2025-05-08 21:50:52 - 运行开始时间: 20250508_215052
2025-05-08 21:50:52 - 日志文件: logs/train_log_yelp_seed64_20250508_215052.txt
2025-05-08 21:50:52 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 21:50:52 - 无标签数据数量: 457
2025-05-08 21:50:52 - 训练集总数: 459, 验证集: 15013, 测试集: 30482
2025-05-08 21:50:53 - cross entropy weight: 1.000000 (不使用)
2025-05-08 21:50:53 - 伪标签策略：
2025-05-08 21:50:53 -   使用模型输出和聚类结果的融合
2025-05-08 21:50:53 - Epoch 0 伪标签: 正样本: 232 (50.8%), 负样本: 225 (49.2%)
2025-05-08 21:50:53 - 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: 0.9854
2025-05-08 21:50:54 - Epoch 0, 测试集 AUC: 0.6590, PRE: 0.2207, REC: 0.7304, MF1: 0.5188, ACC1: 0.7304, ACC0: 0.5615, Gmean: 0.6404
2025-05-08 21:50:54 - 更新最佳测试结果 (Epoch 0): AUC 0.6590, PRE 0.2207, REC 0.7304, MF1 0.5188, ACC1 0.7304, ACC0 0.5615, Gmean 0.6404
2025-05-08 21:50:54 - Epoch 0, val mf1: 0.5146, val ACC1: 0.7455, val ACC0: 0.5495, val Gmean: 0.6400 (best 0.5146)
2025-05-08 21:50:54 - Epoch 1 伪标签: 正样本: 225 (49.2%), 负样本: 232 (50.8%)
2025-05-08 21:50:54 - Epoch 1, 测试集 AUC: 0.5812, PRE: 0.1975, REC: 0.4656, MF1: 0.5222, ACC1: 0.4656, ACC0: 0.6785, Gmean: 0.5620
2025-05-08 21:50:54 - Epoch 1, val mf1: 0.5080, val ACC1: 0.4360, val ACC0: 0.6691, val Gmean: 0.5401 (best 0.5146)
2025-05-08 21:50:54 - Epoch 2 伪标签: 正样本: 218 (47.7%), 负样本: 239 (52.3%)
2025-05-08 21:50:55 - Epoch 2, 测试集 AUC: 0.5481, PRE: 0.1801, REC: 0.3193, MF1: 0.5180, ACC1: 0.3193, ACC0: 0.7529, Gmean: 0.4903
2025-05-08 21:50:55 - Epoch 2, val mf1: 0.5184, val ACC1: 0.3173, val ACC0: 0.7548, val Gmean: 0.4894 (best 0.5184)
2025-05-08 21:50:55 - Epoch 3 伪标签: 正样本: 216 (47.3%), 负样本: 241 (52.7%)
2025-05-08 21:50:55 - Epoch 3, 测试集 AUC: 0.5438, PRE: 0.2002, REC: 0.1745, MF1: 0.5292, ACC1: 0.1745, ACC0: 0.8815, Gmean: 0.3922
2025-05-08 21:50:55 - Epoch 3, val mf1: 0.5231, val ACC1: 0.1678, val ACC0: 0.8769, val Gmean: 0.3836 (best 0.5231)
2025-05-08 21:50:55 - Epoch 4 伪标签: 正样本: 234 (51.2%), 负样本: 223 (48.8%)
2025-05-08 21:50:56 - Epoch 4, 测试集 AUC: 0.5394, PRE: 0.1797, REC: 0.2967, MF1: 0.5193, ACC1: 0.2967, ACC0: 0.7697, Gmean: 0.4779
2025-05-08 21:50:56 - Epoch 4, val mf1: 0.5188, val ACC1: 0.2930, val ACC0: 0.7713, val Gmean: 0.4754 (best 0.5231)
2025-05-08 21:50:56 - Epoch 5 伪标签: 正样本: 311 (68.1%), 负样本: 146 (31.9%)
2025-05-08 21:50:56 - Epoch 5, 测试集 AUC: 0.5342, PRE: 0.1561, REC: 0.5739, MF1: 0.4287, ACC1: 0.5739, ACC0: 0.4727, Gmean: 0.5209
2025-05-08 21:50:56 - Epoch 5, val mf1: 0.4253, val ACC1: 0.5502, val ACC0: 0.4759, val Gmean: 0.5117 (best 0.5231)
2025-05-08 21:50:56 - Epoch 6 伪标签: 正样本: 354 (77.5%), 负样本: 103 (22.5%)
2025-05-08 21:50:57 - Epoch 6, 测试集 AUC: 0.5308, PRE: 0.1527, REC: 0.6832, MF1: 0.3770, ACC1: 0.6832, ACC0: 0.3554, Gmean: 0.4928
2025-05-08 21:50:57 - Epoch 6, val mf1: 0.3783, val ACC1: 0.6781, val ACC0: 0.3589, val Gmean: 0.4934 (best 0.5231)
2025-05-08 21:50:57 - Epoch 7 伪标签: 正样本: 370 (81.0%), 负样本: 87 (19.0%)
2025-05-08 21:50:57 - Epoch 7, 测试集 AUC: 0.5295, PRE: 0.1502, REC: 0.7263, MF1: 0.3482, ACC1: 0.7263, ACC0: 0.3017, Gmean: 0.4681
2025-05-08 21:50:57 - Epoch 7, val mf1: 0.3541, val ACC1: 0.7208, val ACC0: 0.3115, val Gmean: 0.4738 (best 0.5231)
2025-05-08 21:50:57 - Epoch 8 伪标签: 正样本: 370 (81.0%), 负样本: 87 (19.0%)
2025-05-08 21:50:57 - Epoch 8, 测试集 AUC: 0.5295, PRE: 0.1502, REC: 0.7489, MF1: 0.3365, ACC1: 0.7489, ACC0: 0.2796, Gmean: 0.4576
2025-05-08 21:50:57 - Epoch 8, val mf1: 0.3429, val ACC1: 0.7460, val ACC0: 0.2892, val Gmean: 0.4645 (best 0.5231)
2025-05-08 21:50:58 - Epoch 9 伪标签: 正样本: 374 (81.8%), 负样本: 83 (18.2%)
2025-05-08 21:50:58 - Epoch 9, 测试集 AUC: 0.5298, PRE: 0.1501, REC: 0.7604, MF1: 0.3300, ACC1: 0.7604, ACC0: 0.2678, Gmean: 0.4513
2025-05-08 21:50:58 - Epoch 9, val mf1: 0.3357, val ACC1: 0.7552, val ACC0: 0.2770, val Gmean: 0.4573 (best 0.5231)
2025-05-08 21:50:58 - Epoch 10 伪标签: 正样本: 375 (82.1%), 负样本: 82 (17.9%)
2025-05-08 21:50:58 - Epoch 10, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.7876, LPL损失: 155.8029, 聚类损失: 16.6767, 总损失: 0.0000
2025-05-08 21:50:58 - Epoch 10, 测试集 AUC: 0.5290, PRE: 0.1500, REC: 0.7681, MF1: 0.3257, ACC1: 0.7681, ACC0: 0.2602, Gmean: 0.4470
2025-05-08 21:50:58 - Epoch 10, val mf1: 0.3327, val ACC1: 0.7680, val ACC0: 0.2697, val Gmean: 0.4551 (best 0.5231)
2025-05-08 21:50:58 - Epoch 11 伪标签: 正样本: 378 (82.7%), 负样本: 79 (17.3%)
2025-05-08 21:50:59 - Epoch 11, 测试集 AUC: 0.5285, PRE: 0.1503, REC: 0.7749, MF1: 0.3233, ACC1: 0.7749, ACC0: 0.2553, Gmean: 0.4448
2025-05-08 21:50:59 - Epoch 11, val mf1: 0.3294, val ACC1: 0.7744, val ACC0: 0.2638, val Gmean: 0.4520 (best 0.5231)
2025-05-08 21:50:59 - Epoch 12 伪标签: 正样本: 368 (80.5%), 负样本: 89 (19.5%)
2025-05-08 21:50:59 - Epoch 12, 测试集 AUC: 0.5279, PRE: 0.1503, REC: 0.7785, MF1: 0.3213, ACC1: 0.7785, ACC0: 0.2519, Gmean: 0.4428
2025-05-08 21:50:59 - Epoch 12, val mf1: 0.3278, val ACC1: 0.7767, val ACC0: 0.2611, val Gmean: 0.4503 (best 0.5231)
2025-05-08 21:50:59 - Epoch 13 伪标签: 正样本: 367 (80.3%), 负样本: 90 (19.7%)
2025-05-08 21:51:00 - Epoch 13, 测试集 AUC: 0.5287, PRE: 0.1504, REC: 0.7817, MF1: 0.3200, ACC1: 0.7817, ACC0: 0.2494, Gmean: 0.4415
2025-05-08 21:51:00 - Epoch 13, val mf1: 0.3261, val ACC1: 0.7776, val ACC0: 0.2586, val Gmean: 0.4484 (best 0.5231)
2025-05-08 21:51:00 - Epoch 14 伪标签: 正样本: 368 (80.5%), 负样本: 89 (19.5%)
2025-05-08 21:51:00 - Epoch 14, 测试集 AUC: 0.5284, PRE: 0.1504, REC: 0.7837, MF1: 0.3189, ACC1: 0.7837, ACC0: 0.2474, Gmean: 0.4403
2025-05-08 21:51:00 - Epoch 14, val mf1: 0.3247, val ACC1: 0.7781, val ACC0: 0.2565, val Gmean: 0.4468 (best 0.5231)
2025-05-08 21:51:00 - Epoch 15 伪标签: 正样本: 370 (81.0%), 负样本: 87 (19.0%)
2025-05-08 21:51:00 - Epoch 15, 测试集 AUC: 0.5284, PRE: 0.1506, REC: 0.7860, MF1: 0.3183, ACC1: 0.7860, ACC0: 0.2462, Gmean: 0.4399
2025-05-08 21:51:00 - Epoch 15, val mf1: 0.3237, val ACC1: 0.7781, val ACC0: 0.2552, val Gmean: 0.4456 (best 0.5231)
2025-05-08 21:51:01 - Epoch 16 伪标签: 正样本: 373 (81.6%), 负样本: 84 (18.4%)
2025-05-08 21:51:01 - Epoch 16, 测试集 AUC: 0.5282, PRE: 0.1505, REC: 0.7871, MF1: 0.3175, ACC1: 0.7871, ACC0: 0.2449, Gmean: 0.4391
2025-05-08 21:51:01 - Epoch 16, val mf1: 0.3226, val ACC1: 0.7785, val ACC0: 0.2536, val Gmean: 0.4443 (best 0.5231)
2025-05-08 21:51:01 - Epoch 17 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:01 - Epoch 17, 测试集 AUC: 0.5282, PRE: 0.1505, REC: 0.7880, MF1: 0.3169, ACC1: 0.7880, ACC0: 0.2438, Gmean: 0.4383
2025-05-08 21:51:01 - Epoch 17, val mf1: 0.3218, val ACC1: 0.7795, val ACC0: 0.2523, val Gmean: 0.4435 (best 0.5231)
2025-05-08 21:51:01 - Epoch 18 伪标签: 正样本: 368 (80.5%), 负样本: 89 (19.5%)
2025-05-08 21:51:02 - Epoch 18, 测试集 AUC: 0.5276, PRE: 0.1505, REC: 0.7889, MF1: 0.3162, ACC1: 0.7889, ACC0: 0.2427, Gmean: 0.4376
2025-05-08 21:51:02 - Epoch 18, val mf1: 0.3209, val ACC1: 0.7808, val ACC0: 0.2509, val Gmean: 0.4426 (best 0.5231)
2025-05-08 21:51:02 - Epoch 19 伪标签: 正样本: 365 (79.9%), 负样本: 92 (20.1%)
2025-05-08 21:51:02 - Epoch 19, 测试集 AUC: 0.5280, PRE: 0.1503, REC: 0.7893, MF1: 0.3153, ACC1: 0.7893, ACC0: 0.2414, Gmean: 0.4365
2025-05-08 21:51:02 - Epoch 19, val mf1: 0.3201, val ACC1: 0.7813, val ACC0: 0.2496, val Gmean: 0.4416 (best 0.5231)
2025-05-08 21:51:02 - Epoch 20 伪标签: 正样本: 363 (79.4%), 负样本: 94 (20.6%)
2025-05-08 21:51:02 - Epoch 20, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.9101, LPL损失: 186.6348, 聚类损失: 40.5009, 总损失: 0.0000
2025-05-08 21:51:02 - Epoch 20, 测试集 AUC: 0.5274, PRE: 0.1504, REC: 0.7911, MF1: 0.3147, ACC1: 0.7911, ACC0: 0.2403, Gmean: 0.4360
2025-05-08 21:51:02 - Epoch 20, val mf1: 0.3192, val ACC1: 0.7818, val ACC0: 0.2484, val Gmean: 0.4406 (best 0.5231)
2025-05-08 21:51:03 - Epoch 21 伪标签: 正样本: 361 (79.0%), 负样本: 96 (21.0%)
2025-05-08 21:51:03 - Epoch 21, 测试集 AUC: 0.5269, PRE: 0.1504, REC: 0.7923, MF1: 0.3142, ACC1: 0.7923, ACC0: 0.2393, Gmean: 0.4354
2025-05-08 21:51:03 - Epoch 21, val mf1: 0.3194, val ACC1: 0.7854, val ACC0: 0.2477, val Gmean: 0.4411 (best 0.5231)
2025-05-08 21:51:03 - Epoch 22 伪标签: 正样本: 367 (80.3%), 负样本: 90 (19.7%)
2025-05-08 21:51:03 - Epoch 22, 测试集 AUC: 0.5272, PRE: 0.1504, REC: 0.7932, MF1: 0.3135, ACC1: 0.7932, ACC0: 0.2383, Gmean: 0.4347
2025-05-08 21:51:03 - Epoch 22, val mf1: 0.3189, val ACC1: 0.7863, val ACC0: 0.2469, val Gmean: 0.4406 (best 0.5231)
2025-05-08 21:51:03 - Epoch 23 伪标签: 正样本: 367 (80.3%), 负样本: 90 (19.7%)
2025-05-08 21:51:04 - Epoch 23, 测试集 AUC: 0.5270, PRE: 0.1503, REC: 0.7939, MF1: 0.3128, ACC1: 0.7939, ACC0: 0.2371, Gmean: 0.4339
2025-05-08 21:51:04 - Epoch 23, val mf1: 0.3183, val ACC1: 0.7873, val ACC0: 0.2459, val Gmean: 0.4400 (best 0.5231)
2025-05-08 21:51:04 - Epoch 24 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:04 - Epoch 24, 测试集 AUC: 0.5265, PRE: 0.1505, REC: 0.7961, MF1: 0.3125, ACC1: 0.7961, ACC0: 0.2363, Gmean: 0.4337
2025-05-08 21:51:04 - Epoch 24, val mf1: 0.3180, val ACC1: 0.7891, val ACC0: 0.2452, val Gmean: 0.4398 (best 0.5231)
2025-05-08 21:51:04 - Epoch 25 伪标签: 正样本: 368 (80.5%), 负样本: 89 (19.5%)
2025-05-08 21:51:04 - Epoch 25, 测试集 AUC: 0.5259, PRE: 0.1505, REC: 0.7970, MF1: 0.3118, ACC1: 0.7970, ACC0: 0.2352, Gmean: 0.4329
2025-05-08 21:51:04 - Epoch 25, val mf1: 0.3174, val ACC1: 0.7905, val ACC0: 0.2441, val Gmean: 0.4392 (best 0.5231)
2025-05-08 21:51:05 - Epoch 26 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:05 - Epoch 26, 测试集 AUC: 0.5257, PRE: 0.1505, REC: 0.7981, MF1: 0.3114, ACC1: 0.7981, ACC0: 0.2344, Gmean: 0.4325
2025-05-08 21:51:05 - Epoch 26, val mf1: 0.3166, val ACC1: 0.7905, val ACC0: 0.2430, val Gmean: 0.4383 (best 0.5231)
2025-05-08 21:51:05 - Epoch 27 伪标签: 正样本: 368 (80.5%), 负样本: 89 (19.5%)
2025-05-08 21:51:05 - Epoch 27, 测试集 AUC: 0.5251, PRE: 0.1505, REC: 0.7991, MF1: 0.3106, ACC1: 0.7991, ACC0: 0.2331, Gmean: 0.4316
2025-05-08 21:51:05 - Epoch 27, val mf1: 0.3159, val ACC1: 0.7918, val ACC0: 0.2417, val Gmean: 0.4374 (best 0.5231)
2025-05-08 21:51:06 - Epoch 28 伪标签: 正样本: 370 (81.0%), 负样本: 87 (19.0%)
2025-05-08 21:51:06 - Epoch 28, 测试集 AUC: 0.5247, PRE: 0.1504, REC: 0.8004, MF1: 0.3096, ACC1: 0.8004, ACC0: 0.2316, Gmean: 0.4305
2025-05-08 21:51:06 - Epoch 28, val mf1: 0.3150, val ACC1: 0.7937, val ACC0: 0.2402, val Gmean: 0.4366 (best 0.5231)
2025-05-08 21:51:06 - Epoch 29 伪标签: 正样本: 363 (79.4%), 负样本: 94 (20.6%)
2025-05-08 21:51:06 - Epoch 29, 测试集 AUC: 0.5244, PRE: 0.1503, REC: 0.8011, MF1: 0.3086, ACC1: 0.8011, ACC0: 0.2301, Gmean: 0.4293
2025-05-08 21:51:06 - Epoch 29, val mf1: 0.3142, val ACC1: 0.7941, val ACC0: 0.2390, val Gmean: 0.4357 (best 0.5231)
2025-05-08 21:51:06 - Epoch 30 伪标签: 正样本: 371 (81.2%), 负样本: 86 (18.8%)
2025-05-08 21:51:06 - Epoch 30, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.8486, LPL损失: 163.9080, 聚类损失: 52.6478, 总损失: 0.0000
2025-05-08 21:51:07 - Epoch 30, 测试集 AUC: 0.5240, PRE: 0.1503, REC: 0.8022, MF1: 0.3078, ACC1: 0.8022, ACC0: 0.2288, Gmean: 0.4284
2025-05-08 21:51:07 - Epoch 30, val mf1: 0.3135, val ACC1: 0.7960, val ACC0: 0.2377, val Gmean: 0.4350 (best 0.5231)
2025-05-08 21:51:07 - Epoch 31 伪标签: 正样本: 366 (80.1%), 负样本: 91 (19.9%)
2025-05-08 21:51:07 - Epoch 31, 测试集 AUC: 0.5237, PRE: 0.1502, REC: 0.8029, MF1: 0.3070, ACC1: 0.8029, ACC0: 0.2276, Gmean: 0.4275
2025-05-08 21:51:07 - Epoch 31, val mf1: 0.3126, val ACC1: 0.7973, val ACC0: 0.2362, val Gmean: 0.4340 (best 0.5231)
2025-05-08 21:51:07 - Epoch 32 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:07 - Epoch 32, 测试集 AUC: 0.5232, PRE: 0.1502, REC: 0.8042, MF1: 0.3064, ACC1: 0.8042, ACC0: 0.2265, Gmean: 0.4268
2025-05-08 21:51:07 - Epoch 32, val mf1: 0.3116, val ACC1: 0.7978, val ACC0: 0.2348, val Gmean: 0.4328 (best 0.5231)
2025-05-08 21:51:07 - Epoch 33 伪标签: 正样本: 362 (79.2%), 负样本: 95 (20.8%)
2025-05-08 21:51:08 - Epoch 33, 测试集 AUC: 0.5229, PRE: 0.1501, REC: 0.8047, MF1: 0.3055, ACC1: 0.8047, ACC0: 0.2253, Gmean: 0.4258
2025-05-08 21:51:08 - Epoch 33, val mf1: 0.3115, val ACC1: 0.7992, val ACC0: 0.2343, val Gmean: 0.4327 (best 0.5231)
2025-05-08 21:51:08 - Epoch 34 伪标签: 正样本: 365 (79.9%), 负样本: 92 (20.1%)
2025-05-08 21:51:08 - Epoch 34, 测试集 AUC: 0.5229, PRE: 0.1502, REC: 0.8063, MF1: 0.3051, ACC1: 0.8063, ACC0: 0.2245, Gmean: 0.4254
2025-05-08 21:51:08 - Epoch 34, val mf1: 0.3104, val ACC1: 0.7992, val ACC0: 0.2329, val Gmean: 0.4314 (best 0.5231)
2025-05-08 21:51:08 - Epoch 35 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:08 - Epoch 35, 测试集 AUC: 0.5225, PRE: 0.1501, REC: 0.8067, MF1: 0.3043, ACC1: 0.8067, ACC0: 0.2233, Gmean: 0.4244
2025-05-08 21:51:09 - Epoch 35, val mf1: 0.3096, val ACC1: 0.8001, val ACC0: 0.2317, val Gmean: 0.4305 (best 0.5231)
2025-05-08 21:51:09 - Epoch 36 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:09 - Epoch 36, 测试集 AUC: 0.5224, PRE: 0.1500, REC: 0.8072, MF1: 0.3036, ACC1: 0.8072, ACC0: 0.2222, Gmean: 0.4235
2025-05-08 21:51:09 - Epoch 36, val mf1: 0.3093, val ACC1: 0.8010, val ACC0: 0.2311, val Gmean: 0.4302 (best 0.5231)
2025-05-08 21:51:09 - Epoch 37 伪标签: 正样本: 367 (80.3%), 负样本: 90 (19.7%)
2025-05-08 21:51:09 - Epoch 37, 测试集 AUC: 0.5225, PRE: 0.1498, REC: 0.8076, MF1: 0.3027, ACC1: 0.8076, ACC0: 0.2210, Gmean: 0.4225
2025-05-08 21:51:09 - Epoch 37, val mf1: 0.3090, val ACC1: 0.8024, val ACC0: 0.2304, val Gmean: 0.4299 (best 0.5231)
2025-05-08 21:51:09 - Epoch 38 伪标签: 正样本: 371 (81.2%), 负样本: 86 (18.8%)
2025-05-08 21:51:10 - Epoch 38, 测试集 AUC: 0.5226, PRE: 0.1497, REC: 0.8081, MF1: 0.3019, ACC1: 0.8081, ACC0: 0.2199, Gmean: 0.4215
2025-05-08 21:51:10 - Epoch 38, val mf1: 0.3085, val ACC1: 0.8028, val ACC0: 0.2297, val Gmean: 0.4294 (best 0.5231)
2025-05-08 21:51:10 - Epoch 39 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:10 - Epoch 39, 测试集 AUC: 0.5228, PRE: 0.1498, REC: 0.8092, MF1: 0.3015, ACC1: 0.8092, ACC0: 0.2191, Gmean: 0.4211
2025-05-08 21:51:10 - Epoch 39, val mf1: 0.3085, val ACC1: 0.8042, val ACC0: 0.2293, val Gmean: 0.4295 (best 0.5231)
2025-05-08 21:51:10 - Epoch 40 伪标签: 正样本: 372 (81.4%), 负样本: 85 (18.6%)
2025-05-08 21:51:10 - Epoch 40, 有标签损失: 0.0000, 一致性损失: 0.0000, 伪标签损失: 0.8234, LPL损失: 161.7365, 聚类损失: 55.5194, 总损失: 0.0000
2025-05-08 21:51:11 - Epoch 40, 测试集 AUC: 0.5227, PRE: 0.1497, REC: 0.8097, MF1: 0.3010, ACC1: 0.8097, ACC0: 0.2184, Gmean: 0.4205
2025-05-08 21:51:11 - Epoch 40, val mf1: 0.3081, val ACC1: 0.8047, val ACC0: 0.2286, val Gmean: 0.4289 (best 0.5231)
2025-05-08 21:51:11 - Epoch 41 伪标签: 正样本: 370 (81.0%), 负样本: 87 (19.0%)
2025-05-08 21:51:11 - Epoch 41, 测试集 AUC: 0.5227, PRE: 0.1497, REC: 0.8099, MF1: 0.3006, ACC1: 0.8099, ACC0: 0.2179, Gmean: 0.4201
2025-05-08 21:51:11 - Epoch 41, val mf1: 0.3077, val ACC1: 0.8051, val ACC0: 0.2281, val Gmean: 0.4285 (best 0.5231)
2025-05-08 21:51:11 - Epoch 42 伪标签: 正样本: 365 (79.9%), 负样本: 92 (20.1%)
2025-05-08 21:51:11 - Epoch 42, 测试集 AUC: 0.5228, PRE: 0.1497, REC: 0.8101, MF1: 0.3005, ACC1: 0.8101, ACC0: 0.2177, Gmean: 0.4199
2025-05-08 21:51:11 - Epoch 42, val mf1: 0.3074, val ACC1: 0.8051, val ACC0: 0.2276, val Gmean: 0.4281 (best 0.5231)
2025-05-08 21:51:12 - Epoch 43 伪标签: 正样本: 374 (81.8%), 负样本: 83 (18.2%)
2025-05-08 21:51:12 - Epoch 43, 测试集 AUC: 0.5228, PRE: 0.1498, REC: 0.8110, MF1: 0.3006, ACC1: 0.8110, ACC0: 0.2176, Gmean: 0.4201
2025-05-08 21:51:12 - Epoch 43, val mf1: 0.3073, val ACC1: 0.8056, val ACC0: 0.2274, val Gmean: 0.4280 (best 0.5231)
2025-05-08 21:51:12 - Epoch 44 伪标签: 正样本: 374 (81.8%), 负样本: 83 (18.2%)
2025-05-08 21:51:12 - Epoch 44, 测试集 AUC: 0.5227, PRE: 0.1498, REC: 0.8110, MF1: 0.3005, ACC1: 0.8110, ACC0: 0.2175, Gmean: 0.4200
2025-05-08 21:51:12 - Epoch 44, val mf1: 0.3073, val ACC1: 0.8056, val ACC0: 0.2275, val Gmean: 0.4281 (best 0.5231)
2025-05-08 21:51:12 - Epoch 45 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:13 - Epoch 45, 测试集 AUC: 0.5228, PRE: 0.1498, REC: 0.8112, MF1: 0.3005, ACC1: 0.8112, ACC0: 0.2174, Gmean: 0.4200
2025-05-08 21:51:13 - Epoch 45, val mf1: 0.3073, val ACC1: 0.8061, val ACC0: 0.2273, val Gmean: 0.4281 (best 0.5231)
2025-05-08 21:51:13 - Epoch 46 伪标签: 正样本: 369 (80.7%), 负样本: 88 (19.3%)
2025-05-08 21:51:13 - Epoch 46, 测试集 AUC: 0.5229, PRE: 0.1498, REC: 0.8115, MF1: 0.3005, ACC1: 0.8115, ACC0: 0.2174, Gmean: 0.4200
2025-05-08 21:51:13 - Epoch 46, val mf1: 0.3072, val ACC1: 0.8061, val ACC0: 0.2272, val Gmean: 0.4280 (best 0.5231)
2025-05-08 21:51:13 - Epoch 47 伪标签: 正样本: 371 (81.2%), 负样本: 86 (18.8%)
2025-05-08 21:51:13 - Epoch 47, 测试集 AUC: 0.5231, PRE: 0.1499, REC: 0.8115, MF1: 0.3005, ACC1: 0.8115, ACC0: 0.2174, Gmean: 0.4201
2025-05-08 21:51:13 - Epoch 47, val mf1: 0.3072, val ACC1: 0.8061, val ACC0: 0.2272, val Gmean: 0.4280 (best 0.5231)
2025-05-08 21:51:14 - Epoch 48 伪标签: 正样本: 374 (81.8%), 负样本: 83 (18.2%)
2025-05-08 21:51:14 - Epoch 48, 测试集 AUC: 0.5231, PRE: 0.1499, REC: 0.8117, MF1: 0.3005, ACC1: 0.8117, ACC0: 0.2174, Gmean: 0.4201
2025-05-08 21:51:14 - Epoch 48, val mf1: 0.3073, val ACC1: 0.8065, val ACC0: 0.2272, val Gmean: 0.4281 (best 0.5231)
2025-05-08 21:51:14 - Epoch 49 伪标签: 正样本: 370 (81.0%), 负样本: 87 (19.0%)
2025-05-08 21:51:14 - Epoch 49, 测试集 AUC: 0.5232, PRE: 0.1500, REC: 0.8119, MF1: 0.3007, ACC1: 0.8119, ACC0: 0.2176, Gmean: 0.4203
2025-05-08 21:51:14 - Epoch 49, val mf1: 0.3074, val ACC1: 0.8065, val ACC0: 0.2274, val Gmean: 0.4283 (best 0.5231)
2025-05-08 21:51:14 - time cost: 21.54 s
2025-05-08 21:51:14 - 基于验证集最佳模型的测试结果: REC 17.45 PRE 20.02 MF1 52.92 AUC 54.38 ACC1 17.45 ACC0 88.15 Gmean 39.22
2025-05-08 21:51:14 - 测试集上观察到的最佳结果 (Epoch 0): AUC 65.90 PRE 22.07 REC 73.04 MF1 51.88 ACC1 73.04 ACC0 56.15 Gmean 64.04
