2025-05-08 21:35:57 - 运行开始时间: 20250508_213557
2025-05-08 21:35:57 - 日志文件: logs/train_log_yelp_seed64_20250508_213557.txt
2025-05-08 21:35:57 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:35:57 - 无标签数据数量: 457
2025-05-08 21:35:57 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:35:57 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:35:57 - 伪标签策略：
2025-05-08 21:35:57 -   使用模型输出和聚类结果的融合
2025-05-08 21:35:58 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:35:58 - 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: 2.1659
2025-05-08 21:35:58 - Epoch 0, 测试集 AUC: 0.6880, PRE: 0.2466, REC: 0.8133, MF1: 0.5481, ACC1: 0.8133, ACC0: 0.5776, Gmean: 0.6854
2025-05-08 21:35:58 - 更新最佳测试结果 (Epoch 0): AUC 0.6880, PRE 0.2466, REC 0.8133, MF1 0.5481, ACC1 0.8133, ACC0 0.5776, Gmean 0.6854
2025-05-08 21:35:58 - Epoch 0, val mf1: 0.5444, val ACC1: 0.8294, val ACC0: 0.5665, val Gmean: 0.6855 (best 0.5444)
2025-05-08 21:35:58 - Epoch 1 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:35:59 - Epoch 1, 测试集 AUC: 0.6857, PRE: 0.2404, REC: 0.8045, MF1: 0.5397, ACC1: 0.8045, ACC0: 0.5678, Gmean: 0.6758
2025-05-08 21:35:59 - Epoch 1, val mf1: 0.5340, val ACC1: 0.8148, val ACC0: 0.5556, val Gmean: 0.6728 (best 0.5444)
2025-05-08 21:35:59 - Epoch 2 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:35:59 - Epoch 2, 测试集 AUC: 0.6573, PRE: 0.2477, REC: 0.2533, MF1: 0.5607, ACC1: 0.2533, ACC0: 0.8692, Gmean: 0.4693
2025-05-08 21:35:59 - Epoch 2, val mf1: 0.5536, val ACC1: 0.2430, val ACC0: 0.8656, val Gmean: 0.4586 (best 0.5536)
2025-05-08 21:36:00 - Epoch 3 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:36:00 - Epoch 3, 测试集 AUC: 0.6182, PRE: 0.2477, REC: 0.1371, MF1: 0.5358, ACC1: 0.1371, ACC0: 0.9292, Gmean: 0.3569
2025-05-08 21:36:00 - Epoch 3, val mf1: 0.5292, val ACC1: 0.1316, val ACC0: 0.9237, val Gmean: 0.3486 (best 0.5536)
2025-05-08 21:36:00 - Epoch 4 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:36:00 - Epoch 4, 测试集 AUC: 0.5865, PRE: 0.2087, REC: 0.2296, MF1: 0.5390, ACC1: 0.2296, ACC0: 0.8520, Gmean: 0.4423
2025-05-08 21:36:00 - Epoch 4, val mf1: 0.5299, val ACC1: 0.2109, val ACC0: 0.8513, val Gmean: 0.4237 (best 0.5536)
2025-05-08 21:36:01 - Epoch 5 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:36:01 - Epoch 5, 测试集 AUC: 0.5535, PRE: 0.2043, REC: 0.1061, MF1: 0.5165, ACC1: 0.1061, ACC0: 0.9297, Gmean: 0.3141
2025-05-08 21:36:01 - Epoch 5, val mf1: 0.5154, val ACC1: 0.1068, val ACC0: 0.9268, val Gmean: 0.3147 (best 0.5536)
2025-05-08 21:36:01 - Epoch 6 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:36:01 - Epoch 6, 测试集 AUC: 0.5191, PRE: 0.1848, REC: 0.1477, MF1: 0.5192, ACC1: 0.1477, ACC0: 0.8893, Gmean: 0.3624
2025-05-08 21:36:01 - Epoch 6, val mf1: 0.5205, val ACC1: 0.1490, val ACC0: 0.8902, val Gmean: 0.3642 (best 0.5536)
2025-05-08 21:36:02 - Epoch 7 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-08 21:36:02 - Epoch 7, 测试集 AUC: 0.5073, PRE: 0.2121, REC: 0.1041, MF1: 0.5176, ACC1: 0.1041, ACC0: 0.9342, Gmean: 0.3118
2025-05-08 21:36:02 - Epoch 7, val mf1: 0.5160, val ACC1: 0.1050, val ACC0: 0.9303, val Gmean: 0.3125 (best 0.5536)
2025-05-08 21:36:02 - Epoch 8 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:36:02 - Epoch 8, 测试集 AUC: 0.5638, PRE: 0.2255, REC: 0.2639, MF1: 0.5508, ACC1: 0.2639, ACC0: 0.8459, Gmean: 0.4725
2025-05-08 21:36:02 - Epoch 8, val mf1: 0.5480, val ACC1: 0.2591, val ACC0: 0.8448, val Gmean: 0.4678 (best 0.5536)
2025-05-08 21:36:03 - Epoch 9 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:36:03 - Epoch 9, 测试集 AUC: 0.6422, PRE: 0.2321, REC: 0.4559, MF1: 0.5588, ACC1: 0.4559, ACC0: 0.7436, Gmean: 0.5822
2025-05-08 21:36:03 - Epoch 9, val mf1: 0.5608, val ACC1: 0.4686, val ACC0: 0.7403, val Gmean: 0.5890 (best 0.5608)
2025-05-08 21:36:03 - Epoch 10 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:36:03 - Epoch 10, 有标签损失: 0.0003, 一致性损失: 0.0075, 伪标签损失: 0.9914, LPL损失: 6.4846, 聚类损失: 2.1068, 总损失: 0.1259
2025-05-08 21:36:04 - Epoch 10, 测试集 AUC: 0.6884, PRE: 0.2605, REC: 0.4281, MF1: 0.5816, ACC1: 0.4281, ACC0: 0.7934, Gmean: 0.5828
2025-05-08 21:36:04 - 更新最佳测试结果 (Epoch 10): AUC 0.6884, PRE 0.2605, REC 0.4281, MF1 0.5816, ACC1 0.4281, ACC0 0.7934, Gmean 0.5828
2025-05-08 21:36:04 - Epoch 10, val mf1: 0.5848, val ACC1: 0.4434, val ACC0: 0.7902, val Gmean: 0.5919 (best 0.5848)
2025-05-08 21:36:04 - Epoch 11 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:36:04 - Epoch 11, 测试集 AUC: 0.6948, PRE: 0.2648, REC: 0.3369, MF1: 0.5787, ACC1: 0.3369, ACC0: 0.8410, Gmean: 0.5323
2025-05-08 21:36:04 - 更新最佳测试结果 (Epoch 11): AUC 0.6948, PRE 0.2648, REC 0.3369, MF1 0.5787, ACC1 0.3369, ACC0 0.8410, Gmean 0.5323
2025-05-08 21:36:04 - Epoch 11, val mf1: 0.5816, val ACC1: 0.3475, val ACC0: 0.8388, val Gmean: 0.5399 (best 0.5848)
2025-05-08 21:36:04 - Epoch 12 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:36:05 - Epoch 12, 测试集 AUC: 0.6985, PRE: 0.2917, REC: 0.2082, MF1: 0.5676, ACC1: 0.2082, ACC0: 0.9141, Gmean: 0.4362
2025-05-08 21:36:05 - 更新最佳测试结果 (Epoch 12): AUC 0.6985, PRE 0.2917, REC 0.2082, MF1 0.5676, ACC1 0.2082, ACC0 0.9141, Gmean 0.4362
2025-05-08 21:36:05 - Epoch 12, val mf1: 0.5643, val ACC1: 0.2072, val ACC0: 0.9099, val Gmean: 0.4343 (best 0.5848)
2025-05-08 21:36:05 - Epoch 13 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:36:05 - Epoch 13, 测试集 AUC: 0.6993, PRE: 0.2492, REC: 0.6198, MF1: 0.5684, ACC1: 0.6198, ACC0: 0.6825, Gmean: 0.6504
2025-05-08 21:36:05 - 更新最佳测试结果 (Epoch 13): AUC 0.6993, PRE 0.2492, REC 0.6198, MF1 0.5684, ACC1 0.6198, ACC0 0.6825, Gmean 0.6504
2025-05-08 21:36:05 - Epoch 13, val mf1: 0.5707, val ACC1: 0.6332, val ACC0: 0.6806, val Gmean: 0.6565 (best 0.5848)
2025-05-08 21:36:05 - Epoch 14 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:36:06 - Epoch 14, 测试集 AUC: 0.6940, PRE: 0.2634, REC: 0.3911, MF1: 0.5819, ACC1: 0.3911, ACC0: 0.8141, Gmean: 0.5642
2025-05-08 21:36:06 - Epoch 14, val mf1: 0.5812, val ACC1: 0.3925, val ACC0: 0.8122, val Gmean: 0.5646 (best 0.5848)
2025-05-08 21:36:06 - Epoch 15 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:36:06 - Epoch 15, 测试集 AUC: 0.6906, PRE: 0.2457, REC: 0.6284, MF1: 0.5640, ACC1: 0.6284, ACC0: 0.6721, Gmean: 0.6499
2025-05-08 21:36:06 - Epoch 15, val mf1: 0.5688, val ACC1: 0.6465, val ACC0: 0.6721, val Gmean: 0.6592 (best 0.5848)
2025-05-08 21:36:06 - Epoch 16 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:36:07 - Epoch 16, 测试集 AUC: 0.6901, PRE: 0.2475, REC: 0.6329, MF1: 0.5657, ACC1: 0.6329, ACC0: 0.6730, Gmean: 0.6526
2025-05-08 21:36:07 - Epoch 16, val mf1: 0.5686, val ACC1: 0.6465, val ACC0: 0.6718, val Gmean: 0.6590 (best 0.5848)
2025-05-08 21:36:07 - Epoch 17 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:36:07 - Epoch 17, 测试集 AUC: 0.6914, PRE: 0.2640, REC: 0.4351, MF1: 0.5843, ACC1: 0.4351, ACC0: 0.7938, Gmean: 0.5877
2025-05-08 21:36:07 - Epoch 17, val mf1: 0.5833, val ACC1: 0.4351, val ACC0: 0.7923, val Gmean: 0.5872 (best 0.5848)
2025-05-08 21:36:07 - Epoch 18 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:36:08 - Epoch 18, 测试集 AUC: 0.6928, PRE: 0.2492, REC: 0.6692, MF1: 0.5651, ACC1: 0.6692, ACC0: 0.6572, Gmean: 0.6632
2025-05-08 21:36:08 - Epoch 18, val mf1: 0.5637, val ACC1: 0.6740, val ACC0: 0.6531, val Gmean: 0.6635 (best 0.5848)
2025-05-08 21:36:08 - Epoch 19 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:36:08 - Epoch 19, 测试集 AUC: 0.6935, PRE: 0.2468, REC: 0.6814, MF1: 0.5613, ACC1: 0.6814, ACC0: 0.6464, Gmean: 0.6637
2025-05-08 21:36:08 - Epoch 19, val mf1: 0.5603, val ACC1: 0.6928, val ACC0: 0.6404, val Gmean: 0.6661 (best 0.5848)
2025-05-08 21:36:09 - Epoch 20 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:36:09 - Epoch 20, 有标签损失: 0.0056, 一致性损失: 0.0023, 伪标签损失: 0.5919, LPL损失: 28.8016, 聚类损失: 1.1126, 总损失: 0.4642
2025-05-08 21:36:09 - Epoch 20, 测试集 AUC: 0.7008, PRE: 0.2978, REC: 0.2066, MF1: 0.5689, ACC1: 0.2066, ACC0: 0.9172, Gmean: 0.4353
2025-05-08 21:36:09 - 更新最佳测试结果 (Epoch 20): AUC 0.7008, PRE 0.2978, REC 0.2066, MF1 0.5689, ACC1 0.2066, ACC0 0.9172, Gmean 0.4353
2025-05-08 21:36:09 - Epoch 20, val mf1: 0.5628, val ACC1: 0.1958, val ACC0: 0.9171, val Gmean: 0.4237 (best 0.5848)
2025-05-08 21:36:09 - Epoch 21 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:36:09 - Epoch 21, 测试集 AUC: 0.7066, PRE: 0.2776, REC: 0.3552, MF1: 0.5875, ACC1: 0.3552, ACC0: 0.8429, Gmean: 0.5471
2025-05-08 21:36:09 - 更新最佳测试结果 (Epoch 21): AUC 0.7066, PRE 0.2776, REC 0.3552, MF1 0.5875, ACC1 0.3552, ACC0 0.8429, Gmean 0.5471
2025-05-08 21:36:09 - Epoch 21, val mf1: 0.5875, val ACC1: 0.3558, val ACC0: 0.8425, val Gmean: 0.5475 (best 0.5875)
2025-05-08 21:36:09 - Epoch 22 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:36:10 - Epoch 22, 测试集 AUC: 0.7083, PRE: 0.2801, REC: 0.3337, MF1: 0.5865, ACC1: 0.3337, ACC0: 0.8542, Gmean: 0.5339
2025-05-08 21:36:10 - 更新最佳测试结果 (Epoch 22): AUC 0.7083, PRE 0.2801, REC 0.3337, MF1 0.5865, ACC1 0.3337, ACC0 0.8542, Gmean 0.5339
2025-05-08 21:36:10 - Epoch 22, val mf1: 0.5897, val ACC1: 0.3425, val ACC0: 0.8535, val Gmean: 0.5407 (best 0.5897)
2025-05-08 21:36:10 - Epoch 23 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:36:10 - Epoch 23, 测试集 AUC: 0.7071, PRE: 0.3108, REC: 0.2172, MF1: 0.5755, ACC1: 0.2172, ACC0: 0.9181, Gmean: 0.4466
2025-05-08 21:36:10 - Epoch 23, val mf1: 0.5783, val ACC1: 0.2228, val ACC0: 0.9178, val Gmean: 0.4522 (best 0.5897)
2025-05-08 21:36:10 - Epoch 24 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:36:11 - Epoch 24, 测试集 AUC: 0.7041, PRE: 0.3974, REC: 0.1124, MF1: 0.5453, ACC1: 0.1124, ACC0: 0.9710, Gmean: 0.3304
2025-05-08 21:36:11 - Epoch 24, val mf1: 0.5431, val ACC1: 0.1128, val ACC0: 0.9673, val Gmean: 0.3303 (best 0.5897)
2025-05-08 21:36:11 - Epoch 25 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:36:11 - Epoch 25, 测试集 AUC: 0.7018, PRE: 0.2426, REC: 0.6830, MF1: 0.5559, ACC1: 0.6830, ACC0: 0.6374, Gmean: 0.6598
2025-05-08 21:36:11 - Epoch 25, val mf1: 0.5517, val ACC1: 0.6845, val ACC0: 0.6303, val Gmean: 0.6569 (best 0.5897)
2025-05-08 21:36:11 - Epoch 26 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:36:12 - Epoch 26, 测试集 AUC: 0.7054, PRE: 0.4215, REC: 0.0982, MF1: 0.5383, ACC1: 0.0982, ACC0: 0.9771, Gmean: 0.3098
2025-05-08 21:36:12 - Epoch 26, val mf1: 0.5429, val ACC1: 0.1064, val ACC0: 0.9744, val Gmean: 0.3219 (best 0.5897)
2025-05-08 21:36:12 - Epoch 27 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:36:12 - Epoch 27, 测试集 AUC: 0.7085, PRE: 0.3900, REC: 0.1310, MF1: 0.5548, ACC1: 0.1310, ACC0: 0.9652, Gmean: 0.3555
2025-05-08 21:36:12 - 更新最佳测试结果 (Epoch 27): AUC 0.7085, PRE 0.3900, REC 0.1310, MF1 0.5548, ACC1 0.1310, ACC0 0.9652, Gmean 0.3555
2025-05-08 21:36:12 - Epoch 27, val mf1: 0.5541, val ACC1: 0.1334, val ACC0: 0.9616, val Gmean: 0.3582 (best 0.5897)
2025-05-08 21:36:12 - Epoch 28 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:36:13 - Epoch 28, 测试集 AUC: 0.7091, PRE: 0.3767, REC: 0.1400, MF1: 0.5580, ACC1: 0.1400, ACC0: 0.9606, Gmean: 0.3667
2025-05-08 21:36:13 - 更新最佳测试结果 (Epoch 28): AUC 0.7091, PRE 0.3767, REC 0.1400, MF1 0.5580, ACC1 0.1400, ACC0 0.9606, Gmean 0.3667
2025-05-08 21:36:13 - Epoch 28, val mf1: 0.5585, val ACC1: 0.1440, val ACC0: 0.9574, val Gmean: 0.3713 (best 0.5897)
2025-05-08 21:36:13 - Epoch 29 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:36:13 - Epoch 29, 测试集 AUC: 0.7067, PRE: 0.3834, REC: 0.1251, MF1: 0.5511, ACC1: 0.1251, ACC0: 0.9658, Gmean: 0.3476
2025-05-08 21:36:13 - Epoch 29, val mf1: 0.5533, val ACC1: 0.1320, val ACC0: 0.9618, val Gmean: 0.3564 (best 0.5897)
2025-05-08 21:36:13 - Epoch 30 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:36:14 - Epoch 30, 有标签损失: 0.0003, 一致性损失: 0.0008, 伪标签损失: 0.5089, LPL损失: 6.0471, 聚类损失: 1.0052, 总损失: 0.1378
2025-05-08 21:36:14 - Epoch 30, 测试集 AUC: 0.7020, PRE: 0.4112, REC: 0.1009, MF1: 0.5394, ACC1: 0.1009, ACC0: 0.9754, Gmean: 0.3138
2025-05-08 21:36:14 - Epoch 30, val mf1: 0.5443, val ACC1: 0.1100, val ACC0: 0.9723, val Gmean: 0.3271 (best 0.5897)
2025-05-08 21:36:14 - Epoch 31 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:36:14 - Epoch 31, 测试集 AUC: 0.7006, PRE: 0.2379, REC: 0.7688, MF1: 0.5404, ACC1: 0.7688, ACC0: 0.5814, Gmean: 0.6685
2025-05-08 21:36:14 - Epoch 31, val mf1: 0.5336, val ACC1: 0.7675, val ACC0: 0.5714, val Gmean: 0.6622 (best 0.5897)
2025-05-08 21:36:14 - Epoch 32 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:36:15 - Epoch 32, 测试集 AUC: 0.7016, PRE: 0.2412, REC: 0.7765, MF1: 0.5444, ACC1: 0.7765, ACC0: 0.5847, Gmean: 0.6738
2025-05-08 21:36:15 - Epoch 32, val mf1: 0.5383, val ACC1: 0.7749, val ACC0: 0.5761, val Gmean: 0.6681 (best 0.5897)
2025-05-08 21:36:15 - Epoch 33 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:36:15 - Epoch 33, 测试集 AUC: 0.7030, PRE: 0.2419, REC: 0.7839, MF1: 0.5445, ACC1: 0.7839, ACC0: 0.5823, Gmean: 0.6756
2025-05-08 21:36:15 - Epoch 33, val mf1: 0.5395, val ACC1: 0.7882, val ACC0: 0.5732, val Gmean: 0.6721 (best 0.5897)
2025-05-08 21:36:15 - Epoch 34 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:36:16 - Epoch 34, 测试集 AUC: 0.7034, PRE: 0.2427, REC: 0.7945, MF1: 0.5445, ACC1: 0.7945, ACC0: 0.5786, Gmean: 0.6780
2025-05-08 21:36:16 - Epoch 34, val mf1: 0.5404, val ACC1: 0.8015, val ACC0: 0.5700, val Gmean: 0.6759 (best 0.5897)
2025-05-08 21:36:16 - Epoch 35 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:36:16 - Epoch 35, 测试集 AUC: 0.7033, PRE: 0.2431, REC: 0.8015, MF1: 0.5442, ACC1: 0.8015, ACC0: 0.5756, Gmean: 0.6793
2025-05-08 21:36:16 - Epoch 35, val mf1: 0.5399, val ACC1: 0.8074, val ACC0: 0.5671, val Gmean: 0.6767 (best 0.5897)
2025-05-08 21:36:16 - Epoch 36 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:36:17 - Epoch 36, 测试集 AUC: 0.7034, PRE: 0.2433, REC: 0.8042, MF1: 0.5442, ACC1: 0.8042, ACC0: 0.5747, Gmean: 0.6798
2025-05-08 21:36:17 - Epoch 36, val mf1: 0.5391, val ACC1: 0.8102, val ACC0: 0.5649, val Gmean: 0.6765 (best 0.5897)
2025-05-08 21:36:17 - Epoch 37 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:36:17 - Epoch 37, 测试集 AUC: 0.7036, PRE: 0.2429, REC: 0.8047, MF1: 0.5435, ACC1: 0.8047, ACC0: 0.5735, Gmean: 0.6793
2025-05-08 21:36:17 - Epoch 37, val mf1: 0.5385, val ACC1: 0.8111, val ACC0: 0.5637, val Gmean: 0.6762 (best 0.5897)
2025-05-08 21:36:17 - Epoch 38 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:36:18 - Epoch 38, 测试集 AUC: 0.7037, PRE: 0.2431, REC: 0.8045, MF1: 0.5440, ACC1: 0.8045, ACC0: 0.5743, Gmean: 0.6797
2025-05-08 21:36:18 - Epoch 38, val mf1: 0.5387, val ACC1: 0.8116, val ACC0: 0.5638, val Gmean: 0.6764 (best 0.5897)
2025-05-08 21:36:18 - Epoch 39 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:36:18 - Epoch 39, 测试集 AUC: 0.7036, PRE: 0.2435, REC: 0.8022, MF1: 0.5448, ACC1: 0.8022, ACC0: 0.5764, Gmean: 0.6800
2025-05-08 21:36:18 - Epoch 39, val mf1: 0.5397, val ACC1: 0.8093, val ACC0: 0.5662, val Gmean: 0.6769 (best 0.5897)
2025-05-08 21:36:18 - Epoch 40 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:36:19 - Epoch 40, 有标签损失: 0.0002, 一致性损失: 0.0003, 伪标签损失: 0.4741, LPL损失: 6.5704, 聚类损失: 0.9786, 总损失: 0.1753
2025-05-08 21:36:19 - Epoch 40, 测试集 AUC: 0.7035, PRE: 0.2441, REC: 0.7988, MF1: 0.5460, ACC1: 0.7988, ACC0: 0.5794, Gmean: 0.6803
2025-05-08 21:36:19 - Epoch 40, val mf1: 0.5411, val ACC1: 0.8042, val ACC0: 0.5701, val Gmean: 0.6771 (best 0.5897)
2025-05-08 21:36:19 - Epoch 41 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:36:19 - Epoch 41, 测试集 AUC: 0.7033, PRE: 0.2447, REC: 0.7927, MF1: 0.5477, ACC1: 0.7927, ACC0: 0.5841, Gmean: 0.6805
2025-05-08 21:36:19 - Epoch 41, val mf1: 0.5428, val ACC1: 0.7964, val ACC0: 0.5753, val Gmean: 0.6769 (best 0.5897)
2025-05-08 21:36:19 - Epoch 42 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:36:20 - Epoch 42, 测试集 AUC: 0.7032, PRE: 0.2455, REC: 0.7828, MF1: 0.5499, ACC1: 0.7828, ACC0: 0.5910, Gmean: 0.6802
2025-05-08 21:36:20 - Epoch 42, val mf1: 0.5443, val ACC1: 0.7873, val ACC0: 0.5808, val Gmean: 0.6762 (best 0.5897)
2025-05-08 21:36:20 - Epoch 43 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:36:20 - Epoch 43, 测试集 AUC: 0.7031, PRE: 0.2455, REC: 0.7772, MF1: 0.5506, ACC1: 0.7772, ACC0: 0.5940, Gmean: 0.6794
2025-05-08 21:36:20 - Epoch 43, val mf1: 0.5461, val ACC1: 0.7836, val ACC0: 0.5849, val Gmean: 0.6770 (best 0.5897)
2025-05-08 21:36:20 - Epoch 44 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:36:21 - Epoch 44, 测试集 AUC: 0.7030, PRE: 0.2461, REC: 0.7717, MF1: 0.5520, ACC1: 0.7717, ACC0: 0.5982, Gmean: 0.6794
2025-05-08 21:36:21 - Epoch 44, val mf1: 0.5480, val ACC1: 0.7776, val ACC0: 0.5899, val Gmean: 0.6773 (best 0.5897)
2025-05-08 21:36:21 - Epoch 45 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:36:21 - Epoch 45, 测试集 AUC: 0.7029, PRE: 0.2468, REC: 0.7620, MF1: 0.5540, ACC1: 0.7620, ACC0: 0.6047, Gmean: 0.6788
2025-05-08 21:36:21 - Epoch 45, val mf1: 0.5494, val ACC1: 0.7671, val ACC0: 0.5958, val Gmean: 0.6760 (best 0.5897)
2025-05-08 21:36:21 - Epoch 46 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:36:22 - Epoch 46, 测试集 AUC: 0.7029, PRE: 0.2477, REC: 0.7514, MF1: 0.5562, ACC1: 0.7514, ACC0: 0.6119, Gmean: 0.6781
2025-05-08 21:36:22 - Epoch 46, val mf1: 0.5515, val ACC1: 0.7542, val ACC0: 0.6037, val Gmean: 0.6748 (best 0.5897)
2025-05-08 21:36:22 - Epoch 47 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:36:22 - Epoch 47, 测试集 AUC: 0.7028, PRE: 0.2491, REC: 0.7392, MF1: 0.5593, ACC1: 0.7392, ACC0: 0.6212, Gmean: 0.6776
2025-05-08 21:36:22 - Epoch 47, val mf1: 0.5543, val ACC1: 0.7396, val ACC0: 0.6134, val Gmean: 0.6735 (best 0.5897)
2025-05-08 21:36:22 - Epoch 48 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:36:23 - Epoch 48, 测试集 AUC: 0.7028, PRE: 0.2494, REC: 0.7399, MF1: 0.5596, ACC1: 0.7399, ACC0: 0.6214, Gmean: 0.6781
2025-05-08 21:36:23 - Epoch 48, val mf1: 0.5544, val ACC1: 0.7387, val ACC0: 0.6139, val Gmean: 0.6734 (best 0.5897)
2025-05-08 21:36:23 - Epoch 49 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:36:23 - Epoch 49, 测试集 AUC: 0.7027, PRE: 0.2487, REC: 0.7519, MF1: 0.5576, ACC1: 0.7519, ACC0: 0.6140, Gmean: 0.6794
2025-05-08 21:36:23 - Epoch 49, val mf1: 0.5535, val ACC1: 0.7529, val ACC0: 0.6072, val Gmean: 0.6761 (best 0.5897)
2025-05-08 21:36:23 - time cost: 26.16 s
2025-05-08 21:36:23 - 基于验证集最佳模型的测试结果: REC 33.37 PRE 28.01 MF1 58.65 AUC 70.83 ACC1 33.37 ACC0 85.42 Gmean 53.39
2025-05-08 21:36:23 - 测试集上观察到的最佳结果 (Epoch 28): AUC 70.91 PRE 37.67 REC 14.00 MF1 55.80 ACC1 14.00 ACC0 96.06 Gmean 36.67
