2025-05-08 21:39:07 - 运行开始时间: 20250508_213907
2025-05-08 21:39:07 - 日志文件: logs/train_log_yelp_seed64_20250508_213907.txt
2025-05-08 21:39:07 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:39:07 - 无标签数据数量: 457
2025-05-08 21:39:07 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:39:08 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:39:08 - 伪标签策略：
2025-05-08 21:39:08 -   使用模型输出和聚类结果的融合
2025-05-08 21:39:08 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:39:09 - 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: 1.6983
2025-05-08 21:39:09 - Epoch 0, 测试集 AUC: 0.6865, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:09 - 更新最佳测试结果 (Epoch 0): AUC 0.6865, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:39:09 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:09 - Epoch 1 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:39:09 - Epoch 1, 测试集 AUC: 0.6829, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:09 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:10 - Epoch 2 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:39:10 - Epoch 2, 测试集 AUC: 0.6842, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:10 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:10 - Epoch 3 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:39:10 - Epoch 3, 测试集 AUC: 0.6870, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:10 - 更新最佳测试结果 (Epoch 3): AUC 0.6870, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:39:10 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:10 - Epoch 4 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:39:11 - Epoch 4, 测试集 AUC: 0.6891, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:39:11 - 更新最佳测试结果 (Epoch 4): AUC 0.6891, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:39:11 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:39:11 - Epoch 5 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:39:11 - Epoch 5, 测试集 AUC: 0.6896, PRE: 0.4386, REC: 0.0056, MF1: 0.4663, ACC1: 0.0056, ACC0: 0.9988, Gmean: 0.0751
2025-05-08 21:39:11 - 更新最佳测试结果 (Epoch 5): AUC 0.6896, PRE 0.4386, REC 0.0056, MF1 0.4663, ACC1 0.0056, ACC0 0.9988, Gmean 0.0751
2025-05-08 21:39:11 - Epoch 5, val mf1: 0.4638, val ACC1: 0.0032, val ACC0: 0.9986, val Gmean: 0.0566 (best 0.4638)
2025-05-08 21:39:12 - Epoch 6 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:39:12 - Epoch 6, 测试集 AUC: 0.6886, PRE: 0.2761, REC: 0.0388, MF1: 0.4919, ACC1: 0.0388, ACC0: 0.9827, Gmean: 0.1954
2025-05-08 21:39:12 - Epoch 6, val mf1: 0.4876, val ACC1: 0.0344, val ACC0: 0.9816, val Gmean: 0.1837 (best 0.4876)
2025-05-08 21:39:12 - Epoch 7 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:39:12 - Epoch 7, 测试集 AUC: 0.6856, PRE: 0.2578, REC: 0.1384, MF1: 0.5385, ACC1: 0.1384, ACC0: 0.9323, Gmean: 0.3592
2025-05-08 21:39:12 - Epoch 7, val mf1: 0.5276, val ACC1: 0.1243, val ACC0: 0.9289, val Gmean: 0.3397 (best 0.5276)
2025-05-08 21:39:13 - Epoch 8 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-08 21:39:13 - Epoch 8, 测试集 AUC: 0.6805, PRE: 0.2505, REC: 0.2734, MF1: 0.5646, ACC1: 0.2734, ACC0: 0.8609, Gmean: 0.4852
2025-05-08 21:39:13 - Epoch 8, val mf1: 0.5572, val ACC1: 0.2650, val ACC0: 0.8554, val Gmean: 0.4761 (best 0.5572)
2025-05-08 21:39:13 - Epoch 9 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:39:13 - Epoch 9, 测试集 AUC: 0.6736, PRE: 0.2417, REC: 0.3974, MF1: 0.5672, ACC1: 0.3974, ACC0: 0.7881, Gmean: 0.5596
2025-05-08 21:39:13 - Epoch 9, val mf1: 0.5682, val ACC1: 0.3989, val ACC0: 0.7888, val Gmean: 0.5609 (best 0.5682)
2025-05-08 21:39:14 - Epoch 10 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:39:14 - Epoch 10, 有标签损失: 0.1604, 一致性损失: 0.0047, 伪标签损失: 0.6501, LPL损失: 8.4875, 聚类损失: 1.6289, 总损失: 0.1651
2025-05-08 21:39:14 - Epoch 10, 测试集 AUC: 0.6656, PRE: 0.2365, REC: 0.5044, MF1: 0.5611, ACC1: 0.5044, ACC0: 0.7232, Gmean: 0.6040
2025-05-08 21:39:14 - Epoch 10, val mf1: 0.5601, val ACC1: 0.5030, val ACC0: 0.7223, val Gmean: 0.6027 (best 0.5682)
2025-05-08 21:39:14 - Epoch 11 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:39:15 - Epoch 11, 测试集 AUC: 0.6577, PRE: 0.2248, REC: 0.5884, MF1: 0.5424, ACC1: 0.5884, ACC0: 0.6551, Gmean: 0.6208
2025-05-08 21:39:15 - Epoch 11, val mf1: 0.5407, val ACC1: 0.5864, val ACC0: 0.6533, val Gmean: 0.6190 (best 0.5682)
2025-05-08 21:39:15 - Epoch 12 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:39:15 - Epoch 12, 测试集 AUC: 0.6502, PRE: 0.2518, REC: 0.1289, MF1: 0.5341, ACC1: 0.1289, ACC0: 0.9349, Gmean: 0.3472
2025-05-08 21:39:15 - Epoch 12, val mf1: 0.5281, val ACC1: 0.1215, val ACC0: 0.9328, val Gmean: 0.3367 (best 0.5682)
2025-05-08 21:39:15 - Epoch 13 伪标签: 正样本: 176 (38.5%), 负样本: 281 (61.5%)
2025-05-08 21:39:15 - Epoch 13, 测试集 AUC: 0.6430, PRE: 0.2452, REC: 0.2488, MF1: 0.5589, ACC1: 0.2488, ACC0: 0.8698, Gmean: 0.4652
2025-05-08 21:39:15 - Epoch 13, val mf1: 0.5511, val ACC1: 0.2398, val ACC0: 0.8642, val Gmean: 0.4552 (best 0.5682)
2025-05-08 21:39:16 - Epoch 14 伪标签: 正样本: 173 (37.9%), 负样本: 284 (62.1%)
2025-05-08 21:39:16 - Epoch 14, 测试集 AUC: 0.6360, PRE: 0.2283, REC: 0.3581, MF1: 0.5567, ACC1: 0.3581, ACC0: 0.7942, Gmean: 0.5333
2025-05-08 21:39:16 - Epoch 14, val mf1: 0.5532, val ACC1: 0.3553, val ACC0: 0.7902, val Gmean: 0.5299 (best 0.5682)
2025-05-08 21:39:16 - Epoch 15 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-08 21:39:16 - Epoch 15, 测试集 AUC: 0.6292, PRE: 0.2127, REC: 0.4477, MF1: 0.5405, ACC1: 0.4477, ACC0: 0.7182, Gmean: 0.5671
2025-05-08 21:39:16 - Epoch 15, val mf1: 0.5430, val ACC1: 0.4498, val ACC0: 0.7212, val Gmean: 0.5695 (best 0.5682)
2025-05-08 21:39:17 - Epoch 16 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-08 21:39:17 - Epoch 16, 测试集 AUC: 0.6224, PRE: 0.2363, REC: 0.1400, MF1: 0.5340, ACC1: 0.1400, ACC0: 0.9231, Gmean: 0.3595
2025-05-08 21:39:17 - Epoch 16, val mf1: 0.5271, val ACC1: 0.1298, val ACC0: 0.9219, val Gmean: 0.3459 (best 0.5682)
2025-05-08 21:39:17 - Epoch 17 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:39:17 - Epoch 17, 测试集 AUC: 0.6156, PRE: 0.2263, REC: 0.2048, MF1: 0.5445, ACC1: 0.2048, ACC0: 0.8810, Gmean: 0.4247
2025-05-08 21:39:17 - Epoch 17, val mf1: 0.5377, val ACC1: 0.1958, val ACC0: 0.8773, val Gmean: 0.4144 (best 0.5682)
2025-05-08 21:39:18 - Epoch 18 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-08 21:39:18 - Epoch 18, 测试集 AUC: 0.6088, PRE: 0.2186, REC: 0.2644, MF1: 0.5469, ACC1: 0.2644, ACC0: 0.8393, Gmean: 0.4711
2025-05-08 21:39:18 - Epoch 18, val mf1: 0.5384, val ACC1: 0.2536, val ACC0: 0.8330, val Gmean: 0.4596 (best 0.5682)
2025-05-08 21:39:18 - Epoch 19 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:39:19 - Epoch 19, 测试集 AUC: 0.6018, PRE: 0.2073, REC: 0.3089, MF1: 0.5410, ACC1: 0.3089, ACC0: 0.7992, Gmean: 0.4968
2025-05-08 21:39:19 - Epoch 19, val mf1: 0.5370, val ACC1: 0.3054, val ACC0: 0.7947, val Gmean: 0.4926 (best 0.5682)
2025-05-08 21:39:19 - Epoch 20 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-08 21:39:19 - Epoch 20, 有标签损失: 0.0001, 一致性损失: 0.0289, 伪标签损失: 1.3220, LPL损失: 13.1936, 聚类损失: 5.3938, 总损失: 0.0290
2025-05-08 21:39:19 - Epoch 20, 测试集 AUC: 0.5948, PRE: 0.1963, REC: 0.3360, MF1: 0.5317, ACC1: 0.3360, ACC0: 0.7662, Gmean: 0.5074
2025-05-08 21:39:19 - Epoch 20, val mf1: 0.5298, val ACC1: 0.3352, val ACC0: 0.7636, val Gmean: 0.5059 (best 0.5682)
2025-05-08 21:39:19 - Epoch 21 伪标签: 正样本: 169 (37.0%), 负样本: 288 (63.0%)
2025-05-08 21:39:20 - Epoch 21, 测试集 AUC: 0.5877, PRE: 0.1893, REC: 0.3558, MF1: 0.5240, ACC1: 0.3558, ACC0: 0.7410, Gmean: 0.5135
2025-05-08 21:39:20 - Epoch 21, val mf1: 0.5246, val ACC1: 0.3581, val ACC0: 0.7406, val Gmean: 0.5150 (best 0.5682)
2025-05-08 21:39:20 - Epoch 22 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:39:20 - Epoch 22, 测试集 AUC: 0.5807, PRE: 0.1841, REC: 0.3664, MF1: 0.5178, ACC1: 0.3664, ACC0: 0.7240, Gmean: 0.5151
2025-05-08 21:39:20 - Epoch 22, val mf1: 0.5184, val ACC1: 0.3714, val ACC0: 0.7222, val Gmean: 0.5179 (best 0.5682)
2025-05-08 21:39:20 - Epoch 23 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-08 21:39:21 - Epoch 23, 测试集 AUC: 0.5738, PRE: 0.1801, REC: 0.3728, MF1: 0.5128, ACC1: 0.3728, ACC0: 0.7115, Gmean: 0.5150
2025-05-08 21:39:21 - Epoch 23, val mf1: 0.5124, val ACC1: 0.3746, val ACC0: 0.7098, val Gmean: 0.5156 (best 0.5682)
2025-05-08 21:39:21 - Epoch 24 伪标签: 正样本: 180 (39.4%), 负样本: 277 (60.6%)
2025-05-08 21:39:21 - Epoch 24, 测试集 AUC: 0.5670, PRE: 0.1930, REC: 0.1165, MF1: 0.5163, ACC1: 0.1165, ACC0: 0.9172, Gmean: 0.3269
2025-05-08 21:39:21 - Epoch 24, val mf1: 0.5091, val ACC1: 0.1091, val ACC0: 0.9120, val Gmean: 0.3155 (best 0.5682)
2025-05-08 21:39:21 - Epoch 25 伪标签: 正样本: 171 (37.4%), 负样本: 286 (62.6%)
2025-05-08 21:39:22 - Epoch 25, 测试集 AUC: 0.5605, PRE: 0.1849, REC: 0.1154, MF1: 0.5137, ACC1: 0.1154, ACC0: 0.9136, Gmean: 0.3247
2025-05-08 21:39:22 - Epoch 25, val mf1: 0.5076, val ACC1: 0.1100, val ACC0: 0.9080, val Gmean: 0.3161 (best 0.5682)
2025-05-08 21:39:22 - Epoch 26 伪标签: 正样本: 190 (41.6%), 负样本: 267 (58.4%)
2025-05-08 21:39:22 - Epoch 26, 测试集 AUC: 0.5543, PRE: 0.1776, REC: 0.1118, MF1: 0.5107, ACC1: 0.1118, ACC0: 0.9120, Gmean: 0.3193
2025-05-08 21:39:22 - Epoch 26, val mf1: 0.5059, val ACC1: 0.1077, val ACC0: 0.9075, val Gmean: 0.3127 (best 0.5682)
2025-05-08 21:39:22 - Epoch 27 伪标签: 正样本: 169 (37.0%), 负样本: 288 (63.0%)
2025-05-08 21:39:23 - Epoch 27, 测试集 AUC: 0.5484, PRE: 0.1724, REC: 0.1072, MF1: 0.5082, ACC1: 0.1072, ACC0: 0.9125, Gmean: 0.3128
2025-05-08 21:39:23 - Epoch 27, val mf1: 0.5025, val ACC1: 0.1004, val ACC0: 0.9096, val Gmean: 0.3022 (best 0.5682)
2025-05-08 21:39:23 - Epoch 28 伪标签: 正样本: 187 (40.9%), 负样本: 270 (59.1%)
2025-05-08 21:39:23 - Epoch 28, 测试集 AUC: 0.5428, PRE: 0.1706, REC: 0.1025, MF1: 0.5067, ACC1: 0.1025, ACC0: 0.9153, Gmean: 0.3063
2025-05-08 21:39:23 - Epoch 28, val mf1: 0.4994, val ACC1: 0.0935, val ACC0: 0.9118, val Gmean: 0.2920 (best 0.5682)
2025-05-08 21:39:24 - Epoch 29 伪标签: 正样本: 177 (38.7%), 负样本: 280 (61.3%)
2025-05-08 21:39:24 - Epoch 29, 测试集 AUC: 0.5376, PRE: 0.1695, REC: 0.0973, MF1: 0.5052, ACC1: 0.0973, ACC0: 0.9189, Gmean: 0.2990
2025-05-08 21:39:24 - Epoch 29, val mf1: 0.4975, val ACC1: 0.0876, val ACC0: 0.9158, val Gmean: 0.2832 (best 0.5682)
2025-05-08 21:39:24 - Epoch 30 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:39:24 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0122, 伪标签损失: 1.3217, LPL损失: 14.7136, 聚类损失: 5.3699, 总损失: 0.0122
2025-05-08 21:39:25 - Epoch 30, 测试集 AUC: 0.5328, PRE: 0.1588, REC: 0.2919, MF1: 0.4997, ACC1: 0.2919, ACC0: 0.7371, Gmean: 0.4639
2025-05-08 21:39:25 - Epoch 30, val mf1: 0.4948, val ACC1: 0.2875, val ACC0: 0.7308, val Gmean: 0.4584 (best 0.5682)
2025-05-08 21:39:25 - Epoch 31 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-08 21:39:25 - Epoch 31, 测试集 AUC: 0.5282, PRE: 0.1571, REC: 0.2782, MF1: 0.4997, ACC1: 0.2782, ACC0: 0.7463, Gmean: 0.4556
2025-05-08 21:39:25 - Epoch 31, val mf1: 0.4934, val ACC1: 0.2673, val ACC0: 0.7417, val Gmean: 0.4453 (best 0.5682)
2025-05-08 21:39:25 - Epoch 32 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-08 21:39:26 - Epoch 32, 测试集 AUC: 0.5241, PRE: 0.1531, REC: 0.2597, MF1: 0.4980, ACC1: 0.2597, ACC0: 0.7559, Gmean: 0.4430
2025-05-08 21:39:26 - Epoch 32, val mf1: 0.4926, val ACC1: 0.2522, val ACC0: 0.7509, val Gmean: 0.4351 (best 0.5682)
2025-05-08 21:39:26 - Epoch 33 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-08 21:39:26 - Epoch 33, 测试集 AUC: 0.5203, PRE: 0.1494, REC: 0.2429, MF1: 0.4965, ACC1: 0.2429, ACC0: 0.7649, Gmean: 0.4311
2025-05-08 21:39:26 - Epoch 33, val mf1: 0.4903, val ACC1: 0.2306, val ACC0: 0.7621, val Gmean: 0.4192 (best 0.5682)
2025-05-08 21:39:27 - Epoch 34 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:39:27 - Epoch 34, 测试集 AUC: 0.5168, PRE: 0.1462, REC: 0.2258, MF1: 0.4954, ACC1: 0.2258, ACC0: 0.7758, Gmean: 0.4185
2025-05-08 21:39:27 - Epoch 34, val mf1: 0.4896, val ACC1: 0.2155, val ACC0: 0.7723, val Gmean: 0.4080 (best 0.5682)
2025-05-08 21:39:27 - Epoch 35 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:39:27 - Epoch 35, 测试集 AUC: 0.5135, PRE: 0.1431, REC: 0.2116, MF1: 0.4943, ACC1: 0.2116, ACC0: 0.7846, Gmean: 0.4074
2025-05-08 21:39:27 - Epoch 35, val mf1: 0.4906, val ACC1: 0.2054, val ACC0: 0.7823, val Gmean: 0.4009 (best 0.5682)
2025-05-08 21:39:27 - Epoch 36 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:39:28 - Epoch 36, 测试集 AUC: 0.5106, PRE: 0.1417, REC: 0.2016, MF1: 0.4942, ACC1: 0.2016, ACC0: 0.7923, Gmean: 0.3997
2025-05-08 21:39:28 - Epoch 36, val mf1: 0.4920, val ACC1: 0.1958, val ACC0: 0.7929, val Gmean: 0.3940 (best 0.5682)
2025-05-08 21:39:28 - Epoch 37 伪标签: 正样本: 185 (40.5%), 负样本: 272 (59.5%)
2025-05-08 21:39:28 - Epoch 37, 测试集 AUC: 0.5080, PRE: 0.1413, REC: 0.1930, MF1: 0.4947, ACC1: 0.1930, ACC0: 0.8005, Gmean: 0.3931
2025-05-08 21:39:28 - Epoch 37, val mf1: 0.4902, val ACC1: 0.1834, val ACC0: 0.7998, val Gmean: 0.3830 (best 0.5682)
2025-05-08 21:39:28 - Epoch 38 伪标签: 正样本: 192 (42.0%), 负样本: 265 (58.0%)
2025-05-08 21:39:29 - Epoch 38, 测试集 AUC: 0.5057, PRE: 0.1411, REC: 0.1858, MF1: 0.4952, ACC1: 0.1858, ACC0: 0.8077, Gmean: 0.3874
2025-05-08 21:39:29 - Epoch 38, val mf1: 0.4911, val ACC1: 0.1774, val ACC0: 0.8067, val Gmean: 0.3783 (best 0.5682)
2025-05-08 21:39:29 - Epoch 39 伪标签: 正样本: 191 (41.8%), 负样本: 266 (58.2%)
2025-05-08 21:39:29 - Epoch 39, 测试集 AUC: 0.5037, PRE: 0.1384, REC: 0.1768, MF1: 0.4939, ACC1: 0.1768, ACC0: 0.8129, Gmean: 0.3791
2025-05-08 21:39:29 - Epoch 39, val mf1: 0.4905, val ACC1: 0.1701, val ACC0: 0.8121, val Gmean: 0.3717 (best 0.5682)
2025-05-08 21:39:29 - Epoch 40 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-08 21:39:30 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0048, 伪标签损失: 1.3976, LPL损失: 15.5797, 聚类损失: 4.3621, 总损失: 0.0048
2025-05-08 21:39:30 - Epoch 40, 测试集 AUC: 0.5020, PRE: 0.1358, REC: 0.1682, MF1: 0.4926, ACC1: 0.1682, ACC0: 0.8180, Gmean: 0.3709
2025-05-08 21:39:30 - Epoch 40, val mf1: 0.4897, val ACC1: 0.1623, val ACC0: 0.8176, val Gmean: 0.3643 (best 0.5682)
2025-05-08 21:39:30 - Epoch 41 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:39:30 - Epoch 41, 测试集 AUC: 0.5006, PRE: 0.1340, REC: 0.1612, MF1: 0.4918, ACC1: 0.1612, ACC0: 0.8229, Gmean: 0.3642
2025-05-08 21:39:30 - Epoch 41, val mf1: 0.4896, val ACC1: 0.1573, val ACC0: 0.8220, val Gmean: 0.3595 (best 0.5682)
2025-05-08 21:39:30 - Epoch 42 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:39:31 - Epoch 42, 测试集 AUC: 0.4994, PRE: 0.1319, REC: 0.1547, MF1: 0.4908, ACC1: 0.1547, ACC0: 0.8269, Gmean: 0.3576
2025-05-08 21:39:31 - Epoch 42, val mf1: 0.4899, val ACC1: 0.1541, val ACC0: 0.8256, val Gmean: 0.3566 (best 0.5682)
2025-05-08 21:39:31 - Epoch 43 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:39:31 - Epoch 43, 测试集 AUC: 0.4984, PRE: 0.1325, REC: 0.1524, MF1: 0.4915, ACC1: 0.1524, ACC0: 0.8304, Gmean: 0.3558
2025-05-08 21:39:31 - Epoch 43, val mf1: 0.4896, val ACC1: 0.1504, val ACC0: 0.8286, val Gmean: 0.3530 (best 0.5682)
2025-05-08 21:39:31 - Epoch 44 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:39:32 - Epoch 44, 测试集 AUC: 0.4977, PRE: 0.1322, REC: 0.1495, MF1: 0.4914, ACC1: 0.1495, ACC0: 0.8332, Gmean: 0.3529
2025-05-08 21:39:32 - Epoch 44, val mf1: 0.4902, val ACC1: 0.1486, val ACC0: 0.8315, val Gmean: 0.3515 (best 0.5682)
2025-05-08 21:39:32 - Epoch 45 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:39:32 - Epoch 45, 测试集 AUC: 0.4972, PRE: 0.1323, REC: 0.1477, MF1: 0.4916, ACC1: 0.1477, ACC0: 0.8354, Gmean: 0.3512
2025-05-08 21:39:32 - Epoch 45, val mf1: 0.4902, val ACC1: 0.1463, val ACC0: 0.8339, val Gmean: 0.3492 (best 0.5682)
2025-05-08 21:39:32 - Epoch 46 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:39:33 - Epoch 46, 测试集 AUC: 0.4968, PRE: 0.1317, REC: 0.1454, MF1: 0.4914, ACC1: 0.1454, ACC0: 0.8371, Gmean: 0.3489
2025-05-08 21:39:33 - Epoch 46, val mf1: 0.4912, val ACC1: 0.1463, val ACC0: 0.8358, val Gmean: 0.3496 (best 0.5682)
2025-05-08 21:39:33 - Epoch 47 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:39:33 - Epoch 47, 测试集 AUC: 0.4967, PRE: 0.1325, REC: 0.1452, MF1: 0.4919, ACC1: 0.1452, ACC0: 0.8384, Gmean: 0.3489
2025-05-08 21:39:33 - Epoch 47, val mf1: 0.4905, val ACC1: 0.1435, val ACC0: 0.8372, val Gmean: 0.3466 (best 0.5682)
2025-05-08 21:39:33 - Epoch 48 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:39:34 - Epoch 48, 测试集 AUC: 0.4966, PRE: 0.1331, REC: 0.1447, MF1: 0.4924, ACC1: 0.1447, ACC0: 0.8398, Gmean: 0.3486
2025-05-08 21:39:34 - Epoch 48, val mf1: 0.4901, val ACC1: 0.1417, val ACC0: 0.8381, val Gmean: 0.3446 (best 0.5682)
2025-05-08 21:39:34 - Epoch 49 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:39:34 - Epoch 49, 测试集 AUC: 0.4967, PRE: 0.1329, REC: 0.1438, MF1: 0.4923, ACC1: 0.1438, ACC0: 0.8404, Gmean: 0.3477
2025-05-08 21:39:34 - Epoch 49, val mf1: 0.4906, val ACC1: 0.1417, val ACC0: 0.8392, val Gmean: 0.3448 (best 0.5682)
2025-05-08 21:39:34 - time cost: 26.52 s
2025-05-08 21:39:34 - 基于验证集最佳模型的测试结果: REC 39.74 PRE 24.17 MF1 56.72 AUC 67.36 ACC1 39.74 ACC0 78.81 Gmean 55.96
2025-05-08 21:39:34 - 测试集上观察到的最佳结果 (Epoch 5): AUC 68.96 PRE 43.86 REC 0.56 MF1 46.63 ACC1 0.56 ACC0 99.88 Gmean 7.51
