2025-05-09 20:46:52 - 运行开始时间: 20250509_204652
2025-05-09 20:46:52 - 日志文件: logs/train_log_yelp_seed64_20250509_204652.txt
2025-05-09 20:46:52 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:46:52 - 无标签数据数量: 457
2025-05-09 20:46:52 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 20:46:52 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:46:52 - 伪标签策略：
2025-05-09 20:46:52 -   使用模型输出和聚类结果的融合
2025-05-09 20:46:52 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 20:46:53 - 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: 0.8636
2025-05-09 20:46:53 - Epoch 0, 测试集 AUC: 0.5698, PRE: 0.0476, REC: 0.0002, MF1: 0.4609, ACC1: 0.0002, ACC0: 0.9992, Gmean: 0.0150
2025-05-09 20:46:53 - 更新最佳测试结果 (Epoch 0): AUC 0.5698, PRE 0.0476, REC 0.0002, MF1 0.4609, ACC1 0.0002, ACC0 0.9992, Gmean 0.0150
2025-05-09 20:46:53 - Epoch 0, val mf1: 0.4616, val ACC1: 0.0009, val ACC0: 0.9992, val Gmean: 0.0303 (best 0.4616)
2025-05-09 20:46:53 - Epoch 1 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:46:54 - Epoch 1, 测试集 AUC: 0.3101, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:46:54 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:46:54 - Epoch 2 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-09 20:46:54 - Epoch 2, 测试集 AUC: 0.4088, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:46:54 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:46:55 - Epoch 3 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:46:55 - Epoch 3, 测试集 AUC: 0.4035, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:46:55 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:46:55 - Epoch 4 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:46:56 - Epoch 4, 测试集 AUC: 0.3933, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:46:56 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:46:56 - Epoch 5 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-09 20:46:56 - Epoch 5, 测试集 AUC: 0.3980, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:46:56 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:46:57 - Epoch 6 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:46:57 - Epoch 6, 测试集 AUC: 0.4061, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:46:57 - Epoch 6, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:46:57 - Epoch 7 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-09 20:46:58 - Epoch 7, 测试集 AUC: 0.4129, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 0.9998, Gmean: 0.0000
2025-05-09 20:46:58 - Epoch 7, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:46:58 - Epoch 8 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:46:58 - Epoch 8, 测试集 AUC: 0.4154, PRE: 0.0740, REC: 0.0133, MF1: 0.4655, ACC1: 0.0133, ACC0: 0.9717, Gmean: 0.1138
2025-05-09 20:46:58 - Epoch 8, val mf1: 0.4626, val ACC1: 0.0101, val ACC0: 0.9716, val Gmean: 0.0990 (best 0.4626)
2025-05-09 20:46:58 - Epoch 9 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 20:46:59 - Epoch 9, 测试集 AUC: 0.4100, PRE: 0.0762, REC: 0.0070, MF1: 0.4639, ACC1: 0.0070, ACC0: 0.9856, Gmean: 0.0831
2025-05-09 20:46:59 - Epoch 9, val mf1: 0.4640, val ACC1: 0.0069, val ACC0: 0.9865, val Gmean: 0.0824 (best 0.4640)
2025-05-09 20:46:59 - Epoch 10 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 20:46:59 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 1.1615, LPL损失: 9.9910, 聚类损失: 10.2759, 总损失: 0.0880
2025-05-09 20:46:59 - Epoch 10, 测试集 AUC: 0.3968, PRE: 0.0779, REC: 0.0178, MF1: 0.4669, ACC1: 0.0178, ACC0: 0.9641, Gmean: 0.1311
2025-05-09 20:46:59 - Epoch 10, val mf1: 0.4652, val ACC1: 0.0147, val ACC0: 0.9671, val Gmean: 0.1191 (best 0.4652)
2025-05-09 20:46:59 - Epoch 11 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-09 20:47:00 - Epoch 11, 测试集 AUC: 0.3834, PRE: 0.0737, REC: 0.0418, MF1: 0.4659, ACC1: 0.0418, ACC0: 0.9108, Gmean: 0.1950
2025-05-09 20:47:00 - Epoch 11, val mf1: 0.4644, val ACC1: 0.0385, val ACC0: 0.9127, val Gmean: 0.1875 (best 0.4652)
2025-05-09 20:47:00 - Epoch 12 伪标签: 正样本: 143 (31.3%), 负样本: 314 (68.7%)
2025-05-09 20:47:00 - Epoch 12, 测试集 AUC: 0.3833, PRE: 0.0915, REC: 0.0099, MF1: 0.4659, ACC1: 0.0099, ACC0: 0.9832, Gmean: 0.0988
2025-05-09 20:47:00 - Epoch 12, val mf1: 0.4665, val ACC1: 0.0096, val ACC0: 0.9860, val Gmean: 0.0974 (best 0.4665)
2025-05-09 20:47:00 - Epoch 13 伪标签: 正样本: 148 (32.4%), 负样本: 309 (67.6%)
2025-05-09 20:47:01 - Epoch 13, 测试集 AUC: 0.3855, PRE: 0.0421, REC: 0.0009, MF1: 0.4609, ACC1: 0.0009, ACC0: 0.9965, Gmean: 0.0300
2025-05-09 20:47:01 - Epoch 13, val mf1: 0.4631, val ACC1: 0.0028, val ACC0: 0.9977, val Gmean: 0.0524 (best 0.4665)
2025-05-09 20:47:01 - Epoch 14 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 20:47:01 - Epoch 14, 测试集 AUC: 0.3783, PRE: 0.0652, REC: 0.0007, MF1: 0.4611, ACC1: 0.0007, ACC0: 0.9983, Gmean: 0.0260
2025-05-09 20:47:01 - Epoch 14, val mf1: 0.4609, val ACC1: 0.0005, val ACC0: 0.9984, val Gmean: 0.0214 (best 0.4665)
2025-05-09 20:47:01 - Epoch 15 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 20:47:02 - Epoch 15, 测试集 AUC: 0.3795, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-09 20:47:02 - Epoch 15, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4665)
2025-05-09 20:47:02 - Epoch 16 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 20:47:02 - Epoch 16, 测试集 AUC: 0.4960, PRE: 0.3014, REC: 0.0050, MF1: 0.4654, ACC1: 0.0050, ACC0: 0.9980, Gmean: 0.0704
2025-05-09 20:47:02 - Epoch 16, val mf1: 0.4660, val ACC1: 0.0055, val ACC0: 0.9981, val Gmean: 0.0741 (best 0.4665)
2025-05-09 20:47:03 - Epoch 17 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:47:03 - Epoch 17, 测试集 AUC: 0.6311, PRE: 0.3078, REC: 0.1741, MF1: 0.5613, ACC1: 0.1741, ACC0: 0.9334, Gmean: 0.4031
2025-05-09 20:47:03 - 更新最佳测试结果 (Epoch 17): AUC 0.6311, PRE 0.3078, REC 0.1741, MF1 0.5613, ACC1 0.1741, ACC0 0.9334, Gmean 0.4031
2025-05-09 20:47:03 - Epoch 17, val mf1: 0.5485, val ACC1: 0.1582, val ACC0: 0.9287, val Gmean: 0.3833 (best 0.5485)
2025-05-09 20:47:03 - Epoch 18 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-09 20:47:04 - Epoch 18, 测试集 AUC: 0.6810, PRE: 0.2672, REC: 0.4116, MF1: 0.5855, ACC1: 0.4116, ACC0: 0.8081, Gmean: 0.5767
2025-05-09 20:47:04 - 更新最佳测试结果 (Epoch 18): AUC 0.6810, PRE 0.2672, REC 0.4116, MF1 0.5855, ACC1 0.4116, ACC0 0.8081, Gmean 0.5767
2025-05-09 20:47:04 - Epoch 18, val mf1: 0.5768, val ACC1: 0.3943, val ACC0: 0.8046, val Gmean: 0.5633 (best 0.5768)
2025-05-09 20:47:04 - Epoch 19 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 20:47:04 - Epoch 19, 测试集 AUC: 0.7022, PRE: 0.2587, REC: 0.5378, MF1: 0.5810, ACC1: 0.5378, ACC0: 0.7380, Gmean: 0.6300
2025-05-09 20:47:04 - 更新最佳测试结果 (Epoch 19): AUC 0.7022, PRE 0.2587, REC 0.5378, MF1 0.5810, ACC1 0.5378, ACC0 0.7380, Gmean 0.6300
2025-05-09 20:47:04 - Epoch 19, val mf1: 0.5712, val ACC1: 0.5099, val ACC0: 0.7363, val Gmean: 0.6127 (best 0.5768)
2025-05-09 20:47:04 - Epoch 20 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 20:47:05 - Epoch 20, 有标签损失: 0.0020, 一致性损失: 0.0000, 伪标签损失: 0.8430, LPL损失: 7.5864, 聚类损失: 1.8092, 总损失: 0.0530
2025-05-09 20:47:05 - Epoch 20, 测试集 AUC: 0.7047, PRE: 0.2619, REC: 0.4947, MF1: 0.5839, ACC1: 0.4947, ACC0: 0.7630, Gmean: 0.6144
2025-05-09 20:47:05 - 更新最佳测试结果 (Epoch 20): AUC 0.7047, PRE 0.2619, REC 0.4947, MF1 0.5839, ACC1 0.4947, ACC0 0.7630, Gmean 0.6144
2025-05-09 20:47:05 - Epoch 20, val mf1: 0.5762, val ACC1: 0.4732, val ACC0: 0.7619, val Gmean: 0.6004 (best 0.5768)
2025-05-09 20:47:05 - Epoch 21 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 20:47:05 - Epoch 21, 测试集 AUC: 0.7006, PRE: 0.2585, REC: 0.5279, MF1: 0.5809, ACC1: 0.5279, ACC0: 0.7426, Gmean: 0.6261
2025-05-09 20:47:05 - Epoch 21, val mf1: 0.5761, val ACC1: 0.5108, val ACC0: 0.7434, val Gmean: 0.6162 (best 0.5768)
2025-05-09 20:47:05 - Epoch 22 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:47:06 - Epoch 22, 测试集 AUC: 0.7053, PRE: 0.2584, REC: 0.5358, MF1: 0.5807, ACC1: 0.5358, ACC0: 0.7386, Gmean: 0.6291
2025-05-09 20:47:06 - 更新最佳测试结果 (Epoch 22): AUC 0.7053, PRE 0.2584, REC 0.5358, MF1 0.5807, ACC1 0.5358, ACC0 0.7386, Gmean 0.6291
2025-05-09 20:47:06 - Epoch 22, val mf1: 0.5764, val ACC1: 0.5199, val ACC0: 0.7395, val Gmean: 0.6201 (best 0.5768)
2025-05-09 20:47:06 - Epoch 23 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:47:06 - Epoch 23, 测试集 AUC: 0.7095, PRE: 0.2738, REC: 0.4486, MF1: 0.5918, ACC1: 0.4486, ACC0: 0.7977, Gmean: 0.5982
2025-05-09 20:47:06 - 更新最佳测试结果 (Epoch 23): AUC 0.7095, PRE 0.2738, REC 0.4486, MF1 0.5918, ACC1 0.4486, ACC0 0.7977, Gmean 0.5982
2025-05-09 20:47:06 - Epoch 23, val mf1: 0.5847, val ACC1: 0.4328, val ACC0: 0.7955, val Gmean: 0.5868 (best 0.5847)
2025-05-09 20:47:06 - Epoch 24 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-09 20:47:07 - Epoch 24, 测试集 AUC: 0.7148, PRE: 0.3056, REC: 0.2793, MF1: 0.5887, ACC1: 0.2793, ACC0: 0.8921, Gmean: 0.4992
2025-05-09 20:47:07 - 更新最佳测试结果 (Epoch 24): AUC 0.7148, PRE 0.3056, REC 0.2793, MF1 0.5887, ACC1 0.2793, ACC0 0.8921, Gmean 0.4992
2025-05-09 20:47:07 - Epoch 24, val mf1: 0.5808, val ACC1: 0.2664, val ACC0: 0.8898, val Gmean: 0.4869 (best 0.5847)
2025-05-09 20:47:07 - Epoch 25 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-09 20:47:07 - Epoch 25, 测试集 AUC: 0.7161, PRE: 0.3457, REC: 0.1858, MF1: 0.5732, ACC1: 0.1858, ACC0: 0.9402, Gmean: 0.4180
2025-05-09 20:47:07 - 更新最佳测试结果 (Epoch 25): AUC 0.7161, PRE 0.3457, REC 0.1858, MF1 0.5732, ACC1 0.1858, ACC0 0.9402, Gmean 0.4180
2025-05-09 20:47:07 - Epoch 25, val mf1: 0.5619, val ACC1: 0.1742, val ACC0: 0.9341, val Gmean: 0.4034 (best 0.5847)
2025-05-09 20:47:08 - Epoch 26 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-09 20:47:08 - Epoch 26, 测试集 AUC: 0.7128, PRE: 0.3573, REC: 0.1608, MF1: 0.5651, ACC1: 0.1608, ACC0: 0.9508, Gmean: 0.3910
2025-05-09 20:47:08 - Epoch 26, val mf1: 0.5571, val ACC1: 0.1536, val ACC0: 0.9461, val Gmean: 0.3812 (best 0.5847)
2025-05-09 20:47:08 - Epoch 27 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 20:47:08 - Epoch 27, 测试集 AUC: 0.7024, PRE: 0.3444, REC: 0.1919, MF1: 0.5752, ACC1: 0.1919, ACC0: 0.9379, Gmean: 0.4243
2025-05-09 20:47:08 - Epoch 27, val mf1: 0.5618, val ACC1: 0.1733, val ACC0: 0.9349, val Gmean: 0.4025 (best 0.5847)
2025-05-09 20:47:08 - Epoch 28 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 20:47:09 - Epoch 28, 测试集 AUC: 0.6966, PRE: 0.3529, REC: 0.1603, MF1: 0.5642, ACC1: 0.1603, ACC0: 0.9500, Gmean: 0.3903
2025-05-09 20:47:09 - Epoch 28, val mf1: 0.5548, val ACC1: 0.1481, val ACC0: 0.9480, val Gmean: 0.3747 (best 0.5847)
2025-05-09 20:47:09 - Epoch 29 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 20:47:09 - Epoch 29, 测试集 AUC: 0.7018, PRE: 0.3713, REC: 0.1052, MF1: 0.5390, ACC1: 0.1052, ACC0: 0.9697, Gmean: 0.3194
2025-05-09 20:47:09 - Epoch 29, val mf1: 0.5352, val ACC1: 0.1009, val ACC0: 0.9689, val Gmean: 0.3126 (best 0.5847)
2025-05-09 20:47:09 - Epoch 30 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:47:10 - Epoch 30, 有标签损失: 0.0003, 一致性损失: 0.0000, 伪标签损失: 0.5343, LPL损失: 5.9428, 聚类损失: 1.1611, 总损失: 0.0463
2025-05-09 20:47:10 - Epoch 30, 测试集 AUC: 0.7073, PRE: 0.4020, REC: 0.0838, MF1: 0.5279, ACC1: 0.0838, ACC0: 0.9788, Gmean: 0.2863
2025-05-09 20:47:10 - Epoch 30, val mf1: 0.5175, val ACC1: 0.0715, val ACC0: 0.9781, val Gmean: 0.2645 (best 0.5847)
2025-05-09 20:47:10 - Epoch 31 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:47:10 - Epoch 31, 测试集 AUC: 0.7073, PRE: 0.4300, REC: 0.0777, MF1: 0.5250, ACC1: 0.0777, ACC0: 0.9825, Gmean: 0.2762
2025-05-09 20:47:10 - Epoch 31, val mf1: 0.5104, val ACC1: 0.0605, val ACC0: 0.9821, val Gmean: 0.2438 (best 0.5847)
2025-05-09 20:47:11 - Epoch 32 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 20:47:11 - Epoch 32, 测试集 AUC: 0.6959, PRE: 0.4248, REC: 0.0804, MF1: 0.5267, ACC1: 0.0804, ACC0: 0.9815, Gmean: 0.2809
2025-05-09 20:47:11 - Epoch 32, val mf1: 0.5128, val ACC1: 0.0642, val ACC0: 0.9806, val Gmean: 0.2509 (best 0.5847)
2025-05-09 20:47:11 - Epoch 33 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:47:12 - Epoch 33, 测试集 AUC: 0.6546, PRE: 0.3930, REC: 0.0833, MF1: 0.5271, ACC1: 0.0833, ACC0: 0.9781, Gmean: 0.2855
2025-05-09 20:47:12 - Epoch 33, val mf1: 0.5176, val ACC1: 0.0715, val ACC0: 0.9782, val Gmean: 0.2645 (best 0.5847)
2025-05-09 20:47:12 - Epoch 34 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 20:47:12 - Epoch 34, 测试集 AUC: 0.5792, PRE: 0.3381, REC: 0.0695, MF1: 0.5152, ACC1: 0.0695, ACC0: 0.9769, Gmean: 0.2606
2025-05-09 20:47:12 - Epoch 34, val mf1: 0.5053, val ACC1: 0.0582, val ACC0: 0.9758, val Gmean: 0.2384 (best 0.5847)
2025-05-09 20:47:12 - Epoch 35 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:47:13 - Epoch 35, 测试集 AUC: 0.5084, PRE: 0.2601, REC: 0.0628, MF1: 0.5060, ACC1: 0.0628, ACC0: 0.9696, Gmean: 0.2467
2025-05-09 20:47:13 - Epoch 35, val mf1: 0.4997, val ACC1: 0.0555, val ACC0: 0.9687, val Gmean: 0.2318 (best 0.5847)
2025-05-09 20:47:13 - Epoch 36 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:47:13 - Epoch 36, 测试集 AUC: 0.4916, PRE: 0.2603, REC: 0.0614, MF1: 0.5053, ACC1: 0.0614, ACC0: 0.9703, Gmean: 0.2441
2025-05-09 20:47:13 - Epoch 36, val mf1: 0.5015, val ACC1: 0.0559, val ACC0: 0.9717, val Gmean: 0.2331 (best 0.5847)
2025-05-09 20:47:13 - Epoch 37 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-09 20:47:14 - Epoch 37, 测试集 AUC: 0.5027, PRE: 0.2773, REC: 0.0567, MF1: 0.5036, ACC1: 0.0567, ACC0: 0.9749, Gmean: 0.2351
2025-05-09 20:47:14 - Epoch 37, val mf1: 0.4999, val ACC1: 0.0514, val ACC0: 0.9765, val Gmean: 0.2239 (best 0.5847)
2025-05-09 20:47:14 - Epoch 38 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:47:14 - Epoch 38, 测试集 AUC: 0.5264, PRE: 0.3226, REC: 0.0474, MF1: 0.4996, ACC1: 0.0474, ACC0: 0.9831, Gmean: 0.2159
2025-05-09 20:47:14 - Epoch 38, val mf1: 0.4956, val ACC1: 0.0422, val ACC0: 0.9843, val Gmean: 0.2038 (best 0.5847)
2025-05-09 20:47:14 - Epoch 39 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:47:15 - Epoch 39, 测试集 AUC: 0.5383, PRE: 0.3683, REC: 0.0388, MF1: 0.4945, ACC1: 0.0388, ACC0: 0.9887, Gmean: 0.1959
2025-05-09 20:47:15 - Epoch 39, val mf1: 0.4885, val ACC1: 0.0321, val ACC0: 0.9889, val Gmean: 0.1782 (best 0.5847)
2025-05-09 20:47:15 - Epoch 40 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 20:47:15 - Epoch 40, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4965, LPL损失: 28.7144, 聚类损失: 0.9493, 总损失: 0.2191
2025-05-09 20:47:15 - Epoch 40, 测试集 AUC: 0.5209, PRE: 0.3662, REC: 0.0327, MF1: 0.4897, ACC1: 0.0327, ACC0: 0.9904, Gmean: 0.1801
2025-05-09 20:47:15 - Epoch 40, val mf1: 0.4872, val ACC1: 0.0298, val ACC0: 0.9910, val Gmean: 0.1719 (best 0.5847)
2025-05-09 20:47:15 - Epoch 41 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 20:47:16 - Epoch 41, 测试集 AUC: 0.4696, PRE: 0.3147, REC: 0.0305, MF1: 0.4869, ACC1: 0.0305, ACC0: 0.9887, Gmean: 0.1736
2025-05-09 20:47:16 - Epoch 41, val mf1: 0.4856, val ACC1: 0.0289, val ACC0: 0.9890, val Gmean: 0.1690 (best 0.5847)
2025-05-09 20:47:16 - Epoch 42 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:47:16 - Epoch 42, 测试集 AUC: 0.4161, PRE: 0.2216, REC: 0.0343, MF1: 0.4866, ACC1: 0.0343, ACC0: 0.9795, Gmean: 0.1833
2025-05-09 20:47:16 - Epoch 42, val mf1: 0.4861, val ACC1: 0.0330, val ACC0: 0.9810, val Gmean: 0.1800 (best 0.5847)
2025-05-09 20:47:16 - Epoch 43 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:47:17 - Epoch 43, 测试集 AUC: 0.3808, PRE: 0.1308, REC: 0.0540, MF1: 0.4854, ACC1: 0.0540, ACC0: 0.9390, Gmean: 0.2251
2025-05-09 20:47:17 - Epoch 43, val mf1: 0.4837, val ACC1: 0.0509, val ACC0: 0.9403, val Gmean: 0.2188 (best 0.5847)
2025-05-09 20:47:17 - Epoch 44 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-09 20:47:17 - Epoch 44, 测试集 AUC: 0.3708, PRE: 0.0944, REC: 0.0896, MF1: 0.4711, ACC1: 0.0896, ACC0: 0.8538, Gmean: 0.2766
2025-05-09 20:47:17 - Epoch 44, val mf1: 0.4673, val ACC1: 0.0798, val ACC0: 0.8573, val Gmean: 0.2615 (best 0.5847)
2025-05-09 20:47:17 - Epoch 45 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 20:47:17 - Epoch 45, 测试集 AUC: 0.3734, PRE: 0.0963, REC: 0.0984, MF1: 0.4710, ACC1: 0.0984, ACC0: 0.8430, Gmean: 0.2881
2025-05-09 20:47:17 - Epoch 45, val mf1: 0.4675, val ACC1: 0.0890, val ACC0: 0.8462, val Gmean: 0.2744 (best 0.5847)
2025-05-09 20:47:18 - Epoch 46 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 20:47:18 - Epoch 46, 测试集 AUC: 0.3869, PRE: 0.1212, REC: 0.0858, MF1: 0.4865, ACC1: 0.0858, ACC0: 0.8942, Gmean: 0.2770
2025-05-09 20:47:18 - Epoch 46, val mf1: 0.4821, val ACC1: 0.0775, val ACC0: 0.8955, val Gmean: 0.2634 (best 0.5847)
2025-05-09 20:47:18 - Epoch 47 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 20:47:19 - Epoch 47, 测试集 AUC: 0.4078, PRE: 0.1734, REC: 0.0736, MF1: 0.4999, ACC1: 0.0736, ACC0: 0.9404, Gmean: 0.2631
2025-05-09 20:47:19 - Epoch 47, val mf1: 0.4937, val ACC1: 0.0637, val ACC0: 0.9419, val Gmean: 0.2450 (best 0.5847)
2025-05-09 20:47:19 - Epoch 48 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:47:19 - Epoch 48, 测试集 AUC: 0.4311, PRE: 0.2266, REC: 0.0677, MF1: 0.5055, ACC1: 0.0677, ACC0: 0.9607, Gmean: 0.2551
2025-05-09 20:47:19 - Epoch 48, val mf1: 0.4983, val ACC1: 0.0587, val ACC0: 0.9603, val Gmean: 0.2374 (best 0.5847)
2025-05-09 20:47:19 - Epoch 49 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:47:20 - Epoch 49, 测试集 AUC: 0.4511, PRE: 0.2461, REC: 0.0675, MF1: 0.5074, ACC1: 0.0675, ACC0: 0.9648, Gmean: 0.2552
2025-05-09 20:47:20 - Epoch 49, val mf1: 0.5021, val ACC1: 0.0605, val ACC0: 0.9652, val Gmean: 0.2417 (best 0.5847)
2025-05-09 20:47:20 - time cost: 27.73 s
2025-05-09 20:47:20 - 基于验证集最佳模型的测试结果: REC 44.86 PRE 27.38 MF1 59.18 AUC 70.95 ACC1 44.86 ACC0 79.77 Gmean 59.82
2025-05-09 20:47:20 - 测试集上观察到的最佳结果 (Epoch 25): AUC 71.61 PRE 34.57 REC 18.58 MF1 57.32 ACC1 18.58 ACC0 94.02 Gmean 41.80
