC0: 0.9981, Gmean: 0.5608
2025-05-08 20:46:30 - Epoch 66, val mf1: 0.7269, val ACC1: 0.3252, val ACC0: 0.9994, val Gmean: 0.5700 (best 0.8243)
2025-05-08 20:46:30 - Epoch 67 伪标签: 正样本: 272 (7.9%), 负样本: 3181 (92.1%)
2025-05-08 20:46:31 - Epoch 67, 测试集 AUC: 0.7380, PRE: 0.9417, REC: 0.2939, MF1: 0.7057, ACC1: 0.2939, ACC0: 0.9981, Gmean: 0.5416
2025-05-08 20:46:31 - Epoch 67, val mf1: 0.7159, val ACC1: 0.3067, val ACC0: 0.9994, val Gmean: 0.5537 (best 0.8243)
2025-05-08 20:46:31 - Epoch 68 伪标签: 正样本: 277 (8.0%), 负样本: 3176 (92.0%)
2025-05-08 20:46:31 - Epoch 68, 测试集 AUC: 0.7139, PRE: 0.9468, REC: 0.2697, MF1: 0.6911, ACC1: 0.2697, ACC0: 0.9984, Gmean: 0.5189
2025-05-08 20:46:31 - Epoch 68, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8243)
2025-05-08 20:46:32 - Epoch 69 伪标签: 正样本: 226 (6.5%), 负样本: 3227 (93.5%)
2025-05-08 20:46:32 - Epoch 69, 测试集 AUC: 0.7034, PRE: 0.9545, REC: 0.2545, MF1: 0.6818, ACC1: 0.2545, ACC0: 0.9987, Gmean: 0.5042
2025-05-08 20:46:32 - Epoch 69, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8243)
2025-05-08 20:46:32 - Epoch 70 伪标签: 正样本: 197 (5.7%), 负样本: 3256 (94.3%)
2025-05-08 20:46:32 - Epoch 70, 有标签损失: 0.0171, 一致性损失: 0.0076, 伪标签损失: 0.5116, LPL损失: 303.2369, 聚类损失: 0.8705, 总损失: 11.3368
2025-05-08 20:46:33 - Epoch 70, 测试集 AUC: 0.6898, PRE: 0.9634, REC: 0.2394, MF1: 0.6723, ACC1: 0.2394, ACC0: 0.9990, Gmean: 0.4890
2025-05-08 20:46:33 - Epoch 70, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8243)
2025-05-08 20:46:33 - Epoch 71 伪标签: 正样本: 305 (8.8%), 负样本: 3148 (91.2%)
2025-05-08 20:46:33 - Epoch 71, 测试集 AUC: 0.6796, PRE: 0.9630, REC: 0.2364, MF1: 0.6703, ACC1: 0.2364, ACC0: 0.9990, Gmean: 0.4859
2025-05-08 20:46:33 - Epoch 71, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8243)
2025-05-08 20:46:33 - Epoch 72 伪标签: 正样本: 1078 (31.2%), 负样本: 2375 (68.8%)
2025-05-08 20:46:34 - Epoch 72, 测试集 AUC: 0.6769, PRE: 0.9625, REC: 0.2333, MF1: 0.6682, ACC1: 0.2333, ACC0: 0.9990, Gmean: 0.4828
2025-05-08 20:46:34 - Epoch 72, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8243)
2025-05-08 20:46:34 - Epoch 73 伪标签: 正样本: 156 (4.5%), 负样本: 3297 (95.5%)
2025-05-08 20:46:34 - Epoch 73, 测试集 AUC: 0.6787, PRE: 0.9620, REC: 0.2303, MF1: 0.6662, ACC1: 0.2303, ACC0: 0.9990, Gmean: 0.4797
2025-05-08 20:46:34 - Epoch 73, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8243)
2025-05-08 20:46:35 - Epoch 74 伪标签: 正样本: 161 (4.7%), 负样本: 3292 (95.3%)
2025-05-08 20:46:35 - Epoch 74, 测试集 AUC: 0.6765, PRE: 0.9610, REC: 0.2242, MF1: 0.6620, ACC1: 0.2242, ACC0: 0.9990, Gmean: 0.4733
2025-05-08 20:46:35 - Epoch 74, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8243)
2025-05-08 20:46:35 - Epoch 75 伪标签: 正样本: 22 (0.6%), 负样本: 3431 (99.4%)
2025-05-08 20:46:36 - Epoch 75, 测试集 AUC: 0.6707, PRE: 0.9583, REC: 0.2091, MF1: 0.6515, ACC1: 0.2091, ACC0: 0.9990, Gmean: 0.4570
2025-05-08 20:46:36 - Epoch 75, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8243)
2025-05-08 20:46:36 - Epoch 76 伪标签: 正样本: 149 (4.3%), 负样本: 3304 (95.7%)
2025-05-08 20:46:36 - Epoch 76, 测试集 AUC: 0.6691, PRE: 0.9565, REC: 0.2000, MF1: 0.6450, ACC1: 0.2000, ACC0: 0.9990, Gmean: 0.4470
2025-05-08 20:46:36 - Epoch 76, val mf1: 0.6809, val ACC1: 0.2515, val ACC0: 0.9994, val Gmean: 0.5014 (best 0.8243)
2025-05-08 20:46:36 - Epoch 77 伪标签: 正样本: 1450 (42.0%), 负样本: 2003 (58.0%)
2025-05-08 20:46:37 - Epoch 77, 测试集 AUC: 0.6592, PRE: 0.9531, REC: 0.1848, MF1: 0.6341, ACC1: 0.1848, ACC0: 0.9990, Gmean: 0.4297
2025-05-08 20:46:37 - Epoch 77, val mf1: 0.6685, val ACC1: 0.2331, val ACC0: 0.9994, val Gmean: 0.4827 (best 0.8243)
2025-05-08 20:46:37 - Epoch 78 伪标签: 正样本: 127 (3.7%), 负样本: 3326 (96.3%)
2025-05-08 20:46:37 - Epoch 78, 测试集 AUC: 0.6496, PRE: 0.9672, REC: 0.1788, MF1: 0.6301, ACC1: 0.1788, ACC0: 0.9994, Gmean: 0.4227
2025-05-08 20:46:37 - Epoch 78, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8243)
2025-05-08 20:46:37 - Epoch 79 伪标签: 正样本: 119 (3.4%), 负样本: 3334 (96.6%)
2025-05-08 20:46:38 - Epoch 79, 测试集 AUC: 0.6344, PRE: 0.9661, REC: 0.1727, MF1: 0.6256, ACC1: 0.1727, ACC0: 0.9994, Gmean: 0.4155
2025-05-08 20:46:38 - Epoch 79, val mf1: 0.6482, val ACC1: 0.2025, val ACC0: 1.0000, val Gmean: 0.4499 (best 0.8243)
2025-05-08 20:46:38 - Epoch 80 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 20:46:38 - Epoch 80, 有标签损失: 0.0148, 一致性损失: 0.0062, 伪标签损失: 0.4808, LPL损失: 174.8779, 聚类损失: 0.4897, 总损失: 7.7604
2025-05-08 20:46:38 - Epoch 80, 测试集 AUC: 0.6276, PRE: 0.9623, REC: 0.1545, MF1: 0.6118, ACC1: 0.1545, ACC0: 0.9994, Gmean: 0.3930
2025-05-08 20:46:38 - Epoch 80, val mf1: 0.6393, val ACC1: 0.1902, val ACC0: 1.0000, val Gmean: 0.4361 (best 0.8243)
2025-05-08 20:46:39 - Epoch 81 伪标签: 正样本: 100 (2.9%), 负样本: 3353 (97.1%)
2025-05-08 20:46:39 - Epoch 81, 测试集 AUC: 0.6265, PRE: 0.9787, REC: 0.1394, MF1: 0.6003, ACC1: 0.1394, ACC0: 0.9997, Gmean: 0.3733
2025-05-08 20:46:39 - Epoch 81, val mf1: 0.6257, val ACC1: 0.1718, val ACC0: 1.0000, val Gmean: 0.4145 (best 0.8243)
2025-05-08 20:46:39 - Epoch 82 伪标签: 正样本: 102 (3.0%), 负样本: 3351 (97.0%)
2025-05-08 20:46:40 - Epoch 82, 测试集 AUC: 0.6194, PRE: 0.9767, REC: 0.1273, MF1: 0.5906, ACC1: 0.1273, ACC0: 0.9997, Gmean: 0.3567
2025-05-08 20:46:40 - Epoch 82, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8243)
2025-05-08 20:46:40 - Epoch 83 伪标签: 正样本: 1544 (44.7%), 负样本: 1909 (55.3%)
2025-05-08 20:46:40 - Epoch 83, 测试集 AUC: 0.6094, PRE: 0.9714, REC: 0.1030, MF1: 0.5706, ACC1: 0.1030, ACC0: 0.9997, Gmean: 0.3209
2025-05-08 20:46:40 - Epoch 83, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8243)
2025-05-08 20:46:40 - Epoch 84 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:46:41 - Epoch 84, 测试集 AUC: 0.6008, PRE: 0.9706, REC: 0.1000, MF1: 0.5680, ACC1: 0.1000, ACC0: 0.9997, Gmean: 0.3162
2025-05-08 20:46:41 - Epoch 84, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8243)
2025-05-08 20:46:41 - Epoch 85 伪标签: 正样本: 106 (3.1%), 负样本: 3347 (96.9%)
2025-05-08 20:46:41 - Epoch 85, 测试集 AUC: 0.5979, PRE: 0.9688, REC: 0.0939, MF1: 0.5629, ACC1: 0.0939, ACC0: 0.9997, Gmean: 0.3064
2025-05-08 20:46:41 - Epoch 85, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8243)
2025-05-08 20:46:41 - Epoch 86 伪标签: 正样本: 103 (3.0%), 负样本: 3350 (97.0%)
2025-05-08 20:46:42 - Epoch 86, 测试集 AUC: 0.5920, PRE: 0.9677, REC: 0.0909, MF1: 0.5603, ACC1: 0.0909, ACC0: 0.9997, Gmean: 0.3015
2025-05-08 20:46:42 - Epoch 86, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8243)
2025-05-08 20:46:42 - Epoch 87 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 20:46:43 - Epoch 87, 测试集 AUC: 0.5828, PRE: 0.9655, REC: 0.0848, MF1: 0.5550, ACC1: 0.0848, ACC0: 0.9997, Gmean: 0.2912
2025-05-08 20:46:43 - Epoch 87, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8243)
2025-05-08 20:46:43 - Epoch 88 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:46:43 - Epoch 88, 测试集 AUC: 0.5792, PRE: 0.9600, REC: 0.0727, MF1: 0.5443, ACC1: 0.0727, ACC0: 0.9997, Gmean: 0.2696
2025-05-08 20:46:43 - Epoch 88, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8243)
2025-05-08 20:46:43 - Epoch 89 伪标签: 正样本: 1545 (44.7%), 负样本: 1908 (55.3%)
2025-05-08 20:46:44 - Epoch 89, 测试集 AUC: 0.5748, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:46:44 - Epoch 89, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8243)
2025-05-08 20:46:44 - Epoch 90 伪标签: 正样本: 79 (2.3%), 负样本: 3374 (97.7%)
2025-05-08 20:46:44 - Epoch 90, 有标签损失: 0.0117, 一致性损失: 0.0051, 伪标签损失: 0.4561, LPL损失: 114.0528, 聚类损失: 0.3044, 总损失: 5.9821
2025-05-08 20:46:44 - Epoch 90, 测试集 AUC: 0.5720, PRE: 0.9600, REC: 0.0727, MF1: 0.5443, ACC1: 0.0727, ACC0: 0.9997, Gmean: 0.2696
2025-05-08 20:46:44 - Epoch 90, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8243)
2025-05-08 20:46:45 - Epoch 91 伪标签: 正样本: 1557 (45.1%), 负样本: 1896 (54.9%)
2025-05-08 20:46:45 - Epoch 91, 测试集 AUC: 0.5716, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:46:45 - Epoch 91, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8243)
2025-05-08 20:46:45 - Epoch 92 伪标签: 正样本: 81 (2.3%), 负样本: 3372 (97.7%)
2025-05-08 20:46:46 - Epoch 92, 测试集 AUC: 0.5716, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:46:46 - Epoch 92, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8243)
2025-05-08 20:46:46 - Epoch 93 伪标签: 正样本: 75 (2.2%), 负样本: 3378 (97.8%)
2025-05-08 20:46:46 - Epoch 93, 测试集 AUC: 0.5692, PRE: 0.9583, REC: 0.0697, MF1: 0.5416, ACC1: 0.0697, ACC0: 0.9997, Gmean: 0.2640
2025-05-08 20:46:46 - Epoch 93, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8243)
2025-05-08 20:46:46 - Epoch 94 伪标签: 正样本: 80 (2.3%), 负样本: 3373 (97.7%)
2025-05-08 20:46:47 - Epoch 94, 测试集 AUC: 0.5679, PRE: 0.9545, REC: 0.0636, MF1: 0.5362, ACC1: 0.0636, ACC0: 0.9997, Gmean: 0.2522
2025-05-08 20:46:47 - Epoch 94, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8243)
2025-05-08 20:46:47 - Epoch 95 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:46:47 - Epoch 95, 测试集 AUC: 0.5670, PRE: 0.9524, REC: 0.0606, MF1: 0.5334, ACC1: 0.0606, ACC0: 0.9997, Gmean: 0.2461
2025-05-08 20:46:47 - Epoch 95, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8243)
2025-05-08 20:46:47 - Epoch 96 伪标签: 正样本: 1561 (45.2%), 负样本: 1892 (54.8%)
