2025-05-08 21:49:15 - 运行开始时间: 20250508_214915
2025-05-08 21:49:15 - 日志文件: logs/train_log_yelp_seed64_20250508_214915.txt
2025-05-08 21:49:15 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:49:15 - 无标签数据数量: 457
2025-05-08 21:49:15 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:49:15 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:49:15 - 伪标签策略：
2025-05-08 21:49:15 -   使用模型输出和聚类结果的融合
2025-05-08 21:49:16 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:49:16 - 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: 20.3420
2025-05-08 21:49:16 - Epoch 0, 测试集 AUC: 0.6869, PRE: 0.2468, REC: 0.8133, MF1: 0.5484, ACC1: 0.8133, ACC0: 0.5780, Gmean: 0.6856
2025-05-08 21:49:16 - 更新最佳测试结果 (Epoch 0): AUC 0.6869, PRE 0.2468, REC 0.8133, MF1 0.5484, ACC1 0.8133, ACC0 0.5780, Gmean 0.6856
2025-05-08 21:49:16 - Epoch 0, val mf1: 0.5447, val ACC1: 0.8290, val ACC0: 0.5671, val Gmean: 0.6856 (best 0.5447)
2025-05-08 21:49:17 - Epoch 1 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:49:17 - Epoch 1, 测试集 AUC: 0.6844, PRE: 0.2369, REC: 0.8072, MF1: 0.5340, ACC1: 0.8072, ACC0: 0.5581, Gmean: 0.6712
2025-05-08 21:49:17 - Epoch 1, val mf1: 0.5287, val ACC1: 0.8166, val ACC0: 0.5469, val Gmean: 0.6683 (best 0.5447)
2025-05-08 21:49:17 - Epoch 2 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:49:18 - Epoch 2, 测试集 AUC: 0.6503, PRE: 0.2464, REC: 0.2109, MF1: 0.5534, ACC1: 0.2109, ACC0: 0.8904, Gmean: 0.4333
2025-05-08 21:49:18 - Epoch 2, val mf1: 0.5466, val ACC1: 0.2017, val ACC0: 0.8869, val Gmean: 0.4230 (best 0.5466)
2025-05-08 21:49:18 - Epoch 3 伪标签: 正样本: 208 (45.5%), 负样本: 249 (54.5%)
2025-05-08 21:49:18 - Epoch 3, 测试集 AUC: 0.6142, PRE: 0.2563, REC: 0.1052, MF1: 0.5260, ACC1: 0.1052, ACC0: 0.9481, Gmean: 0.3158
2025-05-08 21:49:18 - Epoch 3, val mf1: 0.5181, val ACC1: 0.0954, val ACC0: 0.9461, val Gmean: 0.3004 (best 0.5466)
2025-05-08 21:49:19 - Epoch 4 伪标签: 正样本: 197 (43.1%), 负样本: 260 (56.9%)
2025-05-08 21:49:19 - Epoch 4, 测试集 AUC: 0.5901, PRE: 0.2355, REC: 0.1359, MF1: 0.5326, ACC1: 0.1359, ACC0: 0.9250, Gmean: 0.3546
2025-05-08 21:49:19 - Epoch 4, val mf1: 0.5292, val ACC1: 0.1348, val ACC0: 0.9204, val Gmean: 0.3522 (best 0.5466)
2025-05-08 21:49:19 - Epoch 5 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:49:19 - Epoch 5, 测试集 AUC: 0.5508, PRE: 0.1991, REC: 0.2233, MF1: 0.5333, ACC1: 0.2233, ACC0: 0.8473, Gmean: 0.4350
2025-05-08 21:49:19 - Epoch 5, val mf1: 0.5300, val ACC1: 0.2169, val ACC0: 0.8466, val Gmean: 0.4285 (best 0.5466)
2025-05-08 21:49:20 - Epoch 6 伪标签: 正样本: 189 (41.4%), 负样本: 268 (58.6%)
2025-05-08 21:49:20 - Epoch 6, 测试集 AUC: 0.4975, PRE: 0.2010, REC: 0.1000, MF1: 0.5139, ACC1: 0.1000, ACC0: 0.9324, Gmean: 0.3054
2025-05-08 21:49:20 - Epoch 6, val mf1: 0.5130, val ACC1: 0.1009, val ACC0: 0.9297, val Gmean: 0.3062 (best 0.5466)
2025-05-08 21:49:20 - Epoch 7 伪标签: 正样本: 188 (41.1%), 负样本: 269 (58.9%)
2025-05-08 21:49:21 - Epoch 7, 测试集 AUC: 0.4706, PRE: 0.1835, REC: 0.1113, MF1: 0.5124, ACC1: 0.1113, ACC0: 0.9158, Gmean: 0.3193
2025-05-08 21:49:21 - Epoch 7, val mf1: 0.5123, val ACC1: 0.1114, val ACC0: 0.9156, val Gmean: 0.3194 (best 0.5466)
2025-05-08 21:49:21 - Epoch 8 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:49:21 - Epoch 8, 测试集 AUC: 0.4904, PRE: 0.2256, REC: 0.0797, MF1: 0.5108, ACC1: 0.0797, ACC0: 0.9535, Gmean: 0.2757
2025-05-08 21:49:21 - Epoch 8, val mf1: 0.5133, val ACC1: 0.0844, val ACC0: 0.9517, val Gmean: 0.2834 (best 0.5466)
2025-05-08 21:49:21 - Epoch 9 伪标签: 正样本: 220 (48.1%), 负样本: 237 (51.9%)
2025-05-08 21:49:22 - Epoch 9, 测试集 AUC: 0.5677, PRE: 0.4193, REC: 0.0334, MF1: 0.4910, ACC1: 0.0334, ACC0: 0.9921, Gmean: 0.1821
2025-05-08 21:49:22 - Epoch 9, val mf1: 0.4928, val ACC1: 0.0358, val ACC0: 0.9912, val Gmean: 0.1883 (best 0.5466)
2025-05-08 21:49:22 - Epoch 10 伪标签: 正样本: 217 (47.5%), 负样本: 240 (52.5%)
2025-05-08 21:49:22 - Epoch 10, 有标签损失: 0.0514, 一致性损失: 0.0058, 伪标签损失: 0.6952, LPL损失: 608.4904, 聚类损失: 1.4856, 总损失: 15.1041
2025-05-08 21:49:22 - Epoch 10, 测试集 AUC: 0.6244, PRE: 0.2149, REC: 0.4414, MF1: 0.5432, ACC1: 0.4414, ACC0: 0.7259, Gmean: 0.5661
2025-05-08 21:49:22 - Epoch 10, val mf1: 0.5467, val ACC1: 0.4493, val ACC0: 0.7275, val Gmean: 0.5717 (best 0.5467)
2025-05-08 21:49:23 - Epoch 11 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:49:23 - Epoch 11, 测试集 AUC: 0.6378, PRE: 0.2199, REC: 0.4796, MF1: 0.5458, ACC1: 0.4796, ACC0: 0.7107, Gmean: 0.5838
2025-05-08 21:49:23 - Epoch 11, val mf1: 0.5457, val ACC1: 0.4755, val ACC0: 0.7127, val Gmean: 0.5821 (best 0.5467)
2025-05-08 21:49:23 - Epoch 12 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:49:24 - Epoch 12, 测试集 AUC: 0.6392, PRE: 0.2432, REC: 0.3086, MF1: 0.5642, ACC1: 0.3086, ACC0: 0.8367, Gmean: 0.5082
2025-05-08 21:49:24 - Epoch 12, val mf1: 0.5613, val ACC1: 0.3072, val ACC0: 0.8332, val Gmean: 0.5059 (best 0.5613)
2025-05-08 21:49:24 - Epoch 13 伪标签: 正样本: 211 (46.2%), 负样本: 246 (53.8%)
2025-05-08 21:49:24 - Epoch 13, 测试集 AUC: 0.6296, PRE: 0.2375, REC: 0.3166, MF1: 0.5613, ACC1: 0.3166, ACC0: 0.8272, Gmean: 0.5117
2025-05-08 21:49:24 - Epoch 13, val mf1: 0.5590, val ACC1: 0.3168, val ACC0: 0.8234, val Gmean: 0.5108 (best 0.5613)
2025-05-08 21:49:24 - Epoch 14 伪标签: 正样本: 209 (45.7%), 负样本: 248 (54.3%)
2025-05-08 21:49:25 - Epoch 14, 测试集 AUC: 0.6208, PRE: 0.2146, REC: 0.4229, MF1: 0.5440, ACC1: 0.4229, ACC0: 0.7370, Gmean: 0.5583
2025-05-08 21:49:25 - Epoch 14, val mf1: 0.5429, val ACC1: 0.4140, val ACC0: 0.7399, val Gmean: 0.5535 (best 0.5613)
2025-05-08 21:49:25 - Epoch 15 伪标签: 正样本: 233 (51.0%), 负样本: 224 (49.0%)
2025-05-08 21:49:25 - Epoch 15, 测试集 AUC: 0.6154, PRE: 0.2549, REC: 0.1714, MF1: 0.5475, ACC1: 0.1714, ACC0: 0.9148, Gmean: 0.3959
2025-05-08 21:49:25 - Epoch 15, val mf1: 0.5452, val ACC1: 0.1742, val ACC0: 0.9085, val Gmean: 0.3979 (best 0.5613)
2025-05-08 21:49:26 - Epoch 16 伪标签: 正样本: 236 (51.6%), 负样本: 221 (48.4%)
2025-05-08 21:49:26 - Epoch 16, 测试集 AUC: 0.5962, PRE: 0.2767, REC: 0.1018, MF1: 0.5275, ACC1: 0.1018, ACC0: 0.9547, Gmean: 0.3118
2025-05-08 21:49:26 - Epoch 16, val mf1: 0.5322, val ACC1: 0.1110, val ACC0: 0.9518, val Gmean: 0.3250 (best 0.5613)
2025-05-08 21:49:26 - Epoch 17 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:49:27 - Epoch 17, 测试集 AUC: 0.5493, PRE: 0.1982, REC: 0.2174, MF1: 0.5324, ACC1: 0.2174, ACC0: 0.8505, Gmean: 0.4300
2025-05-08 21:49:27 - Epoch 17, val mf1: 0.5300, val ACC1: 0.2155, val ACC0: 0.8477, val Gmean: 0.4274 (best 0.5613)
2025-05-08 21:49:27 - Epoch 18 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:49:27 - Epoch 18, 测试集 AUC: 0.4749, PRE: 0.2492, REC: 0.0501, MF1: 0.4979, ACC1: 0.0501, ACC0: 0.9743, Gmean: 0.2210
2025-05-08 21:49:27 - Epoch 18, val mf1: 0.4968, val ACC1: 0.0500, val ACC0: 0.9721, val Gmean: 0.2204 (best 0.5613)
2025-05-08 21:49:27 - Epoch 19 伪标签: 正样本: 204 (44.6%), 负样本: 253 (55.4%)
2025-05-08 21:49:28 - Epoch 19, 测试集 AUC: 0.4182, PRE: 0.2547, REC: 0.0183, MF1: 0.4763, ACC1: 0.0183, ACC0: 0.9909, Gmean: 0.1346
2025-05-08 21:49:28 - Epoch 19, val mf1: 0.4768, val ACC1: 0.0183, val ACC0: 0.9921, val Gmean: 0.1349 (best 0.5613)
2025-05-08 21:49:28 - Epoch 20 伪标签: 正样本: 210 (46.0%), 负样本: 247 (54.0%)
2025-05-08 21:49:28 - Epoch 20, 有标签损失: 0.0101, 一致性损失: 0.0045, 伪标签损失: 0.5534, LPL损失: 569.5298, 聚类损失: 1.0636, 总损失: 17.1006
2025-05-08 21:49:28 - Epoch 20, 测试集 AUC: 0.4103, PRE: 0.2618, REC: 0.0201, MF1: 0.4778, ACC1: 0.0201, ACC0: 0.9904, Gmean: 0.1411
2025-05-08 21:49:28 - Epoch 20, val mf1: 0.4802, val ACC1: 0.0225, val ACC0: 0.9907, val Gmean: 0.1492 (best 0.5613)
2025-05-08 21:49:29 - Epoch 21 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:49:29 - Epoch 21, 测试集 AUC: 0.4500, PRE: 0.2551, REC: 0.0535, MF1: 0.5003, ACC1: 0.0535, ACC0: 0.9734, Gmean: 0.2282
2025-05-08 21:49:29 - Epoch 21, val mf1: 0.5013, val ACC1: 0.0564, val ACC0: 0.9705, val Gmean: 0.2339 (best 0.5613)
2025-05-08 21:49:29 - Epoch 22 伪标签: 正样本: 213 (46.6%), 负样本: 244 (53.4%)
2025-05-08 21:49:29 - Epoch 22, 测试集 AUC: 0.5179, PRE: 0.2078, REC: 0.1371, MF1: 0.5254, ACC1: 0.1371, ACC0: 0.9112, Gmean: 0.3534
2025-05-08 21:49:29 - Epoch 22, val mf1: 0.5252, val ACC1: 0.1417, val ACC0: 0.9061, val Gmean: 0.3583 (best 0.5613)
2025-05-08 21:49:30 - Epoch 23 伪标签: 正样本: 226 (49.5%), 负样本: 231 (50.5%)
2025-05-08 21:49:30 - Epoch 23, 测试集 AUC: 0.5675, PRE: 0.1987, REC: 0.2804, MF1: 0.5348, ACC1: 0.2804, ACC0: 0.8078, Gmean: 0.4759
2025-05-08 21:49:30 - Epoch 23, val mf1: 0.5351, val ACC1: 0.2889, val ACC0: 0.8025, val Gmean: 0.4815 (best 0.5613)
2025-05-08 21:49:30 - Epoch 24 伪标签: 正样本: 237 (51.9%), 负样本: 220 (48.1%)
2025-05-08 21:49:31 - Epoch 24, 测试集 AUC: 0.5927, PRE: 0.2074, REC: 0.3610, MF1: 0.5402, ACC1: 0.3610, ACC0: 0.7654, Gmean: 0.5257
2025-05-08 21:49:31 - Epoch 24, val mf1: 0.5411, val ACC1: 0.3714, val ACC0: 0.7610, val Gmean: 0.5316 (best 0.5613)
2025-05-08 21:49:31 - Epoch 25 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:49:31 - Epoch 25, 测试集 AUC: 0.6018, PRE: 0.2257, REC: 0.3100, MF1: 0.5536, ACC1: 0.3100, ACC0: 0.8192, Gmean: 0.5039
2025-05-08 21:49:31 - Epoch 25, val mf1: 0.5570, val ACC1: 0.3228, val ACC0: 0.8164, val Gmean: 0.5133 (best 0.5613)
2025-05-08 21:49:31 - Epoch 26 伪标签: 正样本: 240 (52.5%), 负样本: 217 (47.5%)
2025-05-08 21:49:32 - Epoch 26, 测试集 AUC: 0.6032, PRE: 0.2561, REC: 0.2251, MF1: 0.5597, ACC1: 0.2251, ACC0: 0.8888, Gmean: 0.4473
2025-05-08 21:49:32 - Epoch 26, val mf1: 0.5662, val ACC1: 0.2398, val ACC0: 0.8875, val Gmean: 0.4613 (best 0.5662)
2025-05-08 21:49:32 - Epoch 27 伪标签: 正样本: 228 (49.9%), 负样本: 229 (50.1%)
2025-05-08 21:49:32 - Epoch 27, 测试集 AUC: 0.6008, PRE: 0.3052, REC: 0.1497, MF1: 0.5519, ACC1: 0.1497, ACC0: 0.9421, Gmean: 0.3755
2025-05-08 21:49:32 - Epoch 27, val mf1: 0.5592, val ACC1: 0.1632, val ACC0: 0.9401, val Gmean: 0.3917 (best 0.5662)
2025-05-08 21:49:32 - Epoch 28 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:49:33 - Epoch 28, 测试集 AUC: 0.5978, PRE: 0.3419, REC: 0.1082, MF1: 0.5380, ACC1: 0.1082, ACC0: 0.9646, Gmean: 0.3230
2025-05-08 21:49:33 - Epoch 28, val mf1: 0.5426, val ACC1: 0.1146, val ACC0: 0.9645, val Gmean: 0.3325 (best 0.5662)
2025-05-08 21:49:33 - Epoch 29 伪标签: 正样本: 221 (48.4%), 负样本: 236 (51.6%)
2025-05-08 21:49:33 - Epoch 29, 测试集 AUC: 0.5987, PRE: 0.2094, REC: 0.4175, MF1: 0.5392, ACC1: 0.4175, ACC0: 0.7320, Gmean: 0.5528
2025-05-08 21:49:33 - Epoch 29, val mf1: 0.5452, val ACC1: 0.4319, val ACC0: 0.7341, val Gmean: 0.5631 (best 0.5662)
2025-05-08 21:49:34 - Epoch 30 伪标签: 正样本: 203 (44.4%), 负样本: 254 (55.6%)
