2025-05-08 21:50:01 - 运行开始时间: 20250508_215001
2025-05-08 21:50:01 - 日志文件: logs/train_log_yelp_seed64_20250508_215001.txt
2025-05-08 21:50:01 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:50:01 - 无标签数据数量: 457
2025-05-08 21:50:01 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:50:01 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:50:01 - 伪标签策略：
2025-05-08 21:50:01 -   使用模型输出和聚类结果的融合
2025-05-08 21:50:02 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:50:02 - 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 21:50:02 - Epoch 0, 测试集 AUC: 0.6662, PRE: 0.2237, REC: 0.7374, MF1: 0.5227, ACC1: 0.7374, ACC0: 0.5650, Gmean: 0.6455
2025-05-08 21:50:02 - 更新最佳测试结果 (Epoch 0): AUC 0.6662, PRE 0.2237, REC 0.7374, MF1 0.5227, ACC1 0.7374, ACC0 0.5650, Gmean 0.6455
2025-05-08 21:50:02 - Epoch 0, val mf1: 0.5201, val ACC1: 0.7487, val ACC0: 0.5570, val Gmean: 0.6458 (best 0.5201)
2025-05-08 21:50:02 - Epoch 1 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:50:03 - Epoch 1, 测试集 AUC: 0.5673, PRE: 0.2036, REC: 0.3195, MF1: 0.5382, ACC1: 0.3195, ACC0: 0.7876, Gmean: 0.5016
2025-05-08 21:50:03 - Epoch 1, val mf1: 0.5286, val ACC1: 0.2971, val ACC0: 0.7857, val Gmean: 0.4832 (best 0.5286)
2025-05-08 21:50:03 - Epoch 2 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:50:03 - Epoch 2, 测试集 AUC: 0.5297, PRE: 0.1831, REC: 0.2454, MF1: 0.5239, ACC1: 0.2454, ACC0: 0.8138, Gmean: 0.4469
2025-05-08 21:50:03 - Epoch 2, val mf1: 0.5168, val ACC1: 0.2302, val ACC0: 0.8126, val Gmean: 0.4325 (best 0.5286)
2025-05-08 21:50:04 - Epoch 3 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:50:04 - Epoch 3, 测试集 AUC: 0.5448, PRE: 0.2036, REC: 0.2267, MF1: 0.5360, ACC1: 0.2267, ACC0: 0.8492, Gmean: 0.4388
2025-05-08 21:50:04 - Epoch 3, val mf1: 0.5309, val ACC1: 0.2182, val ACC0: 0.8471, val Gmean: 0.4300 (best 0.5309)
2025-05-08 21:50:04 - Epoch 4 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:50:04 - Epoch 4, 测试集 AUC: 0.5539, PRE: 0.2078, REC: 0.2238, MF1: 0.5380, ACC1: 0.2238, ACC0: 0.8549, Gmean: 0.4374
2025-05-08 21:50:04 - Epoch 4, val mf1: 0.5341, val ACC1: 0.2192, val ACC0: 0.8519, val Gmean: 0.4321 (best 0.5341)
2025-05-08 21:50:04 - Epoch 5 伪标签: 正样本: 260 (56.9%), 负样本: 197 (43.1%)
2025-05-08 21:50:05 - Epoch 5, 测试集 AUC: 0.5624, PRE: 0.2100, REC: 0.2484, MF1: 0.5410, ACC1: 0.2484, ACC0: 0.8412, Gmean: 0.4571
2025-05-08 21:50:05 - Epoch 5, val mf1: 0.5362, val ACC1: 0.2421, val ACC0: 0.8378, val Gmean: 0.4504 (best 0.5362)
2025-05-08 21:50:05 - Epoch 6 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:50:05 - Epoch 6, 测试集 AUC: 0.5565, PRE: 0.2202, REC: 0.2131, MF1: 0.5430, ACC1: 0.2131, ACC0: 0.8717, Gmean: 0.4310
2025-05-08 21:50:05 - Epoch 6, val mf1: 0.5383, val ACC1: 0.2086, val ACC0: 0.8675, val Gmean: 0.4254 (best 0.5383)
2025-05-08 21:50:06 - Epoch 7 伪标签: 正样本: 170 (37.2%), 负样本: 287 (62.8%)
2025-05-08 21:50:06 - Epoch 7, 测试集 AUC: 0.5570, PRE: 0.2401, REC: 0.2210, MF1: 0.5527, ACC1: 0.2210, ACC0: 0.8811, Gmean: 0.4413
2025-05-08 21:50:06 - Epoch 7, val mf1: 0.5507, val ACC1: 0.2215, val ACC0: 0.8776, val Gmean: 0.4409 (best 0.5507)
2025-05-08 21:50:06 - Epoch 8 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:50:06 - Epoch 8, 测试集 AUC: 0.5929, PRE: 0.2265, REC: 0.4604, MF1: 0.5534, ACC1: 0.4604, ACC0: 0.7327, Gmean: 0.5808
2025-05-08 21:50:06 - Epoch 8, val mf1: 0.5481, val ACC1: 0.4448, val ACC0: 0.7322, val Gmean: 0.5707 (best 0.5507)
2025-05-08 21:50:06 - Epoch 9 伪标签: 正样本: 266 (58.2%), 负样本: 191 (41.8%)
2025-05-08 21:50:07 - Epoch 9, 测试集 AUC: 0.6140, PRE: 0.2411, REC: 0.4737, MF1: 0.5664, ACC1: 0.4737, ACC0: 0.7466, Gmean: 0.5947
2025-05-08 21:50:07 - Epoch 9, val mf1: 0.5632, val ACC1: 0.4603, val ACC0: 0.7484, val Gmean: 0.5869 (best 0.5632)
2025-05-08 21:50:07 - Epoch 10 伪标签: 正样本: 263 (57.5%), 负样本: 194 (42.5%)
2025-05-08 21:50:07 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.7357, LPL损失: 531.2907, 聚类损失: 2.4251, 总损失: 13.1689
2025-05-08 21:50:07 - Epoch 10, 测试集 AUC: 0.6017, PRE: 0.2506, REC: 0.4044, MF1: 0.5738, ACC1: 0.4044, ACC0: 0.7945, Gmean: 0.5668
2025-05-08 21:50:07 - Epoch 10, val mf1: 0.5736, val ACC1: 0.4026, val ACC0: 0.7951, val Gmean: 0.5658 (best 0.5736)
2025-05-08 21:50:07 - Epoch 11 伪标签: 正样本: 255 (55.8%), 负样本: 202 (44.2%)
2025-05-08 21:50:08 - Epoch 11, 测试集 AUC: 0.5371, PRE: 0.2618, REC: 0.3059, MF1: 0.5740, ACC1: 0.3059, ACC0: 0.8534, Gmean: 0.5110
2025-05-08 21:50:08 - Epoch 11, val mf1: 0.5729, val ACC1: 0.3054, val ACC0: 0.8521, val Gmean: 0.5101 (best 0.5736)
2025-05-08 21:50:08 - Epoch 12 伪标签: 正样本: 198 (43.3%), 负样本: 259 (56.7%)
2025-05-08 21:50:08 - Epoch 12, 测试集 AUC: 0.5126, PRE: 0.3000, REC: 0.1820, MF1: 0.5622, ACC1: 0.1820, ACC0: 0.9278, Gmean: 0.4109
2025-05-08 21:50:08 - Epoch 12, val mf1: 0.5577, val ACC1: 0.1816, val ACC0: 0.9216, val Gmean: 0.4091 (best 0.5736)
2025-05-08 21:50:08 - Epoch 13 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:50:09 - Epoch 13, 测试集 AUC: 0.5382, PRE: 0.2909, REC: 0.2226, MF1: 0.5711, ACC1: 0.2226, ACC0: 0.9077, Gmean: 0.4495
2025-05-08 21:50:09 - Epoch 13, val mf1: 0.5691, val ACC1: 0.2242, val ACC0: 0.9036, val Gmean: 0.4501 (best 0.5736)
2025-05-08 21:50:09 - Epoch 14 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:50:09 - Epoch 14, 测试集 AUC: 0.5584, PRE: 0.2754, REC: 0.2712, MF1: 0.5754, ACC1: 0.2712, ACC0: 0.8787, Gmean: 0.4881
2025-05-08 21:50:09 - Epoch 14, val mf1: 0.5727, val ACC1: 0.2719, val ACC0: 0.8743, val Gmean: 0.4876 (best 0.5736)
2025-05-08 21:50:09 - Epoch 15 伪标签: 正样本: 243 (53.2%), 负样本: 214 (46.8%)
2025-05-08 21:50:10 - Epoch 15, 测试集 AUC: 0.5676, PRE: 0.2861, REC: 0.2355, MF1: 0.5725, ACC1: 0.2355, ACC0: 0.9001, Gmean: 0.4604
2025-05-08 21:50:10 - Epoch 15, val mf1: 0.5730, val ACC1: 0.2421, val ACC0: 0.8959, val Gmean: 0.4657 (best 0.5736)
2025-05-08 21:50:10 - Epoch 16 伪标签: 正样本: 250 (54.7%), 负样本: 207 (45.3%)
2025-05-08 21:50:10 - Epoch 16, 测试集 AUC: 0.5641, PRE: 0.2711, REC: 0.2547, MF1: 0.5708, ACC1: 0.2547, ACC0: 0.8836, Gmean: 0.4744
2025-05-08 21:50:10 - Epoch 16, val mf1: 0.5688, val ACC1: 0.2581, val ACC0: 0.8781, val Gmean: 0.4761 (best 0.5736)
2025-05-08 21:50:10 - Epoch 17 伪标签: 正样本: 248 (54.3%), 负样本: 209 (45.7%)
2025-05-08 21:50:11 - Epoch 17, 测试集 AUC: 0.5556, PRE: 0.2814, REC: 0.1784, MF1: 0.5565, ACC1: 0.1784, ACC0: 0.9226, Gmean: 0.4057
2025-05-08 21:50:11 - Epoch 17, val mf1: 0.5530, val ACC1: 0.1802, val ACC0: 0.9156, val Gmean: 0.4062 (best 0.5736)
2025-05-08 21:50:11 - Epoch 18 伪标签: 正样本: 245 (53.6%), 负样本: 212 (46.4%)
2025-05-08 21:50:11 - Epoch 18, 测试集 AUC: 0.5461, PRE: 0.3198, REC: 0.0962, MF1: 0.5295, ACC1: 0.0962, ACC0: 0.9652, Gmean: 0.3047
2025-05-08 21:50:11 - Epoch 18, val mf1: 0.5282, val ACC1: 0.0958, val ACC0: 0.9635, val Gmean: 0.3039 (best 0.5736)
2025-05-08 21:50:11 - Epoch 19 伪标签: 正样本: 248 (54.3%), 负样本: 209 (45.7%)
2025-05-08 21:50:11 - Epoch 19, 测试集 AUC: 0.5399, PRE: 0.3624, REC: 0.0592, MF1: 0.5094, ACC1: 0.0592, ACC0: 0.9823, Gmean: 0.2411
2025-05-08 21:50:11 - Epoch 19, val mf1: 0.5045, val ACC1: 0.0541, val ACC0: 0.9811, val Gmean: 0.2304 (best 0.5736)
2025-05-08 21:50:12 - Epoch 20 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:50:12 - Epoch 20, 有标签损失: 0.0028, 一致性损失: 0.0000, 伪标签损失: 0.4706, LPL损失: 577.1071, 聚类损失: 1.1005, 总损失: 17.3141
2025-05-08 21:50:12 - Epoch 20, 测试集 AUC: 0.5385, PRE: 0.3768, REC: 0.0594, MF1: 0.5101, ACC1: 0.0594, ACC0: 0.9833, Gmean: 0.2416
2025-05-08 21:50:12 - Epoch 20, val mf1: 0.5047, val ACC1: 0.0546, val ACC0: 0.9808, val Gmean: 0.2313 (best 0.5736)
2025-05-08 21:50:12 - Epoch 21 伪标签: 正样本: 241 (52.7%), 负样本: 216 (47.3%)
2025-05-08 21:50:12 - Epoch 21, 测试集 AUC: 0.5399, PRE: 0.3587, REC: 0.0788, MF1: 0.5223, ACC1: 0.0788, ACC0: 0.9760, Gmean: 0.2773
2025-05-08 21:50:12 - Epoch 21, val mf1: 0.5194, val ACC1: 0.0766, val ACC0: 0.9741, val Gmean: 0.2731 (best 0.5736)
2025-05-08 21:50:12 - Epoch 22 伪标签: 正样本: 238 (52.1%), 负样本: 219 (47.9%)
2025-05-08 21:50:13 - Epoch 22, 测试集 AUC: 0.5415, PRE: 0.3487, REC: 0.0993, MF1: 0.5338, ACC1: 0.0993, ACC0: 0.9684, Gmean: 0.3102
2025-05-08 21:50:13 - Epoch 22, val mf1: 0.5319, val ACC1: 0.0986, val ACC0: 0.9663, val Gmean: 0.3086 (best 0.5736)
2025-05-08 21:50:13 - Epoch 23 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:50:13 - Epoch 23, 测试集 AUC: 0.5404, PRE: 0.3463, REC: 0.1104, MF1: 0.5396, ACC1: 0.1104, ACC0: 0.9646, Gmean: 0.3263
2025-05-08 21:50:13 - Epoch 23, val mf1: 0.5392, val ACC1: 0.1119, val ACC0: 0.9622, val Gmean: 0.3281 (best 0.5736)
2025-05-08 21:50:13 - Epoch 24 伪标签: 正样本: 235 (51.4%), 负样本: 222 (48.6%)
2025-05-08 21:50:14 - Epoch 24, 测试集 AUC: 0.5311, PRE: 0.3573, REC: 0.1021, MF1: 0.5360, ACC1: 0.1021, ACC0: 0.9688, Gmean: 0.3144
2025-05-08 21:50:14 - Epoch 24, val mf1: 0.5373, val ACC1: 0.1055, val ACC0: 0.9666, val Gmean: 0.3193 (best 0.5736)
2025-05-08 21:50:14 - Epoch 25 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:50:14 - Epoch 25, 测试集 AUC: 0.5257, PRE: 0.3752, REC: 0.0951, MF1: 0.5334, ACC1: 0.0951, ACC0: 0.9731, Gmean: 0.3041
2025-05-08 21:50:14 - Epoch 25, val mf1: 0.5300, val ACC1: 0.0926, val ACC0: 0.9706, val Gmean: 0.2998 (best 0.5736)
2025-05-08 21:50:14 - Epoch 26 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:50:15 - Epoch 26, 测试集 AUC: 0.5345, PRE: 0.3491, REC: 0.1136, MF1: 0.5415, ACC1: 0.1136, ACC0: 0.9640, Gmean: 0.3309
2025-05-08 21:50:15 - Epoch 26, val mf1: 0.5436, val ACC1: 0.1183, val ACC0: 0.9618, val Gmean: 0.3373 (best 0.5736)
2025-05-08 21:50:15 - Epoch 27 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:50:15 - Epoch 27, 测试集 AUC: 0.5430, PRE: 0.3392, REC: 0.1312, MF1: 0.5492, ACC1: 0.1312, ACC0: 0.9566, Gmean: 0.3542
2025-05-08 21:50:15 - Epoch 27, val mf1: 0.5529, val ACC1: 0.1380, val ACC0: 0.9551, val Gmean: 0.3631 (best 0.5736)
2025-05-08 21:50:15 - Epoch 28 伪标签: 正样本: 239 (52.3%), 负样本: 218 (47.7%)
2025-05-08 21:50:16 - Epoch 28, 测试集 AUC: 0.5462, PRE: 0.3387, REC: 0.1328, MF1: 0.5499, ACC1: 0.1328, ACC0: 0.9559, Gmean: 0.3562
2025-05-08 21:50:16 - Epoch 28, val mf1: 0.5545, val ACC1: 0.1412, val ACC0: 0.9543, val Gmean: 0.3671 (best 0.5736)
2025-05-08 21:50:16 - Epoch 29 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:50:16 - Epoch 29, 测试集 AUC: 0.5480, PRE: 0.3576, REC: 0.1154, MF1: 0.5434, ACC1: 0.1154, ACC0: 0.9648, Gmean: 0.3336
2025-05-08 21:50:16 - Epoch 29, val mf1: 0.5453, val ACC1: 0.1206, val ACC0: 0.9620, val Gmean: 0.3406 (best 0.5736)
2025-05-08 21:50:16 - Epoch 30 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:50:16 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.4682, LPL损失: 681.8980, 聚类损失: 1.1395, 总损失: 24.7258
2025-05-08 21:50:16 - Epoch 30, 测试集 AUC: 0.5470, PRE: 0.3855, REC: 0.0912, MF1: 0.5317, ACC1: 0.0912, ACC0: 0.9753, Gmean: 0.2983
2025-05-08 21:50:16 - Epoch 30, val mf1: 0.5313, val ACC1: 0.0922, val ACC0: 0.9733, val Gmean: 0.2995 (best 0.5736)
2025-05-08 21:50:17 - Epoch 31 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:50:17 - Epoch 31, 测试集 AUC: 0.5478, PRE: 0.2017, REC: 0.1924, MF1: 0.5320, ACC1: 0.1924, ACC0: 0.8706, Gmean: 0.4092
2025-05-08 21:50:17 - Epoch 31, val mf1: 0.5343, val ACC1: 0.2022, val ACC0: 0.8660, val Gmean: 0.4185 (best 0.5736)
2025-05-08 21:50:17 - Epoch 32 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:50:17 - Epoch 32, 测试集 AUC: 0.5471, PRE: 0.2219, REC: 0.1407, MF1: 0.5304, ACC1: 0.1407, ACC0: 0.9162, Gmean: 0.3590
2025-05-08 21:50:17 - Epoch 32, val mf1: 0.5343, val ACC1: 0.1458, val ACC0: 0.9177, val Gmean: 0.3658 (best 0.5736)
2025-05-08 21:50:18 - Epoch 33 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:50:18 - Epoch 33, 测试集 AUC: 0.5490, PRE: 0.2515, REC: 0.1018, MF1: 0.5239, ACC1: 0.1018, ACC0: 0.9485, Gmean: 0.3108
2025-05-08 21:50:18 - Epoch 33, val mf1: 0.5222, val ACC1: 0.1013, val ACC0: 0.9462, val Gmean: 0.3096 (best 0.5736)
2025-05-08 21:50:18 - Epoch 34 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:50:18 - Epoch 34, 测试集 AUC: 0.5505, PRE: 0.2986, REC: 0.0704, MF1: 0.5133, ACC1: 0.0704, ACC0: 0.9719, Gmean: 0.2617
2025-05-08 21:50:18 - Epoch 34, val mf1: 0.5088, val ACC1: 0.0669, val ACC0: 0.9685, val Gmean: 0.2546 (best 0.5736)
2025-05-08 21:50:18 - Epoch 35 伪标签: 正样本: 224 (49.0%), 负样本: 233 (51.0%)
2025-05-08 21:50:19 - Epoch 35, 测试集 AUC: 0.5543, PRE: 0.3067, REC: 0.0693, MF1: 0.5132, ACC1: 0.0693, ACC0: 0.9734, Gmean: 0.2597
2025-05-08 21:50:19 - Epoch 35, val mf1: 0.5087, val ACC1: 0.0660, val ACC0: 0.9698, val Gmean: 0.2530 (best 0.5736)
2025-05-08 21:50:19 - Epoch 36 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:50:19 - Epoch 36, 测试集 AUC: 0.5570, PRE: 0.3185, REC: 0.0646, MF1: 0.5110, ACC1: 0.0646, ACC0: 0.9765, Gmean: 0.2511
2025-05-08 21:50:19 - Epoch 36, val mf1: 0.5078, val ACC1: 0.0628, val ACC0: 0.9730, val Gmean: 0.2472 (best 0.5736)
2025-05-08 21:50:19 - Epoch 37 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:50:19 - Epoch 37, 测试集 AUC: 0.5612, PRE: 0.2933, REC: 0.0783, MF1: 0.5174, ACC1: 0.0783, ACC0: 0.9679, Gmean: 0.2754
2025-05-08 21:50:19 - Epoch 37, val mf1: 0.5159, val ACC1: 0.0789, val ACC0: 0.9643, val Gmean: 0.2758 (best 0.5736)
2025-05-08 21:50:20 - Epoch 38 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:50:20 - Epoch 38, 测试集 AUC: 0.5664, PRE: 0.2908, REC: 0.0937, MF1: 0.5253, ACC1: 0.0937, ACC0: 0.9612, Gmean: 0.3001
2025-05-08 21:50:20 - Epoch 38, val mf1: 0.5256, val ACC1: 0.0972, val ACC0: 0.9572, val Gmean: 0.3050 (best 0.5736)
2025-05-08 21:50:20 - Epoch 39 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:50:20 - Epoch 39, 测试集 AUC: 0.5717, PRE: 0.2926, REC: 0.0996, MF1: 0.5284, ACC1: 0.0996, ACC0: 0.9591, Gmean: 0.3090
2025-05-08 21:50:20 - Epoch 39, val mf1: 0.5297, val ACC1: 0.1041, val ACC0: 0.9557, val Gmean: 0.3154 (best 0.5736)
2025-05-08 21:50:21 - Epoch 40 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:50:21 - Epoch 40, 有标签损失: 0.0001, 一致性损失: 0.0000, 伪标签损失: 0.4705, LPL损失: 105.4960, 聚类损失: 1.1047, 总损失: 4.6651
2025-05-08 21:50:21 - Epoch 40, 测试集 AUC: 0.5752, PRE: 0.3106, REC: 0.0862, MF1: 0.5232, ACC1: 0.0862, ACC0: 0.9675, Gmean: 0.2889
2025-05-08 21:50:21 - Epoch 40, val mf1: 0.5236, val ACC1: 0.0890, val ACC0: 0.9644, val Gmean: 0.2929 (best 0.5736)
2025-05-08 21:50:21 - Epoch 41 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:50:21 - Epoch 41, 测试集 AUC: 0.5798, PRE: 0.3361, REC: 0.0729, MF1: 0.5172, ACC1: 0.0729, ACC0: 0.9755, Gmean: 0.2667
2025-05-08 21:50:21 - Epoch 41, val mf1: 0.5180, val ACC1: 0.0766, val ACC0: 0.9716, val Gmean: 0.2728 (best 0.5736)
2025-05-08 21:50:21 - Epoch 42 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:50:22 - Epoch 42, 测试集 AUC: 0.5838, PRE: 0.3878, REC: 0.0558, MF1: 0.5079, ACC1: 0.0558, ACC0: 0.9850, Gmean: 0.2344
2025-05-08 21:50:22 - Epoch 42, val mf1: 0.5103, val ACC1: 0.0601, val ACC0: 0.9825, val Gmean: 0.2429 (best 0.5736)
2025-05-08 21:50:22 - Epoch 43 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:50:22 - Epoch 43, 测试集 AUC: 0.5868, PRE: 0.4389, REC: 0.0438, MF1: 0.4999, ACC1: 0.0438, ACC0: 0.9905, Gmean: 0.2083
2025-05-08 21:50:22 - Epoch 43, val mf1: 0.4966, val ACC1: 0.0403, val ACC0: 0.9902, val Gmean: 0.1999 (best 0.5736)
2025-05-08 21:50:22 - Epoch 44 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:50:23 - Epoch 44, 测试集 AUC: 0.5882, PRE: 0.1842, REC: 0.4859, MF1: 0.5020, ACC1: 0.4859, ACC0: 0.6342, Gmean: 0.5551
2025-05-08 21:50:23 - Epoch 44, val mf1: 0.5079, val ACC1: 0.4897, val ACC0: 0.6427, val Gmean: 0.5610 (best 0.5736)
2025-05-08 21:50:23 - Epoch 45 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:50:23 - Epoch 45, 测试集 AUC: 0.5889, PRE: 0.1836, REC: 0.4938, MF1: 0.4998, ACC1: 0.4938, ACC0: 0.6268, Gmean: 0.5563
2025-05-08 21:50:23 - Epoch 45, val mf1: 0.5060, val ACC1: 0.4998, val ACC0: 0.6347, val Gmean: 0.5632 (best 0.5736)
2025-05-08 21:50:23 - Epoch 46 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:50:24 - Epoch 46, 测试集 AUC: 0.5897, PRE: 0.4257, REC: 0.0621, MF1: 0.5137, ACC1: 0.0621, ACC0: 0.9858, Gmean: 0.2474
2025-05-08 21:50:24 - Epoch 46, val mf1: 0.5156, val ACC1: 0.0656, val ACC0: 0.9837, val Gmean: 0.2540 (best 0.5736)
2025-05-08 21:50:24 - Epoch 47 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:50:24 - Epoch 47, 测试集 AUC: 0.5911, PRE: 0.3785, REC: 0.0890, MF1: 0.5298, ACC1: 0.0890, ACC0: 0.9752, Gmean: 0.2945
2025-05-08 21:50:24 - Epoch 47, val mf1: 0.5338, val ACC1: 0.0958, val ACC0: 0.9728, val Gmean: 0.3053 (best 0.5736)
2025-05-08 21:50:24 - Epoch 48 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:50:25 - Epoch 48, 测试集 AUC: 0.5885, PRE: 0.3993, REC: 0.0761, MF1: 0.5226, ACC1: 0.0761, ACC0: 0.9805, Gmean: 0.2731
2025-05-08 21:50:25 - Epoch 48, val mf1: 0.5239, val ACC1: 0.0798, val ACC0: 0.9775, val Gmean: 0.2793 (best 0.5736)
2025-05-08 21:50:25 - Epoch 49 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:50:25 - Epoch 49, 测试集 AUC: 0.5847, PRE: 0.4276, REC: 0.0567, MF1: 0.5097, ACC1: 0.0567, ACC0: 0.9871, Gmean: 0.2365
2025-05-08 21:50:25 - Epoch 49, val mf1: 0.5099, val ACC1: 0.0582, val ACC0: 0.9848, val Gmean: 0.2395 (best 0.5736)
2025-05-08 21:50:25 - time cost: 23.66 s
2025-05-08 21:50:25 - 基于验证集最佳模型的测试结果: REC 40.44 PRE 25.06 MF1 57.38 AUC 60.17 ACC1 40.44 ACC0 79.45 Gmean 56.68
2025-05-08 21:50:25 - 测试集上观察到的最佳结果 (Epoch 0): AUC 66.62 PRE 22.37 REC 73.74 MF1 52.27 ACC1 73.74 ACC0 56.50 Gmean 64.55
