2025-05-09 21:39:05 - 运行开始时间: 20250509_213905
2025-05-09 21:39:05 - 日志文件: logs/train_log_yelp_seed64_20250509_213905.txt
2025-05-09 21:39:05 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 21:39:05 - 无标签数据数量: 457
2025-05-09 21:39:05 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 21:39:06 - cross entropy weight: 1.000000 (不使用)
2025-05-09 21:39:06 - 伪标签策略：
2025-05-09 21:39:06 -   使用模型输出和聚类结果的融合
2025-05-09 21:39:06 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 21:39:06 - Epoch 0, 有标签损失: 0.7135, 一致性损失: 0.0000, 伪标签损失: 0.3396, LPL损失: 43.0767, 聚类损失: 1.1331, 总损失: 1.9862
2025-05-09 21:39:06 - Epoch 0, 测试集 AUC: 0.7006, PRE: 0.2470, REC: 0.8200, MF1: 0.5480, ACC1: 0.8200, ACC0: 0.5751, Gmean: 0.6867
2025-05-09 21:39:06 - 更新最佳测试结果 (Epoch 0): AUC 0.7006, PRE 0.2470, REC 0.8200, MF1 0.5480, ACC1 0.8200, ACC0 0.5751, Gmean 0.6867
2025-05-09 21:39:06 - Epoch 0, val mf1: 0.5454, val ACC1: 0.8359, val ACC0: 0.5658, val Gmean: 0.6877 (best 0.5454)
2025-05-09 21:39:07 - Epoch 1 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 21:39:07 - Epoch 1, 测试集 AUC: 0.6967, PRE: 0.2462, REC: 0.8076, MF1: 0.5482, ACC1: 0.8076, ACC0: 0.5797, Gmean: 0.6842
2025-05-09 21:39:07 - Epoch 1, val mf1: 0.5469, val ACC1: 0.8262, val ACC0: 0.5713, val Gmean: 0.6870 (best 0.5469)
2025-05-09 21:39:07 - Epoch 2 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:39:08 - Epoch 2, 测试集 AUC: 0.6933, PRE: 0.2452, REC: 0.7891, MF1: 0.5488, ACC1: 0.7891, ACC0: 0.5871, Gmean: 0.6806
2025-05-09 21:39:08 - Epoch 2, val mf1: 0.5468, val ACC1: 0.8079, val ACC0: 0.5775, val Gmean: 0.6831 (best 0.5469)
2025-05-09 21:39:08 - Epoch 3 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:39:08 - Epoch 3, 测试集 AUC: 0.6903, PRE: 0.2426, REC: 0.7602, MF1: 0.5482, ACC1: 0.7602, ACC0: 0.5964, Gmean: 0.6734
2025-05-09 21:39:08 - Epoch 3, val mf1: 0.5467, val ACC1: 0.7790, val ACC0: 0.5874, val Gmean: 0.6765 (best 0.5469)
2025-05-09 21:39:08 - Epoch 4 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:39:09 - Epoch 4, 测试集 AUC: 0.6884, PRE: 0.2385, REC: 0.7035, MF1: 0.5486, ACC1: 0.7035, ACC0: 0.6182, Gmean: 0.6595
2025-05-09 21:39:09 - Epoch 4, val mf1: 0.5481, val ACC1: 0.7180, val ACC0: 0.6120, val Gmean: 0.6629 (best 0.5481)
2025-05-09 21:39:09 - Epoch 5 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:39:09 - Epoch 5, 测试集 AUC: 0.6870, PRE: 0.2326, REC: 0.6189, MF1: 0.5492, ACC1: 0.6189, ACC0: 0.6529, Gmean: 0.6357
2025-05-09 21:39:09 - Epoch 5, val mf1: 0.5501, val ACC1: 0.6396, val ACC0: 0.6459, val Gmean: 0.6427 (best 0.5501)
2025-05-09 21:39:09 - Epoch 6 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:39:10 - Epoch 6, 测试集 AUC: 0.6861, PRE: 0.2275, REC: 0.4918, MF1: 0.5528, ACC1: 0.4918, ACC0: 0.7161, Gmean: 0.5934
2025-05-09 21:39:10 - Epoch 6, val mf1: 0.5581, val ACC1: 0.5126, val ACC0: 0.7145, val Gmean: 0.6052 (best 0.5581)
2025-05-09 21:39:10 - Epoch 7 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 21:39:10 - Epoch 7, 测试集 AUC: 0.6851, PRE: 0.2196, REC: 0.3267, MF1: 0.5500, ACC1: 0.3267, ACC0: 0.8026, Gmean: 0.5121
2025-05-09 21:39:10 - Epoch 7, val mf1: 0.5585, val ACC1: 0.3498, val ACC0: 0.8021, val Gmean: 0.5297 (best 0.5585)
2025-05-09 21:39:11 - Epoch 8 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:39:11 - Epoch 8, 测试集 AUC: 0.6842, PRE: 0.2156, REC: 0.1953, MF1: 0.5386, ACC1: 0.1953, ACC0: 0.8792, Gmean: 0.4144
2025-05-09 21:39:11 - Epoch 8, val mf1: 0.5487, val ACC1: 0.2160, val ACC0: 0.8787, val Gmean: 0.4356 (best 0.5585)
2025-05-09 21:39:11 - Epoch 9 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 21:39:11 - Epoch 9, 测试集 AUC: 0.6834, PRE: 0.2303, REC: 0.1188, MF1: 0.5262, ACC1: 0.1188, ACC0: 0.9325, Gmean: 0.3328
2025-05-09 21:39:11 - Epoch 9, val mf1: 0.5315, val ACC1: 0.1293, val ACC0: 0.9301, val Gmean: 0.3468 (best 0.5585)
2025-05-09 21:39:12 - Epoch 10 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:39:12 - Epoch 10, 有标签损失: 0.6579, 一致性损失: 0.0000, 伪标签损失: 0.4636, LPL损失: 8.1769, 聚类损失: 1.7122, 总损失: 1.8606
2025-05-09 21:39:12 - Epoch 10, 测试集 AUC: 0.6830, PRE: 0.2366, REC: 0.0824, MF1: 0.5135, ACC1: 0.0824, ACC0: 0.9548, Gmean: 0.2805
2025-05-09 21:39:12 - Epoch 10, val mf1: 0.5222, val ACC1: 0.0949, val ACC0: 0.9541, val Gmean: 0.3009 (best 0.5585)
2025-05-09 21:39:12 - Epoch 11 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:39:12 - Epoch 11, 测试集 AUC: 0.6832, PRE: 0.2475, REC: 0.0659, MF1: 0.5067, ACC1: 0.0659, ACC0: 0.9659, Gmean: 0.2524
2025-05-09 21:39:12 - Epoch 11, val mf1: 0.5140, val ACC1: 0.0766, val ACC0: 0.9642, val Gmean: 0.2717 (best 0.5585)
2025-05-09 21:39:13 - Epoch 12 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:39:13 - Epoch 12, 测试集 AUC: 0.6836, PRE: 0.2514, REC: 0.0589, MF1: 0.5032, ACC1: 0.0589, ACC0: 0.9702, Gmean: 0.2391
2025-05-09 21:39:13 - Epoch 12, val mf1: 0.5101, val ACC1: 0.0683, val ACC0: 0.9690, val Gmean: 0.2573 (best 0.5585)
2025-05-09 21:39:13 - Epoch 13 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 21:39:13 - Epoch 13, 测试集 AUC: 0.6832, PRE: 0.2502, REC: 0.0621, MF1: 0.5048, ACC1: 0.0621, ACC0: 0.9684, Gmean: 0.2452
2025-05-09 21:39:13 - Epoch 13, val mf1: 0.5110, val ACC1: 0.0702, val ACC0: 0.9678, val Gmean: 0.2606 (best 0.5585)
2025-05-09 21:39:14 - Epoch 14 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:39:14 - Epoch 14, 测试集 AUC: 0.6815, PRE: 0.2460, REC: 0.0736, MF1: 0.5105, ACC1: 0.0736, ACC0: 0.9617, Gmean: 0.2661
2025-05-09 21:39:14 - Epoch 14, val mf1: 0.5166, val ACC1: 0.0816, val ACC0: 0.9617, val Gmean: 0.2802 (best 0.5585)
2025-05-09 21:39:14 - Epoch 15 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:39:15 - Epoch 15, 测试集 AUC: 0.6779, PRE: 0.2396, REC: 0.0862, MF1: 0.5156, ACC1: 0.0862, ACC0: 0.9535, Gmean: 0.2868
2025-05-09 21:39:15 - Epoch 15, val mf1: 0.5218, val ACC1: 0.0949, val ACC0: 0.9535, val Gmean: 0.3008 (best 0.5585)
2025-05-09 21:39:15 - Epoch 16 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 21:39:15 - Epoch 16, 测试集 AUC: 0.6715, PRE: 0.2406, REC: 0.1012, MF1: 0.5219, ACC1: 0.1012, ACC0: 0.9457, Gmean: 0.3093
2025-05-09 21:39:15 - Epoch 16, val mf1: 0.5277, val ACC1: 0.1091, val ACC0: 0.9463, val Gmean: 0.3213 (best 0.5585)
2025-05-09 21:39:15 - Epoch 17 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 21:39:15 - Epoch 17, 测试集 AUC: 0.6599, PRE: 0.2442, REC: 0.1231, MF1: 0.5305, ACC1: 0.1231, ACC0: 0.9352, Gmean: 0.3392
2025-05-09 21:39:15 - Epoch 17, val mf1: 0.5322, val ACC1: 0.1256, val ACC0: 0.9353, val Gmean: 0.3428 (best 0.5585)
2025-05-09 21:39:16 - Epoch 18 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:39:16 - Epoch 18, 测试集 AUC: 0.6400, PRE: 0.2302, REC: 0.1614, MF1: 0.5378, ACC1: 0.1614, ACC0: 0.9082, Gmean: 0.3829
2025-05-09 21:39:16 - Epoch 18, val mf1: 0.5367, val ACC1: 0.1600, val ACC0: 0.9078, val Gmean: 0.3811 (best 0.5585)
2025-05-09 21:39:16 - Epoch 19 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:39:17 - Epoch 19, 测试集 AUC: 0.6346, PRE: 0.2227, REC: 0.1847, MF1: 0.5398, ACC1: 0.1847, ACC0: 0.8904, Gmean: 0.4055
2025-05-09 21:39:17 - Epoch 19, val mf1: 0.5403, val ACC1: 0.1834, val ACC0: 0.8925, val Gmean: 0.4046 (best 0.5585)
2025-05-09 21:39:17 - Epoch 20 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:39:17 - Epoch 20, 有标签损失: 0.5043, 一致性损失: 0.0000, 伪标签损失: 0.4984, LPL损失: 39.6690, 聚类损失: 1.3936, 总损失: 2.6685
2025-05-09 21:39:17 - Epoch 20, 测试集 AUC: 0.6317, PRE: 0.2219, REC: 0.2249, MF1: 0.5451, ACC1: 0.2249, ACC0: 0.8659, Gmean: 0.4413
2025-05-09 21:39:17 - Epoch 20, val mf1: 0.5453, val ACC1: 0.2238, val ACC0: 0.8671, val Gmean: 0.4405 (best 0.5585)
2025-05-09 21:39:17 - Epoch 21 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:39:18 - Epoch 21, 测试集 AUC: 0.6296, PRE: 0.2155, REC: 0.2700, MF1: 0.5455, ACC1: 0.2700, ACC0: 0.8329, Gmean: 0.4743
2025-05-09 21:39:18 - Epoch 21, val mf1: 0.5481, val ACC1: 0.2742, val ACC0: 0.8343, val Gmean: 0.4783 (best 0.5585)
2025-05-09 21:39:18 - Epoch 22 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:39:18 - Epoch 22, 测试集 AUC: 0.6318, PRE: 0.2162, REC: 0.2965, MF1: 0.5470, ACC1: 0.2965, ACC0: 0.8173, Gmean: 0.4922
2025-05-09 21:39:18 - Epoch 22, val mf1: 0.5493, val ACC1: 0.3008, val ACC0: 0.8183, val Gmean: 0.4961 (best 0.5585)
2025-05-09 21:39:18 - Epoch 23 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-09 21:39:19 - Epoch 23, 测试集 AUC: 0.6386, PRE: 0.2186, REC: 0.3062, MF1: 0.5489, ACC1: 0.3062, ACC0: 0.8140, Gmean: 0.4992
2025-05-09 21:39:19 - Epoch 23, val mf1: 0.5506, val ACC1: 0.3090, val ACC0: 0.8149, val Gmean: 0.5018 (best 0.5585)
2025-05-09 21:39:19 - Epoch 24 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:39:19 - Epoch 24, 测试集 AUC: 0.6467, PRE: 0.2221, REC: 0.3044, MF1: 0.5511, ACC1: 0.3044, ACC0: 0.8188, Gmean: 0.4992
2025-05-09 21:39:19 - Epoch 24, val mf1: 0.5528, val ACC1: 0.3077, val ACC0: 0.8194, val Gmean: 0.5021 (best 0.5585)
2025-05-09 21:39:19 - Epoch 25 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:39:20 - Epoch 25, 测试集 AUC: 0.6560, PRE: 0.2255, REC: 0.3062, MF1: 0.5533, ACC1: 0.3062, ACC0: 0.8212, Gmean: 0.5014
2025-05-09 21:39:20 - Epoch 25, val mf1: 0.5535, val ACC1: 0.3049, val ACC0: 0.8222, val Gmean: 0.5007 (best 0.5585)
2025-05-09 21:39:20 - Epoch 26 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:39:20 - Epoch 26, 测试集 AUC: 0.6629, PRE: 0.2270, REC: 0.3170, MF1: 0.5548, ACC1: 0.3170, ACC0: 0.8165, Gmean: 0.5088
2025-05-09 21:39:20 - Epoch 26, val mf1: 0.5537, val ACC1: 0.3122, val ACC0: 0.8178, val Gmean: 0.5053 (best 0.5585)
2025-05-09 21:39:20 - Epoch 27 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:39:21 - Epoch 27, 测试集 AUC: 0.6684, PRE: 0.2297, REC: 0.3226, MF1: 0.5567, ACC1: 0.3226, ACC0: 0.8161, Gmean: 0.5131
2025-05-09 21:39:21 - Epoch 27, val mf1: 0.5558, val ACC1: 0.3187, val ACC0: 0.8172, val Gmean: 0.5103 (best 0.5585)
2025-05-09 21:39:21 - Epoch 28 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 21:39:21 - Epoch 28, 测试集 AUC: 0.6730, PRE: 0.2326, REC: 0.3258, MF1: 0.5587, ACC1: 0.3258, ACC0: 0.8173, Gmean: 0.5160
2025-05-09 21:39:21 - Epoch 28, val mf1: 0.5563, val ACC1: 0.3177, val ACC0: 0.8184, val Gmean: 0.5100 (best 0.5585)
2025-05-09 21:39:21 - Epoch 29 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:39:22 - Epoch 29, 测试集 AUC: 0.6763, PRE: 0.2354, REC: 0.3333, MF1: 0.5609, ACC1: 0.3333, ACC0: 0.8160, Gmean: 0.5215
2025-05-09 21:39:22 - Epoch 29, val mf1: 0.5577, val ACC1: 0.3232, val ACC0: 0.8172, val Gmean: 0.5140 (best 0.5585)
2025-05-09 21:39:22 - Epoch 30 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 21:39:22 - Epoch 30, 有标签损失: 0.4015, 一致性损失: 0.0000, 伪标签损失: 0.5879, LPL损失: 7.2266, 聚类损失: 1.7978, 总损失: 0.9230
2025-05-09 21:39:22 - Epoch 30, 测试集 AUC: 0.6790, PRE: 0.2381, REC: 0.3222, MF1: 0.5621, ACC1: 0.3222, ACC0: 0.8247, Gmean: 0.5155
2025-05-09 21:39:22 - Epoch 30, val mf1: 0.5593, val ACC1: 0.3136, val ACC0: 0.8259, val Gmean: 0.5089 (best 0.5593)
2025-05-09 21:39:22 - Epoch 31 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 21:39:23 - Epoch 31, 测试集 AUC: 0.6798, PRE: 0.2365, REC: 0.2899, MF1: 0.5589, ACC1: 0.2899, ACC0: 0.8409, Gmean: 0.4937
2025-05-09 21:39:23 - Epoch 31, val mf1: 0.5580, val ACC1: 0.2847, val ACC0: 0.8430, val Gmean: 0.4899 (best 0.5593)
2025-05-09 21:39:23 - Epoch 32 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:39:23 - Epoch 32, 测试集 AUC: 0.6806, PRE: 0.2375, REC: 0.2676, MF1: 0.5575, ACC1: 0.2676, ACC0: 0.8540, Gmean: 0.4780
2025-05-09 21:39:23 - Epoch 32, val mf1: 0.5583, val ACC1: 0.2673, val ACC0: 0.8554, val Gmean: 0.4782 (best 0.5593)
2025-05-09 21:39:23 - Epoch 33 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:39:24 - Epoch 33, 测试集 AUC: 0.6833, PRE: 0.2395, REC: 0.2425, MF1: 0.5555, ACC1: 0.2425, ACC0: 0.8691, Gmean: 0.4591
2025-05-09 21:39:24 - Epoch 33, val mf1: 0.5581, val ACC1: 0.2476, val ACC0: 0.8695, val Gmean: 0.4640 (best 0.5593)
2025-05-09 21:39:24 - Epoch 34 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:39:24 - Epoch 34, 测试集 AUC: 0.6852, PRE: 0.2420, REC: 0.2217, MF1: 0.5536, ACC1: 0.2217, ACC0: 0.8819, Gmean: 0.4422
2025-05-09 21:39:24 - Epoch 34, val mf1: 0.5570, val ACC1: 0.2288, val ACC0: 0.8819, val Gmean: 0.4492 (best 0.5593)
2025-05-09 21:39:24 - Epoch 35 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:39:25 - Epoch 35, 测试集 AUC: 0.6863, PRE: 0.2438, REC: 0.2057, MF1: 0.5515, ACC1: 0.2057, ACC0: 0.8916, Gmean: 0.4282
2025-05-09 21:39:25 - Epoch 35, val mf1: 0.5565, val ACC1: 0.2127, val ACC0: 0.8936, val Gmean: 0.4360 (best 0.5593)
2025-05-09 21:39:25 - Epoch 36 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:39:25 - Epoch 36, 测试集 AUC: 0.6877, PRE: 0.2536, REC: 0.1806, MF1: 0.5495, ACC1: 0.1806, ACC0: 0.9096, Gmean: 0.4053
2025-05-09 21:39:25 - Epoch 36, val mf1: 0.5525, val ACC1: 0.1839, val ACC0: 0.9115, val Gmean: 0.4094 (best 0.5593)
2025-05-09 21:39:25 - Epoch 37 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:39:26 - Epoch 37, 测试集 AUC: 0.6881, PRE: 0.2594, REC: 0.1594, MF1: 0.5454, ACC1: 0.1594, ACC0: 0.9226, Gmean: 0.3835
2025-05-09 21:39:26 - Epoch 37, val mf1: 0.5474, val ACC1: 0.1609, val ACC0: 0.9243, val Gmean: 0.3857 (best 0.5593)
2025-05-09 21:39:26 - Epoch 38 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:39:26 - Epoch 38, 测试集 AUC: 0.6893, PRE: 0.2695, REC: 0.1404, MF1: 0.5417, ACC1: 0.1404, ACC0: 0.9353, Gmean: 0.3624
2025-05-09 21:39:26 - Epoch 38, val mf1: 0.5422, val ACC1: 0.1408, val ACC0: 0.9358, val Gmean: 0.3629 (best 0.5593)
2025-05-09 21:39:26 - Epoch 39 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:39:27 - Epoch 39, 测试集 AUC: 0.6899, PRE: 0.2746, REC: 0.1303, MF1: 0.5390, ACC1: 0.1303, ACC0: 0.9415, Gmean: 0.3502
2025-05-09 21:39:27 - Epoch 39, val mf1: 0.5393, val ACC1: 0.1307, val ACC0: 0.9416, val Gmean: 0.3508 (best 0.5593)
2025-05-09 21:39:27 - Epoch 40 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:39:27 - Epoch 40, 有标签损失: 0.2883, 一致性损失: 0.0000, 伪标签损失: 0.7815, LPL损失: 34.8115, 聚类损失: 2.4753, 总损失: 2.6455
2025-05-09 21:39:27 - Epoch 40, 测试集 AUC: 0.6910, PRE: 0.2818, REC: 0.1174, MF1: 0.5350, ACC1: 0.1174, ACC0: 0.9491, Gmean: 0.3338
2025-05-09 21:39:27 - Epoch 40, val mf1: 0.5356, val ACC1: 0.1188, val ACC0: 0.9486, val Gmean: 0.3356 (best 0.5593)
2025-05-09 21:39:28 - Epoch 41 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:39:28 - Epoch 41, 测试集 AUC: 0.6920, PRE: 0.2925, REC: 0.1007, MF1: 0.5289, ACC1: 0.1007, ACC0: 0.9586, Gmean: 0.3107
2025-05-09 21:39:28 - Epoch 41, val mf1: 0.5296, val ACC1: 0.1027, val ACC0: 0.9574, val Gmean: 0.3136 (best 0.5593)
2025-05-09 21:39:28 - Epoch 42 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:39:28 - Epoch 42, 测试集 AUC: 0.6925, PRE: 0.3038, REC: 0.0914, MF1: 0.5254, ACC1: 0.0914, ACC0: 0.9644, Gmean: 0.2970
2025-05-09 21:39:28 - Epoch 42, val mf1: 0.5254, val ACC1: 0.0912, val ACC0: 0.9645, val Gmean: 0.2967 (best 0.5593)
2025-05-09 21:39:29 - Epoch 43 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:39:29 - Epoch 43, 测试集 AUC: 0.6934, PRE: 0.3118, REC: 0.0881, MF1: 0.5243, ACC1: 0.0881, ACC0: 0.9670, Gmean: 0.2918
2025-05-09 21:39:29 - Epoch 43, val mf1: 0.5259, val ACC1: 0.0899, val ACC0: 0.9673, val Gmean: 0.2948 (best 0.5593)
2025-05-09 21:39:29 - Epoch 44 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 21:39:29 - Epoch 44, 测试集 AUC: 0.6939, PRE: 0.2347, REC: 0.8065, MF1: 0.5305, ACC1: 0.8065, ACC0: 0.5530, Gmean: 0.6678
2025-05-09 21:39:29 - Epoch 44, val mf1: 0.5289, val ACC1: 0.8161, val ACC0: 0.5473, val Gmean: 0.6683 (best 0.5593)
2025-05-09 21:39:29 - Epoch 45 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:39:30 - Epoch 45, 测试集 AUC: 0.6940, PRE: 0.2366, REC: 0.7977, MF1: 0.5346, ACC1: 0.7977, ACC0: 0.5624, Gmean: 0.6698
2025-05-09 21:39:30 - Epoch 45, val mf1: 0.5335, val ACC1: 0.8061, val ACC0: 0.5577, val Gmean: 0.6705 (best 0.5593)
2025-05-09 21:39:30 - Epoch 46 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:39:30 - Epoch 46, 测试集 AUC: 0.6939, PRE: 0.2372, REC: 0.7857, MF1: 0.5371, ACC1: 0.7857, ACC0: 0.5703, Gmean: 0.6694
2025-05-09 21:39:30 - Epoch 46, val mf1: 0.5365, val ACC1: 0.7996, val ACC0: 0.5646, val Gmean: 0.6719 (best 0.5593)
2025-05-09 21:39:31 - Epoch 47 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:39:31 - Epoch 47, 测试集 AUC: 0.6942, PRE: 0.2398, REC: 0.7733, MF1: 0.5427, ACC1: 0.7733, ACC0: 0.5832, Gmean: 0.6716
2025-05-09 21:39:31 - Epoch 47, val mf1: 0.5421, val ACC1: 0.7863, val ACC0: 0.5778, val Gmean: 0.6740 (best 0.5593)
2025-05-09 21:39:31 - Epoch 48 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:39:31 - Epoch 48, 测试集 AUC: 0.6941, PRE: 0.2407, REC: 0.7674, MF1: 0.5447, ACC1: 0.7674, ACC0: 0.5885, Gmean: 0.6720
2025-05-09 21:39:31 - Epoch 48, val mf1: 0.5433, val ACC1: 0.7772, val ACC0: 0.5828, val Gmean: 0.6730 (best 0.5593)
2025-05-09 21:39:31 - Epoch 49 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:39:32 - Epoch 49, 测试集 AUC: 0.6946, PRE: 0.2412, REC: 0.7625, MF1: 0.5460, ACC1: 0.7625, ACC0: 0.5923, Gmean: 0.6720
2025-05-09 21:39:32 - Epoch 49, val mf1: 0.5449, val ACC1: 0.7712, val ACC0: 0.5874, val Gmean: 0.6731 (best 0.5593)
2025-05-09 21:39:32 - Epoch 50 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:39:32 - Epoch 50, 有标签损失: 0.1509, 一致性损失: 0.0000, 伪标签损失: 0.8430, LPL损失: 30.9022, 聚类损失: 3.0241, 总损失: 2.4056
2025-05-09 21:39:32 - Epoch 50, 测试集 AUC: 0.6954, PRE: 0.2432, REC: 0.7584, MF1: 0.5492, ACC1: 0.7584, ACC0: 0.5987, Gmean: 0.6738
2025-05-09 21:39:32 - Epoch 50, val mf1: 0.5474, val ACC1: 0.7643, val ACC0: 0.5938, val Gmean: 0.6737 (best 0.5593)
2025-05-09 21:39:32 - Epoch 51 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:39:33 - Epoch 51, 测试集 AUC: 0.6957, PRE: 0.2437, REC: 0.7543, MF1: 0.5504, ACC1: 0.7543, ACC0: 0.6019, Gmean: 0.6738
2025-05-09 21:39:33 - Epoch 51, val mf1: 0.5489, val ACC1: 0.7597, val ACC0: 0.5977, val Gmean: 0.6739 (best 0.5593)
2025-05-09 21:39:33 - Epoch 52 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:39:33 - Epoch 52, 测试集 AUC: 0.6958, PRE: 0.2434, REC: 0.7530, MF1: 0.5502, ACC1: 0.7530, ACC0: 0.6022, Gmean: 0.6734
2025-05-09 21:39:33 - Epoch 52, val mf1: 0.5489, val ACC1: 0.7584, val ACC0: 0.5982, val Gmean: 0.6735 (best 0.5593)
2025-05-09 21:39:34 - Epoch 53 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:39:34 - Epoch 53, 测试集 AUC: 0.6961, PRE: 0.2736, REC: 0.1571, MF1: 0.5481, ACC1: 0.1571, ACC0: 0.9291, Gmean: 0.3821
2025-05-09 21:39:34 - Epoch 53, val mf1: 0.5497, val ACC1: 0.1582, val ACC0: 0.9305, val Gmean: 0.3837 (best 0.5593)
2025-05-09 21:39:34 - Epoch 54 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:39:34 - Epoch 54, 测试集 AUC: 0.6966, PRE: 0.2707, REC: 0.1727, MF1: 0.5521, ACC1: 0.1727, ACC0: 0.9209, Gmean: 0.3988
2025-05-09 21:39:34 - Epoch 54, val mf1: 0.5535, val ACC1: 0.1738, val ACC0: 0.9221, val Gmean: 0.4003 (best 0.5593)
2025-05-09 21:39:34 - Epoch 55 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 21:39:35 - Epoch 55, 测试集 AUC: 0.6966, PRE: 0.2722, REC: 0.1872, MF1: 0.5565, ACC1: 0.1872, ACC0: 0.9149, Gmean: 0.4138
2025-05-09 21:39:35 - Epoch 55, val mf1: 0.5565, val ACC1: 0.1889, val ACC0: 0.9134, val Gmean: 0.4154 (best 0.5593)
2025-05-09 21:39:35 - Epoch 56 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:39:35 - Epoch 56, 测试集 AUC: 0.6961, PRE: 0.2710, REC: 0.2039, MF1: 0.5604, ACC1: 0.2039, ACC0: 0.9068, Gmean: 0.4300
2025-05-09 21:39:35 - Epoch 56, val mf1: 0.5620, val ACC1: 0.2086, val ACC0: 0.9054, val Gmean: 0.4346 (best 0.5620)
2025-05-09 21:39:35 - Epoch 57 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:39:36 - Epoch 57, 测试集 AUC: 0.6951, PRE: 0.2732, REC: 0.2262, MF1: 0.5661, ACC1: 0.2262, ACC0: 0.8977, Gmean: 0.4507
2025-05-09 21:39:36 - Epoch 57, val mf1: 0.5669, val ACC1: 0.2293, val ACC0: 0.8965, val Gmean: 0.4534 (best 0.5669)
2025-05-09 21:39:36 - Epoch 58 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 21:39:36 - Epoch 58, 测试集 AUC: 0.6952, PRE: 0.2716, REC: 0.2452, MF1: 0.5693, ACC1: 0.2452, ACC0: 0.8882, Gmean: 0.4667
2025-05-09 21:39:36 - Epoch 58, val mf1: 0.5707, val ACC1: 0.2503, val ACC0: 0.8865, val Gmean: 0.4711 (best 0.5707)
2025-05-09 21:39:36 - Epoch 59 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 21:39:37 - Epoch 59, 测试集 AUC: 0.6962, PRE: 0.2672, REC: 0.2619, MF1: 0.5705, ACC1: 0.2619, ACC0: 0.8779, Gmean: 0.4795
2025-05-09 21:39:37 - Epoch 59, val mf1: 0.5731, val ACC1: 0.2669, val ACC0: 0.8783, val Gmean: 0.4841 (best 0.5731)
2025-05-09 21:39:37 - Epoch 60 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:39:37 - Epoch 60, 有标签损失: 0.0773, 一致性损失: 0.0000, 伪标签损失: 1.0643, LPL损失: 25.6793, 聚类损失: 4.0681, 总损失: 1.8769
2025-05-09 21:39:37 - Epoch 60, 测试集 AUC: 0.6977, PRE: 0.2678, REC: 0.2822, MF1: 0.5738, ACC1: 0.2822, ACC0: 0.8688, Gmean: 0.4952
2025-05-09 21:39:37 - Epoch 60, val mf1: 0.5758, val ACC1: 0.2870, val ACC0: 0.8685, val Gmean: 0.4993 (best 0.5758)
2025-05-09 21:39:37 - Epoch 61 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-09 21:39:38 - Epoch 61, 测试集 AUC: 0.6996, PRE: 0.2677, REC: 0.3030, MF1: 0.5765, ACC1: 0.3030, ACC0: 0.8591, Gmean: 0.5102
2025-05-09 21:39:38 - Epoch 61, val mf1: 0.5785, val ACC1: 0.3077, val ACC0: 0.8590, val Gmean: 0.5141 (best 0.5785)
2025-05-09 21:39:38 - Epoch 62 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 21:39:38 - Epoch 62, 测试集 AUC: 0.7020, PRE: 0.2685, REC: 0.3258, MF1: 0.5796, ACC1: 0.3258, ACC0: 0.8491, Gmean: 0.5260
2025-05-09 21:39:38 - 更新最佳测试结果 (Epoch 62): AUC 0.7020, PRE 0.2685, REC 0.3258, MF1 0.5796, ACC1 0.3258, ACC0 0.8491, Gmean 0.5260
2025-05-09 21:39:38 - Epoch 62, val mf1: 0.5796, val ACC1: 0.3251, val ACC0: 0.8496, val Gmean: 0.5255 (best 0.5796)
2025-05-09 21:39:39 - Epoch 63 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:39:39 - Epoch 63, 测试集 AUC: 0.7046, PRE: 0.2694, REC: 0.3364, MF1: 0.5812, ACC1: 0.3364, ACC0: 0.8449, Gmean: 0.5332
2025-05-09 21:39:39 - 更新最佳测试结果 (Epoch 63): AUC 0.7046, PRE 0.2694, REC 0.3364, MF1 0.5812, ACC1 0.3364, ACC0 0.8449, Gmean 0.5332
2025-05-09 21:39:39 - Epoch 63, val mf1: 0.5821, val ACC1: 0.3384, val ACC0: 0.8451, val Gmean: 0.5347 (best 0.5821)
2025-05-09 21:39:39 - Epoch 64 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 21:39:39 - Epoch 64, 测试集 AUC: 0.7068, PRE: 0.2719, REC: 0.3364, MF1: 0.5825, ACC1: 0.3364, ACC0: 0.8469, Gmean: 0.5338
2025-05-09 21:39:39 - 更新最佳测试结果 (Epoch 64): AUC 0.7068, PRE 0.2719, REC 0.3364, MF1 0.5825, ACC1 0.3364, ACC0 0.8469, Gmean 0.5338
2025-05-09 21:39:39 - Epoch 64, val mf1: 0.5832, val ACC1: 0.3384, val ACC0: 0.8466, val Gmean: 0.5352 (best 0.5832)
2025-05-09 21:39:40 - Epoch 65 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 21:39:40 - Epoch 65, 测试集 AUC: 0.7088, PRE: 0.2745, REC: 0.3281, MF1: 0.5829, ACC1: 0.3281, ACC0: 0.8526, Gmean: 0.5289
2025-05-09 21:39:40 - 更新最佳测试结果 (Epoch 65): AUC 0.7088, PRE 0.2745, REC 0.3281, MF1 0.5829, ACC1 0.3281, ACC0 0.8526, Gmean 0.5289
2025-05-09 21:39:40 - Epoch 65, val mf1: 0.5833, val ACC1: 0.3278, val ACC0: 0.8533, val Gmean: 0.5289 (best 0.5833)
2025-05-09 21:39:40 - Epoch 66 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-09 21:39:40 - Epoch 66, 测试集 AUC: 0.7102, PRE: 0.2771, REC: 0.3098, MF1: 0.5819, ACC1: 0.3098, ACC0: 0.8626, Gmean: 0.5169
2025-05-09 21:39:40 - 更新最佳测试结果 (Epoch 66): AUC 0.7102, PRE 0.2771, REC 0.3098, MF1 0.5819, ACC1 0.3098, ACC0 0.8626, Gmean 0.5169
2025-05-09 21:39:40 - Epoch 66, val mf1: 0.5826, val ACC1: 0.3132, val ACC0: 0.8614, val Gmean: 0.5194 (best 0.5833)
2025-05-09 21:39:41 - Epoch 67 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 21:39:41 - Epoch 67, 测试集 AUC: 0.7110, PRE: 0.2848, REC: 0.2928, MF1: 0.5829, ACC1: 0.2928, ACC0: 0.8750, Gmean: 0.5062
2025-05-09 21:39:41 - 更新最佳测试结果 (Epoch 67): AUC 0.7110, PRE 0.2848, REC 0.2928, MF1 0.5829, ACC1 0.2928, ACC0 0.8750, Gmean 0.5062
2025-05-09 21:39:41 - Epoch 67, val mf1: 0.5831, val ACC1: 0.2971, val ACC0: 0.8725, val Gmean: 0.5091 (best 0.5833)
2025-05-09 21:39:41 - Epoch 68 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:39:41 - Epoch 68, 测试集 AUC: 0.7116, PRE: 0.2854, REC: 0.2718, MF1: 0.5796, ACC1: 0.2718, ACC0: 0.8843, Gmean: 0.4903
2025-05-09 21:39:41 - 更新最佳测试结果 (Epoch 68): AUC 0.7116, PRE 0.2854, REC 0.2718, MF1 0.5796, ACC1 0.2718, ACC0 0.8843, Gmean 0.4903
2025-05-09 21:39:41 - Epoch 68, val mf1: 0.5817, val ACC1: 0.2788, val ACC0: 0.8826, val Gmean: 0.4960 (best 0.5833)
2025-05-09 21:39:41 - Epoch 69 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 21:39:42 - Epoch 69, 测试集 AUC: 0.7120, PRE: 0.2873, REC: 0.2615, MF1: 0.5784, ACC1: 0.2615, ACC0: 0.8898, Gmean: 0.4823
2025-05-09 21:39:42 - 更新最佳测试结果 (Epoch 69): AUC 0.7120, PRE 0.2873, REC 0.2615, MF1 0.5784, ACC1 0.2615, ACC0 0.8898, Gmean 0.4823
2025-05-09 21:39:42 - Epoch 69, val mf1: 0.5807, val ACC1: 0.2696, val ACC0: 0.8875, val Gmean: 0.4891 (best 0.5833)
2025-05-09 21:39:42 - Epoch 70 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:39:42 - Epoch 70, 有标签损失: 0.0574, 一致性损失: 0.0000, 伪标签损失: 0.8332, LPL损失: 27.2510, 聚类损失: 5.3890, 总损失: 2.0735
2025-05-09 21:39:42 - Epoch 70, 测试集 AUC: 0.7124, PRE: 0.2910, REC: 0.2527, MF1: 0.5779, ACC1: 0.2527, ACC0: 0.8953, Gmean: 0.4756
2025-05-09 21:39:42 - 更新最佳测试结果 (Epoch 70): AUC 0.7124, PRE 0.2910, REC 0.2527, MF1 0.5779, ACC1 0.2527, ACC0 0.8953, Gmean 0.4756
2025-05-09 21:39:42 - Epoch 70, val mf1: 0.5798, val ACC1: 0.2600, val ACC0: 0.8928, val Gmean: 0.4818 (best 0.5833)
2025-05-09 21:39:43 - Epoch 71 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:39:43 - Epoch 71, 测试集 AUC: 0.7128, PRE: 0.2946, REC: 0.2434, MF1: 0.5772, ACC1: 0.2434, ACC0: 0.9009, Gmean: 0.4683
2025-05-09 21:39:43 - 更新最佳测试结果 (Epoch 71): AUC 0.7128, PRE 0.2946, REC 0.2434, MF1 0.5772, ACC1 0.2434, ACC0 0.9009, Gmean 0.4683
2025-05-09 21:39:43 - Epoch 71, val mf1: 0.5784, val ACC1: 0.2513, val ACC0: 0.8971, val Gmean: 0.4748 (best 0.5833)
2025-05-09 21:39:43 - Epoch 72 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 21:39:43 - Epoch 72, 测试集 AUC: 0.7131, PRE: 0.2923, REC: 0.2330, MF1: 0.5740, ACC1: 0.2330, ACC0: 0.9041, Gmean: 0.4590
2025-05-09 21:39:43 - 更新最佳测试结果 (Epoch 72): AUC 0.7131, PRE 0.2923, REC 0.2330, MF1 0.5740, ACC1 0.2330, ACC0 0.9041, Gmean 0.4590
2025-05-09 21:39:43 - Epoch 72, val mf1: 0.5774, val ACC1: 0.2435, val ACC0: 0.9012, val Gmean: 0.4684 (best 0.5833)
2025-05-09 21:39:44 - Epoch 73 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-09 21:39:44 - Epoch 73, 测试集 AUC: 0.7135, PRE: 0.2951, REC: 0.2310, MF1: 0.5744, ACC1: 0.2310, ACC0: 0.9062, Gmean: 0.4575
2025-05-09 21:39:44 - 更新最佳测试结果 (Epoch 73): AUC 0.7135, PRE 0.2951, REC 0.2310, MF1 0.5744, ACC1 0.2310, ACC0 0.9062, Gmean 0.4575
2025-05-09 21:39:44 - Epoch 73, val mf1: 0.5766, val ACC1: 0.2403, val ACC0: 0.9024, val Gmean: 0.4656 (best 0.5833)
2025-05-09 21:39:44 - Epoch 74 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-09 21:39:44 - Epoch 74, 测试集 AUC: 0.7138, PRE: 0.2969, REC: 0.2321, MF1: 0.5753, ACC1: 0.2321, ACC0: 0.9065, Gmean: 0.4587
2025-05-09 21:39:44 - 更新最佳测试结果 (Epoch 74): AUC 0.7138, PRE 0.2969, REC 0.2321, MF1 0.5753, ACC1 0.2321, ACC0 0.9065, Gmean 0.4587
2025-05-09 21:39:44 - Epoch 74, val mf1: 0.5768, val ACC1: 0.2403, val ACC0: 0.9027, val Gmean: 0.4657 (best 0.5833)
2025-05-09 21:39:45 - Epoch 75 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:39:45 - Epoch 75, 测试集 AUC: 0.7141, PRE: 0.2974, REC: 0.2344, MF1: 0.5760, ACC1: 0.2344, ACC0: 0.9059, Gmean: 0.4608
2025-05-09 21:39:45 - 更新最佳测试结果 (Epoch 75): AUC 0.7141, PRE 0.2974, REC 0.2344, MF1 0.5760, ACC1 0.2344, ACC0 0.9059, Gmean 0.4608
2025-05-09 21:39:45 - Epoch 75, val mf1: 0.5783, val ACC1: 0.2444, val ACC0: 0.9017, val Gmean: 0.4694 (best 0.5833)
2025-05-09 21:39:45 - Epoch 76 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:39:45 - Epoch 76, 测试集 AUC: 0.7139, PRE: 0.2988, REC: 0.2459, MF1: 0.5791, ACC1: 0.2459, ACC0: 0.9019, Gmean: 0.4709
2025-05-09 21:39:45 - Epoch 76, val mf1: 0.5808, val ACC1: 0.2549, val ACC0: 0.8978, val Gmean: 0.4784 (best 0.5833)
2025-05-09 21:39:46 - Epoch 77 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-09 21:39:46 - Epoch 77, 测试集 AUC: 0.7132, PRE: 0.2979, REC: 0.2572, MF1: 0.5814, ACC1: 0.2572, ACC0: 0.8970, Gmean: 0.4803
2025-05-09 21:39:46 - Epoch 77, val mf1: 0.5823, val ACC1: 0.2650, val ACC0: 0.8928, val Gmean: 0.4864 (best 0.5833)
2025-05-09 21:39:46 - Epoch 78 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:39:46 - Epoch 78, 测试集 AUC: 0.7120, PRE: 0.2970, REC: 0.2730, MF1: 0.5843, ACC1: 0.2730, ACC0: 0.8901, Gmean: 0.4929
2025-05-09 21:39:46 - Epoch 78, val mf1: 0.5842, val ACC1: 0.2792, val ACC0: 0.8858, val Gmean: 0.4973 (best 0.5842)
2025-05-09 21:39:47 - Epoch 79 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:39:47 - Epoch 79, 测试集 AUC: 0.7092, PRE: 0.2954, REC: 0.2858, MF1: 0.5861, ACC1: 0.2858, ACC0: 0.8841, Gmean: 0.5027
2025-05-09 21:39:47 - Epoch 79, val mf1: 0.5873, val ACC1: 0.2925, val ACC0: 0.8814, val Gmean: 0.5078 (best 0.5873)
2025-05-09 21:39:47 - Epoch 80 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-09 21:39:47 - Epoch 80, 有标签损失: 0.0115, 一致性损失: 0.0000, 伪标签损失: 1.1911, LPL损失: 19.6444, 聚类损失: 4.7688, 总损失: 2.7922
2025-05-09 21:39:47 - Epoch 80, 测试集 AUC: 0.7068, PRE: 0.2977, REC: 0.2831, MF1: 0.5865, ACC1: 0.2831, ACC0: 0.8865, Gmean: 0.5010
2025-05-09 21:39:47 - Epoch 80, val mf1: 0.5866, val ACC1: 0.2884, val ACC0: 0.8831, val Gmean: 0.5047 (best 0.5873)
2025-05-09 21:39:48 - Epoch 81 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:39:48 - Epoch 81, 测试集 AUC: 0.7050, PRE: 0.3029, REC: 0.2617, MF1: 0.5841, ACC1: 0.2617, ACC0: 0.8976, Gmean: 0.4847
2025-05-09 21:39:48 - Epoch 81, val mf1: 0.5844, val ACC1: 0.2673, val ACC0: 0.8942, val Gmean: 0.4889 (best 0.5873)
2025-05-09 21:39:48 - Epoch 82 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-09 21:39:48 - Epoch 82, 测试集 AUC: 0.7027, PRE: 0.3056, REC: 0.2382, MF1: 0.5795, ACC1: 0.2382, ACC0: 0.9080, Gmean: 0.4651
2025-05-09 21:39:48 - Epoch 82, val mf1: 0.5821, val ACC1: 0.2476, val ACC0: 0.9048, val Gmean: 0.4733 (best 0.5873)
2025-05-09 21:39:49 - Epoch 83 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:39:49 - Epoch 83, 测试集 AUC: 0.6997, PRE: 0.3178, REC: 0.2197, MF1: 0.5780, ACC1: 0.2197, ACC0: 0.9198, Gmean: 0.4495
2025-05-09 21:39:49 - Epoch 83, val mf1: 0.5752, val ACC1: 0.2182, val ACC0: 0.9170, val Gmean: 0.4474 (best 0.5873)
2025-05-09 21:39:49 - Epoch 84 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:39:49 - Epoch 84, 测试集 AUC: 0.6961, PRE: 0.3288, REC: 0.2041, MF1: 0.5760, ACC1: 0.2041, ACC0: 0.9292, Gmean: 0.4355
2025-05-09 21:39:49 - Epoch 84, val mf1: 0.5715, val ACC1: 0.1994, val ACC0: 0.9266, val Gmean: 0.4299 (best 0.5873)
2025-05-09 21:39:50 - Epoch 85 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 21:39:50 - Epoch 85, 测试集 AUC: 0.6923, PRE: 0.3361, REC: 0.1901, MF1: 0.5728, ACC1: 0.1901, ACC0: 0.9362, Gmean: 0.4219
2025-05-09 21:39:50 - Epoch 85, val mf1: 0.5677, val ACC1: 0.1848, val ACC0: 0.9334, val Gmean: 0.4153 (best 0.5873)
2025-05-09 21:39:50 - Epoch 86 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-09 21:39:50 - Epoch 86, 测试集 AUC: 0.6899, PRE: 0.3465, REC: 0.1743, MF1: 0.5689, ACC1: 0.1743, ACC0: 0.9441, Gmean: 0.4057
2025-05-09 21:39:50 - Epoch 86, val mf1: 0.5654, val ACC1: 0.1715, val ACC0: 0.9417, val Gmean: 0.4019 (best 0.5873)
2025-05-09 21:39:51 - Epoch 87 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:39:51 - Epoch 87, 测试集 AUC: 0.6879, PRE: 0.3553, REC: 0.1583, MF1: 0.5637, ACC1: 0.1583, ACC0: 0.9512, Gmean: 0.3880
2025-05-09 21:39:51 - Epoch 87, val mf1: 0.5607, val ACC1: 0.1564, val ACC0: 0.9486, val Gmean: 0.3851 (best 0.5873)
2025-05-09 21:39:51 - Epoch 88 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 21:39:51 - Epoch 88, 测试集 AUC: 0.6881, PRE: 0.2407, REC: 0.5674, MF1: 0.5622, ACC1: 0.5674, ACC0: 0.6957, Gmean: 0.6283
2025-05-09 21:39:51 - Epoch 88, val mf1: 0.5616, val ACC1: 0.5649, val ACC0: 0.6959, val Gmean: 0.6270 (best 0.5873)
2025-05-09 21:39:51 - Epoch 89 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:39:52 - Epoch 89, 测试集 AUC: 0.6885, PRE: 0.2443, REC: 0.5480, MF1: 0.5670, ACC1: 0.5480, ACC0: 0.7119, Gmean: 0.6246
2025-05-09 21:39:52 - Epoch 89, val mf1: 0.5637, val ACC1: 0.5365, val ACC0: 0.7121, val Gmean: 0.6181 (best 0.5873)
2025-05-09 21:39:52 - Epoch 90 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-09 21:39:52 - Epoch 90, 有标签损失: 0.0466, 一致性损失: 0.0000, 伪标签损失: 1.3999, LPL损失: 28.8082, 聚类损失: 6.0295, 总损失: 2.4811
2025-05-09 21:39:52 - Epoch 90, 测试集 AUC: 0.6897, PRE: 0.2469, REC: 0.5277, MF1: 0.5702, ACC1: 0.5277, ACC0: 0.7264, Gmean: 0.6191
2025-05-09 21:39:52 - Epoch 90, val mf1: 0.5663, val ACC1: 0.5167, val ACC0: 0.7255, val Gmean: 0.6123 (best 0.5873)
2025-05-09 21:39:52 - Epoch 91 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 21:39:53 - Epoch 91, 测试集 AUC: 0.6904, PRE: 0.2501, REC: 0.5053, MF1: 0.5738, ACC1: 0.5053, ACC0: 0.7424, Gmean: 0.6125
2025-05-09 21:39:53 - Epoch 91, val mf1: 0.5690, val ACC1: 0.4989, val ACC0: 0.7382, val Gmean: 0.6069 (best 0.5873)
2025-05-09 21:39:53 - Epoch 92 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:39:53 - Epoch 92, 测试集 AUC: 0.6904, PRE: 0.2538, REC: 0.4861, MF1: 0.5772, ACC1: 0.4861, ACC0: 0.7570, Gmean: 0.6066
2025-05-09 21:39:53 - Epoch 92, val mf1: 0.5720, val ACC1: 0.4819, val ACC0: 0.7512, val Gmean: 0.6016 (best 0.5873)
2025-05-09 21:39:53 - Epoch 93 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-09 21:39:54 - Epoch 93, 测试集 AUC: 0.6920, PRE: 0.2559, REC: 0.4764, MF1: 0.5789, ACC1: 0.4764, ACC0: 0.7645, Gmean: 0.6035
2025-05-09 21:39:54 - Epoch 93, val mf1: 0.5727, val ACC1: 0.4681, val ACC0: 0.7591, val Gmean: 0.5961 (best 0.5873)
2025-05-09 21:39:54 - Epoch 94 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-09 21:39:54 - Epoch 94, 测试集 AUC: 0.6930, PRE: 0.2562, REC: 0.4667, MF1: 0.5791, ACC1: 0.4667, ACC0: 0.7696, Gmean: 0.5993
2025-05-09 21:39:54 - Epoch 94, val mf1: 0.5741, val ACC1: 0.4613, val ACC0: 0.7647, val Gmean: 0.5939 (best 0.5873)
2025-05-09 21:39:54 - Epoch 95 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-09 21:39:55 - Epoch 95, 测试集 AUC: 0.6936, PRE: 0.2568, REC: 0.4656, MF1: 0.5796, ACC1: 0.4656, ACC0: 0.7710, Gmean: 0.5991
2025-05-09 21:39:55 - Epoch 95, val mf1: 0.5736, val ACC1: 0.4571, val ACC0: 0.7661, val Gmean: 0.5918 (best 0.5873)
2025-05-09 21:39:55 - Epoch 96 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-09 21:39:55 - Epoch 96, 测试集 AUC: 0.6939, PRE: 0.2565, REC: 0.4685, MF1: 0.5794, ACC1: 0.4685, ACC0: 0.7692, Gmean: 0.6003
2025-05-09 21:39:55 - Epoch 96, val mf1: 0.5741, val ACC1: 0.4626, val ACC0: 0.7641, val Gmean: 0.5946 (best 0.5873)
