2025-05-08 21:31:18 - 运行开始时间: 20250508_213118
2025-05-08 21:31:18 - 日志文件: logs/train_log_yelp_seed64_20250508_213118.txt
2025-05-08 21:31:18 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:31:18 - 无标签数据数量: 457
2025-05-08 21:31:18 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:31:18 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:31:18 - 伪标签策略：
2025-05-08 21:31:18 -   使用模型输出和聚类结果的融合
2025-05-08 21:31:19 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:31:19 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4166, LPL损失: 44.9257, 聚类损失: 0.9275, 总损失: 1.7908
2025-05-08 21:31:19 - Epoch 0, 测试集 AUC: 0.6899, PRE: 0.2462, REC: 0.8135, MF1: 0.5474, ACC1: 0.8135, ACC0: 0.5765, Gmean: 0.6848
2025-05-08 21:31:19 - 更新最佳测试结果 (Epoch 0): AUC 0.6899, PRE 0.2462, REC 0.8135, MF1 0.5474, ACC1 0.8135, ACC0 0.5765, Gmean 0.6848
2025-05-08 21:31:19 - Epoch 0, val mf1: 0.5441, val ACC1: 0.8299, val ACC0: 0.5659, val Gmean: 0.6853 (best 0.5441)
2025-05-08 21:31:20 - Epoch 1 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:31:20 - Epoch 1, 测试集 AUC: 0.6920, PRE: 0.2471, REC: 0.7778, MF1: 0.5527, ACC1: 0.7778, ACC0: 0.5970, Gmean: 0.6814
2025-05-08 21:31:20 - 更新最佳测试结果 (Epoch 1): AUC 0.6920, PRE 0.2471, REC 0.7778, MF1 0.5527, ACC1 0.7778, ACC0 0.5970, Gmean 0.6814
2025-05-08 21:31:20 - Epoch 1, val mf1: 0.5475, val ACC1: 0.7877, val ACC0: 0.5856, val Gmean: 0.6792 (best 0.5475)
2025-05-08 21:31:20 - Epoch 2 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:31:20 - Epoch 2, 测试集 AUC: 0.6857, PRE: 0.2598, REC: 0.2874, MF1: 0.5708, ACC1: 0.2874, ACC0: 0.8608, Gmean: 0.4974
2025-05-08 21:31:20 - Epoch 2, val mf1: 0.5623, val ACC1: 0.2774, val ACC0: 0.8547, val Gmean: 0.4869 (best 0.5623)
2025-05-08 21:31:21 - Epoch 3 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-08 21:31:21 - Epoch 3, 测试集 AUC: 0.6612, PRE: 0.2767, REC: 0.1831, MF1: 0.5567, ACC1: 0.1831, ACC0: 0.9186, Gmean: 0.4101
2025-05-08 21:31:21 - Epoch 3, val mf1: 0.5499, val ACC1: 0.1751, val ACC0: 0.9153, val Gmean: 0.4004 (best 0.5623)
2025-05-08 21:31:21 - Epoch 4 伪标签: 正样本: 176 (38.5%), 负样本: 281 (61.5%)
2025-05-08 21:31:21 - Epoch 4, 测试集 AUC: 0.6229, PRE: 0.2504, REC: 0.2567, MF1: 0.5624, ACC1: 0.2567, ACC0: 0.8694, Gmean: 0.4724
2025-05-08 21:31:21 - Epoch 4, val mf1: 0.5543, val ACC1: 0.2430, val ACC0: 0.8669, val Gmean: 0.4590 (best 0.5623)
2025-05-08 21:31:22 - Epoch 5 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:31:22 - Epoch 5, 测试集 AUC: 0.5656, PRE: 0.2664, REC: 0.1054, MF1: 0.5276, ACC1: 0.1054, ACC0: 0.9506, Gmean: 0.3166
2025-05-08 21:31:22 - Epoch 5, val mf1: 0.5263, val ACC1: 0.1064, val ACC0: 0.9472, val Gmean: 0.3174 (best 0.5623)
2025-05-08 21:31:22 - Epoch 6 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:31:22 - Epoch 6, 测试集 AUC: 0.5139, PRE: 0.1879, REC: 0.1233, MF1: 0.5162, ACC1: 0.1233, ACC0: 0.9094, Gmean: 0.3348
2025-05-08 21:31:22 - Epoch 6, val mf1: 0.5166, val ACC1: 0.1229, val ACC0: 0.9105, val Gmean: 0.3345 (best 0.5623)
2025-05-08 21:31:23 - Epoch 7 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:31:23 - Epoch 7, 测试集 AUC: 0.5034, PRE: 0.1638, REC: 0.2066, MF1: 0.5110, ACC1: 0.2066, ACC0: 0.8207, Gmean: 0.4118
2025-05-08 21:31:23 - Epoch 7, val mf1: 0.5111, val ACC1: 0.2040, val ACC0: 0.8229, val Gmean: 0.4098 (best 0.5623)
2025-05-08 21:31:23 - Epoch 8 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-08 21:31:23 - Epoch 8, 测试集 AUC: 0.5493, PRE: 0.2866, REC: 0.0840, MF1: 0.5198, ACC1: 0.0840, ACC0: 0.9645, Gmean: 0.2846
2025-05-08 21:31:23 - Epoch 8, val mf1: 0.5194, val ACC1: 0.0862, val ACC0: 0.9606, val Gmean: 0.2877 (best 0.5623)
2025-05-08 21:31:23 - Epoch 9 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:31:24 - Epoch 9, 测试集 AUC: 0.6284, PRE: 0.2626, REC: 0.2956, MF1: 0.5732, ACC1: 0.2956, ACC0: 0.8589, Gmean: 0.5038
2025-05-08 21:31:24 - Epoch 9, val mf1: 0.5640, val ACC1: 0.2861, val ACC0: 0.8513, val Gmean: 0.4935 (best 0.5640)
2025-05-08 21:31:24 - Epoch 10 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-08 21:31:24 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0108, 伪标签损失: 1.0759, LPL损失: 6.6469, 聚类损失: 2.8941, 总损失: 0.0544
2025-05-08 21:31:24 - Epoch 10, 测试集 AUC: 0.6800, PRE: 0.2420, REC: 0.5058, MF1: 0.5664, ACC1: 0.5058, ACC0: 0.7307, Gmean: 0.6079
2025-05-08 21:31:24 - Epoch 10, val mf1: 0.5730, val ACC1: 0.5259, val ACC0: 0.7315, val Gmean: 0.6203 (best 0.5730)
2025-05-08 21:31:24 - Epoch 11 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:31:25 - Epoch 11, 测试集 AUC: 0.7057, PRE: 0.2568, REC: 0.5572, MF1: 0.5788, ACC1: 0.5572, ACC0: 0.7259, Gmean: 0.6360
2025-05-08 21:31:25 - 更新最佳测试结果 (Epoch 11): AUC 0.7057, PRE 0.2568, REC 0.5572, MF1 0.5788, ACC1 0.5572, ACC0 0.7259, Gmean 0.6360
2025-05-08 21:31:25 - Epoch 11, val mf1: 0.5836, val ACC1: 0.5791, val ACC0: 0.7233, val Gmean: 0.6472 (best 0.5836)
2025-05-08 21:31:25 - Epoch 12 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:31:25 - Epoch 12, 测试集 AUC: 0.7139, PRE: 0.2779, REC: 0.4071, MF1: 0.5921, ACC1: 0.4071, ACC0: 0.8202, Gmean: 0.5778
2025-05-08 21:31:25 - 更新最佳测试结果 (Epoch 12): AUC 0.7139, PRE 0.2779, REC 0.4071, MF1 0.5921, ACC1 0.4071, ACC0 0.8202, Gmean 0.5778
2025-05-08 21:31:25 - Epoch 12, val mf1: 0.5928, val ACC1: 0.4099, val ACC0: 0.8196, val Gmean: 0.5796 (best 0.5928)
2025-05-08 21:31:26 - Epoch 13 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:31:26 - Epoch 13, 测试集 AUC: 0.7026, PRE: 0.2569, REC: 0.5304, MF1: 0.5795, ACC1: 0.5304, ACC0: 0.7392, Gmean: 0.6261
2025-05-08 21:31:26 - Epoch 13, val mf1: 0.5824, val ACC1: 0.5438, val ACC0: 0.7375, val Gmean: 0.6333 (best 0.5928)
2025-05-08 21:31:26 - Epoch 14 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:31:26 - Epoch 14, 测试集 AUC: 0.6940, PRE: 0.2808, REC: 0.3502, MF1: 0.5887, ACC1: 0.3502, ACC0: 0.8475, Gmean: 0.5448
2025-05-08 21:31:26 - Epoch 14, val mf1: 0.5823, val ACC1: 0.3402, val ACC0: 0.8442, val Gmean: 0.5359 (best 0.5928)
2025-05-08 21:31:27 - Epoch 15 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:31:27 - Epoch 15, 测试集 AUC: 0.6527, PRE: 0.2945, REC: 0.2280, MF1: 0.5735, ACC1: 0.2280, ACC0: 0.9071, Gmean: 0.4548
2025-05-08 21:31:27 - Epoch 15, val mf1: 0.5683, val ACC1: 0.2251, val ACC0: 0.9018, val Gmean: 0.4506 (best 0.5928)
2025-05-08 21:31:27 - Epoch 16 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:31:27 - Epoch 16, 测试集 AUC: 0.5956, PRE: 0.2940, REC: 0.1804, MF1: 0.5602, ACC1: 0.1804, ACC0: 0.9263, Gmean: 0.4088
2025-05-08 21:31:27 - Epoch 16, val mf1: 0.5503, val ACC1: 0.1692, val ACC0: 0.9212, val Gmean: 0.3948 (best 0.5928)
2025-05-08 21:31:28 - Epoch 17 伪标签: 正样本: 178 (38.9%), 负样本: 279 (61.1%)
2025-05-08 21:31:28 - Epoch 17, 测试集 AUC: 0.5487, PRE: 0.2575, REC: 0.1571, MF1: 0.5443, ACC1: 0.1571, ACC0: 0.9230, Gmean: 0.3808
2025-05-08 21:31:28 - Epoch 17, val mf1: 0.5366, val ACC1: 0.1481, val ACC0: 0.9192, val Gmean: 0.3690 (best 0.5928)
2025-05-08 21:31:28 - Epoch 18 伪标签: 正样本: 174 (38.1%), 负样本: 283 (61.9%)
2025-05-08 21:31:28 - Epoch 18, 测试集 AUC: 0.5218, PRE: 0.2005, REC: 0.1739, MF1: 0.5292, ACC1: 0.1739, ACC0: 0.8821, Gmean: 0.3916
2025-05-08 21:31:28 - Epoch 18, val mf1: 0.5242, val ACC1: 0.1660, val ACC0: 0.8805, val Gmean: 0.3823 (best 0.5928)
2025-05-08 21:31:29 - Epoch 19 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-08 21:31:29 - Epoch 19, 测试集 AUC: 0.5171, PRE: 0.1636, REC: 0.2475, MF1: 0.5088, ACC1: 0.2475, ACC0: 0.7849, Gmean: 0.4407
2025-05-08 21:31:29 - Epoch 19, val mf1: 0.5067, val ACC1: 0.2403, val ACC0: 0.7862, val Gmean: 0.4346 (best 0.5928)
2025-05-08 21:31:29 - Epoch 20 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:31:29 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0093, 伪标签损失: 1.0629, LPL损失: 18.7883, 聚类损失: 4.8869, 总损失: 0.1327
2025-05-08 21:31:29 - Epoch 20, 测试集 AUC: 0.5216, PRE: 0.2282, REC: 0.0772, MF1: 0.5101, ACC1: 0.0772, ACC0: 0.9556, Gmean: 0.2716
2025-05-08 21:31:29 - Epoch 20, val mf1: 0.5010, val ACC1: 0.0674, val ACC0: 0.9521, val Gmean: 0.2533 (best 0.5928)
2025-05-08 21:31:29 - Epoch 21 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:31:30 - Epoch 21, 测试集 AUC: 0.5310, PRE: 0.2130, REC: 0.1262, MF1: 0.5242, ACC1: 0.1262, ACC0: 0.9207, Gmean: 0.3409
2025-05-08 21:31:30 - Epoch 21, val mf1: 0.5213, val ACC1: 0.1247, val ACC0: 0.9171, val Gmean: 0.3382 (best 0.5928)
2025-05-08 21:31:30 - Epoch 22 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-08 21:31:30 - Epoch 22, 测试集 AUC: 0.5397, PRE: 0.2047, REC: 0.1603, MF1: 0.5289, ACC1: 0.1603, ACC0: 0.8941, Gmean: 0.3786
2025-05-08 21:31:30 - Epoch 22, val mf1: 0.5238, val ACC1: 0.1522, val ACC0: 0.8929, val Gmean: 0.3687 (best 0.5928)
2025-05-08 21:31:30 - Epoch 23 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:31:31 - Epoch 23, 测试集 AUC: 0.5484, PRE: 0.2019, REC: 0.2019, MF1: 0.5331, ACC1: 0.2019, ACC0: 0.8644, Gmean: 0.4177
2025-05-08 21:31:31 - Epoch 23, val mf1: 0.5265, val ACC1: 0.1912, val ACC0: 0.8619, val Gmean: 0.4059 (best 0.5928)
2025-05-08 21:31:31 - Epoch 24 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:31:31 - Epoch 24, 测试集 AUC: 0.5584, PRE: 0.2038, REC: 0.2314, MF1: 0.5365, ACC1: 0.2314, ACC0: 0.8463, Gmean: 0.4426
2025-05-08 21:31:31 - Epoch 24, val mf1: 0.5299, val ACC1: 0.2187, val ACC0: 0.8451, val Gmean: 0.4299 (best 0.5928)
2025-05-08 21:31:32 - Epoch 25 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:31:32 - Epoch 25, 测试集 AUC: 0.5710, PRE: 0.2130, REC: 0.1903, MF1: 0.5368, ACC1: 0.1903, ACC0: 0.8804, Gmean: 0.4094
2025-05-08 21:31:32 - Epoch 25, val mf1: 0.5349, val ACC1: 0.1903, val ACC0: 0.8773, val Gmean: 0.4086 (best 0.5928)
2025-05-08 21:31:32 - Epoch 26 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:31:32 - Epoch 26, 测试集 AUC: 0.5763, PRE: 0.2266, REC: 0.0643, MF1: 0.5038, ACC1: 0.0643, ACC0: 0.9627, Gmean: 0.2489
2025-05-08 21:31:32 - Epoch 26, val mf1: 0.5034, val ACC1: 0.0646, val ACC0: 0.9612, val Gmean: 0.2493 (best 0.5928)
2025-05-08 21:31:33 - Epoch 27 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:31:33 - Epoch 27, 测试集 AUC: 0.5744, PRE: 0.3495, REC: 0.0309, MF1: 0.4879, ACC1: 0.0309, ACC0: 0.9902, Gmean: 0.1750
2025-05-08 21:31:33 - Epoch 27, val mf1: 0.4874, val ACC1: 0.0307, val ACC0: 0.9893, val Gmean: 0.1743 (best 0.5928)
2025-05-08 21:31:33 - Epoch 28 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:31:33 - Epoch 28, 测试集 AUC: 0.5687, PRE: 0.3314, REC: 0.0503, MF1: 0.5020, ACC1: 0.0503, ACC0: 0.9827, Gmean: 0.2224
2025-05-08 21:31:33 - Epoch 28, val mf1: 0.4949, val ACC1: 0.0436, val ACC0: 0.9800, val Gmean: 0.2066 (best 0.5928)
2025-05-08 21:31:34 - Epoch 29 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:31:34 - Epoch 29, 测试集 AUC: 0.5624, PRE: 0.2754, REC: 0.0831, MF1: 0.5183, ACC1: 0.0831, ACC0: 0.9628, Gmean: 0.2828
2025-05-08 21:31:34 - Epoch 29, val mf1: 0.5133, val ACC1: 0.0779, val ACC0: 0.9607, val Gmean: 0.2737 (best 0.5928)
2025-05-08 21:31:34 - Epoch 30 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:31:34 - Epoch 30, 有标签损失: 0.0004, 一致性损失: 0.0022, 伪标签损失: 0.7725, LPL损失: 4.8951, 聚类损失: 1.3362, 总损失: 0.0448
2025-05-08 21:31:34 - Epoch 30, 测试集 AUC: 0.5625, PRE: 0.2567, REC: 0.1149, MF1: 0.5299, ACC1: 0.1149, ACC0: 0.9434, Gmean: 0.3293
2025-05-08 21:31:34 - Epoch 30, val mf1: 0.5265, val ACC1: 0.1146, val ACC0: 0.9379, val Gmean: 0.3279 (best 0.5928)
2025-05-08 21:31:34 - Epoch 31 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:31:35 - Epoch 31, 测试集 AUC: 0.5659, PRE: 0.2498, REC: 0.1262, MF1: 0.5327, ACC1: 0.1262, ACC0: 0.9356, Gmean: 0.3436
2025-05-08 21:31:35 - Epoch 31, val mf1: 0.5280, val ACC1: 0.1243, val ACC0: 0.9296, val Gmean: 0.3399 (best 0.5928)
2025-05-08 21:31:35 - Epoch 32 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:31:35 - Epoch 32, 测试集 AUC: 0.5691, PRE: 0.2573, REC: 0.1154, MF1: 0.5302, ACC1: 0.1154, ACC0: 0.9434, Gmean: 0.3299
2025-05-08 21:31:35 - Epoch 32, val mf1: 0.5279, val ACC1: 0.1151, val ACC0: 0.9398, val Gmean: 0.3289 (best 0.5928)
2025-05-08 21:31:35 - Epoch 33 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:31:36 - Epoch 33, 测试集 AUC: 0.5737, PRE: 0.2609, REC: 0.1118, MF1: 0.5294, ACC1: 0.1118, ACC0: 0.9462, Gmean: 0.3252
2025-05-08 21:31:36 - Epoch 33, val mf1: 0.5277, val ACC1: 0.1110, val ACC0: 0.9441, val Gmean: 0.3237 (best 0.5928)
2025-05-08 21:31:36 - Epoch 34 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:31:36 - Epoch 34, 测试集 AUC: 0.5771, PRE: 0.2604, REC: 0.1206, MF1: 0.5327, ACC1: 0.1206, ACC0: 0.9418, Gmean: 0.3370
2025-05-08 21:31:36 - Epoch 34, val mf1: 0.5315, val ACC1: 0.1215, val ACC0: 0.9387, val Gmean: 0.3377 (best 0.5928)
2025-05-08 21:31:37 - Epoch 35 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:31:37 - Epoch 35, 测试集 AUC: 0.5773, PRE: 0.2643, REC: 0.1057, MF1: 0.5274, ACC1: 0.1057, ACC0: 0.9500, Gmean: 0.3168
2025-05-08 21:31:37 - Epoch 35, val mf1: 0.5271, val ACC1: 0.1087, val ACC0: 0.9459, val Gmean: 0.3206 (best 0.5928)
2025-05-08 21:31:37 - Epoch 36 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:31:37 - Epoch 36, 测试集 AUC: 0.5757, PRE: 0.2829, REC: 0.0786, MF1: 0.5166, ACC1: 0.0786, ACC0: 0.9661, Gmean: 0.2755
2025-05-08 21:31:37 - Epoch 36, val mf1: 0.5187, val ACC1: 0.0834, val ACC0: 0.9631, val Gmean: 0.2835 (best 0.5928)
2025-05-08 21:31:38 - Epoch 37 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:31:38 - Epoch 37, 测试集 AUC: 0.5860, PRE: 0.1863, REC: 0.4839, MF1: 0.5052, ACC1: 0.4839, ACC0: 0.6408, Gmean: 0.5568
2025-05-08 21:31:38 - Epoch 37, val mf1: 0.5076, val ACC1: 0.4897, val ACC0: 0.6421, val Gmean: 0.5608 (best 0.5928)
2025-05-08 21:31:38 - Epoch 38 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:31:38 - Epoch 38, 测试集 AUC: 0.5821, PRE: 0.3439, REC: 0.0513, MF1: 0.5031, ACC1: 0.0513, ACC0: 0.9834, Gmean: 0.2245
2025-05-08 21:31:38 - Epoch 38, val mf1: 0.4983, val ACC1: 0.0468, val ACC0: 0.9815, val Gmean: 0.2142 (best 0.5928)
2025-05-08 21:31:39 - Epoch 39 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:31:39 - Epoch 39, 测试集 AUC: 0.5842, PRE: 0.3519, REC: 0.0429, MF1: 0.4973, ACC1: 0.0429, ACC0: 0.9866, Gmean: 0.2057
2025-05-08 21:31:39 - Epoch 39, val mf1: 0.4946, val ACC1: 0.0413, val ACC0: 0.9839, val Gmean: 0.2015 (best 0.5928)
2025-05-08 21:31:39 - Epoch 40 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:31:39 - Epoch 40, 有标签损失: 0.0009, 一致性损失: 0.0005, 伪标签损失: 0.5422, LPL损失: 6.1230, 聚类损失: 0.9531, 总损失: 0.0567
2025-05-08 21:31:39 - Epoch 40, 测试集 AUC: 0.5890, PRE: 0.3641, REC: 0.0339, MF1: 0.4905, ACC1: 0.0339, ACC0: 0.9899, Gmean: 0.1831
2025-05-08 21:31:39 - Epoch 40, val mf1: 0.4907, val ACC1: 0.0348, val ACC0: 0.9881, val Gmean: 0.1856 (best 0.5928)
2025-05-08 21:31:39 - Epoch 41 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:31:40 - Epoch 41, 测试集 AUC: 0.5934, PRE: 0.1784, REC: 0.4990, MF1: 0.4909, ACC1: 0.4990, ACC0: 0.6092, Gmean: 0.5514
2025-05-08 21:31:40 - Epoch 41, val mf1: 0.4965, val ACC1: 0.5062, val ACC0: 0.6154, val Gmean: 0.5581 (best 0.5928)
2025-05-08 21:31:40 - Epoch 42 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:31:40 - Epoch 42, 测试集 AUC: 0.5833, PRE: 0.3688, REC: 0.0266, MF1: 0.4847, ACC1: 0.0266, ACC0: 0.9922, Gmean: 0.1626
2025-05-08 21:31:40 - Epoch 42, val mf1: 0.4852, val ACC1: 0.0275, val ACC0: 0.9913, val Gmean: 0.1651 (best 0.5928)
2025-05-08 21:31:41 - Epoch 43 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:31:41 - Epoch 43, 测试集 AUC: 0.5800, PRE: 0.3648, REC: 0.0262, MF1: 0.4843, ACC1: 0.0262, ACC0: 0.9922, Gmean: 0.1612
2025-05-08 21:31:41 - Epoch 43, val mf1: 0.4857, val ACC1: 0.0280, val ACC0: 0.9917, val Gmean: 0.1665 (best 0.5928)
2025-05-08 21:31:41 - Epoch 44 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:31:41 - Epoch 44, 测试集 AUC: 0.5818, PRE: 0.3627, REC: 0.0242, MF1: 0.4826, ACC1: 0.0242, ACC0: 0.9928, Gmean: 0.1549
2025-05-08 21:31:41 - Epoch 44, val mf1: 0.4838, val ACC1: 0.0257, val ACC0: 0.9922, val Gmean: 0.1596 (best 0.5928)
2025-05-08 21:31:42 - Epoch 45 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-08 21:31:42 - Epoch 45, 测试集 AUC: 0.5843, PRE: 0.1796, REC: 0.4599, MF1: 0.4998, ACC1: 0.4599, ACC0: 0.6430, Gmean: 0.5438
2025-05-08 21:31:42 - Epoch 45, val mf1: 0.5036, val ACC1: 0.4635, val ACC0: 0.6477, val Gmean: 0.5479 (best 0.5928)
2025-05-08 21:31:42 - Epoch 46 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:31:42 - Epoch 46, 测试集 AUC: 0.5844, PRE: 0.1958, REC: 0.3274, MF1: 0.5316, ACC1: 0.3274, ACC0: 0.7714, Gmean: 0.5025
2025-05-08 21:31:42 - Epoch 46, val mf1: 0.5345, val ACC1: 0.3333, val ACC0: 0.7727, val Gmean: 0.5075 (best 0.5928)
2025-05-08 21:31:43 - Epoch 47 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:31:43 - Epoch 47, 测试集 AUC: 0.5799, PRE: 0.2057, REC: 0.2827, MF1: 0.5397, ACC1: 0.2827, ACC0: 0.8145, Gmean: 0.4798
2025-05-08 21:31:43 - Epoch 47, val mf1: 0.5394, val ACC1: 0.2834, val ACC0: 0.8135, val Gmean: 0.4801 (best 0.5928)
2025-05-08 21:31:43 - Epoch 48 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:31:43 - Epoch 48, 测试集 AUC: 0.5681, PRE: 0.2165, REC: 0.2294, MF1: 0.5430, ACC1: 0.2294, ACC0: 0.8589, Gmean: 0.4439
2025-05-08 21:31:43 - Epoch 48, val mf1: 0.5463, val ACC1: 0.2375, val ACC0: 0.8581, val Gmean: 0.4514 (best 0.5928)
2025-05-08 21:31:44 - Epoch 49 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:31:44 - Epoch 49, 测试集 AUC: 0.5757, PRE: 0.2154, REC: 0.2425, MF1: 0.5436, ACC1: 0.2425, ACC0: 0.8498, Gmean: 0.4540
2025-05-08 21:31:44 - Epoch 49, val mf1: 0.5477, val ACC1: 0.2522, val ACC0: 0.8494, val Gmean: 0.4628 (best 0.5928)
2025-05-08 21:31:44 - Epoch 50 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:31:44 - Epoch 50, 有标签损失: 0.0001, 一致性损失: 0.0003, 伪标签损失: 0.5010, LPL损失: 29.1978, 聚类损失: 0.3429, 总损失: 0.2621
2025-05-08 21:31:45 - Epoch 50, 测试集 AUC: 0.5856, PRE: 0.2190, REC: 0.2723, MF1: 0.5477, ACC1: 0.2723, ACC0: 0.8350, Gmean: 0.4768
2025-05-08 21:31:45 - Epoch 50, val mf1: 0.5477, val ACC1: 0.2737, val ACC0: 0.8340, val Gmean: 0.4778 (best 0.5928)
2025-05-08 21:31:45 - Epoch 51 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:31:45 - Epoch 51, 测试集 AUC: 0.5922, PRE: 0.2299, REC: 0.2687, MF1: 0.5536, ACC1: 0.2687, ACC0: 0.8470, Gmean: 0.4770
2025-05-08 21:31:45 - Epoch 51, val mf1: 0.5519, val ACC1: 0.2669, val ACC0: 0.8456, val Gmean: 0.4750 (best 0.5928)
2025-05-08 21:31:45 - Epoch 52 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:31:46 - Epoch 52, 测试集 AUC: 0.5946, PRE: 0.2426, REC: 0.2280, MF1: 0.5548, ACC1: 0.2280, ACC0: 0.8789, Gmean: 0.4477
2025-05-08 21:31:46 - Epoch 52, val mf1: 0.5570, val ACC1: 0.2338, val ACC0: 0.8780, val Gmean: 0.4531 (best 0.5928)
2025-05-08 21:31:46 - Epoch 53 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:31:46 - Epoch 53, 测试集 AUC: 0.6028, PRE: 0.2390, REC: 0.2822, MF1: 0.5596, ACC1: 0.2822, ACC0: 0.8472, Gmean: 0.4890
2025-05-08 21:31:46 - Epoch 53, val mf1: 0.5610, val ACC1: 0.2884, val ACC0: 0.8452, val Gmean: 0.4937 (best 0.5928)
2025-05-08 21:31:46 - Epoch 54 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:31:46 - Epoch 54, 测试集 AUC: 0.6087, PRE: 0.2374, REC: 0.3213, MF1: 0.5615, ACC1: 0.3213, ACC0: 0.8245, Gmean: 0.5147
2025-05-08 21:31:46 - Epoch 54, val mf1: 0.5631, val ACC1: 0.3246, val ACC0: 0.8249, val Gmean: 0.5175 (best 0.5928)
2025-05-08 21:31:47 - Epoch 55 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:31:47 - Epoch 55, 测试集 AUC: 0.6131, PRE: 0.2384, REC: 0.3409, MF1: 0.5632, ACC1: 0.3409, ACC0: 0.8148, Gmean: 0.5271
2025-05-08 21:31:47 - Epoch 55, val mf1: 0.5651, val ACC1: 0.3443, val ACC0: 0.8159, val Gmean: 0.5300 (best 0.5928)
2025-05-08 21:31:47 - Epoch 56 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-08 21:31:48 - Epoch 56, 测试集 AUC: 0.6159, PRE: 0.2412, REC: 0.3337, MF1: 0.5646, ACC1: 0.3337, ACC0: 0.8215, Gmean: 0.5236
2025-05-08 21:31:48 - Epoch 56, val mf1: 0.5666, val ACC1: 0.3411, val ACC0: 0.8201, val Gmean: 0.5289 (best 0.5928)
2025-05-08 21:31:48 - Epoch 57 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:31:48 - Epoch 57, 测试集 AUC: 0.6164, PRE: 0.2476, REC: 0.3064, MF1: 0.5665, ACC1: 0.3064, ACC0: 0.8417, Gmean: 0.5078
2025-05-08 21:31:48 - Epoch 57, val mf1: 0.5693, val ACC1: 0.3164, val ACC0: 0.8397, val Gmean: 0.5154 (best 0.5928)
2025-05-08 21:31:48 - Epoch 58 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:31:48 - Epoch 58, 测试集 AUC: 0.6141, PRE: 0.2620, REC: 0.2633, MF1: 0.5685, ACC1: 0.2633, ACC0: 0.8739, Gmean: 0.4797
2025-05-08 21:31:48 - Epoch 58, val mf1: 0.5726, val ACC1: 0.2751, val ACC0: 0.8718, val Gmean: 0.4897 (best 0.5928)
2025-05-08 21:31:49 - Epoch 59 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:31:49 - Epoch 59, 测试集 AUC: 0.6104, PRE: 0.2745, REC: 0.2172, MF1: 0.5646, ACC1: 0.2172, ACC0: 0.9024, Gmean: 0.4427
2025-05-08 21:31:49 - Epoch 59, val mf1: 0.5723, val ACC1: 0.2329, val ACC0: 0.9017, val Gmean: 0.4583 (best 0.5928)
2025-05-08 21:31:49 - Epoch 60 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:31:50 - Epoch 60, 有标签损失: 0.0001, 一致性损失: 0.0002, 伪标签损失: 0.4686, LPL损失: 28.2321, 聚类损失: 0.2084, 总损失: 0.3012
2025-05-08 21:31:50 - Epoch 60, 测试集 AUC: 0.6072, PRE: 0.2872, REC: 0.1784, MF1: 0.5580, ACC1: 0.1784, ACC0: 0.9247, Gmean: 0.4061
2025-05-08 21:31:50 - Epoch 60, val mf1: 0.5652, val ACC1: 0.1953, val ACC0: 0.9210, val Gmean: 0.4241 (best 0.5928)
2025-05-08 21:31:50 - Epoch 61 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:31:50 - Epoch 61, 测试集 AUC: 0.6065, PRE: 0.3018, REC: 0.1592, MF1: 0.5548, ACC1: 0.1592, ACC0: 0.9374, Gmean: 0.3863
2025-05-08 21:31:50 - Epoch 61, val mf1: 0.5595, val ACC1: 0.1687, val ACC0: 0.9356, val Gmean: 0.3973 (best 0.5928)
2025-05-08 21:31:50 - Epoch 62 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:31:51 - Epoch 62, 测试集 AUC: 0.6084, PRE: 0.3108, REC: 0.1422, MF1: 0.5499, ACC1: 0.1422, ACC0: 0.9464, Gmean: 0.3669
2025-05-08 21:31:51 - Epoch 62, val mf1: 0.5556, val ACC1: 0.1541, val ACC0: 0.9434, val Gmean: 0.3812 (best 0.5928)
2025-05-08 21:31:51 - Epoch 63 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:31:51 - Epoch 63, 测试集 AUC: 0.6119, PRE: 0.3201, REC: 0.1332, MF1: 0.5475, ACC1: 0.1332, ACC0: 0.9519, Gmean: 0.3561
2025-05-08 21:31:51 - Epoch 63, val mf1: 0.5538, val ACC1: 0.1453, val ACC0: 0.9491, val Gmean: 0.3714 (best 0.5928)
2025-05-08 21:31:52 - Epoch 64 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:31:52 - Epoch 64, 测试集 AUC: 0.6168, PRE: 0.3227, REC: 0.1276, MF1: 0.5453, ACC1: 0.1276, ACC0: 0.9545, Gmean: 0.3489
2025-05-08 21:31:52 - Epoch 64, val mf1: 0.5511, val ACC1: 0.1366, val ACC0: 0.9538, val Gmean: 0.3610 (best 0.5928)
2025-05-08 21:31:52 - Epoch 65 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:31:52 - Epoch 65, 测试集 AUC: 0.6215, PRE: 0.3309, REC: 0.1206, MF1: 0.5431, ACC1: 0.1206, ACC0: 0.9585, Gmean: 0.3400
2025-05-08 21:31:52 - Epoch 65, val mf1: 0.5477, val ACC1: 0.1275, val ACC0: 0.9582, val Gmean: 0.3495 (best 0.5928)
2025-05-08 21:31:53 - Epoch 66 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:31:53 - Epoch 66, 测试集 AUC: 0.6265, PRE: 0.3353, REC: 0.1138, MF1: 0.5402, ACC1: 0.1138, ACC0: 0.9617, Gmean: 0.3308
2025-05-08 21:31:53 - Epoch 66, val mf1: 0.5474, val ACC1: 0.1252, val ACC0: 0.9603, val Gmean: 0.3467 (best 0.5928)
2025-05-08 21:31:53 - Epoch 67 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:31:53 - Epoch 67, 测试集 AUC: 0.6303, PRE: 0.3428, REC: 0.1066, MF1: 0.5372, ACC1: 0.1066, ACC0: 0.9653, Gmean: 0.3207
2025-05-08 21:31:53 - Epoch 67, val mf1: 0.5438, val ACC1: 0.1165, val ACC0: 0.9642, val Gmean: 0.3351 (best 0.5928)
2025-05-08 21:31:54 - Epoch 68 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:31:54 - Epoch 68, 测试集 AUC: 0.6332, PRE: 0.3493, REC: 0.0973, MF1: 0.5327, ACC1: 0.0973, ACC0: 0.9692, Gmean: 0.3071
2025-05-08 21:31:54 - Epoch 68, val mf1: 0.5378, val ACC1: 0.1050, val ACC0: 0.9680, val Gmean: 0.3188 (best 0.5928)
2025-05-08 21:31:54 - Epoch 69 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:31:54 - Epoch 69, 测试集 AUC: 0.6351, PRE: 0.3562, REC: 0.0914, MF1: 0.5298, ACC1: 0.0914, ACC0: 0.9719, Gmean: 0.2981
2025-05-08 21:31:54 - Epoch 69, val mf1: 0.5326, val ACC1: 0.0954, val ACC0: 0.9714, val Gmean: 0.3044 (best 0.5928)
2025-05-08 21:31:55 - Epoch 70 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:31:55 - Epoch 70, 有标签损失: 0.0001, 一致性损失: 0.0001, 伪标签损失: 0.4512, LPL损失: 30.4643, 聚类损失: 0.1913, 总损失: 0.3855
2025-05-08 21:31:55 - Epoch 70, 测试集 AUC: 0.6361, PRE: 0.3665, REC: 0.0856, MF1: 0.5270, ACC1: 0.0856, ACC0: 0.9749, Gmean: 0.2888
2025-05-08 21:31:55 - Epoch 70, val mf1: 0.5269, val ACC1: 0.0862, val ACC0: 0.9739, val Gmean: 0.2897 (best 0.5928)
2025-05-08 21:31:55 - Epoch 71 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:31:55 - Epoch 71, 测试集 AUC: 0.6359, PRE: 0.3773, REC: 0.0795, MF1: 0.5238, ACC1: 0.0795, ACC0: 0.9777, Gmean: 0.2788
2025-05-08 21:31:55 - Epoch 71, val mf1: 0.5230, val ACC1: 0.0793, val ACC0: 0.9765, val Gmean: 0.2783 (best 0.5928)
2025-05-08 21:31:55 - Epoch 72 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:31:56 - Epoch 72, 测试集 AUC: 0.6343, PRE: 0.3821, REC: 0.0743, MF1: 0.5206, ACC1: 0.0743, ACC0: 0.9796, Gmean: 0.2698
2025-05-08 21:31:56 - Epoch 72, val mf1: 0.5187, val ACC1: 0.0724, val ACC0: 0.9790, val Gmean: 0.2663 (best 0.5928)
2025-05-08 21:31:56 - Epoch 73 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:31:56 - Epoch 73, 测试集 AUC: 0.6322, PRE: 0.3827, REC: 0.0659, MF1: 0.5149, ACC1: 0.0659, ACC0: 0.9819, Gmean: 0.2544
2025-05-08 21:31:56 - Epoch 73, val mf1: 0.5163, val ACC1: 0.0683, val ACC0: 0.9807, val Gmean: 0.2588 (best 0.5928)
2025-05-08 21:31:56 - Epoch 74 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:31:57 - Epoch 74, 测试集 AUC: 0.6283, PRE: 0.3822, REC: 0.0583, MF1: 0.5095, ACC1: 0.0583, ACC0: 0.9840, Gmean: 0.2394
2025-05-08 21:31:57 - Epoch 74, val mf1: 0.5079, val ACC1: 0.0573, val ACC0: 0.9825, val Gmean: 0.2373 (best 0.5928)
2025-05-08 21:31:57 - Epoch 75 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:31:57 - Epoch 75, 测试集 AUC: 0.6236, PRE: 0.3875, REC: 0.0517, MF1: 0.5048, ACC1: 0.0517, ACC0: 0.9861, Gmean: 0.2258
2025-05-08 21:31:57 - Epoch 75, val mf1: 0.5015, val ACC1: 0.0486, val ACC0: 0.9848, val Gmean: 0.2188 (best 0.5928)
2025-05-08 21:31:57 - Epoch 76 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-08 21:31:58 - Epoch 76, 测试集 AUC: 0.6185, PRE: 0.3887, REC: 0.0449, MF1: 0.4997, ACC1: 0.0449, ACC0: 0.9880, Gmean: 0.2107
2025-05-08 21:31:58 - Epoch 76, val mf1: 0.4986, val ACC1: 0.0445, val ACC0: 0.9864, val Gmean: 0.2094 (best 0.5928)
2025-05-08 21:31:58 - Epoch 77 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:31:58 - Epoch 77, 测试集 AUC: 0.6135, PRE: 0.3755, REC: 0.0395, MF1: 0.4952, ACC1: 0.0395, ACC0: 0.9888, Gmean: 0.1977
2025-05-08 21:31:58 - Epoch 77, val mf1: 0.4944, val ACC1: 0.0390, val ACC0: 0.9880, val Gmean: 0.1962 (best 0.5928)
2025-05-08 21:31:58 - Epoch 78 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:31:59 - Epoch 78, 测试集 AUC: 0.6084, PRE: 0.3783, REC: 0.0354, MF1: 0.4921, ACC1: 0.0354, ACC0: 0.9901, Gmean: 0.1873
2025-05-08 21:31:59 - Epoch 78, val mf1: 0.4926, val ACC1: 0.0362, val ACC0: 0.9897, val Gmean: 0.1893 (best 0.5928)
2025-05-08 21:31:59 - Epoch 79 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:31:59 - Epoch 79, 测试集 AUC: 0.6038, PRE: 0.3807, REC: 0.0321, MF1: 0.4893, ACC1: 0.0321, ACC0: 0.9911, Gmean: 0.1783
2025-05-08 21:31:59 - Epoch 79, val mf1: 0.4904, val ACC1: 0.0335, val ACC0: 0.9906, val Gmean: 0.1821 (best 0.5928)
2025-05-08 21:31:59 - Epoch 80 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:32:00 - Epoch 80, 有标签损失: 0.0001, 一致性损失: 0.0001, 伪标签损失: 0.4490, LPL损失: 40.0887, 聚类损失: 0.1604, 总损失: 0.5977
2025-05-08 21:32:00 - Epoch 80, 测试集 AUC: 0.6001, PRE: 0.3789, REC: 0.0300, MF1: 0.4877, ACC1: 0.0300, ACC0: 0.9916, Gmean: 0.1726
2025-05-08 21:32:00 - Epoch 80, val mf1: 0.4868, val ACC1: 0.0293, val ACC0: 0.9910, val Gmean: 0.1705 (best 0.5928)
2025-05-08 21:32:00 - Epoch 81 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:32:00 - Epoch 81, 测试集 AUC: 0.5968, PRE: 0.3653, REC: 0.0266, MF1: 0.4847, ACC1: 0.0266, ACC0: 0.9921, Gmean: 0.1626
2025-05-08 21:32:00 - Epoch 81, val mf1: 0.4853, val ACC1: 0.0275, val ACC0: 0.9917, val Gmean: 0.1652 (best 0.5928)
2025-05-08 21:32:00 - Epoch 82 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:32:01 - Epoch 82, 测试集 AUC: 0.5941, PRE: 0.3712, REC: 0.0251, MF1: 0.4834, ACC1: 0.0251, ACC0: 0.9928, Gmean: 0.1577
2025-05-08 21:32:01 - Epoch 82, val mf1: 0.4830, val ACC1: 0.0248, val ACC0: 0.9925, val Gmean: 0.1568 (best 0.5928)
2025-05-08 21:32:01 - Epoch 83 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:32:01 - Epoch 83, 测试集 AUC: 0.5913, PRE: 0.3835, REC: 0.0242, MF1: 0.4828, ACC1: 0.0242, ACC0: 0.9934, Gmean: 0.1549
2025-05-08 21:32:01 - Epoch 83, val mf1: 0.4820, val ACC1: 0.0234, val ACC0: 0.9931, val Gmean: 0.1524 (best 0.5928)
2025-05-08 21:32:01 - Epoch 84 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:32:02 - Epoch 84, 测试集 AUC: 0.5883, PRE: 0.3750, REC: 0.0224, MF1: 0.4812, ACC1: 0.0224, ACC0: 0.9937, Gmean: 0.1490
2025-05-08 21:32:02 - Epoch 84, val mf1: 0.4817, val ACC1: 0.0229, val ACC0: 0.9938, val Gmean: 0.1509 (best 0.5928)
2025-05-08 21:32:02 - Epoch 85 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:32:02 - Epoch 85, 测试集 AUC: 0.5836, PRE: 0.3713, REC: 0.0199, MF1: 0.4790, ACC1: 0.0199, ACC0: 0.9943, Gmean: 0.1406
2025-05-08 21:32:02 - Epoch 85, val mf1: 0.4812, val ACC1: 0.0220, val ACC0: 0.9945, val Gmean: 0.1479 (best 0.5928)
2025-05-08 21:32:03 - Epoch 86 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:32:03 - Epoch 86, 测试集 AUC: 0.5781, PRE: 0.3709, REC: 0.0178, MF1: 0.4772, ACC1: 0.0178, ACC0: 0.9949, Gmean: 0.1332
2025-05-08 21:32:03 - Epoch 86, val mf1: 0.4770, val ACC1: 0.0174, val ACC0: 0.9953, val Gmean: 0.1317 (best 0.5928)
2025-05-08 21:32:03 - Epoch 87 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:32:03 - Epoch 87, 测试集 AUC: 0.5729, PRE: 0.3756, REC: 0.0167, MF1: 0.4763, ACC1: 0.0167, ACC0: 0.9953, Gmean: 0.1290
2025-05-08 21:32:03 - Epoch 87, val mf1: 0.4753, val ACC1: 0.0156, val ACC0: 0.9956, val Gmean: 0.1246 (best 0.5928)
2025-05-08 21:32:04 - Epoch 88 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:32:04 - Epoch 88, 测试集 AUC: 0.5677, PRE: 0.4072, REC: 0.0154, MF1: 0.4752, ACC1: 0.0154, ACC0: 0.9962, Gmean: 0.1237
2025-05-08 21:32:04 - Epoch 88, val mf1: 0.4744, val ACC1: 0.0147, val ACC0: 0.9957, val Gmean: 0.1209 (best 0.5928)
2025-05-08 21:32:04 - Epoch 89 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:32:04 - Epoch 89, 测试集 AUC: 0.5631, PRE: 0.4026, REC: 0.0140, MF1: 0.4740, ACC1: 0.0140, ACC0: 0.9965, Gmean: 0.1181
2025-05-08 21:32:04 - Epoch 89, val mf1: 0.4729, val ACC1: 0.0128, val ACC0: 0.9967, val Gmean: 0.1131 (best 0.5928)
2025-05-08 21:32:04 - Epoch 90 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:32:05 - Epoch 90, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4637, LPL损失: 6.1527, 聚类损失: 0.1422, 总损失: 0.1173
2025-05-08 21:32:05 - Epoch 90, 测试集 AUC: 0.5600, PRE: 0.4000, REC: 0.0131, MF1: 0.4732, ACC1: 0.0131, ACC0: 0.9967, Gmean: 0.1142
2025-05-08 21:32:05 - Epoch 90, val mf1: 0.4722, val ACC1: 0.0119, val ACC0: 0.9972, val Gmean: 0.1090 (best 0.5928)
2025-05-08 21:32:05 - Epoch 91 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:32:05 - Epoch 91, 测试集 AUC: 0.5572, PRE: 0.4318, REC: 0.0129, MF1: 0.4731, ACC1: 0.0129, ACC0: 0.9971, Gmean: 0.1133
2025-05-08 21:32:05 - Epoch 91, val mf1: 0.4709, val ACC1: 0.0105, val ACC0: 0.9976, val Gmean: 0.1026 (best 0.5928)
2025-05-08 21:32:05 - Epoch 92 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:32:06 - Epoch 92, 测试集 AUC: 0.5556, PRE: 0.4312, REC: 0.0106, MF1: 0.4710, ACC1: 0.0106, ACC0: 0.9976, Gmean: 0.1029
2025-05-08 21:32:06 - Epoch 92, val mf1: 0.4701, val ACC1: 0.0096, val ACC0: 0.9980, val Gmean: 0.0980 (best 0.5928)
2025-05-08 21:32:06 - Epoch 93 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:32:06 - Epoch 93, 测试集 AUC: 0.5536, PRE: 0.4412, REC: 0.0102, MF1: 0.4706, ACC1: 0.0102, ACC0: 0.9978, Gmean: 0.1007
2025-05-08 21:32:06 - Epoch 93, val mf1: 0.4698, val ACC1: 0.0092, val ACC0: 0.9985, val Gmean: 0.0957 (best 0.5928)
2025-05-08 21:32:06 - Epoch 94 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:32:07 - Epoch 94, 测试集 AUC: 0.5502, PRE: 0.4432, REC: 0.0088, MF1: 0.4693, ACC1: 0.0088, ACC0: 0.9981, Gmean: 0.0937
2025-05-08 21:32:07 - Epoch 94, val mf1: 0.4684, val ACC1: 0.0078, val ACC0: 0.9986, val Gmean: 0.0882 (best 0.5928)
2025-05-08 21:32:07 - Epoch 95 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:32:07 - Epoch 95, 测试集 AUC: 0.5447, PRE: 0.4375, REC: 0.0079, MF1: 0.4684, ACC1: 0.0079, ACC0: 0.9983, Gmean: 0.0888
2025-05-08 21:32:07 - Epoch 95, val mf1: 0.4671, val ACC1: 0.0064, val ACC0: 0.9987, val Gmean: 0.0801 (best 0.5928)
2025-05-08 21:32:07 - Epoch 96 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:32:08 - Epoch 96, 测试集 AUC: 0.5427, PRE: 0.4430, REC: 0.0079, MF1: 0.4685, ACC1: 0.0079, ACC0: 0.9983, Gmean: 0.0888
2025-05-08 21:32:08 - Epoch 96, val mf1: 0.4671, val ACC1: 0.0064, val ACC0: 0.9987, val Gmean: 0.0801 (best 0.5928)
2025-05-08 21:32:08 - Epoch 97 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:32:08 - Epoch 97, 测试集 AUC: 0.5443, PRE: 0.4337, REC: 0.0081, MF1: 0.4687, ACC1: 0.0081, ACC0: 0.9982, Gmean: 0.0901
2025-05-08 21:32:08 - Epoch 97, val mf1: 0.4675, val ACC1: 0.0069, val ACC0: 0.9986, val Gmean: 0.0829 (best 0.5928)
2025-05-08 21:32:08 - Epoch 98 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:32:09 - Epoch 98, 测试集 AUC: 0.5405, PRE: 0.4500, REC: 0.0081, MF1: 0.4687, ACC1: 0.0081, ACC0: 0.9983, Gmean: 0.0901
2025-05-08 21:32:09 - Epoch 98, val mf1: 0.4671, val ACC1: 0.0064, val ACC0: 0.9987, val Gmean: 0.0801 (best 0.5928)
2025-05-08 21:32:09 - Epoch 99 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:32:09 - Epoch 99, 测试集 AUC: 0.5435, PRE: 0.4390, REC: 0.0081, MF1: 0.4687, ACC1: 0.0081, ACC0: 0.9982, Gmean: 0.0901
2025-05-08 21:32:09 - Epoch 99, val mf1: 0.4675, val ACC1: 0.0069, val ACC0: 0.9986, val Gmean: 0.0829 (best 0.5928)
2025-05-08 21:32:09 - time cost: 50.90 s
2025-05-08 21:32:09 - 基于验证集最佳模型的测试结果: REC 40.71 PRE 27.79 MF1 59.21 AUC 71.39 ACC1 40.71 ACC0 82.02 Gmean 57.78
2025-05-08 21:32:09 - 测试集上观察到的最佳结果 (Epoch 12): AUC 71.39 PRE 27.79 REC 40.71 MF1 59.21 ACC1 40.71 ACC0 82.02 Gmean 57.78
