2025-05-08 21:46:14 - 运行开始时间: 20250508_214614
2025-05-08 21:46:14 - 日志文件: logs/train_log_yelp_seed64_20250508_214614.txt
2025-05-08 21:46:15 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:46:15 - 无标签数据数量: 457
2025-05-08 21:46:15 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:46:15 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:46:15 - 伪标签策略：
2025-05-08 21:46:15 -   使用模型输出和聚类结果的融合
2025-05-08 21:46:15 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:46:16 - Epoch 0, 有标签损失: 0.6977, 一致性损失: 0.0016, 伪标签损失: 0.4178, LPL损失: 920.9814, 聚类损失: 0.9275, 总损失: 11.0202
2025-05-08 21:46:16 - Epoch 0, 测试集 AUC: 0.6853, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:46:16 - 更新最佳测试结果 (Epoch 0): AUC 0.6853, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:46:16 - Epoch 0, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:46:16 - Epoch 1 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:46:16 - Epoch 1, 测试集 AUC: 0.6812, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:46:16 - Epoch 1, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:46:17 - Epoch 2 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:46:17 - Epoch 2, 测试集 AUC: 0.6823, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:46:17 - Epoch 2, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:46:17 - Epoch 3 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:46:18 - Epoch 3, 测试集 AUC: 0.6852, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:46:18 - Epoch 3, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:46:18 - Epoch 4 伪标签: 正样本: 214 (46.8%), 负样本: 243 (53.2%)
2025-05-08 21:46:18 - Epoch 4, 测试集 AUC: 0.6875, PRE: 0.0000, REC: 0.0000, MF1: 0.4608, ACC1: 0.0000, ACC0: 1.0000, Gmean: 0.0000
2025-05-08 21:46:18 - 更新最佳测试结果 (Epoch 4): AUC 0.6875, PRE 0.0000, REC 0.0000, MF1 0.4608, ACC1 0.0000, ACC0 1.0000, Gmean 0.0000
2025-05-08 21:46:18 - Epoch 4, val mf1: 0.4608, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4608)
2025-05-08 21:46:18 - Epoch 5 伪标签: 正样本: 231 (50.5%), 负样本: 226 (49.5%)
2025-05-08 21:46:19 - Epoch 5, 测试集 AUC: 0.6884, PRE: 0.6667, REC: 0.0023, MF1: 0.4631, ACC1: 0.0023, ACC0: 0.9998, Gmean: 0.0475
2025-05-08 21:46:19 - 更新最佳测试结果 (Epoch 5): AUC 0.6884, PRE 0.6667, REC 0.0023, MF1 0.4631, ACC1 0.0023, ACC0 0.9998, Gmean 0.0475
2025-05-08 21:46:19 - Epoch 5, val mf1: 0.4621, val ACC1: 0.0014, val ACC0: 0.9994, val Gmean: 0.0371 (best 0.4621)
2025-05-08 21:46:19 - Epoch 6 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:46:19 - Epoch 6, 测试集 AUC: 0.6874, PRE: 0.3251, REC: 0.0149, MF1: 0.4743, ACC1: 0.0149, ACC0: 0.9947, Gmean: 0.1218
2025-05-08 21:46:19 - Epoch 6, val mf1: 0.4717, val ACC1: 0.0128, val ACC0: 0.9928, val Gmean: 0.1129 (best 0.4717)
2025-05-08 21:46:19 - Epoch 7 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:46:20 - Epoch 7, 测试集 AUC: 0.6841, PRE: 0.2654, REC: 0.0662, MF1: 0.5083, ACC1: 0.0662, ACC0: 0.9689, Gmean: 0.2532
2025-05-08 21:46:20 - Epoch 7, val mf1: 0.5016, val ACC1: 0.0587, val ACC0: 0.9673, val Gmean: 0.2383 (best 0.5016)
2025-05-08 21:46:20 - Epoch 8 伪标签: 正样本: 193 (42.2%), 负样本: 264 (57.8%)
2025-05-08 21:46:20 - Epoch 8, 测试集 AUC: 0.6778, PRE: 0.2580, REC: 0.1664, MF1: 0.5470, ACC1: 0.1664, ACC0: 0.9186, Gmean: 0.3910
2025-05-08 21:46:20 - Epoch 8, val mf1: 0.5403, val ACC1: 0.1573, val ACC0: 0.9164, val Gmean: 0.3796 (best 0.5403)
2025-05-08 21:46:20 - Epoch 9 伪标签: 正样本: 212 (46.4%), 负样本: 245 (53.6%)
2025-05-08 21:46:21 - Epoch 9, 测试集 AUC: 0.6694, PRE: 0.2473, REC: 0.2840, MF1: 0.5642, ACC1: 0.2840, ACC0: 0.8530, Gmean: 0.4922
2025-05-08 21:46:21 - Epoch 9, val mf1: 0.5591, val ACC1: 0.2788, val ACC0: 0.8488, val Gmean: 0.4864 (best 0.5591)
2025-05-08 21:46:21 - Epoch 10 伪标签: 正样本: 184 (40.3%), 负样本: 273 (59.7%)
2025-05-08 21:46:21 - Epoch 10, 有标签损失: 0.1754, 一致性损失: 0.0040, 伪标签损失: 0.6772, LPL损失: 113.5957, 聚类损失: 1.5024, 总损失: 1.6058
2025-05-08 21:46:21 - Epoch 10, 测试集 AUC: 0.6600, PRE: 0.2397, REC: 0.3953, MF1: 0.5656, ACC1: 0.3953, ACC0: 0.7868, Gmean: 0.5577
2025-05-08 21:46:21 - Epoch 10, val mf1: 0.5651, val ACC1: 0.3943, val ACC0: 0.7866, val Gmean: 0.5569 (best 0.5651)
2025-05-08 21:46:22 - Epoch 11 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:46:22 - Epoch 11, 测试集 AUC: 0.6506, PRE: 0.2296, REC: 0.4927, MF1: 0.5549, ACC1: 0.4927, ACC0: 0.7189, Gmean: 0.5951
2025-05-08 21:46:22 - Epoch 11, val mf1: 0.5544, val ACC1: 0.4934, val ACC0: 0.7178, val Gmean: 0.5951 (best 0.5651)
2025-05-08 21:46:22 - Epoch 12 伪标签: 正样本: 202 (44.2%), 负样本: 255 (55.8%)
2025-05-08 21:46:23 - Epoch 12, 测试集 AUC: 0.6419, PRE: 0.2139, REC: 0.5681, MF1: 0.5307, ACC1: 0.5681, ACC0: 0.6450, Gmean: 0.6053
2025-05-08 21:46:23 - Epoch 12, val mf1: 0.5321, val ACC1: 0.5736, val ACC0: 0.6450, val Gmean: 0.6082 (best 0.5651)
2025-05-08 21:46:23 - Epoch 13 伪标签: 正样本: 183 (40.0%), 负样本: 274 (60.0%)
2025-05-08 21:46:23 - Epoch 13, 测试集 AUC: 0.6343, PRE: 0.2502, REC: 0.1255, MF1: 0.5326, ACC1: 0.1255, ACC0: 0.9361, Gmean: 0.3428
2025-05-08 21:46:23 - Epoch 13, val mf1: 0.5274, val ACC1: 0.1197, val ACC0: 0.9336, val Gmean: 0.3343 (best 0.5651)
2025-05-08 21:46:23 - Epoch 14 伪标签: 正样本: 176 (38.5%), 负样本: 281 (61.5%)
2025-05-08 21:46:24 - Epoch 14, 测试集 AUC: 0.6276, PRE: 0.2428, REC: 0.2122, MF1: 0.5523, ACC1: 0.2122, ACC0: 0.8875, Gmean: 0.4340
2025-05-08 21:46:24 - Epoch 14, val mf1: 0.5454, val ACC1: 0.2027, val ACC0: 0.8842, val Gmean: 0.4233 (best 0.5651)
2025-05-08 21:46:24 - Epoch 15 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:46:24 - Epoch 15, 测试集 AUC: 0.6221, PRE: 0.2315, REC: 0.2827, MF1: 0.5556, ACC1: 0.2827, ACC0: 0.8405, Gmean: 0.4874
2025-05-08 21:46:24 - Epoch 15, val mf1: 0.5477, val ACC1: 0.2733, val ACC0: 0.8342, val Gmean: 0.4775 (best 0.5651)
2025-05-08 21:46:24 - Epoch 16 伪标签: 正样本: 201 (44.0%), 负样本: 256 (56.0%)
2025-05-08 21:46:25 - Epoch 16, 测试集 AUC: 0.6175, PRE: 0.2193, REC: 0.3240, MF1: 0.5498, ACC1: 0.3240, ACC0: 0.8039, Gmean: 0.5104
2025-05-08 21:46:25 - Epoch 16, val mf1: 0.5483, val ACC1: 0.3246, val ACC0: 0.8011, val Gmean: 0.5100 (best 0.5651)
2025-05-08 21:46:25 - Epoch 17 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:46:25 - Epoch 17, 测试集 AUC: 0.6137, PRE: 0.2136, REC: 0.3436, MF1: 0.5456, ACC1: 0.3436, ACC0: 0.7849, Gmean: 0.5194
2025-05-08 21:46:25 - Epoch 17, val mf1: 0.5451, val ACC1: 0.3439, val ACC0: 0.7840, val Gmean: 0.5192 (best 0.5651)
2025-05-08 21:46:25 - Epoch 18 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:46:26 - Epoch 18, 测试集 AUC: 0.6105, PRE: 0.2120, REC: 0.3403, MF1: 0.5444, ACC1: 0.3403, ACC0: 0.7849, Gmean: 0.5168
2025-05-08 21:46:26 - Epoch 18, val mf1: 0.5433, val ACC1: 0.3411, val ACC0: 0.7827, val Gmean: 0.5167 (best 0.5651)
2025-05-08 21:46:26 - Epoch 19 伪标签: 正样本: 205 (44.9%), 负样本: 252 (55.1%)
2025-05-08 21:46:26 - Epoch 19, 测试集 AUC: 0.6077, PRE: 0.2147, REC: 0.3220, MF1: 0.5464, ACC1: 0.3220, ACC0: 0.7998, Gmean: 0.5074
2025-05-08 21:46:26 - Epoch 19, val mf1: 0.5437, val ACC1: 0.3196, val ACC0: 0.7968, val Gmean: 0.5046 (best 0.5651)
2025-05-08 21:46:26 - Epoch 20 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:46:27 - Epoch 20, 有标签损失: 0.0005, 一致性损失: 0.0182, 伪标签损失: 0.8759, LPL损失: 108.4100, 聚类损失: 3.6401, 总损失: 1.7078
2025-05-08 21:46:27 - Epoch 20, 测试集 AUC: 0.6051, PRE: 0.2192, REC: 0.2834, MF1: 0.5484, ACC1: 0.2834, ACC0: 0.8284, Gmean: 0.4845
2025-05-08 21:46:27 - Epoch 20, val mf1: 0.5419, val ACC1: 0.2756, val ACC0: 0.8232, val Gmean: 0.4763 (best 0.5651)
2025-05-08 21:46:27 - Epoch 21 伪标签: 正样本: 195 (42.7%), 负样本: 262 (57.3%)
2025-05-08 21:46:27 - Epoch 21, 测试集 AUC: 0.6013, PRE: 0.2242, REC: 0.2499, MF1: 0.5489, ACC1: 0.2499, ACC0: 0.8530, Gmean: 0.4617
2025-05-08 21:46:27 - Epoch 21, val mf1: 0.5416, val ACC1: 0.2407, val ACC0: 0.8480, val Gmean: 0.4518 (best 0.5651)
2025-05-08 21:46:28 - Epoch 22 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:46:28 - Epoch 22, 测试集 AUC: 0.5964, PRE: 0.2253, REC: 0.2204, MF1: 0.5462, ACC1: 0.2204, ACC0: 0.8712, Gmean: 0.4382
2025-05-08 21:46:28 - Epoch 22, val mf1: 0.5371, val ACC1: 0.2059, val ACC0: 0.8678, val Gmean: 0.4227 (best 0.5651)
2025-05-08 21:46:28 - Epoch 23 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:46:28 - Epoch 23, 测试集 AUC: 0.5906, PRE: 0.2287, REC: 0.1962, MF1: 0.5441, ACC1: 0.1962, ACC0: 0.8875, Gmean: 0.4173
2025-05-08 21:46:28 - Epoch 23, val mf1: 0.5315, val ACC1: 0.1774, val ACC0: 0.8829, val Gmean: 0.3958 (best 0.5651)
2025-05-08 21:46:29 - Epoch 24 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:46:29 - Epoch 24, 测试集 AUC: 0.5839, PRE: 0.2270, REC: 0.1730, MF1: 0.5392, ACC1: 0.1730, ACC0: 0.8999, Gmean: 0.3945
2025-05-08 21:46:29 - Epoch 24, val mf1: 0.5312, val ACC1: 0.1632, val ACC0: 0.8954, val Gmean: 0.3823 (best 0.5651)
2025-05-08 21:46:29 - Epoch 25 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:46:30 - Epoch 25, 测试集 AUC: 0.5769, PRE: 0.2258, REC: 0.1540, MF1: 0.5347, ACC1: 0.1540, ACC0: 0.9102, Gmean: 0.3744
2025-05-08 21:46:30 - Epoch 25, val mf1: 0.5287, val ACC1: 0.1490, val ACC0: 0.9049, val Gmean: 0.3672 (best 0.5651)
2025-05-08 21:46:30 - Epoch 26 伪标签: 正样本: 219 (47.9%), 负样本: 238 (52.1%)
2025-05-08 21:46:30 - Epoch 26, 测试集 AUC: 0.5697, PRE: 0.2270, REC: 0.1404, MF1: 0.5317, ACC1: 0.1404, ACC0: 0.9187, Gmean: 0.3592
2025-05-08 21:46:30 - Epoch 26, val mf1: 0.5265, val ACC1: 0.1362, val ACC0: 0.9141, val Gmean: 0.3528 (best 0.5651)
2025-05-08 21:46:30 - Epoch 27 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:46:31 - Epoch 27, 测试集 AUC: 0.5626, PRE: 0.2308, REC: 0.1280, MF1: 0.5292, ACC1: 0.1280, ACC0: 0.9275, Gmean: 0.3446
2025-05-08 21:46:31 - Epoch 27, val mf1: 0.5251, val ACC1: 0.1243, val ACC0: 0.9245, val Gmean: 0.3389 (best 0.5651)
2025-05-08 21:46:31 - Epoch 28 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:46:31 - Epoch 28, 测试集 AUC: 0.5559, PRE: 0.2376, REC: 0.1176, MF1: 0.5273, ACC1: 0.1176, ACC0: 0.9358, Gmean: 0.3318
2025-05-08 21:46:31 - Epoch 28, val mf1: 0.5221, val ACC1: 0.1119, val ACC0: 0.9331, val Gmean: 0.3231 (best 0.5651)
2025-05-08 21:46:32 - Epoch 29 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:46:32 - Epoch 29, 测试集 AUC: 0.5496, PRE: 0.2438, REC: 0.1072, MF1: 0.5248, ACC1: 0.1072, ACC0: 0.9435, Gmean: 0.3181
2025-05-08 21:46:32 - Epoch 29, val mf1: 0.5221, val ACC1: 0.1041, val ACC0: 0.9425, val Gmean: 0.3132 (best 0.5651)
2025-05-08 21:46:32 - Epoch 30 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:46:32 - Epoch 30, 有标签损失: 0.0004, 一致性损失: 0.0051, 伪标签损失: 0.9148, LPL损失: 77.5539, 聚类损失: 2.2068, 总损失: 1.4648
2025-05-08 21:46:32 - Epoch 30, 测试集 AUC: 0.5438, PRE: 0.2517, REC: 0.0838, MF1: 0.5160, ACC1: 0.0838, ACC0: 0.9577, Gmean: 0.2832
2025-05-08 21:46:32 - Epoch 30, val mf1: 0.5204, val ACC1: 0.0917, val ACC0: 0.9550, val Gmean: 0.2959 (best 0.5651)
2025-05-08 21:46:33 - Epoch 31 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:46:33 - Epoch 31, 测试集 AUC: 0.5383, PRE: 0.2818, REC: 0.0646, MF1: 0.5087, ACC1: 0.0646, ACC0: 0.9720, Gmean: 0.2505
2025-05-08 21:46:33 - Epoch 31, val mf1: 0.5109, val ACC1: 0.0688, val ACC0: 0.9698, val Gmean: 0.2583 (best 0.5651)
2025-05-08 21:46:33 - Epoch 32 伪标签: 正样本: 229 (50.1%), 负样本: 228 (49.9%)
2025-05-08 21:46:34 - Epoch 32, 测试集 AUC: 0.5331, PRE: 0.1725, REC: 0.2712, MF1: 0.5148, ACC1: 0.2712, ACC0: 0.7789, Gmean: 0.4596
2025-05-08 21:46:34 - Epoch 32, val mf1: 0.5143, val ACC1: 0.2705, val ACC0: 0.7785, val Gmean: 0.4589 (best 0.5651)
2025-05-08 21:46:34 - Epoch 33 伪标签: 正样本: 222 (48.6%), 负样本: 235 (51.4%)
2025-05-08 21:46:34 - Epoch 33, 测试集 AUC: 0.5282, PRE: 0.1822, REC: 0.2061, MF1: 0.5228, ACC1: 0.2061, ACC0: 0.8427, Gmean: 0.4168
2025-05-08 21:46:34 - Epoch 33, val mf1: 0.5194, val ACC1: 0.1981, val ACC0: 0.8433, val Gmean: 0.4087 (best 0.5651)
2025-05-08 21:46:34 - Epoch 34 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:46:35 - Epoch 34, 测试集 AUC: 0.5237, PRE: 0.1966, REC: 0.1580, MF1: 0.5254, ACC1: 0.1580, ACC0: 0.8902, Gmean: 0.3751
2025-05-08 21:46:35 - Epoch 34, val mf1: 0.5206, val ACC1: 0.1504, val ACC0: 0.8889, val Gmean: 0.3656 (best 0.5651)
2025-05-08 21:46:35 - Epoch 35 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:46:35 - Epoch 35, 测试集 AUC: 0.5193, PRE: 0.2082, REC: 0.1255, MF1: 0.5227, ACC1: 0.1255, ACC0: 0.9188, Gmean: 0.3396
2025-05-08 21:46:35 - Epoch 35, val mf1: 0.5185, val ACC1: 0.1206, val ACC0: 0.9167, val Gmean: 0.3325 (best 0.5651)
2025-05-08 21:46:35 - Epoch 36 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:46:36 - Epoch 36, 测试集 AUC: 0.5149, PRE: 0.2142, REC: 0.1043, MF1: 0.5181, ACC1: 0.1043, ACC0: 0.9349, Gmean: 0.3123
2025-05-08 21:46:36 - Epoch 36, val mf1: 0.5161, val ACC1: 0.1032, val ACC0: 0.9326, val Gmean: 0.3102 (best 0.5651)
2025-05-08 21:46:36 - Epoch 37 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:46:36 - Epoch 37, 测试集 AUC: 0.5102, PRE: 0.2237, REC: 0.0980, MF1: 0.5178, ACC1: 0.0980, ACC0: 0.9422, Gmean: 0.3039
2025-05-08 21:46:36 - Epoch 37, val mf1: 0.5135, val ACC1: 0.0935, val ACC0: 0.9399, val Gmean: 0.2965 (best 0.5651)
2025-05-08 21:46:36 - Epoch 38 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:46:37 - Epoch 38, 测试集 AUC: 0.5051, PRE: 0.2204, REC: 0.0937, MF1: 0.5156, ACC1: 0.0937, ACC0: 0.9437, Gmean: 0.2974
2025-05-08 21:46:37 - Epoch 38, val mf1: 0.5116, val ACC1: 0.0894, val ACC0: 0.9417, val Gmean: 0.2902 (best 0.5651)
2025-05-08 21:46:37 - Epoch 39 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:46:37 - Epoch 39, 测试集 AUC: 0.4998, PRE: 0.2096, REC: 0.0951, MF1: 0.5141, ACC1: 0.0951, ACC0: 0.9390, Gmean: 0.2988
2025-05-08 21:46:37 - Epoch 39, val mf1: 0.5111, val ACC1: 0.0922, val ACC0: 0.9372, val Gmean: 0.2939 (best 0.5651)
2025-05-08 21:46:37 - Epoch 40 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:46:38 - Epoch 40, 有标签损失: 0.0109, 一致性损失: 0.0014, 伪标签损失: 0.7075, LPL损失: 87.9033, 聚类损失: 1.1397, 总损失: 1.9675
2025-05-08 21:46:38 - Epoch 40, 测试集 AUC: 0.4958, PRE: 0.2104, REC: 0.0932, MF1: 0.5136, ACC1: 0.0932, ACC0: 0.9405, Gmean: 0.2961
2025-05-08 21:46:38 - Epoch 40, val mf1: 0.5094, val ACC1: 0.0890, val ACC0: 0.9380, val Gmean: 0.2888 (best 0.5651)
2025-05-08 21:46:38 - Epoch 41 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:46:38 - Epoch 41, 测试集 AUC: 0.4938, PRE: 0.2161, REC: 0.0862, MF1: 0.5120, ACC1: 0.0862, ACC0: 0.9468, Gmean: 0.2858
2025-05-08 21:46:38 - Epoch 41, val mf1: 0.5083, val ACC1: 0.0830, val ACC0: 0.9439, val Gmean: 0.2799 (best 0.5651)
2025-05-08 21:46:39 - Epoch 42 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:46:39 - Epoch 42, 测试集 AUC: 0.4935, PRE: 0.2282, REC: 0.0786, MF1: 0.5107, ACC1: 0.0786, ACC0: 0.9548, Gmean: 0.2739
2025-05-08 21:46:39 - Epoch 42, val mf1: 0.5081, val ACC1: 0.0766, val ACC0: 0.9526, val Gmean: 0.2701 (best 0.5651)
2025-05-08 21:46:39 - Epoch 43 伪标签: 正样本: 215 (47.0%), 负样本: 242 (53.0%)
2025-05-08 21:46:40 - Epoch 43, 测试集 AUC: 0.4943, PRE: 0.2462, REC: 0.0702, MF1: 0.5088, ACC1: 0.0702, ACC0: 0.9635, Gmean: 0.2601
2025-05-08 21:46:40 - Epoch 43, val mf1: 0.5072, val ACC1: 0.0692, val ACC0: 0.9619, val Gmean: 0.2581 (best 0.5651)
2025-05-08 21:46:40 - Epoch 44 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:46:40 - Epoch 44, 测试集 AUC: 0.4962, PRE: 0.2637, REC: 0.0693, MF1: 0.5099, ACC1: 0.0693, ACC0: 0.9671, Gmean: 0.2589
2025-05-08 21:46:40 - Epoch 44, val mf1: 0.5085, val ACC1: 0.0688, val ACC0: 0.9652, val Gmean: 0.2576 (best 0.5651)
2025-05-08 21:46:40 - Epoch 45 伪标签: 正样本: 206 (45.1%), 负样本: 251 (54.9%)
2025-05-08 21:46:41 - Epoch 45, 测试集 AUC: 0.4994, PRE: 0.2691, REC: 0.0716, MF1: 0.5116, ACC1: 0.0716, ACC0: 0.9670, Gmean: 0.2631
2025-05-08 21:46:41 - Epoch 45, val mf1: 0.5094, val ACC1: 0.0702, val ACC0: 0.9647, val Gmean: 0.2601 (best 0.5651)
2025-05-08 21:46:41 - Epoch 46 伪标签: 正样本: 207 (45.3%), 负样本: 250 (54.7%)
2025-05-08 21:46:41 - Epoch 46, 测试集 AUC: 0.5033, PRE: 0.2657, REC: 0.0772, MF1: 0.5143, ACC1: 0.0772, ACC0: 0.9637, Gmean: 0.2728
2025-05-08 21:46:41 - Epoch 46, val mf1: 0.5116, val ACC1: 0.0747, val ACC0: 0.9621, val Gmean: 0.2682 (best 0.5651)
2025-05-08 21:46:41 - Epoch 47 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:46:42 - Epoch 47, 测试集 AUC: 0.5077, PRE: 0.2564, REC: 0.0887, MF1: 0.5189, ACC1: 0.0887, ACC0: 0.9562, Gmean: 0.2913
2025-05-08 21:46:42 - Epoch 47, val mf1: 0.5161, val ACC1: 0.0862, val ACC0: 0.9546, val Gmean: 0.2868 (best 0.5651)
2025-05-08 21:46:42 - Epoch 48 伪标签: 正样本: 227 (49.7%), 负样本: 230 (50.3%)
2025-05-08 21:46:42 - Epoch 48, 测试集 AUC: 0.5121, PRE: 0.2403, REC: 0.1079, MF1: 0.5244, ACC1: 0.1079, ACC0: 0.9420, Gmean: 0.3189
2025-05-08 21:46:42 - Epoch 48, val mf1: 0.5203, val ACC1: 0.1022, val ACC0: 0.9415, val Gmean: 0.3103 (best 0.5651)
2025-05-08 21:46:43 - Epoch 49 伪标签: 正样本: 223 (48.8%), 负样本: 234 (51.2%)
2025-05-08 21:46:43 - Epoch 49, 测试集 AUC: 0.5156, PRE: 0.2316, REC: 0.1174, MF1: 0.5260, ACC1: 0.1174, ACC0: 0.9338, Gmean: 0.3311
2025-05-08 21:46:43 - Epoch 49, val mf1: 0.5233, val ACC1: 0.1137, val ACC0: 0.9333, val Gmean: 0.3258 (best 0.5651)
2025-05-08 21:46:43 - time cost: 28.11 s
2025-05-08 21:46:43 - 基于验证集最佳模型的测试结果: REC 39.53 PRE 23.97 MF1 56.56 AUC 66.00 ACC1 39.53 ACC0 78.68 Gmean 55.77
2025-05-08 21:46:43 - 测试集上观察到的最佳结果 (Epoch 5): AUC 68.84 PRE 66.67 REC 0.23 MF1 46.31 ACC1 0.23 ACC0 99.98 Gmean 4.75
