2025-05-08 21:57:11 - 运行开始时间: 20250508_215711
2025-05-08 21:57:11 - 日志文件: logs/train_log_yelp_seed64_20250508_215711.txt
2025-05-08 21:57:11 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:57:11 - 无标签数据数量: 457
2025-05-08 21:57:11 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:57:11 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:57:11 - 伪标签策略：
2025-05-08 21:57:11 -   使用模型输出和聚类结果的融合
2025-05-08 21:57:11 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:57:12 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0000, 伪标签损失: 0.4288, LPL损失: 45.6539, 聚类损失: 0.6677, 总损失: 1.1429
2025-05-08 21:57:12 - Epoch 0, 测试集 AUC: 0.6553, PRE: 0.2165, REC: 0.7236, MF1: 0.5130, ACC1: 0.7236, ACC0: 0.5548, Gmean: 0.6336
2025-05-08 21:57:12 - 更新最佳测试结果 (Epoch 0): AUC 0.6553, PRE 0.2165, REC 0.7236, MF1 0.5130, ACC1 0.7236, ACC0 0.5548, Gmean 0.6336
2025-05-08 21:57:12 - Epoch 0, val mf1: 0.5096, val ACC1: 0.7336, val ACC0: 0.5458, val Gmean: 0.6328 (best 0.5096)
2025-05-08 21:57:12 - Epoch 1 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:57:12 - Epoch 1, 测试集 AUC: 0.5889, PRE: 0.2100, REC: 0.4206, MF1: 0.5396, ACC1: 0.4206, ACC0: 0.7309, Gmean: 0.5545
2025-05-08 21:57:12 - Epoch 1, val mf1: 0.5307, val ACC1: 0.4021, val ACC0: 0.7262, val Gmean: 0.5404 (best 0.5307)
2025-05-08 21:57:12 - Epoch 2 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:57:13 - Epoch 2, 测试集 AUC: 0.5526, PRE: 0.1880, REC: 0.3220, MF1: 0.5251, ACC1: 0.3220, ACC0: 0.7636, Gmean: 0.4958
2025-05-08 21:57:13 - Epoch 2, val mf1: 0.5257, val ACC1: 0.3210, val ACC0: 0.7654, val Gmean: 0.4956 (best 0.5307)
2025-05-08 21:57:13 - Epoch 3 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:57:13 - Epoch 3, 测试集 AUC: 0.5502, PRE: 0.2110, REC: 0.1646, MF1: 0.5319, ACC1: 0.1646, ACC0: 0.8954, Gmean: 0.3839
2025-05-08 21:57:13 - Epoch 3, val mf1: 0.5251, val ACC1: 0.1554, val ACC0: 0.8922, val Gmean: 0.3724 (best 0.5307)
2025-05-08 21:57:13 - Epoch 4 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:57:13 - Epoch 4, 测试集 AUC: 0.5453, PRE: 0.1927, REC: 0.2515, MF1: 0.5305, ACC1: 0.2515, ACC0: 0.8208, Gmean: 0.4544
2025-05-08 21:57:13 - Epoch 4, val mf1: 0.5273, val ACC1: 0.2471, val ACC0: 0.8185, val Gmean: 0.4498 (best 0.5307)
2025-05-08 21:57:14 - Epoch 5 伪标签: 正样本: 305 (66.7%), 负样本: 152 (33.3%)
2025-05-08 21:57:14 - Epoch 5, 测试集 AUC: 0.5448, PRE: 0.1622, REC: 0.4922, MF1: 0.4653, ACC1: 0.4922, ACC0: 0.5679, Gmean: 0.5287
2025-05-08 21:57:14 - Epoch 5, val mf1: 0.4626, val ACC1: 0.4846, val ACC0: 0.5666, val Gmean: 0.5240 (best 0.5307)
2025-05-08 21:57:14 - Epoch 6 伪标签: 正样本: 337 (73.7%), 负样本: 120 (26.3%)
2025-05-08 21:57:14 - Epoch 6, 测试集 AUC: 0.5488, PRE: 0.1627, REC: 0.5231, MF1: 0.4581, ACC1: 0.5231, ACC0: 0.5423, Gmean: 0.5326
2025-05-08 21:57:14 - Epoch 6, val mf1: 0.4561, val ACC1: 0.5099, val ACC0: 0.5443, val Gmean: 0.5268 (best 0.5307)
2025-05-08 21:57:14 - Epoch 7 伪标签: 正样本: 316 (69.1%), 负样本: 141 (30.9%)
2025-05-08 21:57:15 - Epoch 7, 测试集 AUC: 0.5553, PRE: 0.1685, REC: 0.4622, MF1: 0.4829, ACC1: 0.4622, ACC0: 0.6124, Gmean: 0.5320
2025-05-08 21:57:15 - Epoch 7, val mf1: 0.4824, val ACC1: 0.4530, val ACC0: 0.6159, val Gmean: 0.5282 (best 0.5307)
2025-05-08 21:57:15 - Epoch 8 伪标签: 正样本: 264 (57.8%), 负样本: 193 (42.2%)
2025-05-08 21:57:15 - Epoch 8, 测试集 AUC: 0.5590, PRE: 0.1834, REC: 0.3362, MF1: 0.5199, ACC1: 0.3362, ACC0: 0.7456, Gmean: 0.5007
2025-05-08 21:57:15 - Epoch 8, val mf1: 0.5184, val ACC1: 0.3324, val ACC0: 0.7454, val Gmean: 0.4978 (best 0.5307)
2025-05-08 21:57:15 - Epoch 9 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:57:16 - Epoch 9, 测试集 AUC: 0.5560, PRE: 0.2105, REC: 0.2249, MF1: 0.5395, ACC1: 0.2249, ACC0: 0.8566, Gmean: 0.4389
2025-05-08 21:57:16 - Epoch 9, val mf1: 0.5348, val ACC1: 0.2219, val ACC0: 0.8509, val Gmean: 0.4345 (best 0.5348)
2025-05-08 21:57:16 - Epoch 10 伪标签: 正样本: 130 (28.4%), 负样本: 327 (71.6%)
2025-05-08 21:57:16 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.7535, LPL损失: 2.0060, 聚类损失: 7.4407, 总损失: 0.0419
2025-05-08 21:57:16 - Epoch 10, 测试集 AUC: 0.5467, PRE: 0.2206, REC: 0.2147, MF1: 0.5433, ACC1: 0.2147, ACC0: 0.8710, Gmean: 0.4325
2025-05-08 21:57:16 - Epoch 10, val mf1: 0.5399, val ACC1: 0.2132, val ACC0: 0.8666, val Gmean: 0.4298 (best 0.5399)
2025-05-08 21:57:16 - Epoch 11 伪标签: 正样本: 99 (21.7%), 负样本: 358 (78.3%)
2025-05-08 21:57:16 - Epoch 11, 测试集 AUC: 0.5455, PRE: 0.2442, REC: 0.2269, MF1: 0.5553, ACC1: 0.2269, ACC0: 0.8806, Gmean: 0.4470
2025-05-08 21:57:16 - Epoch 11, val mf1: 0.5533, val ACC1: 0.2288, val ACC0: 0.8760, val Gmean: 0.4477 (best 0.5533)
2025-05-08 21:57:17 - Epoch 12 伪标签: 正样本: 121 (26.5%), 负样本: 336 (73.5%)
2025-05-08 21:57:17 - Epoch 12, 测试集 AUC: 0.5604, PRE: 0.2521, REC: 0.2725, MF1: 0.5652, ACC1: 0.2725, ACC0: 0.8626, Gmean: 0.4848
2025-05-08 21:57:17 - Epoch 12, val mf1: 0.5635, val ACC1: 0.2728, val ACC0: 0.8596, val Gmean: 0.4843 (best 0.5635)
2025-05-08 21:57:17 - Epoch 13 伪标签: 正样本: 168 (36.8%), 负样本: 289 (63.2%)
2025-05-08 21:57:17 - Epoch 13, 测试集 AUC: 0.5757, PRE: 0.2642, REC: 0.2594, MF1: 0.5688, ACC1: 0.2594, ACC0: 0.8772, Gmean: 0.4770
2025-05-08 21:57:17 - Epoch 13, val mf1: 0.5676, val ACC1: 0.2623, val ACC0: 0.8734, val Gmean: 0.4786 (best 0.5676)
2025-05-08 21:57:18 - Epoch 14 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:57:18 - Epoch 14, 测试集 AUC: 0.5766, PRE: 0.2671, REC: 0.2610, MF1: 0.5703, ACC1: 0.2610, ACC0: 0.8782, Gmean: 0.4788
2025-05-08 21:57:18 - Epoch 14, val mf1: 0.5701, val ACC1: 0.2655, val ACC0: 0.8748, val Gmean: 0.4819 (best 0.5701)
2025-05-08 21:57:18 - Epoch 15 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:57:18 - Epoch 15, 测试集 AUC: 0.5721, PRE: 0.2673, REC: 0.2825, MF1: 0.5736, ACC1: 0.2825, ACC0: 0.8683, Gmean: 0.4952
2025-05-08 21:57:18 - Epoch 15, val mf1: 0.5716, val ACC1: 0.2824, val ACC0: 0.8654, val Gmean: 0.4944 (best 0.5716)
2025-05-08 21:57:19 - Epoch 16 伪标签: 正样本: 260 (56.9%), 负样本: 197 (43.1%)
2025-05-08 21:57:19 - Epoch 16, 测试集 AUC: 0.5600, PRE: 0.2777, REC: 0.2411, MF1: 0.5708, ACC1: 0.2411, ACC0: 0.8934, Gmean: 0.4641
2025-05-08 21:57:19 - Epoch 16, val mf1: 0.5681, val ACC1: 0.2407, val ACC0: 0.8897, val Gmean: 0.4628 (best 0.5716)
2025-05-08 21:57:19 - Epoch 17 伪标签: 正样本: 262 (57.3%), 负样本: 195 (42.7%)
2025-05-08 21:57:19 - Epoch 17, 测试集 AUC: 0.5568, PRE: 0.3094, REC: 0.1470, MF1: 0.5516, ACC1: 0.1470, ACC0: 0.9442, Gmean: 0.3725
2025-05-08 21:57:19 - Epoch 17, val mf1: 0.5476, val ACC1: 0.1458, val ACC0: 0.9392, val Gmean: 0.3701 (best 0.5716)
2025-05-08 21:57:20 - Epoch 18 伪标签: 正样本: 252 (55.1%), 负样本: 205 (44.9%)
2025-05-08 21:57:20 - Epoch 18, 测试集 AUC: 0.5647, PRE: 0.3129, REC: 0.1614, MF1: 0.5578, ACC1: 0.1614, ACC0: 0.9397, Gmean: 0.3895
2025-05-08 21:57:20 - Epoch 18, val mf1: 0.5551, val ACC1: 0.1632, val ACC0: 0.9341, val Gmean: 0.3905 (best 0.5716)
2025-05-08 21:57:20 - Epoch 19 伪标签: 正样本: 262 (57.3%), 负样本: 195 (42.7%)
2025-05-08 21:57:20 - Epoch 19, 测试集 AUC: 0.5652, PRE: 0.2900, REC: 0.2247, MF1: 0.5713, ACC1: 0.2247, ACC0: 0.9065, Gmean: 0.4513
2025-05-08 21:57:20 - Epoch 19, val mf1: 0.5684, val ACC1: 0.2265, val ACC0: 0.9008, val Gmean: 0.4517 (best 0.5716)
2025-05-08 21:57:20 - Epoch 20 伪标签: 正样本: 253 (55.4%), 负样本: 204 (44.6%)
2025-05-08 21:57:20 - Epoch 20, 有标签损失: 0.0003, 一致性损失: 0.0000, 伪标签损失: 0.5385, LPL损失: 28.0206, 聚类损失: 1.2400, 总损失: 0.1489
2025-05-08 21:57:21 - Epoch 20, 测试集 AUC: 0.5667, PRE: 0.2774, REC: 0.2572, MF1: 0.5738, ACC1: 0.2572, ACC0: 0.8861, Gmean: 0.4774
2025-05-08 21:57:21 - Epoch 20, val mf1: 0.5725, val ACC1: 0.2609, val ACC0: 0.8815, val Gmean: 0.4796 (best 0.5725)
2025-05-08 21:57:21 - Epoch 21 伪标签: 正样本: 263 (57.5%), 负样本: 194 (42.5%)
2025-05-08 21:57:21 - Epoch 21, 测试集 AUC: 0.5609, PRE: 0.2811, REC: 0.2432, MF1: 0.5725, ACC1: 0.2432, ACC0: 0.8943, Gmean: 0.4663
2025-05-08 21:57:21 - Epoch 21, val mf1: 0.5701, val ACC1: 0.2448, val ACC0: 0.8897, val Gmean: 0.4667 (best 0.5725)
2025-05-08 21:57:21 - Epoch 22 伪标签: 正样本: 267 (58.4%), 负样本: 190 (41.6%)
2025-05-08 21:57:21 - Epoch 22, 测试集 AUC: 0.5493, PRE: 0.3012, REC: 0.1976, MF1: 0.5672, ACC1: 0.1976, ACC0: 0.9221, Gmean: 0.4268
2025-05-08 21:57:21 - Epoch 22, val mf1: 0.5606, val ACC1: 0.1926, val ACC0: 0.9165, val Gmean: 0.4201 (best 0.5725)
2025-05-08 21:57:22 - Epoch 23 伪标签: 正样本: 265 (58.0%), 负样本: 192 (42.0%)
2025-05-08 21:57:22 - Epoch 23, 测试集 AUC: 0.5400, PRE: 0.3345, REC: 0.1251, MF1: 0.5457, ACC1: 0.1251, ACC0: 0.9577, Gmean: 0.3461
2025-05-08 21:57:22 - Epoch 23, val mf1: 0.5449, val ACC1: 0.1270, val ACC0: 0.9543, val Gmean: 0.3481 (best 0.5725)
2025-05-08 21:57:22 - Epoch 24 伪标签: 正样本: 259 (56.7%), 负样本: 198 (43.3%)
2025-05-08 21:57:22 - Epoch 24, 测试集 AUC: 0.5365, PRE: 0.2068, REC: 0.1393, MF1: 0.5255, ACC1: 0.1393, ACC0: 0.9091, Gmean: 0.3559
2025-05-08 21:57:22 - Epoch 24, val mf1: 0.5236, val ACC1: 0.1385, val ACC0: 0.9066, val Gmean: 0.3543 (best 0.5725)
2025-05-08 21:57:23 - Epoch 25 伪标签: 正样本: 247 (54.0%), 负样本: 210 (46.0%)
2025-05-08 21:57:23 - Epoch 25, 测试集 AUC: 0.5365, PRE: 0.2124, REC: 0.1000, MF1: 0.5163, ACC1: 0.1000, ACC0: 0.9369, Gmean: 0.3061
2025-05-08 21:57:23 - Epoch 25, val mf1: 0.5103, val ACC1: 0.0917, val ACC0: 0.9361, val Gmean: 0.2930 (best 0.5725)
2025-05-08 21:57:23 - Epoch 26 伪标签: 正样本: 259 (56.7%), 负样本: 198 (43.3%)
2025-05-08 21:57:23 - Epoch 26, 测试集 AUC: 0.5361, PRE: 0.2229, REC: 0.0752, MF1: 0.5085, ACC1: 0.0752, ACC0: 0.9554, Gmean: 0.2680
2025-05-08 21:57:23 - Epoch 26, val mf1: 0.5007, val ACC1: 0.0660, val ACC0: 0.9534, val Gmean: 0.2509 (best 0.5725)
2025-05-08 21:57:24 - Epoch 27 伪标签: 正样本: 252 (55.1%), 负样本: 205 (44.9%)
2025-05-08 21:57:24 - Epoch 27, 测试集 AUC: 0.5369, PRE: 0.2313, REC: 0.0781, MF1: 0.5109, ACC1: 0.0781, ACC0: 0.9559, Gmean: 0.2733
2025-05-08 21:57:24 - Epoch 27, val mf1: 0.5023, val ACC1: 0.0683, val ACC0: 0.9533, val Gmean: 0.2552 (best 0.5725)
2025-05-08 21:57:24 - Epoch 28 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:57:24 - Epoch 28, 测试集 AUC: 0.5387, PRE: 0.2348, REC: 0.0932, MF1: 0.5178, ACC1: 0.0932, ACC0: 0.9483, Gmean: 0.2974
2025-05-08 21:57:24 - Epoch 28, val mf1: 0.5113, val ACC1: 0.0853, val ACC0: 0.9466, val Gmean: 0.2841 (best 0.5725)
2025-05-08 21:57:24 - Epoch 29 伪标签: 正样本: 255 (55.8%), 负样本: 202 (44.2%)
2025-05-08 21:57:25 - Epoch 29, 测试集 AUC: 0.5403, PRE: 0.2373, REC: 0.1059, MF1: 0.5231, ACC1: 0.1059, ACC0: 0.9422, Gmean: 0.3159
2025-05-08 21:57:25 - Epoch 29, val mf1: 0.5207, val ACC1: 0.1036, val ACC0: 0.9406, val Gmean: 0.3122 (best 0.5725)
2025-05-08 21:57:25 - Epoch 30 伪标签: 正样本: 258 (56.5%), 负样本: 199 (43.5%)
2025-05-08 21:57:25 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4455, LPL损失: 26.3137, 聚类损失: 0.3511, 总损失: 0.1635
2025-05-08 21:57:25 - Epoch 30, 测试集 AUC: 0.5415, PRE: 0.2438, REC: 0.1124, MF1: 0.5267, ACC1: 0.1124, ACC0: 0.9407, Gmean: 0.3252
2025-05-08 21:57:25 - Epoch 30, val mf1: 0.5283, val ACC1: 0.1165, val ACC0: 0.9388, val Gmean: 0.3307 (best 0.5725)
2025-05-08 21:57:25 - Epoch 31 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:57:25 - Epoch 31, 测试集 AUC: 0.5417, PRE: 0.2534, REC: 0.1109, MF1: 0.5278, ACC1: 0.1109, ACC0: 0.9445, Gmean: 0.3236
2025-05-08 21:57:25 - Epoch 31, val mf1: 0.5290, val ACC1: 0.1151, val ACC0: 0.9416, val Gmean: 0.3292 (best 0.5725)
2025-05-08 21:57:26 - Epoch 32 伪标签: 正样本: 254 (55.6%), 负样本: 203 (44.4%)
2025-05-08 21:57:26 - Epoch 32, 测试集 AUC: 0.5419, PRE: 0.2706, REC: 0.1030, MF1: 0.5272, ACC1: 0.1030, ACC0: 0.9528, Gmean: 0.3132
2025-05-08 21:57:26 - Epoch 32, val mf1: 0.5235, val ACC1: 0.1009, val ACC0: 0.9490, val Gmean: 0.3094 (best 0.5725)
2025-05-08 21:57:26 - Epoch 33 伪标签: 正样本: 244 (53.4%), 负样本: 213 (46.6%)
2025-05-08 21:57:26 - Epoch 33, 测试集 AUC: 0.5423, PRE: 0.2865, REC: 0.0860, MF1: 0.5209, ACC1: 0.0860, ACC0: 0.9636, Gmean: 0.2879
2025-05-08 21:57:26 - Epoch 33, val mf1: 0.5146, val ACC1: 0.0798, val ACC0: 0.9606, val Gmean: 0.2768 (best 0.5725)
2025-05-08 21:57:26 - Epoch 34 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:57:27 - Epoch 34, 测试集 AUC: 0.5429, PRE: 0.1697, REC: 0.3075, MF1: 0.5090, ACC1: 0.3075, ACC0: 0.7442, Gmean: 0.4784
2025-05-08 21:57:27 - Epoch 34, val mf1: 0.5126, val ACC1: 0.3150, val ACC0: 0.7459, val Gmean: 0.4847 (best 0.5725)
2025-05-08 21:57:27 - Epoch 35 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:57:27 - Epoch 35, 测试集 AUC: 0.5436, PRE: 0.1776, REC: 0.2551, MF1: 0.5197, ACC1: 0.2551, ACC0: 0.7992, Gmean: 0.4516
2025-05-08 21:57:27 - Epoch 35, val mf1: 0.5194, val ACC1: 0.2577, val ACC0: 0.7968, val Gmean: 0.4531 (best 0.5725)
2025-05-08 21:57:27 - Epoch 36 伪标签: 正样本: 253 (55.4%), 负样本: 204 (44.6%)
2025-05-08 21:57:27 - Epoch 36, 测试集 AUC: 0.5447, PRE: 0.1903, REC: 0.2012, MF1: 0.5271, ACC1: 0.2012, ACC0: 0.8545, Gmean: 0.4146
2025-05-08 21:57:27 - Epoch 36, val mf1: 0.5256, val ACC1: 0.2045, val ACC0: 0.8490, val Gmean: 0.4167 (best 0.5725)
2025-05-08 21:57:28 - Epoch 37 伪标签: 正样本: 2 (0.4%), 负样本: 455 (99.6%)
2025-05-08 21:57:28 - Epoch 37, 测试集 AUC: 0.5459, PRE: 0.2050, REC: 0.1583, MF1: 0.5286, ACC1: 0.1583, ACC0: 0.8957, Gmean: 0.3765
2025-05-08 21:57:28 - Epoch 37, val mf1: 0.5282, val ACC1: 0.1605, val ACC0: 0.8928, val Gmean: 0.3785 (best 0.5725)
2025-05-08 21:57:28 - Epoch 38 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:57:28 - Epoch 38, 测试集 AUC: 0.5477, PRE: 0.2159, REC: 0.1287, MF1: 0.5256, ACC1: 0.1287, ACC0: 0.9205, Gmean: 0.3442
2025-05-08 21:57:28 - Epoch 38, val mf1: 0.5275, val ACC1: 0.1320, val ACC0: 0.9202, val Gmean: 0.3486 (best 0.5725)
2025-05-08 21:57:28 - Epoch 39 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:57:29 - Epoch 39, 测试集 AUC: 0.5503, PRE: 0.2262, REC: 0.1167, MF1: 0.5246, ACC1: 0.1167, ACC0: 0.9321, Gmean: 0.3299
2025-05-08 21:57:29 - Epoch 39, val mf1: 0.5269, val ACC1: 0.1197, val ACC0: 0.9328, val Gmean: 0.3341 (best 0.5725)
2025-05-08 21:57:29 - Epoch 40 伪标签: 正样本: 1 (0.2%), 负样本: 456 (99.8%)
2025-05-08 21:57:29 - Epoch 40, 有标签损失: 0.0002, 一致性损失: 0.0000, 伪标签损失: 0.5398, LPL损失: 0.3066, 聚类损失: 0.2717, 总损失: 0.0083
2025-05-08 21:57:29 - Epoch 40, 测试集 AUC: 0.5535, PRE: 0.2331, REC: 0.1111, MF1: 0.5242, ACC1: 0.1111, ACC0: 0.9379, Gmean: 0.3228
2025-05-08 21:57:29 - Epoch 40, val mf1: 0.5261, val ACC1: 0.1133, val ACC0: 0.9387, val Gmean: 0.3261 (best 0.5725)
2025-05-08 21:57:29 - Epoch 41 伪标签: 正样本: 2 (0.4%), 负样本: 455 (99.6%)
2025-05-08 21:57:29 - Epoch 41, 测试集 AUC: 0.5579, PRE: 0.2563, REC: 0.0946, MF1: 0.5215, ACC1: 0.0946, ACC0: 0.9533, Gmean: 0.3003
2025-05-08 21:57:29 - Epoch 41, val mf1: 0.5161, val ACC1: 0.0890, val ACC0: 0.9509, val Gmean: 0.2908 (best 0.5725)
2025-05-08 21:57:30 - Epoch 42 伪标签: 正样本: 4 (0.9%), 负样本: 453 (99.1%)
2025-05-08 21:57:30 - Epoch 42, 测试集 AUC: 0.5633, PRE: 0.2746, REC: 0.0795, MF1: 0.5163, ACC1: 0.0795, ACC0: 0.9643, Gmean: 0.2768
2025-05-08 21:57:30 - Epoch 42, val mf1: 0.5116, val ACC1: 0.0747, val ACC0: 0.9622, val Gmean: 0.2682 (best 0.5725)
2025-05-08 21:57:30 - Epoch 43 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:57:30 - Epoch 43, 测试集 AUC: 0.5691, PRE: 0.1842, REC: 0.3739, MF1: 0.5171, ACC1: 0.3739, ACC0: 0.7184, Gmean: 0.5183
2025-05-08 21:57:30 - Epoch 43, val mf1: 0.5180, val ACC1: 0.3691, val ACC0: 0.7227, val Gmean: 0.5165 (best 0.5725)
2025-05-08 21:57:30 - Epoch 44 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:57:31 - Epoch 44, 测试集 AUC: 0.5755, PRE: 0.1914, REC: 0.3506, MF1: 0.5264, ACC1: 0.3506, ACC0: 0.7482, Gmean: 0.5122
2025-05-08 21:57:31 - Epoch 44, val mf1: 0.5260, val ACC1: 0.3475, val ACC0: 0.7494, val Gmean: 0.5103 (best 0.5725)
2025-05-08 21:57:31 - Epoch 45 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:57:31 - Epoch 45, 测试集 AUC: 0.5816, PRE: 0.2026, REC: 0.3220, MF1: 0.5373, ACC1: 0.3220, ACC0: 0.7845, Gmean: 0.5026
2025-05-08 21:57:31 - Epoch 45, val mf1: 0.5371, val ACC1: 0.3242, val ACC0: 0.7829, val Gmean: 0.5038 (best 0.5725)
2025-05-08 21:57:31 - Epoch 46 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:57:31 - Epoch 46, 测试集 AUC: 0.5875, PRE: 0.2146, REC: 0.2807, MF1: 0.5454, ACC1: 0.2807, ACC0: 0.8254, Gmean: 0.4813
2025-05-08 21:57:31 - Epoch 46, val mf1: 0.5446, val ACC1: 0.2861, val ACC0: 0.8203, val Gmean: 0.4845 (best 0.5725)
2025-05-08 21:57:32 - Epoch 47 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:57:32 - Epoch 47, 测试集 AUC: 0.5920, PRE: 0.2273, REC: 0.2448, MF1: 0.5499, ACC1: 0.2448, ACC0: 0.8586, Gmean: 0.4584
2025-05-08 21:57:32 - Epoch 47, val mf1: 0.5472, val ACC1: 0.2425, val ACC0: 0.8558, val Gmean: 0.4556 (best 0.5725)
2025-05-08 21:57:32 - Epoch 48 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:57:32 - Epoch 48, 测试集 AUC: 0.5965, PRE: 0.2421, REC: 0.1967, MF1: 0.5492, ACC1: 0.1967, ACC0: 0.8954, Gmean: 0.4196
2025-05-08 21:57:32 - Epoch 48, val mf1: 0.5502, val ACC1: 0.2036, val ACC0: 0.8912, val Gmean: 0.4259 (best 0.5725)
2025-05-08 21:57:33 - Epoch 49 伪标签: 正样本: 230 (50.3%), 负样本: 227 (49.7%)
2025-05-08 21:57:33 - Epoch 49, 测试集 AUC: 0.5990, PRE: 0.2452, REC: 0.1926, MF1: 0.5494, ACC1: 0.1926, ACC0: 0.8992, Gmean: 0.4162
2025-05-08 21:57:33 - Epoch 49, val mf1: 0.5513, val ACC1: 0.2008, val ACC0: 0.8953, val Gmean: 0.4240 (best 0.5725)
2025-05-08 21:57:33 - time cost: 21.83 s
2025-05-08 21:57:33 - 基于验证集最佳模型的测试结果: REC 25.72 PRE 27.74 MF1 57.38 AUC 56.67 ACC1 25.72 ACC0 88.61 Gmean 47.74
2025-05-08 21:57:33 - 测试集上观察到的最佳结果 (Epoch 0): AUC 65.53 PRE 21.65 REC 72.36 MF1 51.30 ACC1 72.36 ACC0 55.48 Gmean 63.36
