2025-05-08 21:52:08 - 运行开始时间: 20250508_215208
2025-05-08 21:52:08 - 日志文件: logs/train_log_yelp_seed64_20250508_215208.txt
2025-05-08 21:52:08 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:52:08 - 无标签数据数量: 457
2025-05-08 21:52:08 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:52:08 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:52:08 - 伪标签策略：
2025-05-08 21:52:08 -   使用模型输出和聚类结果的融合
2025-05-08 21:52:09 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:52:09 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0000, 伪标签损失: 0.4293, LPL损失: 936.4600, 聚类损失: 0.6677, 总损失: 19.9371
2025-05-08 21:52:09 - Epoch 0, 测试集 AUC: 0.6815, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:52:09 - 更新最佳测试结果 (Epoch 0): AUC 0.6815, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:52:09 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:52:09 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:52:10 - Epoch 1, 测试集 AUC: 0.6767, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:52:10 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:52:10 - Epoch 2 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:52:10 - Epoch 2, 测试集 AUC: 0.6689, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:52:10 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:52:10 - Epoch 3 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:52:11 - Epoch 3, 测试集 AUC: 0.6564, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:52:11 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:52:11 - Epoch 4 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:52:11 - Epoch 4, 测试集 AUC: 0.6420, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:52:11 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:52:11 - Epoch 5 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:52:11 - Epoch 5, 测试集 AUC: 0.6265, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:52:11 - Epoch 5, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:52:12 - Epoch 6 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:52:12 - Epoch 6, 测试集 AUC: 0.6110, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:52:12 - Epoch 6, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:52:12 - Epoch 7 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:52:12 - Epoch 7, 测试集 AUC: 0.5976, PRE: 0.3000, REC: 0.0027, MF1: 0.4633, ACC1: 0.0027, ACC0: 0.9989, Gmean: 0.0520
2025-05-08 21:52:12 - Epoch 7, val mf1: 0.4620, val ACC1: 0.0014, val ACC0: 0.9989, val Gmean: 0.0371 (best 0.4620)
2025-05-08 21:52:13 - Epoch 8 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:52:13 - Epoch 8, 测试集 AUC: 0.5836, PRE: 0.2083, REC: 0.0307, MF1: 0.4837, ACC1: 0.0307, ACC0: 0.9802, Gmean: 0.1735
2025-05-08 21:52:13 - Epoch 8, val mf1: 0.4817, val ACC1: 0.0293, val ACC0: 0.9779, val Gmean: 0.1694 (best 0.4817)
2025-05-08 21:52:13 - Epoch 9 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:52:13 - Epoch 9, 测试集 AUC: 0.5699, PRE: 0.2106, REC: 0.1036, MF1: 0.5171, ACC1: 0.1036, ACC0: 0.9340, Gmean: 0.3111
2025-05-08 21:52:13 - Epoch 9, val mf1: 0.5162, val ACC1: 0.1032, val ACC0: 0.9329, val Gmean: 0.3102 (best 0.5162)
2025-05-08 21:52:13 - Epoch 10 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:52:14 - Epoch 10, 有标签损失: 0.5266, 一致性损失: 0.0000, 伪标签损失: 0.4876, LPL损失: 833.2756, 聚类损失: 0.7072, 总损失: 21.0879
2025-05-08 21:52:14 - Epoch 10, 测试集 AUC: 0.5573, PRE: 0.2132, REC: 0.1969, MF1: 0.5377, ACC1: 0.1969, ACC0: 0.8764, Gmean: 0.4154
2025-05-08 21:52:14 - Epoch 10, val mf1: 0.5310, val ACC1: 0.1839, val ACC0: 0.8762, val Gmean: 0.4014 (best 0.5310)
2025-05-08 21:52:14 - Epoch 11 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:52:14 - Epoch 11, 测试集 AUC: 0.5470, PRE: 0.1962, REC: 0.2694, MF1: 0.5330, ACC1: 0.2694, ACC0: 0.8124, Gmean: 0.4678
2025-05-08 21:52:14 - Epoch 11, val mf1: 0.5291, val ACC1: 0.2591, val ACC0: 0.8130, val Gmean: 0.4589 (best 0.5310)
2025-05-08 21:52:14 - Epoch 12 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:52:15 - Epoch 12, 测试集 AUC: 0.5388, PRE: 0.1801, REC: 0.3193, MF1: 0.5180, ACC1: 0.3193, ACC0: 0.7528, Gmean: 0.4903
2025-05-08 21:52:15 - Epoch 12, val mf1: 0.5140, val ACC1: 0.3081, val ACC0: 0.7528, val Gmean: 0.4816 (best 0.5310)
2025-05-08 21:52:15 - Epoch 13 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:52:15 - Epoch 13, 测试集 AUC: 0.5331, PRE: 0.2053, REC: 0.1510, MF1: 0.5274, ACC1: 0.1510, ACC0: 0.9006, Gmean: 0.3688
2025-05-08 21:52:15 - Epoch 13, val mf1: 0.5203, val ACC1: 0.1398, val ACC0: 0.8992, val Gmean: 0.3546 (best 0.5310)
2025-05-08 21:52:15 - Epoch 14 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:52:15 - Epoch 14, 测试集 AUC: 0.5299, PRE: 0.1897, REC: 0.1964, MF1: 0.5265, ACC1: 0.1964, ACC0: 0.8574, Gmean: 0.4104
2025-05-08 21:52:15 - Epoch 14, val mf1: 0.5199, val ACC1: 0.1848, val ACC0: 0.8557, val Gmean: 0.3976 (best 0.5310)
2025-05-08 21:52:16 - Epoch 15 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:52:16 - Epoch 15, 测试集 AUC: 0.5288, PRE: 0.1739, REC: 0.2416, MF1: 0.5174, ACC1: 0.2416, ACC0: 0.8049, Gmean: 0.4410
2025-05-08 21:52:16 - Epoch 15, val mf1: 0.5139, val ACC1: 0.2348, val ACC0: 0.8038, val Gmean: 0.4344 (best 0.5310)
2025-05-08 21:52:16 - Epoch 16 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:52:16 - Epoch 16, 测试集 AUC: 0.5286, PRE: 0.1876, REC: 0.1689, MF1: 0.5230, ACC1: 0.1689, ACC0: 0.8757, Gmean: 0.3846
2025-05-08 21:52:16 - Epoch 16, val mf1: 0.5148, val ACC1: 0.1550, val ACC0: 0.8738, val Gmean: 0.3680 (best 0.5310)
2025-05-08 21:52:17 - Epoch 17 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:52:17 - Epoch 17, 测试集 AUC: 0.5294, PRE: 0.1732, REC: 0.2183, MF1: 0.5173, ACC1: 0.2183, ACC0: 0.8228, Gmean: 0.4239
2025-05-08 21:52:17 - Epoch 17, val mf1: 0.5159, val ACC1: 0.2182, val ACC0: 0.8204, val Gmean: 0.4231 (best 0.5310)
2025-05-08 21:52:17 - Epoch 18 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:52:17 - Epoch 18, 测试集 AUC: 0.5310, PRE: 0.1819, REC: 0.1745, MF1: 0.5209, ACC1: 0.1745, ACC0: 0.8665, Gmean: 0.3889
2025-05-08 21:52:17 - Epoch 18, val mf1: 0.5152, val ACC1: 0.1655, val ACC0: 0.8646, val Gmean: 0.3783 (best 0.5310)
2025-05-08 21:52:18 - Epoch 19 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:52:18 - Epoch 19, 测试集 AUC: 0.5329, PRE: 0.1914, REC: 0.1463, MF1: 0.5216, ACC1: 0.1463, ACC0: 0.8949, Gmean: 0.3618
2025-05-08 21:52:18 - Epoch 19, val mf1: 0.5151, val ACC1: 0.1376, val ACC0: 0.8920, val Gmean: 0.3503 (best 0.5310)
2025-05-08 21:52:18 - Epoch 20 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:52:18 - Epoch 20, 有标签损失: 0.0879, 一致性损失: 0.0000, 伪标签损失: 0.7465, LPL损失: 101.6442, 聚类损失: 1.5373, 总损失: 3.1969
2025-05-08 21:52:18 - Epoch 20, 测试集 AUC: 0.5357, PRE: 0.1795, REC: 0.1937, MF1: 0.5208, ACC1: 0.1937, ACC0: 0.8495, Gmean: 0.4057
2025-05-08 21:52:18 - Epoch 20, val mf1: 0.5171, val ACC1: 0.1903, val ACC0: 0.8458, val Gmean: 0.4012 (best 0.5310)
2025-05-08 21:52:18 - Epoch 21 伪标签: 正样本: 196 (42.9%), 负样本: 261 (57.1%)
2025-05-08 21:52:19 - Epoch 21, 测试集 AUC: 0.5389, PRE: 0.1937, REC: 0.1526, MF1: 0.5235, ACC1: 0.1526, ACC0: 0.8920, Gmean: 0.3690
2025-05-08 21:52:19 - Epoch 21, val mf1: 0.5182, val ACC1: 0.1458, val ACC0: 0.8892, val Gmean: 0.3601 (best 0.5310)
2025-05-08 21:52:19 - Epoch 22 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:52:19 - Epoch 22, 测试集 AUC: 0.5428, PRE: 0.1939, REC: 0.1811, MF1: 0.5272, ACC1: 0.1811, ACC0: 0.8720, Gmean: 0.3974
2025-05-08 21:52:19 - Epoch 22, val mf1: 0.5209, val ACC1: 0.1733, val ACC0: 0.8678, val Gmean: 0.3878 (best 0.5310)
2025-05-08 21:52:19 - Epoch 23 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:52:20 - Epoch 23, 测试集 AUC: 0.5466, PRE: 0.1928, REC: 0.1935, MF1: 0.5279, ACC1: 0.1935, ACC0: 0.8623, Gmean: 0.4085
2025-05-08 21:52:20 - Epoch 23, val mf1: 0.5235, val ACC1: 0.1894, val ACC0: 0.8581, val Gmean: 0.4031 (best 0.5310)
2025-05-08 21:52:20 - Epoch 24 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:52:20 - Epoch 24, 测试集 AUC: 0.5490, PRE: 0.1898, REC: 0.2335, MF1: 0.5283, ACC1: 0.2335, ACC0: 0.8306, Gmean: 0.4404
2025-05-08 21:52:20 - Epoch 24, val mf1: 0.5265, val ACC1: 0.2338, val ACC0: 0.8272, val Gmean: 0.4398 (best 0.5310)
2025-05-08 21:52:20 - Epoch 25 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:52:20 - Epoch 25, 测试集 AUC: 0.5511, PRE: 0.2079, REC: 0.1806, MF1: 0.5333, ACC1: 0.1806, ACC0: 0.8830, Gmean: 0.3994
2025-05-08 21:52:20 - Epoch 25, val mf1: 0.5302, val ACC1: 0.1788, val ACC0: 0.8793, val Gmean: 0.3965 (best 0.5310)
2025-05-08 21:52:21 - Epoch 26 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:52:21 - Epoch 26, 测试集 AUC: 0.5533, PRE: 0.2032, REC: 0.2208, MF1: 0.5354, ACC1: 0.2208, ACC0: 0.8528, Gmean: 0.4339
2025-05-08 21:52:21 - Epoch 26, val mf1: 0.5329, val ACC1: 0.2192, val ACC0: 0.8499, val Gmean: 0.4316 (best 0.5329)
2025-05-08 21:52:21 - Epoch 27 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:52:21 - Epoch 27, 测试集 AUC: 0.5550, PRE: 0.2061, REC: 0.2303, MF1: 0.5376, ACC1: 0.2303, ACC0: 0.8492, Gmean: 0.4422
2025-05-08 21:52:21 - Epoch 27, val mf1: 0.5349, val ACC1: 0.2293, val ACC0: 0.8453, val Gmean: 0.4402 (best 0.5349)
2025-05-08 21:52:22 - Epoch 28 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:52:22 - Epoch 28, 测试集 AUC: 0.5548, PRE: 0.2163, REC: 0.2156, MF1: 0.5415, ACC1: 0.2156, ACC0: 0.8672, Gmean: 0.4324
2025-05-08 21:52:22 - Epoch 28, val mf1: 0.5389, val ACC1: 0.2141, val ACC0: 0.8641, val Gmean: 0.4301 (best 0.5389)
2025-05-08 21:52:22 - Epoch 29 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:52:22 - Epoch 29, 测试集 AUC: 0.5560, PRE: 0.2264, REC: 0.2274, MF1: 0.5476, ACC1: 0.2274, ACC0: 0.8679, Gmean: 0.4442
2025-05-08 21:52:22 - Epoch 29, val mf1: 0.5446, val ACC1: 0.2260, val ACC0: 0.8641, val Gmean: 0.4420 (best 0.5446)
2025-05-08 21:52:23 - Epoch 30 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:52:23 - Epoch 30, 有标签损失: 0.0065, 一致性损失: 0.0000, 伪标签损失: 0.6908, LPL损失: 555.1575, 聚类损失: 1.8784, 总损失: 20.1822
2025-05-08 21:52:23 - Epoch 30, 测试集 AUC: 0.5601, PRE: 0.2315, REC: 0.2617, MF1: 0.5538, ACC1: 0.2617, ACC0: 0.8523, Gmean: 0.4723
2025-05-08 21:52:23 - Epoch 30, val mf1: 0.5522, val ACC1: 0.2595, val ACC0: 0.8513, val Gmean: 0.4700 (best 0.5522)
2025-05-08 21:52:23 - Epoch 31 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:52:23 - Epoch 31, 测试集 AUC: 0.5614, PRE: 0.2422, REC: 0.2630, MF1: 0.5593, ACC1: 0.2630, ACC0: 0.8601, Gmean: 0.4756
2025-05-08 21:52:23 - Epoch 31, val mf1: 0.5576, val ACC1: 0.2618, val ACC0: 0.8583, val Gmean: 0.4740 (best 0.5576)
2025-05-08 21:52:23 - Epoch 32 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:52:24 - Epoch 32, 测试集 AUC: 0.5586, PRE: 0.2535, REC: 0.2434, MF1: 0.5618, ACC1: 0.2434, ACC0: 0.8781, Gmean: 0.4623
2025-05-08 21:52:24 - Epoch 32, val mf1: 0.5602, val ACC1: 0.2453, val ACC0: 0.8743, val Gmean: 0.4631 (best 0.5602)
2025-05-08 21:52:24 - Epoch 33 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:52:24 - Epoch 33, 测试集 AUC: 0.5606, PRE: 0.2470, REC: 0.3044, MF1: 0.5659, ACC1: 0.3044, ACC0: 0.8422, Gmean: 0.5063
2025-05-08 21:52:24 - Epoch 33, val mf1: 0.5648, val ACC1: 0.3035, val ACC0: 0.8410, val Gmean: 0.5052 (best 0.5648)
2025-05-08 21:52:24 - Epoch 34 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:52:24 - Epoch 34, 测试集 AUC: 0.5570, PRE: 0.2577, REC: 0.2818, MF1: 0.5691, ACC1: 0.2818, ACC0: 0.8621, Gmean: 0.4929
2025-05-08 21:52:24 - Epoch 34, val mf1: 0.5665, val ACC1: 0.2806, val ACC0: 0.8589, val Gmean: 0.4909 (best 0.5665)
2025-05-08 21:52:25 - Epoch 35 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:52:25 - Epoch 35, 测试集 AUC: 0.5616, PRE: 0.2631, REC: 0.2820, MF1: 0.5716, ACC1: 0.2820, ACC0: 0.8657, Gmean: 0.4941
2025-05-08 21:52:25 - Epoch 35, val mf1: 0.5694, val ACC1: 0.2834, val ACC0: 0.8615, val Gmean: 0.4941 (best 0.5694)
2025-05-08 21:52:25 - Epoch 36 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:52:25 - Epoch 36, 测试集 AUC: 0.5611, PRE: 0.2589, REC: 0.3134, MF1: 0.5732, ACC1: 0.3134, ACC0: 0.8475, Gmean: 0.5154
2025-05-08 21:52:25 - Epoch 36, val mf1: 0.5721, val ACC1: 0.3155, val ACC0: 0.8445, val Gmean: 0.5161 (best 0.5721)
2025-05-08 21:52:25 - Epoch 37 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:52:26 - Epoch 37, 测试集 AUC: 0.5561, PRE: 0.2595, REC: 0.3233, MF1: 0.5745, ACC1: 0.3233, ACC0: 0.8431, Gmean: 0.5221
2025-05-08 21:52:26 - Epoch 37, val mf1: 0.5732, val ACC1: 0.3246, val ACC0: 0.8403, val Gmean: 0.5223 (best 0.5732)
2025-05-08 21:52:26 - Epoch 38 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:52:26 - Epoch 38, 测试集 AUC: 0.5599, PRE: 0.2658, REC: 0.2978, MF1: 0.5750, ACC1: 0.2978, ACC0: 0.8601, Gmean: 0.5061
2025-05-08 21:52:26 - Epoch 38, val mf1: 0.5757, val ACC1: 0.3017, val ACC0: 0.8587, val Gmean: 0.5090 (best 0.5757)
2025-05-08 21:52:26 - Epoch 39 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:52:27 - Epoch 39, 测试集 AUC: 0.5594, PRE: 0.2648, REC: 0.3202, MF1: 0.5771, ACC1: 0.3202, ACC0: 0.8489, Gmean: 0.5213
2025-05-08 21:52:27 - Epoch 39, val mf1: 0.5782, val ACC1: 0.3255, val ACC0: 0.8472, val Gmean: 0.5252 (best 0.5782)
2025-05-08 21:52:27 - Epoch 40 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:52:27 - Epoch 40, 有标签损失: 0.0083, 一致性损失: 0.0000, 伪标签损失: 0.6617, LPL损失: 91.6689, 聚类损失: 1.0572, 总损失: 4.0772
2025-05-08 21:52:27 - Epoch 40, 测试集 AUC: 0.5540, PRE: 0.2640, REC: 0.3427, MF1: 0.5788, ACC1: 0.3427, ACC0: 0.8375, Gmean: 0.5358
2025-05-08 21:52:27 - Epoch 40, val mf1: 0.5802, val ACC1: 0.3471, val ACC0: 0.8370, val Gmean: 0.5390 (best 0.5802)
2025-05-08 21:52:27 - Epoch 41 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:52:27 - Epoch 41, 测试集 AUC: 0.5448, PRE: 0.2763, REC: 0.2890, MF1: 0.5786, ACC1: 0.2890, ACC0: 0.8713, Gmean: 0.5018
2025-05-08 21:52:27 - Epoch 41, val mf1: 0.5789, val ACC1: 0.2934, val ACC0: 0.8688, val Gmean: 0.5049 (best 0.5802)
2025-05-08 21:52:28 - Epoch 42 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:52:28 - Epoch 42, 测试集 AUC: 0.5472, PRE: 0.2829, REC: 0.2730, MF1: 0.5788, ACC1: 0.2730, ACC0: 0.8824, Gmean: 0.4908
2025-05-08 21:52:28 - Epoch 42, val mf1: 0.5794, val ACC1: 0.2783, val ACC0: 0.8796, val Gmean: 0.4948 (best 0.5802)
2025-05-08 21:52:28 - Epoch 43 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:52:28 - Epoch 43, 测试集 AUC: 0.5495, PRE: 0.2881, REC: 0.2585, MF1: 0.5781, ACC1: 0.2585, ACC0: 0.8914, Gmean: 0.4801
2025-05-08 21:52:28 - Epoch 43, val mf1: 0.5792, val ACC1: 0.2641, val ACC0: 0.8891, val Gmean: 0.4846 (best 0.5802)
2025-05-08 21:52:28 - Epoch 44 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:52:29 - Epoch 44, 测试集 AUC: 0.5525, PRE: 0.2951, REC: 0.2441, MF1: 0.5775, ACC1: 0.2441, ACC0: 0.9009, Gmean: 0.4689
2025-05-08 21:52:29 - Epoch 44, val mf1: 0.5801, val ACC1: 0.2513, val ACC0: 0.8994, val Gmean: 0.4754 (best 0.5802)
2025-05-08 21:52:29 - Epoch 45 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:52:29 - Epoch 45, 测试集 AUC: 0.5536, PRE: 0.2622, REC: 0.3515, MF1: 0.5785, ACC1: 0.3515, ACC0: 0.8318, Gmean: 0.5408
2025-05-08 21:52:29 - Epoch 45, val mf1: 0.5802, val ACC1: 0.3572, val ACC0: 0.8310, val Gmean: 0.5448 (best 0.5802)
2025-05-08 21:52:29 - Epoch 46 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:52:30 - Epoch 46, 测试集 AUC: 0.5530, PRE: 0.2655, REC: 0.3357, MF1: 0.5790, ACC1: 0.3357, ACC0: 0.8421, Gmean: 0.5317
2025-05-08 21:52:30 - Epoch 46, val mf1: 0.5804, val ACC1: 0.3411, val ACC0: 0.8409, val Gmean: 0.5356 (best 0.5804)
2025-05-08 21:52:30 - Epoch 47 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:52:30 - Epoch 47, 测试集 AUC: 0.5509, PRE: 0.2710, REC: 0.3215, MF1: 0.5804, ACC1: 0.3215, ACC0: 0.8530, Gmean: 0.5237
2025-05-08 21:52:30 - Epoch 47, val mf1: 0.5823, val ACC1: 0.3283, val ACC0: 0.8515, val Gmean: 0.5287 (best 0.5823)
2025-05-08 21:52:30 - Epoch 48 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:52:30 - Epoch 48, 测试集 AUC: 0.5464, PRE: 0.2762, REC: 0.3012, MF1: 0.5803, ACC1: 0.3012, ACC0: 0.8658, Gmean: 0.5107
2025-05-08 21:52:30 - Epoch 48, val mf1: 0.5803, val ACC1: 0.3058, val ACC0: 0.8628, val Gmean: 0.5137 (best 0.5823)
2025-05-08 21:52:31 - Epoch 49 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:52:31 - Epoch 49, 测试集 AUC: 0.5410, PRE: 0.2746, REC: 0.2829, MF1: 0.5769, ACC1: 0.2829, ACC0: 0.8730, Gmean: 0.4970
2025-05-08 21:52:31 - Epoch 49, val mf1: 0.5797, val ACC1: 0.2925, val ACC0: 0.8706, val Gmean: 0.5046 (best 0.5823)
2025-05-08 21:52:31 - time cost: 22.62 s
2025-05-08 21:52:31 - 基于验证集最佳模型的测试结果: REC 32.15 PRE 27.10 MF1 58.04 AUC 55.09 ACC1 32.15 ACC0 85.30 Gmean 52.37
2025-05-08 21:52:31 - 测试集上观察到的最佳结果 (Epoch 0): AUC 68.15 PRE 0.00 REC 0.00 MF1 46.08 ACC1 0.00 ACC0 100.00 Gmean 0.00
