2025-05-09 20:45:26 - 运行开始时间: 20250509_204526
2025-05-09 20:45:26 - 日志文件: logs/train_log_yelp_seed64_20250509_204526.txt
2025-05-09 20:45:26 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-09 20:45:26 - 无标签数据数量: 457
2025-05-09 20:45:26 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-09 20:45:26 - cross entropy weight: 1.000000 (不使用)
2025-05-09 20:45:26 - 伪标签策略：
2025-05-09 20:45:26 -   使用模型输出和聚类结果的融合
2025-05-09 20:45:26 - Epoch 0 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 20:45:27 - 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 20:45:27 - 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 20:45:27 - 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 20:45:27 - Epoch 0, val mf1: 0.4616, val ACC1: 0.0009, val ACC0: 0.9992, val Gmean: 0.0303 (best 0.4616)
2025-05-09 20:45:27 - Epoch 1 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:45:27 - 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 20:45:27 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:45:28 - Epoch 2 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-09 20:45:28 - 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 20:45:28 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:45:28 - Epoch 3 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-09 20:45:28 - 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 20:45:28 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:45:29 - Epoch 4 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:45:29 - 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 20:45:29 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:45:29 - Epoch 5 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-09 20:45:30 - 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 20:45:30 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:45:30 - Epoch 6 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:45:30 - 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 20:45:30 - Epoch 6, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:45:30 - Epoch 7 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-09 20:45:31 - 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 20:45:31 - Epoch 7, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4616)
2025-05-09 20:45:31 - Epoch 8 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:45:31 - 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 20:45:31 - Epoch 8, val mf1: 0.4626, val ACC1: 0.0101, val ACC0: 0.9716, val Gmean: 0.0990 (best 0.4626)
2025-05-09 20:45:32 - Epoch 9 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-09 20:45:32 - 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 20:45:32 - Epoch 9, val mf1: 0.4640, val ACC1: 0.0069, val ACC0: 0.9865, val Gmean: 0.0824 (best 0.4640)
2025-05-09 20:45:32 - Epoch 10 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-09 20:45:32 - 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 20:45:32 - 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 20:45:32 - Epoch 10, val mf1: 0.4652, val ACC1: 0.0147, val ACC0: 0.9671, val Gmean: 0.1191 (best 0.4652)
2025-05-09 20:45:33 - Epoch 11 伪标签: 正样本: 182 (39.8%), 负样本: 275 (60.2%)
2025-05-09 20:45:33 - 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 20:45:33 - Epoch 11, val mf1: 0.4644, val ACC1: 0.0385, val ACC0: 0.9127, val Gmean: 0.1875 (best 0.4652)
2025-05-09 20:45:33 - Epoch 12 伪标签: 正样本: 143 (31.3%), 负样本: 314 (68.7%)
2025-05-09 20:45:33 - 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 20:45:33 - Epoch 12, val mf1: 0.4665, val ACC1: 0.0096, val ACC0: 0.9860, val Gmean: 0.0974 (best 0.4665)
2025-05-09 20:45:34 - Epoch 13 伪标签: 正样本: 148 (32.4%), 负样本: 309 (67.6%)
2025-05-09 20:45:34 - 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 20:45:34 - Epoch 13, val mf1: 0.4631, val ACC1: 0.0028, val ACC0: 0.9977, val Gmean: 0.0524 (best 0.4665)
2025-05-09 20:45:34 - Epoch 14 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-09 20:45:34 - 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 20:45:34 - Epoch 14, val mf1: 0.4609, val ACC1: 0.0005, val ACC0: 0.9984, val Gmean: 0.0214 (best 0.4665)
2025-05-09 20:45:35 - Epoch 15 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-09 20:45:35 - 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 20:45:35 - Epoch 15, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4665)
2025-05-09 20:45:35 - Epoch 16 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-09 20:45:35 - 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 20:45:35 - Epoch 16, val mf1: 0.4660, val ACC1: 0.0055, val ACC0: 0.9981, val Gmean: 0.0741 (best 0.4665)
2025-05-09 20:45:36 - Epoch 17 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-09 20:45:36 - 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 20:45:36 - 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 20:45:36 - Epoch 17, val mf1: 0.5485, val ACC1: 0.1582, val ACC0: 0.9287, val Gmean: 0.3833 (best 0.5485)
2025-05-09 20:45:36 - Epoch 18 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-09 20:45:37 - 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 20:45:37 - 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 20:45:37 - Epoch 18, val mf1: 0.5768, val ACC1: 0.3943, val ACC0: 0.8046, val Gmean: 0.5633 (best 0.5768)
2025-05-09 20:45:37 - Epoch 19 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-09 20:45:37 - 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 20:45:37 - 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 20:45:37 - Epoch 19, val mf1: 0.5712, val ACC1: 0.5099, val ACC0: 0.7363, val Gmean: 0.6127 (best 0.5768)
2025-05-09 20:45:37 - Epoch 20 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-09 20:45:38 - 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 20:45:38 - 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 20:45:38 - 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 20:45:38 - Epoch 20, val mf1: 0.5762, val ACC1: 0.4732, val ACC0: 0.7619, val Gmean: 0.6004 (best 0.5768)
2025-05-09 20:45:38 - Epoch 21 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-09 20:45:38 - 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 20:45:38 - Epoch 21, val mf1: 0.5761, val ACC1: 0.5108, val ACC0: 0.7434, val Gmean: 0.6162 (best 0.5768)
2025-05-09 20:45:38 - Epoch 22 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-09 20:45:39 - 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 20:45:39 - 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 20:45:39 - Epoch 22, val mf1: 0.5764, val ACC1: 0.5199, val ACC0: 0.7395, val Gmean: 0.6201 (best 0.5768)
2025-05-09 20:45:39 - Epoch 23 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:45:39 - 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 20:45:39 - 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 20:45:39 - Epoch 23, val mf1: 0.5847, val ACC1: 0.4328, val ACC0: 0.7955, val Gmean: 0.5868 (best 0.5847)
2025-05-09 20:45:40 - Epoch 24 伪标签: 正样本: 246 (53.8%), 负样本: 211 (46.2%)
2025-05-09 20:45:40 - 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 20:45:40 - 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 20:45:40 - Epoch 24, val mf1: 0.5808, val ACC1: 0.2664, val ACC0: 0.8898, val Gmean: 0.4869 (best 0.5847)
2025-05-09 20:45:40 - Epoch 25 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 20:45:40 - Epoch 25, 测试集 AUC: 0.7159, PRE: 0.3531, REC: 0.1707, MF1: 0.5686, ACC1: 0.1707, ACC0: 0.9468, Gmean: 0.4020
2025-05-09 20:45:40 - 更新最佳测试结果 (Epoch 25): AUC 0.7159, PRE 0.3531, REC 0.1707, MF1 0.5686, ACC1 0.1707, ACC0 0.9468, Gmean 0.4020
2025-05-09 20:45:40 - Epoch 25, val mf1: 0.5577, val ACC1: 0.1600, val ACC0: 0.9409, val Gmean: 0.3880 (best 0.5847)
2025-05-09 20:45:41 - Epoch 26 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 20:45:41 - Epoch 26, 测试集 AUC: 0.7113, PRE: 0.3671, REC: 0.1244, MF1: 0.5491, ACC1: 0.1244, ACC0: 0.9635, Gmean: 0.3462
2025-05-09 20:45:41 - Epoch 26, val mf1: 0.5435, val ACC1: 0.1178, val ACC0: 0.9622, val Gmean: 0.3367 (best 0.5847)
2025-05-09 20:45:41 - Epoch 27 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 20:45:42 - Epoch 27, 测试集 AUC: 0.6984, PRE: 0.3655, REC: 0.1199, MF1: 0.5465, ACC1: 0.1199, ACC0: 0.9646, Gmean: 0.3401
2025-05-09 20:45:42 - Epoch 27, val mf1: 0.5426, val ACC1: 0.1155, val ACC0: 0.9635, val Gmean: 0.3336 (best 0.5847)
2025-05-09 20:45:42 - Epoch 28 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-09 20:45:42 - Epoch 28, 测试集 AUC: 0.6908, PRE: 0.3955, REC: 0.0747, MF1: 0.5215, ACC1: 0.0747, ACC0: 0.9806, Gmean: 0.2707
2025-05-09 20:45:42 - Epoch 28, val mf1: 0.5219, val ACC1: 0.0752, val ACC0: 0.9806, val Gmean: 0.2715 (best 0.5847)
2025-05-09 20:45:42 - Epoch 29 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:45:43 - Epoch 29, 测试集 AUC: 0.6942, PRE: 0.4719, REC: 0.0379, MF1: 0.4955, ACC1: 0.0379, ACC0: 0.9928, Gmean: 0.1941
2025-05-09 20:45:43 - Epoch 29, val mf1: 0.4877, val ACC1: 0.0298, val ACC0: 0.9923, val Gmean: 0.1720 (best 0.5847)
2025-05-09 20:45:43 - Epoch 30 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-09 20:45:43 - Epoch 30, 有标签损失: 0.0004, 一致性损失: 0.0000, 伪标签损失: 0.5461, LPL损失: 5.8064, 聚类损失: 0.7658, 总损失: 0.0433
2025-05-09 20:45:44 - Epoch 30, 测试集 AUC: 0.6949, PRE: 0.5565, REC: 0.0300, MF1: 0.4894, ACC1: 0.0300, ACC0: 0.9959, Gmean: 0.1729
2025-05-09 20:45:44 - Epoch 30, val mf1: 0.4830, val ACC1: 0.0234, val ACC0: 0.9959, val Gmean: 0.1526 (best 0.5847)
2025-05-09 20:45:44 - Epoch 31 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-09 20:45:44 - Epoch 31, 测试集 AUC: 0.6859, PRE: 0.5701, REC: 0.0284, MF1: 0.4880, ACC1: 0.0284, ACC0: 0.9964, Gmean: 0.1684
2025-05-09 20:45:44 - Epoch 31, val mf1: 0.4840, val ACC1: 0.0243, val ACC0: 0.9961, val Gmean: 0.1556 (best 0.5847)
2025-05-09 20:45:44 - Epoch 32 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-09 20:45:45 - Epoch 32, 测试集 AUC: 0.6582, PRE: 0.5522, REC: 0.0287, MF1: 0.4881, ACC1: 0.0287, ACC0: 0.9960, Gmean: 0.1690
2025-05-09 20:45:45 - Epoch 32, val mf1: 0.4840, val ACC1: 0.0243, val ACC0: 0.9962, val Gmean: 0.1556 (best 0.5847)
2025-05-09 20:45:45 - Epoch 33 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-09 20:45:45 - Epoch 33, 测试集 AUC: 0.6006, PRE: 0.5084, REC: 0.0273, MF1: 0.4866, ACC1: 0.0273, ACC0: 0.9955, Gmean: 0.1649
2025-05-09 20:45:45 - Epoch 33, val mf1: 0.4848, val ACC1: 0.0252, val ACC0: 0.9961, val Gmean: 0.1585 (best 0.5847)
2025-05-09 20:45:46 - Epoch 34 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 20:45:46 - Epoch 34, 测试集 AUC: 0.5224, PRE: 0.3879, REC: 0.0203, MF1: 0.4795, ACC1: 0.0203, ACC0: 0.9945, Gmean: 0.1422
2025-05-09 20:45:46 - Epoch 34, val mf1: 0.4780, val ACC1: 0.0183, val ACC0: 0.9956, val Gmean: 0.1351 (best 0.5847)
2025-05-09 20:45:46 - Epoch 35 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-09 20:45:46 - Epoch 35, 测试集 AUC: 0.4668, PRE: 0.3213, REC: 0.0181, MF1: 0.4770, ACC1: 0.0181, ACC0: 0.9935, Gmean: 0.1340
2025-05-09 20:45:46 - Epoch 35, val mf1: 0.4754, val ACC1: 0.0160, val ACC0: 0.9948, val Gmean: 0.1263 (best 0.5847)
2025-05-09 20:45:47 - Epoch 36 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-09 20:45:47 - Epoch 36, 测试集 AUC: 0.4541, PRE: 0.3053, REC: 0.0156, MF1: 0.4747, ACC1: 0.0156, ACC0: 0.9940, Gmean: 0.1244
2025-05-09 20:45:47 - Epoch 36, val mf1: 0.4747, val ACC1: 0.0151, val ACC0: 0.9952, val Gmean: 0.1227 (best 0.5847)
2025-05-09 20:45:47 - Epoch 37 伪标签: 正样本: 242 (53.0%), 负样本: 215 (47.0%)
2025-05-09 20:45:47 - Epoch 37, 测试集 AUC: 0.4664, PRE: 0.3192, REC: 0.0154, MF1: 0.4746, ACC1: 0.0154, ACC0: 0.9944, Gmean: 0.1236
2025-05-09 20:45:47 - Epoch 37, val mf1: 0.4739, val ACC1: 0.0142, val ACC0: 0.9956, val Gmean: 0.1190 (best 0.5847)
2025-05-09 20:45:48 - Epoch 38 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-09 20:45:48 - Epoch 38, 测试集 AUC: 0.4791, PRE: 0.3243, REC: 0.0163, MF1: 0.4755, ACC1: 0.0163, ACC0: 0.9942, Gmean: 0.1271
2025-05-09 20:45:48 - Epoch 38, val mf1: 0.4747, val ACC1: 0.0151, val ACC0: 0.9951, val Gmean: 0.1227 (best 0.5847)
2025-05-09 20:45:48 - Epoch 39 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-09 20:45:48 - Epoch 39, 测试集 AUC: 0.4806, PRE: 0.3187, REC: 0.0196, MF1: 0.4783, ACC1: 0.0196, ACC0: 0.9929, Gmean: 0.1397
2025-05-09 20:45:48 - Epoch 39, val mf1: 0.4755, val ACC1: 0.0165, val ACC0: 0.9937, val Gmean: 0.1281 (best 0.5847)
2025-05-09 20:45:49 - Epoch 40 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 20:45:49 - Epoch 40, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4879, LPL损失: 5.7512, 聚类损失: 0.4347, 总损失: 0.0485
2025-05-09 20:45:49 - Epoch 40, 测试集 AUC: 0.4868, PRE: 0.3167, REC: 0.0214, MF1: 0.4797, ACC1: 0.0214, ACC0: 0.9921, Gmean: 0.1459
2025-05-09 20:45:49 - Epoch 40, val mf1: 0.4771, val ACC1: 0.0183, val ACC0: 0.9932, val Gmean: 0.1350 (best 0.5847)
2025-05-09 20:45:49 - Epoch 41 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 20:45:49 - Epoch 41, 测试集 AUC: 0.5053, PRE: 0.3428, REC: 0.0219, MF1: 0.4804, ACC1: 0.0219, ACC0: 0.9929, Gmean: 0.1475
2025-05-09 20:45:49 - Epoch 41, val mf1: 0.4778, val ACC1: 0.0188, val ACC0: 0.9938, val Gmean: 0.1367 (best 0.5847)
2025-05-09 20:45:50 - Epoch 42 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:45:50 - Epoch 42, 测试集 AUC: 0.5018, PRE: 0.3357, REC: 0.0212, MF1: 0.4798, ACC1: 0.0212, ACC0: 0.9929, Gmean: 0.1452
2025-05-09 20:45:50 - Epoch 42, val mf1: 0.4772, val ACC1: 0.0183, val ACC0: 0.9935, val Gmean: 0.1350 (best 0.5847)
2025-05-09 20:45:50 - Epoch 43 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-09 20:45:50 - Epoch 43, 测试集 AUC: 0.4785, PRE: 0.3231, REC: 0.0214, MF1: 0.4798, ACC1: 0.0214, ACC0: 0.9924, Gmean: 0.1459
2025-05-09 20:45:50 - Epoch 43, val mf1: 0.4775, val ACC1: 0.0188, val ACC0: 0.9929, val Gmean: 0.1366 (best 0.5847)
2025-05-09 20:45:51 - Epoch 44 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-09 20:45:51 - Epoch 44, 测试集 AUC: 0.4684, PRE: 0.3088, REC: 0.0199, MF1: 0.4783, ACC1: 0.0199, ACC0: 0.9924, Gmean: 0.1404
2025-05-09 20:45:51 - Epoch 44, val mf1: 0.4763, val ACC1: 0.0174, val ACC0: 0.9932, val Gmean: 0.1315 (best 0.5847)
2025-05-09 20:45:51 - Epoch 45 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-09 20:45:51 - Epoch 45, 测试集 AUC: 0.4887, PRE: 0.3319, REC: 0.0169, MF1: 0.4761, ACC1: 0.0169, ACC0: 0.9942, Gmean: 0.1298
2025-05-09 20:45:51 - Epoch 45, val mf1: 0.4762, val ACC1: 0.0165, val ACC0: 0.9956, val Gmean: 0.1282 (best 0.5847)
2025-05-09 20:45:52 - Epoch 46 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-09 20:45:52 - Epoch 46, 测试集 AUC: 0.5401, PRE: 0.3585, REC: 0.0129, MF1: 0.4727, ACC1: 0.0129, ACC0: 0.9961, Gmean: 0.1132
2025-05-09 20:45:52 - Epoch 46, val mf1: 0.4721, val ACC1: 0.0119, val ACC0: 0.9970, val Gmean: 0.1090 (best 0.5847)
2025-05-09 20:45:52 - Epoch 47 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-09 20:45:53 - Epoch 47, 测试集 AUC: 0.6027, PRE: 0.4174, REC: 0.0108, MF1: 0.4711, ACC1: 0.0108, ACC0: 0.9974, Gmean: 0.1040
2025-05-09 20:45:53 - Epoch 47, val mf1: 0.4706, val ACC1: 0.0101, val ACC0: 0.9980, val Gmean: 0.1003 (best 0.5847)
2025-05-09 20:45:53 - Epoch 48 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-09 20:45:53 - Epoch 48, 测试集 AUC: 0.6288, PRE: 0.4271, REC: 0.0093, MF1: 0.4697, ACC1: 0.0093, ACC0: 0.9979, Gmean: 0.0961
2025-05-09 20:45:53 - Epoch 48, val mf1: 0.4698, val ACC1: 0.0092, val ACC0: 0.9984, val Gmean: 0.0957 (best 0.5847)
2025-05-09 20:45:53 - Epoch 49 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-09 20:45:54 - Epoch 49, 测试集 AUC: 0.6107, PRE: 0.4085, REC: 0.0065, MF1: 0.4671, ACC1: 0.0065, ACC0: 0.9984, Gmean: 0.0809
2025-05-09 20:45:54 - Epoch 49, val mf1: 0.4662, val ACC1: 0.0055, val ACC0: 0.9988, val Gmean: 0.0741 (best 0.5847)
2025-05-09 20:45:54 - time cost: 27.72 s
2025-05-09 20:45:54 - 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 20:45:54 - 测试集上观察到的最佳结果 (Epoch 25): AUC 71.59 PRE 35.31 REC 17.07 MF1 56.86 ACC1 17.07 ACC0 94.68 Gmean 40.20
