2025-05-08 21:19:33 - 运行开始时间: 20250508_211933
2025-05-08 21:19:33 - 日志文件: logs/train_log_yelp_seed64_20250508_211933.txt
2025-05-08 21:19:33 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:19:33 - 无标签数据数量: 457
2025-05-08 21:19:33 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:19:33 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:19:33 - 伪标签策略：
2025-05-08 21:19:33 -   使用模型输出和聚类结果的融合
2025-05-08 21:19:34 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:19:34 - 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 21:19:34 - 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 21:19:34 - 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 21:19:34 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:19:35 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:19:35 - Epoch 1, 测试集 AUC: 0.6832, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:19:35 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:19:35 - Epoch 2 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:19:36 - 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 21:19:36 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:19:36 - Epoch 3 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:19:36 - Epoch 3, 测试集 AUC: 0.6867, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:19:36 - 更新最佳测试结果 (Epoch 3): AUC 0.6867, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:19:36 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:19:36 - Epoch 4 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:19:37 - Epoch 4, 测试集 AUC: 0.6892, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:19:37 - 更新最佳测试结果 (Epoch 4): AUC 0.6892, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:19:37 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:19:37 - Epoch 5 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:19:37 - Epoch 5, 测试集 AUC: 0.6904, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:19:37 - 更新最佳测试结果 (Epoch 5): AUC 0.6904, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:19:37 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:19:38 - Epoch 6 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:19:38 - Epoch 6, 测试集 AUC: 0.6894, PRE: 0.4180, REC: 0.0115, MF1: 0.4718, ACC1: 0.0115, ACC0: 0.9973, Gmean: 0.1072
2025-05-08 21:19:38 - Epoch 6, val mf1: 0.4674, val ACC1: 0.0073, val ACC0: 0.9965, val Gmean: 0.0855 (best 0.4674)
2025-05-08 21:19:38 - Epoch 7 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:19:38 - Epoch 7, 测试集 AUC: 0.6853, PRE: 0.2823, REC: 0.0562, MF1: 0.5036, ACC1: 0.0562, ACC0: 0.9757, Gmean: 0.2342
2025-05-08 21:19:38 - Epoch 7, val mf1: 0.4958, val ACC1: 0.0472, val ACC0: 0.9749, val Gmean: 0.2146 (best 0.4958)
2025-05-08 21:19:39 - Epoch 8 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:19:39 - Epoch 8, 测试集 AUC: 0.6788, PRE: 0.2648, REC: 0.1669, MF1: 0.5489, ACC1: 0.1669, ACC0: 0.9212, Gmean: 0.3921
2025-05-08 21:19:39 - Epoch 8, val mf1: 0.5360, val ACC1: 0.1490, val ACC0: 0.9173, val Gmean: 0.3697 (best 0.5360)
2025-05-08 21:19:39 - Epoch 9 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:19:39 - Epoch 9, 测试集 AUC: 0.6709, PRE: 0.2505, REC: 0.3048, MF1: 0.5679, ACC1: 0.3048, ACC0: 0.8449, Gmean: 0.5075
2025-05-08 21:19:39 - Epoch 9, val mf1: 0.5629, val ACC1: 0.3012, val ACC0: 0.8396, val Gmean: 0.5029 (best 0.5629)
2025-05-08 21:19:40 - Epoch 10 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:19:40 - Epoch 10, 有标签损失: 0.1610, 一致性损失: 0.0051, 伪标签损失: 0.6431, LPL损失: 29.3018, 聚类损失: 1.6900, 总损失: 0.2960
2025-05-08 21:19:40 - Epoch 10, 测试集 AUC: 0.6628, PRE: 0.2412, REC: 0.4288, MF1: 0.5670, ACC1: 0.4288, ACC0: 0.7707, Gmean: 0.5748
2025-05-08 21:19:40 - Epoch 10, val mf1: 0.5667, val ACC1: 0.4273, val ACC0: 0.7710, val Gmean: 0.5740 (best 0.5667)
2025-05-08 21:19:40 - Epoch 11 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:19:40 - Epoch 11, 测试集 AUC: 0.6548, PRE: 0.2314, REC: 0.5358, MF1: 0.5543, ACC1: 0.5358, ACC0: 0.6975, Gmean: 0.6113
2025-05-08 21:19:40 - Epoch 11, val mf1: 0.5536, val ACC1: 0.5337, val ACC0: 0.6974, val Gmean: 0.6101 (best 0.5667)
2025-05-08 21:19:40 - Epoch 12 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:19:41 - Epoch 12, 测试集 AUC: 0.6472, PRE: 0.2133, REC: 0.6225, MF1: 0.5232, ACC1: 0.6225, ACC0: 0.6098, Gmean: 0.6161
2025-05-08 21:19:41 - Epoch 12, val mf1: 0.5234, val ACC1: 0.6231, val ACC0: 0.6099, val Gmean: 0.6165 (best 0.5667)
2025-05-08 21:19:41 - Epoch 13 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:19:41 - Epoch 13, 测试集 AUC: 0.6401, PRE: 0.2541, REC: 0.1506, MF1: 0.5415, ACC1: 0.1506, ACC0: 0.9248, Gmean: 0.3732
2025-05-08 21:19:41 - Epoch 13, val mf1: 0.5358, val ACC1: 0.1421, val ACC0: 0.9239, val Gmean: 0.3624 (best 0.5667)
2025-05-08 21:19:41 - Epoch 14 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-08 21:19:42 - Epoch 14, 测试集 AUC: 0.6335, PRE: 0.2441, REC: 0.2576, MF1: 0.5596, ACC1: 0.2576, ACC0: 0.8644, Gmean: 0.4719
2025-05-08 21:19:42 - Epoch 14, val mf1: 0.5532, val ACC1: 0.2517, val ACC0: 0.8586, val Gmean: 0.4649 (best 0.5667)
2025-05-08 21:19:42 - Epoch 15 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:19:42 - Epoch 15, 测试集 AUC: 0.6274, PRE: 0.2277, REC: 0.3452, MF1: 0.5561, ACC1: 0.3452, ACC0: 0.8009, Gmean: 0.5258
2025-05-08 21:19:42 - Epoch 15, val mf1: 0.5558, val ACC1: 0.3508, val ACC0: 0.7971, val Gmean: 0.5288 (best 0.5667)
2025-05-08 21:19:42 - Epoch 16 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:19:43 - Epoch 16, 测试集 AUC: 0.6218, PRE: 0.2153, REC: 0.4118, MF1: 0.5452, ACC1: 0.4118, ACC0: 0.7449, Gmean: 0.5539
2025-05-08 21:19:43 - Epoch 16, val mf1: 0.5484, val ACC1: 0.4182, val ACC0: 0.7467, val Gmean: 0.5588 (best 0.5667)
2025-05-08 21:19:43 - Epoch 17 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:19:43 - Epoch 17, 测试集 AUC: 0.6166, PRE: 0.2059, REC: 0.4554, MF1: 0.5328, ACC1: 0.4554, ACC0: 0.7015, Gmean: 0.5652
2025-05-08 21:19:43 - Epoch 17, val mf1: 0.5346, val ACC1: 0.4535, val ACC0: 0.7054, val Gmean: 0.5656 (best 0.5667)
2025-05-08 21:19:43 - Epoch 18 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-08 21:19:44 - Epoch 18, 测试集 AUC: 0.6118, PRE: 0.2480, REC: 0.1127, MF1: 0.5276, ACC1: 0.1127, ACC0: 0.9419, Gmean: 0.3258
2025-05-08 21:19:44 - Epoch 18, val mf1: 0.5273, val ACC1: 0.1146, val ACC0: 0.9392, val Gmean: 0.3281 (best 0.5667)
2025-05-08 21:19:44 - Epoch 19 伪标签: 正样本: 200 (43.8%), 负样本: 257 (56.2%)
2025-05-08 21:19:44 - Epoch 19, 测试集 AUC: 0.6073, PRE: 0.2499, REC: 0.1332, MF1: 0.5351, ACC1: 0.1332, ACC0: 0.9320, Gmean: 0.3524
2025-05-08 21:19:44 - Epoch 19, val mf1: 0.5298, val ACC1: 0.1270, val ACC0: 0.9296, val Gmean: 0.3436 (best 0.5667)
2025-05-08 21:19:45 - Epoch 20 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-08 21:19:45 - Epoch 20, 有标签损失: 0.0001, 一致性损失: 0.0262, 伪标签损失: 1.3157, LPL损失: 11.1558, 聚类损失: 4.9411, 总损失: 0.1131
2025-05-08 21:19:45 - Epoch 20, 测试集 AUC: 0.6030, PRE: 0.2473, REC: 0.1361, MF1: 0.5355, ACC1: 0.1361, ACC0: 0.9296, Gmean: 0.3558
2025-05-08 21:19:45 - Epoch 20, val mf1: 0.5289, val ACC1: 0.1293, val ACC0: 0.9256, val Gmean: 0.3459 (best 0.5667)
2025-05-08 21:19:45 - Epoch 21 伪标签: 正样本: 181 (39.6%), 负样本: 276 (60.4%)
2025-05-08 21:19:45 - Epoch 21, 测试集 AUC: 0.5990, PRE: 0.2453, REC: 0.1276, MF1: 0.5323, ACC1: 0.1276, ACC0: 0.9333, Gmean: 0.3450
2025-05-08 21:19:45 - Epoch 21, val mf1: 0.5276, val ACC1: 0.1238, val ACC0: 0.9293, val Gmean: 0.3392 (best 0.5667)
2025-05-08 21:19:46 - Epoch 22 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:19:46 - Epoch 22, 测试集 AUC: 0.5951, PRE: 0.1952, REC: 0.3990, MF1: 0.5264, ACC1: 0.3990, ACC0: 0.7204, Gmean: 0.5361
2025-05-08 21:19:46 - Epoch 22, val mf1: 0.5303, val ACC1: 0.4081, val ACC0: 0.7221, val Gmean: 0.5428 (best 0.5667)
2025-05-08 21:19:46 - Epoch 23 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:19:46 - Epoch 23, 测试集 AUC: 0.5910, PRE: 0.1991, REC: 0.3538, MF1: 0.5333, ACC1: 0.3538, ACC0: 0.7581, Gmean: 0.5179
2025-05-08 21:19:46 - Epoch 23, val mf1: 0.5351, val ACC1: 0.3613, val ACC0: 0.7569, val Gmean: 0.5229 (best 0.5667)
2025-05-08 21:19:47 - Epoch 24 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:19:47 - Epoch 24, 测试集 AUC: 0.5867, PRE: 0.2040, REC: 0.3016, MF1: 0.5386, ACC1: 0.3016, ACC0: 0.7999, Gmean: 0.4912
2025-05-08 21:19:47 - Epoch 24, val mf1: 0.5395, val ACC1: 0.3077, val ACC0: 0.7975, val Gmean: 0.4953 (best 0.5667)
2025-05-08 21:19:47 - Epoch 25 伪标签: 正样本: 194 (42.5%), 负样本: 263 (57.5%)
2025-05-08 21:19:47 - Epoch 25, 测试集 AUC: 0.5821, PRE: 0.2105, REC: 0.2438, MF1: 0.5410, ACC1: 0.2438, ACC0: 0.8445, Gmean: 0.4538
2025-05-08 21:19:47 - Epoch 25, val mf1: 0.5362, val ACC1: 0.2380, val ACC0: 0.8408, val Gmean: 0.4473 (best 0.5667)
2025-05-08 21:19:48 - Epoch 26 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:19:48 - Epoch 26, 测试集 AUC: 0.5768, PRE: 0.2274, REC: 0.1980, MF1: 0.5439, ACC1: 0.1980, ACC0: 0.8857, Gmean: 0.4188
2025-05-08 21:19:48 - Epoch 26, val mf1: 0.5373, val ACC1: 0.1894, val ACC0: 0.8821, val Gmean: 0.4087 (best 0.5667)
2025-05-08 21:19:48 - Epoch 27 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:19:48 - Epoch 27, 测试集 AUC: 0.5710, PRE: 0.2342, REC: 0.1517, MF1: 0.5366, ACC1: 0.1517, ACC0: 0.9157, Gmean: 0.3727
2025-05-08 21:19:48 - Epoch 27, val mf1: 0.5291, val ACC1: 0.1435, val ACC0: 0.9110, val Gmean: 0.3616 (best 0.5667)
2025-05-08 21:19:49 - Epoch 28 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:19:49 - Epoch 28, 测试集 AUC: 0.5651, PRE: 0.2502, REC: 0.1199, MF1: 0.5306, ACC1: 0.1199, ACC0: 0.9389, Gmean: 0.3355
2025-05-08 21:19:49 - Epoch 28, val mf1: 0.5262, val ACC1: 0.1169, val ACC0: 0.9346, val Gmean: 0.3306 (best 0.5667)
2025-05-08 21:19:49 - Epoch 29 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:19:49 - Epoch 29, 测试集 AUC: 0.5595, PRE: 0.1902, REC: 0.3091, MF1: 0.5276, ACC1: 0.3091, ACC0: 0.7762, Gmean: 0.4898
2025-05-08 21:19:49 - Epoch 29, val mf1: 0.5276, val ACC1: 0.3109, val ACC0: 0.7750, val Gmean: 0.4908 (best 0.5667)
2025-05-08 21:19:49 - Epoch 30 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:19:50 - Epoch 30, 有标签损失: 0.0001, 一致性损失: 0.0100, 伪标签损失: 1.1171, LPL损失: 25.9579, 聚类损失: 3.4900, 总损失: 0.1944
2025-05-08 21:19:50 - Epoch 30, 测试集 AUC: 0.5544, PRE: 0.1917, REC: 0.2775, MF1: 0.5298, ACC1: 0.2775, ACC0: 0.8011, Gmean: 0.4715
2025-05-08 21:19:50 - Epoch 30, val mf1: 0.5294, val ACC1: 0.2760, val ACC0: 0.8015, val Gmean: 0.4704 (best 0.5667)
2025-05-08 21:19:50 - Epoch 31 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:19:50 - Epoch 31, 测试集 AUC: 0.5500, PRE: 0.1923, REC: 0.2522, MF1: 0.5302, ACC1: 0.2522, ACC0: 0.8199, Gmean: 0.4547
2025-05-08 21:19:50 - Epoch 31, val mf1: 0.5290, val ACC1: 0.2508, val ACC0: 0.8189, val Gmean: 0.4532 (best 0.5667)
2025-05-08 21:19:50 - Epoch 32 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:19:51 - Epoch 32, 测试集 AUC: 0.5464, PRE: 0.1940, REC: 0.2414, MF1: 0.5311, ACC1: 0.2414, ACC0: 0.8295, Gmean: 0.4475
2025-05-08 21:19:51 - Epoch 32, val mf1: 0.5299, val ACC1: 0.2389, val ACC0: 0.8293, val Gmean: 0.4451 (best 0.5667)
2025-05-08 21:19:51 - Epoch 33 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:19:51 - Epoch 33, 测试集 AUC: 0.5435, PRE: 0.1937, REC: 0.2371, MF1: 0.5308, ACC1: 0.2371, ACC0: 0.8322, Gmean: 0.4442
2025-05-08 21:19:51 - Epoch 33, val mf1: 0.5294, val ACC1: 0.2343, val ACC0: 0.8319, val Gmean: 0.4415 (best 0.5667)
2025-05-08 21:19:51 - Epoch 34 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:19:52 - Epoch 34, 测试集 AUC: 0.5414, PRE: 0.1914, REC: 0.2382, MF1: 0.5294, ACC1: 0.2382, ACC0: 0.8290, Gmean: 0.4444
2025-05-08 21:19:52 - Epoch 34, val mf1: 0.5287, val ACC1: 0.2366, val ACC0: 0.8289, val Gmean: 0.4429 (best 0.5667)
2025-05-08 21:19:52 - Epoch 35 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:19:52 - Epoch 35, 测试集 AUC: 0.5402, PRE: 0.1892, REC: 0.2445, MF1: 0.5281, ACC1: 0.2445, ACC0: 0.8218, Gmean: 0.4483
2025-05-08 21:19:52 - Epoch 35, val mf1: 0.5266, val ACC1: 0.2416, val ACC0: 0.8215, val Gmean: 0.4455 (best 0.5667)
2025-05-08 21:19:52 - Epoch 36 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:19:53 - Epoch 36, 测试集 AUC: 0.5390, PRE: 0.1875, REC: 0.2425, MF1: 0.5269, ACC1: 0.2425, ACC0: 0.8214, Gmean: 0.4463
2025-05-08 21:19:53 - Epoch 36, val mf1: 0.5264, val ACC1: 0.2421, val ACC0: 0.8208, val Gmean: 0.4458 (best 0.5667)
2025-05-08 21:19:53 - Epoch 37 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:19:53 - Epoch 37, 测试集 AUC: 0.5378, PRE: 0.1906, REC: 0.2368, MF1: 0.5289, ACC1: 0.2368, ACC0: 0.8290, Gmean: 0.4431
2025-05-08 21:19:53 - Epoch 37, val mf1: 0.5274, val ACC1: 0.2370, val ACC0: 0.8263, val Gmean: 0.4426 (best 0.5667)
2025-05-08 21:19:53 - Epoch 38 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:19:54 - Epoch 38, 测试集 AUC: 0.5365, PRE: 0.1978, REC: 0.2258, MF1: 0.5327, ACC1: 0.2258, ACC0: 0.8443, Gmean: 0.4366
2025-05-08 21:19:54 - Epoch 38, val mf1: 0.5303, val ACC1: 0.2242, val ACC0: 0.8413, val Gmean: 0.4343 (best 0.5667)
2025-05-08 21:19:54 - Epoch 39 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:19:54 - Epoch 39, 测试集 AUC: 0.5350, PRE: 0.2067, REC: 0.2066, MF1: 0.5359, ACC1: 0.2066, ACC0: 0.8652, Gmean: 0.4228
2025-05-08 21:19:54 - Epoch 39, val mf1: 0.5311, val ACC1: 0.1999, val ACC0: 0.8625, val Gmean: 0.4152 (best 0.5667)
2025-05-08 21:19:54 - Epoch 40 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:19:55 - Epoch 40, 有标签损失: 0.0009, 一致性损失: 0.0024, 伪标签损失: 1.0773, LPL损失: 6.4795, 聚类损失: 1.8723, 总损失: 0.0718
2025-05-08 21:19:55 - Epoch 40, 测试集 AUC: 0.5330, PRE: 0.2187, REC: 0.1800, MF1: 0.5375, ACC1: 0.1800, ACC0: 0.8907, Gmean: 0.4003
2025-05-08 21:19:55 - Epoch 40, val mf1: 0.5328, val ACC1: 0.1742, val ACC0: 0.8879, val Gmean: 0.3933 (best 0.5667)
2025-05-08 21:19:55 - Epoch 41 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:19:55 - Epoch 41, 测试集 AUC: 0.5298, PRE: 0.2360, REC: 0.1497, MF1: 0.5366, ACC1: 0.1497, ACC0: 0.9176, Gmean: 0.3706
2025-05-08 21:19:55 - Epoch 41, val mf1: 0.5343, val ACC1: 0.1467, val ACC0: 0.9167, val Gmean: 0.3667 (best 0.5667)
2025-05-08 21:19:55 - Epoch 42 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:19:56 - Epoch 42, 测试集 AUC: 0.5269, PRE: 0.2483, REC: 0.1267, MF1: 0.5326, ACC1: 0.1267, ACC0: 0.9348, Gmean: 0.3441
2025-05-08 21:19:56 - Epoch 42, val mf1: 0.5331, val ACC1: 0.1284, val ACC0: 0.9338, val Gmean: 0.3462 (best 0.5667)
2025-05-08 21:19:56 - Epoch 43 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:19:56 - Epoch 43, 测试集 AUC: 0.5248, PRE: 0.2679, REC: 0.1176, MF1: 0.5329, ACC1: 0.1176, ACC0: 0.9453, Gmean: 0.3335
2025-05-08 21:19:56 - Epoch 43, val mf1: 0.5314, val ACC1: 0.1174, val ACC0: 0.9431, val Gmean: 0.3327 (best 0.5667)
2025-05-08 21:19:56 - Epoch 44 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:19:57 - Epoch 44, 测试集 AUC: 0.5243, PRE: 0.2712, REC: 0.1140, MF1: 0.5320, ACC1: 0.1140, ACC0: 0.9479, Gmean: 0.3288
2025-05-08 21:19:57 - Epoch 44, val mf1: 0.5302, val ACC1: 0.1142, val ACC0: 0.9447, val Gmean: 0.3284 (best 0.5667)
2025-05-08 21:19:57 - Epoch 45 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:19:57 - Epoch 45, 测试集 AUC: 0.5250, PRE: 0.2705, REC: 0.1161, MF1: 0.5327, ACC1: 0.1161, ACC0: 0.9468, Gmean: 0.3315
2025-05-08 21:19:57 - Epoch 45, val mf1: 0.5325, val ACC1: 0.1183, val ACC0: 0.9440, val Gmean: 0.3342 (best 0.5667)
2025-05-08 21:19:57 - Epoch 46 伪标签: 正样本: 199 (43.5%), 负样本: 258 (56.5%)
2025-05-08 21:19:58 - Epoch 46, 测试集 AUC: 0.5264, PRE: 0.2634, REC: 0.1224, MF1: 0.5340, ACC1: 0.1224, ACC0: 0.9418, Gmean: 0.3395
2025-05-08 21:19:58 - Epoch 46, val mf1: 0.5337, val ACC1: 0.1238, val ACC0: 0.9398, val Gmean: 0.3411 (best 0.5667)
2025-05-08 21:19:58 - Epoch 47 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:19:58 - Epoch 47, 测试集 AUC: 0.5265, PRE: 0.2565, REC: 0.1210, MF1: 0.5322, ACC1: 0.1210, ACC0: 0.9404, Gmean: 0.3373
2025-05-08 21:19:58 - Epoch 47, val mf1: 0.5341, val ACC1: 0.1247, val ACC0: 0.9395, val Gmean: 0.3423 (best 0.5667)
2025-05-08 21:19:59 - Epoch 48 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:19:59 - Epoch 48, 测试集 AUC: 0.5251, PRE: 0.2622, REC: 0.1161, MF1: 0.5313, ACC1: 0.1161, ACC0: 0.9445, Gmean: 0.3311
2025-05-08 21:19:59 - Epoch 48, val mf1: 0.5326, val ACC1: 0.1197, val ACC0: 0.9426, val Gmean: 0.3359 (best 0.5667)
2025-05-08 21:19:59 - Epoch 49 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:19:59 - Epoch 49, 测试集 AUC: 0.5223, PRE: 0.2746, REC: 0.1066, MF1: 0.5293, ACC1: 0.1066, ACC0: 0.9521, Gmean: 0.3185
2025-05-08 21:19:59 - Epoch 49, val mf1: 0.5276, val ACC1: 0.1068, val ACC0: 0.9490, val Gmean: 0.3184 (best 0.5667)
2025-05-08 21:20:00 - Epoch 50 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:20:00 - Epoch 50, 有标签损失: 0.0042, 一致性损失: 0.0012, 伪标签损失: 0.7250, LPL损失: 28.0363, 聚类损失: 0.9348, 总损失: 0.2640
2025-05-08 21:20:00 - Epoch 50, 测试集 AUC: 0.5205, PRE: 0.2741, REC: 0.1009, MF1: 0.5267, ACC1: 0.1009, ACC0: 0.9546, Gmean: 0.3104
2025-05-08 21:20:00 - Epoch 50, val mf1: 0.5269, val ACC1: 0.1041, val ACC0: 0.9511, val Gmean: 0.3146 (best 0.5667)
2025-05-08 21:20:00 - Epoch 51 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:20:00 - Epoch 51, 测试集 AUC: 0.5203, PRE: 0.2720, REC: 0.1027, MF1: 0.5272, ACC1: 0.1027, ACC0: 0.9532, Gmean: 0.3129
2025-05-08 21:20:00 - Epoch 51, val mf1: 0.5275, val ACC1: 0.1059, val ACC0: 0.9497, val Gmean: 0.3172 (best 0.5667)
2025-05-08 21:20:01 - Epoch 52 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:20:01 - Epoch 52, 测试集 AUC: 0.5212, PRE: 0.2668, REC: 0.1084, MF1: 0.5289, ACC1: 0.1084, ACC0: 0.9494, Gmean: 0.3208
2025-05-08 21:20:01 - Epoch 52, val mf1: 0.5285, val ACC1: 0.1105, val ACC0: 0.9462, val Gmean: 0.3233 (best 0.5667)
2025-05-08 21:20:01 - Epoch 53 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:20:01 - Epoch 53, 测试集 AUC: 0.5207, PRE: 0.2709, REC: 0.1077, MF1: 0.5293, ACC1: 0.1077, ACC0: 0.9507, Gmean: 0.3200
2025-05-08 21:20:01 - Epoch 53, val mf1: 0.5290, val ACC1: 0.1100, val ACC0: 0.9475, val Gmean: 0.3229 (best 0.5667)
2025-05-08 21:20:02 - Epoch 54 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:20:02 - Epoch 54, 测试集 AUC: 0.5213, PRE: 0.2691, REC: 0.1084, MF1: 0.5293, ACC1: 0.1084, ACC0: 0.9499, Gmean: 0.3209
2025-05-08 21:20:02 - Epoch 54, val mf1: 0.5307, val ACC1: 0.1133, val ACC0: 0.9467, val Gmean: 0.3274 (best 0.5667)
2025-05-08 21:20:02 - Epoch 55 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:20:02 - Epoch 55, 测试集 AUC: 0.5201, PRE: 0.2770, REC: 0.1050, MF1: 0.5289, ACC1: 0.1050, ACC0: 0.9534, Gmean: 0.3164
2025-05-08 21:20:02 - Epoch 55, val mf1: 0.5287, val ACC1: 0.1068, val ACC0: 0.9508, val Gmean: 0.3187 (best 0.5667)
2025-05-08 21:20:02 - Epoch 56 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:20:03 - Epoch 56, 测试集 AUC: 0.5198, PRE: 0.2806, REC: 0.1041, MF1: 0.5290, ACC1: 0.1041, ACC0: 0.9546, Gmean: 0.3152
2025-05-08 21:20:03 - Epoch 56, val mf1: 0.5285, val ACC1: 0.1055, val ACC0: 0.9521, val Gmean: 0.3169 (best 0.5667)
2025-05-08 21:20:03 - Epoch 57 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:20:03 - Epoch 57, 测试集 AUC: 0.5200, PRE: 0.2790, REC: 0.1059, MF1: 0.5296, ACC1: 0.1059, ACC0: 0.9535, Gmean: 0.3178
2025-05-08 21:20:03 - Epoch 57, val mf1: 0.5289, val ACC1: 0.1064, val ACC0: 0.9516, val Gmean: 0.3182 (best 0.5667)
2025-05-08 21:20:03 - Epoch 58 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:20:04 - Epoch 58, 测试集 AUC: 0.5202, PRE: 0.2761, REC: 0.1082, MF1: 0.5302, ACC1: 0.1082, ACC0: 0.9518, Gmean: 0.3208
2025-05-08 21:20:04 - Epoch 58, val mf1: 0.5280, val ACC1: 0.1068, val ACC0: 0.9495, val Gmean: 0.3185 (best 0.5667)
2025-05-08 21:20:04 - Epoch 59 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:20:04 - Epoch 59, 测试集 AUC: 0.5201, PRE: 0.2743, REC: 0.1147, MF1: 0.5327, ACC1: 0.1147, ACC0: 0.9484, Gmean: 0.3298
2025-05-08 21:20:04 - Epoch 59, val mf1: 0.5294, val ACC1: 0.1133, val ACC0: 0.9444, val Gmean: 0.3270 (best 0.5667)
2025-05-08 21:20:04 - Epoch 60 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:20:04 - Epoch 60, 有标签损失: 0.0019, 一致性损失: 0.0008, 伪标签损失: 0.6697, LPL损失: 6.0508, 聚类损失: 0.7403, 总损失: 0.0804
2025-05-08 21:20:05 - Epoch 60, 测试集 AUC: 0.5178, PRE: 0.2793, REC: 0.1113, MF1: 0.5320, ACC1: 0.1113, ACC0: 0.9512, Gmean: 0.3254
2025-05-08 21:20:05 - Epoch 60, val mf1: 0.5292, val ACC1: 0.1096, val ACC0: 0.9483, val Gmean: 0.3224 (best 0.5667)
2025-05-08 21:20:05 - Epoch 61 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:20:05 - Epoch 61, 测试集 AUC: 0.5134, PRE: 0.2904, REC: 0.0993, MF1: 0.5280, ACC1: 0.0993, ACC0: 0.9587, Gmean: 0.3086
2025-05-08 21:20:05 - Epoch 61, val mf1: 0.5314, val ACC1: 0.1050, val ACC0: 0.9576, val Gmean: 0.3171 (best 0.5667)
2025-05-08 21:20:05 - Epoch 62 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:20:06 - Epoch 62, 测试集 AUC: 0.5094, PRE: 0.2998, REC: 0.0935, MF1: 0.5261, ACC1: 0.0935, ACC0: 0.9629, Gmean: 0.3000
2025-05-08 21:20:06 - Epoch 62, val mf1: 0.5311, val ACC1: 0.1018, val ACC0: 0.9610, val Gmean: 0.3128 (best 0.5667)
2025-05-08 21:20:06 - Epoch 63 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:20:06 - Epoch 63, 测试集 AUC: 0.5065, PRE: 0.3040, REC: 0.0928, MF1: 0.5262, ACC1: 0.0928, ACC0: 0.9639, Gmean: 0.2991
2025-05-08 21:20:06 - Epoch 63, val mf1: 0.5320, val ACC1: 0.1018, val ACC0: 0.9624, val Gmean: 0.3130 (best 0.5667)
2025-05-08 21:20:06 - Epoch 64 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:20:06 - Epoch 64, 测试集 AUC: 0.5040, PRE: 0.3028, REC: 0.0948, MF1: 0.5271, ACC1: 0.0948, ACC0: 0.9629, Gmean: 0.3022
2025-05-08 21:20:06 - Epoch 64, val mf1: 0.5317, val ACC1: 0.1027, val ACC0: 0.9608, val Gmean: 0.3141 (best 0.5667)
2025-05-08 21:20:07 - Epoch 65 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:20:07 - Epoch 65, 测试集 AUC: 0.4990, PRE: 0.3072, REC: 0.0892, MF1: 0.5245, ACC1: 0.0892, ACC0: 0.9658, Gmean: 0.2935
2025-05-08 21:20:07 - Epoch 65, val mf1: 0.5321, val ACC1: 0.1004, val ACC0: 0.9643, val Gmean: 0.3112 (best 0.5667)
2025-05-08 21:20:07 - Epoch 66 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:20:07 - Epoch 66, 测试集 AUC: 0.4921, PRE: 0.3210, REC: 0.0802, MF1: 0.5206, ACC1: 0.0802, ACC0: 0.9712, Gmean: 0.2790
2025-05-08 21:20:07 - Epoch 66, val mf1: 0.5252, val ACC1: 0.0871, val ACC0: 0.9697, val Gmean: 0.2906 (best 0.5667)
2025-05-08 21:20:08 - Epoch 67 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:20:08 - Epoch 67, 测试集 AUC: 0.4863, PRE: 0.3327, REC: 0.0761, MF1: 0.5190, ACC1: 0.0761, ACC0: 0.9741, Gmean: 0.2722
2025-05-08 21:20:08 - Epoch 67, val mf1: 0.5235, val ACC1: 0.0825, val ACC0: 0.9730, val Gmean: 0.2834 (best 0.5667)
2025-05-08 21:20:08 - Epoch 68 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:20:08 - Epoch 68, 测试集 AUC: 0.4820, PRE: 0.3340, REC: 0.0756, MF1: 0.5188, ACC1: 0.0756, ACC0: 0.9744, Gmean: 0.2715
2025-05-08 21:20:08 - Epoch 68, val mf1: 0.5230, val ACC1: 0.0816, val ACC0: 0.9734, val Gmean: 0.2819 (best 0.5667)
2025-05-08 21:20:09 - Epoch 69 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:20:09 - Epoch 69, 测试集 AUC: 0.4762, PRE: 0.3438, REC: 0.0720, MF1: 0.5171, ACC1: 0.0720, ACC0: 0.9766, Gmean: 0.2652
2025-05-08 21:20:09 - Epoch 69, val mf1: 0.5199, val ACC1: 0.0761, val ACC0: 0.9757, val Gmean: 0.2725 (best 0.5667)
2025-05-08 21:20:09 - Epoch 70 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:20:09 - Epoch 70, 有标签损失: 0.0017, 一致性损失: 0.0006, 伪标签损失: 0.5889, LPL损失: 30.8977, 聚类损失: 0.5019, 总损失: 0.3985
2025-05-08 21:20:09 - Epoch 70, 测试集 AUC: 0.4725, PRE: 0.3453, REC: 0.0716, MF1: 0.5169, ACC1: 0.0716, ACC0: 0.9769, Gmean: 0.2644
2025-05-08 21:20:09 - Epoch 70, val mf1: 0.5187, val ACC1: 0.0743, val ACC0: 0.9762, val Gmean: 0.2693 (best 0.5667)
2025-05-08 21:20:09 - Epoch 71 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:20:10 - Epoch 71, 测试集 AUC: 0.4669, PRE: 0.3489, REC: 0.0657, MF1: 0.5133, ACC1: 0.0657, ACC0: 0.9792, Gmean: 0.2536
2025-05-08 21:20:10 - Epoch 71, val mf1: 0.5148, val ACC1: 0.0683, val ACC0: 0.9779, val Gmean: 0.2585 (best 0.5667)
2025-05-08 21:20:10 - Epoch 72 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:20:10 - Epoch 72, 测试集 AUC: 0.4603, PRE: 0.3526, REC: 0.0592, MF1: 0.5090, ACC1: 0.0592, ACC0: 0.9815, Gmean: 0.2410
2025-05-08 21:20:10 - Epoch 72, val mf1: 0.5114, val ACC1: 0.0624, val ACC0: 0.9810, val Gmean: 0.2473 (best 0.5667)
2025-05-08 21:20:10 - Epoch 73 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:20:11 - Epoch 73, 测试集 AUC: 0.4577, PRE: 0.3536, REC: 0.0564, MF1: 0.5072, ACC1: 0.0564, ACC0: 0.9825, Gmean: 0.2355
2025-05-08 21:20:11 - Epoch 73, val mf1: 0.5100, val ACC1: 0.0601, val ACC0: 0.9820, val Gmean: 0.2429 (best 0.5667)
2025-05-08 21:20:11 - Epoch 74 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:20:11 - Epoch 74, 测试集 AUC: 0.4574, PRE: 0.3545, REC: 0.0580, MF1: 0.5083, ACC1: 0.0580, ACC0: 0.9820, Gmean: 0.2387
2025-05-08 21:20:11 - Epoch 74, val mf1: 0.5114, val ACC1: 0.0619, val ACC0: 0.9817, val Gmean: 0.2465 (best 0.5667)
2025-05-08 21:20:11 - Epoch 75 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:20:12 - Epoch 75, 测试集 AUC: 0.4561, PRE: 0.3577, REC: 0.0573, MF1: 0.5079, ACC1: 0.0573, ACC0: 0.9825, Gmean: 0.2374
2025-05-08 21:20:12 - Epoch 75, val mf1: 0.5110, val ACC1: 0.0610, val ACC0: 0.9824, val Gmean: 0.2448 (best 0.5667)
2025-05-08 21:20:12 - Epoch 76 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:20:12 - Epoch 76, 测试集 AUC: 0.4535, PRE: 0.3601, REC: 0.0537, MF1: 0.5055, ACC1: 0.0537, ACC0: 0.9838, Gmean: 0.2299
2025-05-08 21:20:12 - Epoch 76, val mf1: 0.5093, val ACC1: 0.0582, val ACC0: 0.9837, val Gmean: 0.2393 (best 0.5667)
2025-05-08 21:20:12 - Epoch 77 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:20:13 - Epoch 77, 测试集 AUC: 0.4502, PRE: 0.3650, REC: 0.0485, MF1: 0.5018, ACC1: 0.0485, ACC0: 0.9856, Gmean: 0.2187
2025-05-08 21:20:13 - Epoch 77, val mf1: 0.5079, val ACC1: 0.0555, val ACC0: 0.9857, val Gmean: 0.2338 (best 0.5667)
2025-05-08 21:20:13 - Epoch 78 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:20:13 - Epoch 78, 测试集 AUC: 0.4515, PRE: 0.3680, REC: 0.0488, MF1: 0.5021, ACC1: 0.0488, ACC0: 0.9858, Gmean: 0.2193
2025-05-08 21:20:13 - Epoch 78, val mf1: 0.5074, val ACC1: 0.0546, val ACC0: 0.9862, val Gmean: 0.2320 (best 0.5667)
2025-05-08 21:20:13 - Epoch 79 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:20:14 - Epoch 79, 测试集 AUC: 0.4568, PRE: 0.3677, REC: 0.0524, MF1: 0.5047, ACC1: 0.0524, ACC0: 0.9847, Gmean: 0.2271
2025-05-08 21:20:14 - Epoch 79, val mf1: 0.5093, val ACC1: 0.0573, val ACC0: 0.9852, val Gmean: 0.2376 (best 0.5667)
2025-05-08 21:20:14 - Epoch 80 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:20:14 - Epoch 80, 有标签损失: 0.0012, 一致性损失: 0.0004, 伪标签损失: 0.5293, LPL损失: 6.3824, 聚类损失: 0.3445, 总损失: 0.1081
2025-05-08 21:20:14 - Epoch 80, 测试集 AUC: 0.4603, PRE: 0.3728, REC: 0.0533, MF1: 0.5056, ACC1: 0.0533, ACC0: 0.9848, Gmean: 0.2291
2025-05-08 21:20:14 - Epoch 80, val mf1: 0.5098, val ACC1: 0.0578, val ACC0: 0.9853, val Gmean: 0.2386 (best 0.5667)
2025-05-08 21:20:14 - Epoch 81 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:20:15 - Epoch 81, 测试集 AUC: 0.4617, PRE: 0.3744, REC: 0.0508, MF1: 0.5038, ACC1: 0.0508, ACC0: 0.9856, Gmean: 0.2238
2025-05-08 21:20:15 - Epoch 81, val mf1: 0.5094, val ACC1: 0.0569, val ACC0: 0.9861, val Gmean: 0.2368 (best 0.5667)
2025-05-08 21:20:15 - Epoch 82 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:20:15 - Epoch 82, 测试集 AUC: 0.4619, PRE: 0.3857, REC: 0.0476, MF1: 0.5017, ACC1: 0.0476, ACC0: 0.9871, Gmean: 0.2169
2025-05-08 21:20:15 - Epoch 82, val mf1: 0.5063, val ACC1: 0.0527, val ACC0: 0.9871, val Gmean: 0.2281 (best 0.5667)
2025-05-08 21:20:15 - Epoch 83 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:20:16 - Epoch 83, 测试集 AUC: 0.4665, PRE: 0.3911, REC: 0.0474, MF1: 0.5017, ACC1: 0.0474, ACC0: 0.9874, Gmean: 0.2164
2025-05-08 21:20:16 - Epoch 83, val mf1: 0.5063, val ACC1: 0.0527, val ACC0: 0.9871, val Gmean: 0.2281 (best 0.5667)
2025-05-08 21:20:16 - Epoch 84 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:20:16 - Epoch 84, 测试集 AUC: 0.4754, PRE: 0.3847, REC: 0.0501, MF1: 0.5036, ACC1: 0.0501, ACC0: 0.9864, Gmean: 0.2224
2025-05-08 21:20:16 - Epoch 84, val mf1: 0.5085, val ACC1: 0.0555, val ACC0: 0.9868, val Gmean: 0.2340 (best 0.5667)
2025-05-08 21:20:16 - Epoch 85 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:20:17 - Epoch 85, 测试集 AUC: 0.4825, PRE: 0.3840, REC: 0.0508, MF1: 0.5041, ACC1: 0.0508, ACC0: 0.9861, Gmean: 0.2238
2025-05-08 21:20:17 - Epoch 85, val mf1: 0.5088, val ACC1: 0.0559, val ACC0: 0.9866, val Gmean: 0.2349 (best 0.5667)
2025-05-08 21:20:17 - Epoch 86 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:20:17 - Epoch 86, 测试集 AUC: 0.4871, PRE: 0.3872, REC: 0.0492, MF1: 0.5030, ACC1: 0.0492, ACC0: 0.9868, Gmean: 0.2204
2025-05-08 21:20:17 - Epoch 86, val mf1: 0.5074, val ACC1: 0.0541, val ACC0: 0.9870, val Gmean: 0.2311 (best 0.5667)
2025-05-08 21:20:17 - Epoch 87 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:20:18 - Epoch 87, 测试集 AUC: 0.4895, PRE: 0.3977, REC: 0.0465, MF1: 0.5012, ACC1: 0.0465, ACC0: 0.9880, Gmean: 0.2144
2025-05-08 21:20:18 - Epoch 87, val mf1: 0.5057, val ACC1: 0.0518, val ACC0: 0.9876, val Gmean: 0.2262 (best 0.5667)
2025-05-08 21:20:18 - Epoch 88 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:20:18 - Epoch 88, 测试集 AUC: 0.4897, PRE: 0.4035, REC: 0.0420, MF1: 0.4978, ACC1: 0.0420, ACC0: 0.9894, Gmean: 0.2038
2025-05-08 21:20:18 - Epoch 88, val mf1: 0.5016, val ACC1: 0.0463, val ACC0: 0.9894, val Gmean: 0.2141 (best 0.5667)
2025-05-08 21:20:18 - Epoch 89 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:20:18 - Epoch 89, 测试集 AUC: 0.4947, PRE: 0.4065, REC: 0.0427, MF1: 0.4983, ACC1: 0.0427, ACC0: 0.9894, Gmean: 0.2055
2025-05-08 21:20:18 - Epoch 89, val mf1: 0.5021, val ACC1: 0.0468, val ACC0: 0.9895, val Gmean: 0.2151 (best 0.5667)
2025-05-08 21:20:19 - Epoch 90 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:20:19 - Epoch 90, 有标签损失: 0.0009, 一致性损失: 0.0003, 伪标签损失: 0.5035, LPL损失: 29.6098, 聚类损失: 0.2671, 总损失: 0.5277
2025-05-08 21:20:19 - Epoch 90, 测试集 AUC: 0.5033, PRE: 0.4028, REC: 0.0454, MF1: 0.5004, ACC1: 0.0454, ACC0: 0.9886, Gmean: 0.2118
2025-05-08 21:20:19 - Epoch 90, val mf1: 0.5050, val ACC1: 0.0509, val ACC0: 0.9879, val Gmean: 0.2242 (best 0.5667)
2025-05-08 21:20:19 - Epoch 91 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:20:19 - Epoch 91, 测试集 AUC: 0.5100, PRE: 0.3973, REC: 0.0463, MF1: 0.5010, ACC1: 0.0463, ACC0: 0.9881, Gmean: 0.2139
2025-05-08 21:20:19 - Epoch 91, val mf1: 0.5068, val ACC1: 0.0532, val ACC0: 0.9875, val Gmean: 0.2292 (best 0.5667)
2025-05-08 21:20:20 - Epoch 92 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:20:20 - Epoch 92, 测试集 AUC: 0.5138, PRE: 0.4004, REC: 0.0454, MF1: 0.5003, ACC1: 0.0454, ACC0: 0.9884, Gmean: 0.2118
2025-05-08 21:20:20 - Epoch 92, val mf1: 0.5058, val ACC1: 0.0518, val ACC0: 0.9878, val Gmean: 0.2262 (best 0.5667)
2025-05-08 21:20:20 - Epoch 93 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:20:20 - Epoch 93, 测试集 AUC: 0.5152, PRE: 0.4099, REC: 0.0431, MF1: 0.4988, ACC1: 0.0431, ACC0: 0.9894, Gmean: 0.2066
2025-05-08 21:20:20 - Epoch 93, val mf1: 0.5022, val ACC1: 0.0472, val ACC0: 0.9889, val Gmean: 0.2161 (best 0.5667)
2025-05-08 21:20:20 - Epoch 94 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:20:21 - Epoch 94, 测试集 AUC: 0.5143, PRE: 0.4181, REC: 0.0397, MF1: 0.4962, ACC1: 0.0397, ACC0: 0.9906, Gmean: 0.1984
2025-05-08 21:20:21 - Epoch 94, val mf1: 0.5000, val ACC1: 0.0440, val ACC0: 0.9903, val Gmean: 0.2088 (best 0.5667)
2025-05-08 21:20:21 - Epoch 95 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:20:21 - Epoch 95, 测试集 AUC: 0.5127, PRE: 0.4179, REC: 0.0368, MF1: 0.4938, ACC1: 0.0368, ACC0: 0.9913, Gmean: 0.1910
2025-05-08 21:20:21 - Epoch 95, val mf1: 0.4954, val ACC1: 0.0381, val ACC0: 0.9922, val Gmean: 0.1943 (best 0.5667)
2025-05-08 21:20:21 - Epoch 96 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:20:22 - Epoch 96, 测试集 AUC: 0.5155, PRE: 0.4194, REC: 0.0370, MF1: 0.4940, ACC1: 0.0370, ACC0: 0.9913, Gmean: 0.1916
2025-05-08 21:20:22 - Epoch 96, val mf1: 0.4945, val ACC1: 0.0371, val ACC0: 0.9922, val Gmean: 0.1920 (best 0.5667)
2025-05-08 21:20:22 - Epoch 97 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:20:22 - Epoch 97, 测试集 AUC: 0.5205, PRE: 0.4150, REC: 0.0375, MF1: 0.4943, ACC1: 0.0375, ACC0: 0.9910, Gmean: 0.1927
2025-05-08 21:20:22 - Epoch 97, val mf1: 0.4964, val ACC1: 0.0394, val ACC0: 0.9916, val Gmean: 0.1977 (best 0.5667)
2025-05-08 21:20:22 - Epoch 98 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:20:23 - Epoch 98, 测试集 AUC: 0.5257, PRE: 0.4113, REC: 0.0377, MF1: 0.4944, ACC1: 0.0377, ACC0: 0.9908, Gmean: 0.1933
2025-05-08 21:20:23 - Epoch 98, val mf1: 0.4963, val ACC1: 0.0394, val ACC0: 0.9915, val Gmean: 0.1977 (best 0.5667)
2025-05-08 21:20:23 - Epoch 99 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:20:23 - Epoch 99, 测试集 AUC: 0.5298, PRE: 0.4104, REC: 0.0373, MF1: 0.4941, ACC1: 0.0373, ACC0: 0.9909, Gmean: 0.1921
2025-05-08 21:20:23 - Epoch 99, val mf1: 0.4957, val ACC1: 0.0385, val ACC0: 0.9919, val Gmean: 0.1955 (best 0.5667)
2025-05-08 21:20:23 - time cost: 49.67 s
2025-05-08 21:20:23 - 基于验证集最佳模型的测试结果: REC 42.88 PRE 24.12 MF1 56.70 AUC 66.28 ACC1 42.88 ACC0 77.07 Gmean 57.48
2025-05-08 21:20:23 - 测试集上观察到的最佳结果 (Epoch 5): AUC 69.04 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
